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Schrödinger, Inc.

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FY2021 Annual Report · Schrödinger, Inc.
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UNITED STATES
SECURITIES AND EXCHANGE COMMISSION
Washington, D.C. 20549

FORM 10-K

(Mark One)
☒ ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934

For the fiscal year ended December 31, 2021

OR

☐ TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934

FOR THE TRANSITION PERIOD FROM                      TO                     

Commission File Number 001-39206

Schrodinger, Inc.

(Exact name of Registrant as specified in its Charter)

Delaware
(State or other jurisdiction of
incorporation or organization)
1540 Broadway, 24th Floor
New York, NY
(Address of principal executive offices)

95-4284541
(I.R.S. Employer
Identification No.)

10036
(Zip Code)

Registrant’s telephone number, including area code: (212) 295-5800

Securities registered pursuant to Section 12(b) of the Act:

Common stock, par value $0.01 per share

Title of each class

Securities registered pursuant to Section 12(g) of the Act: None

Trading Symbol(s)
SDGR

Name of each exchange on which registered
The Nasdaq Stock Market LLC

Indicate by check mark if the Registrant is a well-known seasoned issuer, as defined in Rule 405 of the Securities Act. Yes ☒ No ☐

Indicate by check mark if the Registrant is not required to file reports pursuant to Section 13 or 15(d) of the Act.  Yes ☐ No ☒
Indicate by check mark whether the Registrant: (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding 12 months (or for such
shorter period that the Registrant was required to file such reports), and (2) has been subject to such filing requirements for the past 90 days.  Yes ☒ No ☐
Indicate by check mark whether the Registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T (§232.405 of this chapter) during
the preceding 12 months (or for such shorter period that the Registrant was required to submit such files).  Yes ☒ No ☐
Indicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, smaller reporting company, or an emerging growth company. See the definitions of
“large accelerated filer,” “accelerated filer,” “smaller reporting company,” and “emerging growth company” in Rule 12b-2 of the Exchange Act.

Large accelerated filer

Non-accelerated filer

Emerging growth company

  ☒
  ☐
  ☐

   Accelerated filer

   Smaller reporting company

  ☐
  ☐

If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or revised financial accounting standards provided
pursuant to Section 13(a) of the Exchange Act.  ☐
Indicate by check mark whether the registrant has filed a report on and attestation to its management’s assessment of the effectiveness of its internal control over financial reporting under Section 404(b) of
the Sarbanes-Oxley Act (15 U.S.C. 7262(b)) by the registered public accounting firm that prepared or issued its audit report. ☒

Indicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Exchange Act).  Yes ☐ No ☒
As of June 30, 2021, the last business day of the registrant’s most recently completed second fiscal quarter, the aggregate market value of the voting and non-voting common equity held by non-affiliates of
the registrant was $3,519,898,945 based upon the closing sale price of the registrant’s common stock on that date.
As of February 18, 2022, the registrant had 61,873,343 shares of common stock and 9,164,193 shares of limited common stock outstanding.

The registrant intends to file a definitive proxy statement pursuant to Regulation 14A relating to the 2022 Annual Meeting of Stockholders within 120 days of the end of the registrant’s fiscal year ended
December 31, 2021. Portions of such definitive proxy statement are incorporated by reference into Part III of this Annual Report on Form 10-K to the extent stated herein.

DOCUMENTS INCORPORATED BY REFERENCE

Auditor Firm Id:

185

Auditor Name:

KPMG LLP

Auditor Location:

Portland, OR

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
  
 
Table of Contents

Business
Risk Factors
Unresolved Staff Comments
Properties
Legal Proceedings
Mine Safety Disclosures

Market for Registrant’s Common Equity, Related Stockholder Matters and Issuer Purchases of Equity Securities
[Reserved]
Management’s Discussion and Analysis of Financial Condition and Results of Operations
Quantitative and Qualitative Disclosures About Market Risk
Financial Statements and Supplementary Data
Changes in and Disagreements With Accountants on Accounting and Financial Disclosure
Controls and Procedures
Other Information
Disclosure Regarding Foreign Jurisdictions that Prevent Inspections

Directors, Executive Officers and Corporate Governance
Executive Compensation
Security Ownership of Certain Beneficial Owners and Management and Related Stockholder Matters
Certain Relationships and Related Transactions, and Director Independence
Principal Accountant Fees and Services

Exhibits and Financial Statement Schedules
Form 10-K Summary

PART I
Item 1.
Item 1A.
Item 1B.
Item 2.
Item 3.
Item 4.

PART II
Item 5.
Item 6.
Item 7.
Item 7A.
Item 8.
Item 9.
Item 9A.
Item 9B.
Item 9C.

PART III
Item 10.
Item 11.
Item 12.
Item 13.
Item 14.

PART IV
Item 15.
Item 16.

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CAUTIONARY NOTE REGARDING FORWARD-LOOKING STATEMENTS AND INDUSTRY DATA

This Annual Report on Form 10-K, or this Annual Report, contains forward-looking statements within the meaning of the U.S. Private Securities Litigation
Reform  Act  and  Section  21E  of  the  Securities  Exchange  Act  of  1934,  as  amended,  that  involve  substantial  risks  and  uncertainties.  All  statements,  other  than
statements  of  historical  fact,  contained  in  this  Annual  Report,  including  statements  regarding  our  strategy,  future  operations,  future  financial  position,  future
revenue,  projected  costs,  prospects,  plans  and  objectives  of  management,  are  forward-looking  statements.  The  words  “anticipate,”  “believe,”  “contemplate,”
“continue,” “could,” “estimate,” “expect,” “intend,” “may,” “might,” “plan,” “potential,” “predict,” “project,” “should,” “target,” “will,” “would” or the negative of
these words or other similar expressions are intended to identify forward-looking statements, although not all forward-looking statements contain these identifying
words.

The forward-looking statements in this Annual Report include, among other things, statements about:

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the potential advantages of our physics-based computational platform;

our strategic plans to accelerate the growth of our software business;

our research and development efforts for our internal drug discovery programs and our computational platform;

the initiation, timing, progress, and results of our internal drug discovery programs or the drug discovery programs of our collaborators;

our plans to submit investigational new drug applications to the U.S. Food and Drug Administration for our internal drug discovery programs;

our plans to discover and develop product candidates and to maximize their commercial potential by advancing such product candidates ourselves or
in collaboration with others;

our plans to leverage the synergies between our businesses;

the timing of, the ability to submit applications for and the ability to obtain and maintain regulatory approvals for any product candidates we or one of
our collaborators may develop;

our  drug  discovery  collaborations  and  our  estimates  or  expectations  regarding  any  milestone  or  other  payments  we  may  receive  from  such
collaborations, including pursuant to our collaboration with Bristol-Myers Squibb Company;

our  expectations  regarding  our  ability  to  fund  our  operating  expenses  and  capital  expenditure  requirements  with  our  cash,  cash  equivalents,  and
marketable securities;

the potential advantages of our drug discovery programs;

the rate and degree of market acceptance of our software solutions;

the potential continued impact of the COVID-19 pandemic on our business, operations, liquidity and prospects;

the rate and degree of market acceptance and clinical utility of our products;

our estimates regarding the potential market opportunity for our software solutions and any product candidate we or any of our collaborators may in
the future develop;

our marketing capabilities and strategy;

our intellectual property position;

our ability to identify technologies with significant commercial potential that are consistent with our commercial objectives;

our expectations related to the use of our cash, cash equivalents, and marketable securities;

our expectations related to the key drivers of our performance;

the impact of government laws and regulations;

our  competitive  position  and  expectations  regarding  developments  and  projections  relating  to  our  competitors  and  any  competing  products,
technologies, or therapies that are or become available;

our ability to maintain and establish collaborations or obtain additional funding; and

our reliance on key personnel and our ability to identify, recruit, and retain skilled personnel.

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We may not actually achieve the plans, intentions, or expectations disclosed in our forward-looking statements, and you should not place undue reliance on
our  forward-looking  statements.  Actual  results  or  events  could  differ  materially  from  the  plans,  intentions,  and  expectations  disclosed  in  the  forward-looking
statements we make. We have included important factors in the cautionary statements included in this Annual Report, particularly in “Risk Factor Summary” below
and  “Risk  Factors”,  that  we  believe  could  cause  actual  results  or  events  to  differ  materially  from  the  forward-looking  statements  that  we  make.  Moreover,  we
operate in a competitive and rapidly changing environment. New risks and uncertainties emerge from time to time, and it is not possible for us to predict all risks
and uncertainties that could have an impact on the forward-looking statements contained in this Annual Report. Our forward-looking statements do not reflect the
potential impact of any future acquisitions, mergers, dispositions, collaborations, joint ventures, or investments we may make or enter into.

You should read this Annual Report and the documents that we file with the Securities and Exchange Commission, or the SEC, with the understanding that
our actual future results may be materially different from what we expect. The forward-looking statements contained in this Annual Report are made as of the date
of this Annual Report, and we do not assume any obligation to update any forward-looking statements, whether as a result of new information, future events or
otherwise, except as required by applicable law.

In addition, statements that “we believe” and similar statements reflect our beliefs and opinions on the relevant subject. These statements are based upon
information  available  to  us  as  of  the  date  of  this  Annual  Report,  and  while  we  believe  such  information  forms  a  reasonable  basis  for  such  statements,  such
information  may  be  limited  or  incomplete.  Our  statements  should  not  be  read  to  indicate  that  we  have  conducted  an  exhaustive  inquiry  into,  or  review  of,  all
potentially available relevant information. These statements are inherently uncertain and investors are cautioned not to unduly rely upon these statements.

This Annual Report includes statistical and other industry and market data that we obtained from industry publications and research, surveys, and studies
conducted by third parties as well as our own estimates of potential market opportunities. All of the market data used in this Annual Report involves a number of
assumptions  and  limitations,  and  you  are  cautioned  not  to  give  undue  weight  to  such  data.  Industry  publications  and  third-party  research,  surveys,  and  studies
generally indicate that their information has been obtained from sources believed to be reliable, although they do not guarantee the accuracy or completeness of
such information. Our estimates of the potential market opportunities for our product candidates include several key assumptions based on our industry knowledge,
industry publications, third-party research, and other surveys, which may be based on a small sample size and may fail to accurately reflect market opportunities.
While we believe that our internal assumptions are reasonable, no independent source has verified such assumptions.

Unless  the  context  otherwise  requires,  we  use  the  terms  “company,”  “we,”  “us”  and  “our”  in  this  Annual  Report  to  refer  to  Schrödinger,  Inc.  and  its

consolidated subsidiaries.

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RISK FACTOR SUMMARY

Our business is subject to a number of risks of which you should be aware before making an investment decision. Below we summarize what we believe are
the principal risk factors but these risks are not the only ones we face, and you should carefully review and consider the full discussion of our risk factors in the
section titled “Risk Factors”, together with the other information in this Annual Report.

• We have a history of significant operating losses, and we expect to incur losses over the next several years.

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If  we  are  unable  to  increase  sales  of  our  software,  or  if  we  and  our  current  and  future  collaborators  are  unable  to  successfully  develop  and
commercialize drug products, our revenues may be insufficient for us to achieve or maintain profitability.

Our quarterly and annual results may fluctuate significantly, which could adversely impact the value of our common stock.

If our existing customers do not renew their licenses, do not buy additional solutions from us, or renew at lower prices, our business and operating
results will suffer.

A significant portion of our revenues are generated by sales to life sciences industry customers, and factors that adversely affect this industry could
also adversely affect our software sales.

The  markets  in  which  we  participate  are  highly  competitive,  and  if  we  do  not  compete  effectively,  our  business  and  operating  results  could  be
adversely affected.

• We may never realize a return on our investment of resources and cash in our drug discovery collaborations.

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Although we believe that our computational platform has the potential to identify more promising molecules than traditional methods and to accelerate
drug discovery, our focus on using our platform technology to discover and design molecules with therapeutic potential may not result in the discovery
and development of commercially viable products for us or our collaborators.

As a company, we do not have any experience in clinical development and have not advanced any product candidate into clinical development.

• We may not be successful in our efforts to identify, discover or develop product candidates and may fail to capitalize on programs, collaborations, or

product candidates that may present a greater commercial opportunity or for which there is a greater likelihood of success.

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Conducting successful clinical trials requires the enrollment of a sufficient number of patients, and suitable patients may be difficult to identify and
recruit.

A widespread outbreak of an illness or other health issue, such as the COVID-19 pandemic, could negatively affect various aspects of our business and
make it more difficult to meet our obligations to our customers, and could result in reduced demand from our customers as well as delays in our drug
discovery and development programs.

If we fail to comply with our obligations under our existing license agreements with Columbia University, under any of our other intellectual property
licenses, or under any future intellectual property licenses, or otherwise experience disruptions to our business relationships with our current or any
future licensors, we could lose intellectual property rights that are important to our business.

If  we  are  unable  to  obtain,  maintain,  enforce,  and  protect  patent  protection  for  our  technology  and  product  candidates  or  if  the  scope  of  the  patent
protection obtained is not sufficiently broad, our competitors could develop and commercialize technology and products similar or identical to ours,
and our ability to successfully develop and commercialize our technology and product candidates may be adversely affected.

Our internal information technology systems, or those of our third-party vendors, contractors, or consultants, may fail or suffer security breaches, loss
or leakage of data, and other disruptions, which could result in a material disruption of our services, compromise sensitive information related to our
business, or prevent us from accessing critical information, potentially exposing us to liability or otherwise adversely affecting our business.

Our future success depends on our ability to retain key executives and to attract, retain, and motivate qualified personnel.

• We  are  pursuing  multiple  business  strategies  and  expect  to  expand  our  development  and  regulatory  capabilities,  and  as  a  result,  we  may  encounter

difficulties in managing our multiple business units and our growth, which could disrupt our operations.

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Our  executive  officers,  directors,  and  principal  stockholders,  if  they  choose  to  act  together,  have  the  ability  to  influence  all  matters  submitted  to
stockholders for approval.

Our actual operating results may differ significantly from our guidance.

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Item 1. Business.

Overview

PART I

We are transforming the way therapeutics and materials are discovered.

Our  differentiated,  physics-based  software  platform  enables  discovery  of  high-quality,  novel  molecules  for  drug  development  and  materials  applications
more  rapidly,  at  lower  cost,  and  with,  we  believe,  a  higher  likelihood  of  success  compared  to  traditional  methods.  Our  software  platform  is  used  by
biopharmaceutical and industrial companies, academic institutions, and government laboratories around the world. Our multidisciplinary drug discovery team also
leverages our software platform to advance collaborative drug discovery and development programs and our own pipeline of novel therapeutics to address unmet
medical needs.

Traditional  drug  discovery  and  development  efforts  have  become  increasingly  complex,  lengthy,  capital-intensive,  and  are  prone  to  high  failure  rates.
Traditional drug discovery relies upon many rounds of costly and time-consuming manual molecule design, chemical synthesis, and experimental testing. One of
the  primary  reasons  for  long  timelines,  high  costs,  and  high  failure  rates  in  drug  discovery  is  that  predicting  properties  of  molecules  in  advance  of  chemical
synthesis is extremely complex and not amenable to traditional approaches.

Over  the  past  several  decades  and  with  the  concerted  efforts  of  hundreds  of  our  scientists  and  software  engineers,  we  have  developed  a  physics-based
computational platform that is capable of predicting critical properties of molecules with a high degree of accuracy. This key capability enables drug discovery
teams  to  design  and  selectively  synthesize  molecules  with  more  optimal  properties,  reducing  the  average  time  and  costs  required  to  identify  a  development
candidate and increasing the probability that a drug discovery program will enter clinical development. Furthermore, we believe that development candidates with
more optimized property profiles will have a higher probability of success in clinical development. Additionally, since the physics underlying the properties of drug
molecules and materials is the same, we have been able to extend our computational platform to materials science applications in fields such as aerospace, energy,
semiconductors, and electronic displays.

We offer our customers a variety of software solutions that accelerate all stages of molecule discovery, design, and optimization. In 2021, all of the top 20
pharmaceutical  companies,  measured  by  2020  revenue,  licensed  our  solutions,  accounting  for  $42.0  million,  or  37%,  of  our  software  revenue  in  2021.  The
widespread adoption of our software, supported by our global team of sales, technical, and scientific personnel, has driven steady growth in our software revenue.
Biopharmaceutical  companies  are  increasingly  adopting  our  software  at  a  larger  scale,  and  we  anticipate  this  scaling-up  will  drive  future  revenue  growth.  Our
ability  to  expand  within  our  customer  base  is  demonstrated  by  the  increasing  number  of  our  customers  with  an  annual  contract  value,  or  ACV,  in  excess  of
$100,000. We had 190, 153, and 131 such customers, which represented 80%, 79%, and 78% of our total ACV, for the years ended December 31, 2021, 2020, and
2019, respectively. In addition, our customer retention rate for our customers with an ACV over $100,000 for the year ended December 31, 2021 was 98% and was
96% or higher for each of the previous eight fiscal years. We believe the growth in the number of our customers demonstrates that companies are increasingly
recognizing the power and efficiency of our platform while the retention in this group is indicative of the continued value of our platform. See “Management’s
Discussion and Analysis of Financial Condition and Results of Operations—Key Factors Affecting Our Performance” for additional information regarding ACV
and customer retention rate.

We also leverage our platform and capabilities across a portfolio of collaborative and internal drug discovery programs spanning a wide range of disease
targets  and  indications.  Our  drug  discovery  group  is  comprised  of  a  multidisciplinary  team  of  over  100  experts  in  protein  science,  biochemistry,  biophysics,
medicinal and computational chemistry, and discovery scientists with expertise in preclinical and early clinical development. During the year ended December 31,
2021, we collaborated on more than 20 drug discovery programs with more than ten different biopharmaceutical companies. These collaborations generate drug
discovery  revenue,  including  upfront  payments,  research  funding  payments,  and  discovery  and  development  milestones,  and  have  the  potential  to  produce
additional milestone payments, option fees, and future royalties.

Furthermore, in mid-2018, we launched a pipeline of internal, wholly-owned programs with the goal of rapidly advancing the discovery of best-in-class and
first-in-class therapies. Our initial programs are focused on discovering and developing inhibitors for targets in DNA damage response pathways and genetically
defined cancers. Since then, we have expanded into other therapeutic areas, including in the areas of immunology and neurology. We continue to advance multiple
internal programs through investigational new drug, or IND, -enabling studies. We expect to submit an IND application to the U.S. Food and Drug Administration,
or FDA, for our MALT1 program in the first half of 2022, and subject to receiving regulatory clearance, we expect to initiate a Phase 1 clinical trial of our MALT1
inhibitor in patients with relapsed and resistant lymphoma in the second half of 2022. We also plan to submit IND applications to the FDA for our CDC7 program
in early 2023 and our WEE1 program in 2023, subject to

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favorable data from IND-enabling studies. In addition, we plan to initiate a Phase 1 clinical trial of our CDC7 inhibitor in 2023, subject to receipt of regulatory
clearance.  While  our  revenue-generating  collaborations  are  an  important  component  of  our  business,  our  strategy  is  to  pursue  an  increasing  number  of  wholly-
owned  programs  and  strategically  evaluate  on  a  program-by-program  basis  entering  into  clinical  development  ourselves,  entering  into  collaborations,  or  out-
licensing programs to maximize commercial opportunities.

As  part  of  this  strategy,  in  November  2020,  we  entered  into  an  exclusive,  worldwide  collaboration  and  license  agreement  with  Bristol-Myers  Squibb
Company, or BMS, pursuant to which we and BMS agreed to collaborate in the discovery, research and development of small molecule compounds for biological
targets in the oncology, neurology and immunology therapeutic areas. The initial collaboration targets included HIF-2 alpha and SOS1/KRAS, which were two of
our  internal  pipeline  programs.  In  November  2021,  we  and  BMS  mutually  agreed  to  replace  the  HIF-2  alpha  target  with  another  precision  oncology  target.
Following the replacement election, all rights to the HIF-2 alpha target program reverted to us. Under the terms of the agreement, we received a $55.0 million
upfront payment from BMS, and we are eligible to receive up to $2.7 billion in total milestones from BMS across all potential targets, as well as a tiered percentage
royalty on net sales of each product commercialized by BMS ranging from mid-single digits to low-double digits, subject to certain specified reductions. See “—
Collaboration Agreement with Bristol-Myers Squibb Company” for additional information relating to this agreement.

We generated revenue of $137.9 million, $108.1 million, and $85.5 million in 2021, 2020, and 2019, respectively, representing year-over-year growth of
28%  and  26%,  respectively.  Our  net  loss  was  $101.2  million,  $26.6  million,  and  $25.7  million  for  the  years  ended  December  31,  2021,  2020,  and  2019,
respectively.

Strategy

Our mission is to improve human health and quality of life by transforming the way therapeutics and materials are discovered. Our physics-based approach
and  differentiated  software  solutions  enable  the  discovery  of  novel  molecules  for  drug  development  and  materials  applications  more  rapidly,  at  lower  cost,  and
with, we believe, a higher likelihood of success compared to traditional methods.

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Advancing the science that underlies our computational platform: We have emerged as the leader in the field of physics-based computational drug
discovery,  and  we  believe  our  computational  platform  is  far  ahead  of  that  of  our  nearest  competitors.      We  intend  to  maintain  our  industry-leading
position  by  introducing  new  capabilities  and  refining  our  software  to  further  strengthen  our  technology  and  advance  the  science  underlying  our
platform.

Growing and expanding our software business: We have experienced steady growth in our software revenues, achieving $113.2 million in revenue in
2021, an increase of 22% compared to 2020, primarily driven by broad adoption of our software solutions by the biopharmaceutical industry and the
expansion of our materials science business.

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▪

Life  science  software  business:  In  2021,  all  of  the  top  20  pharmaceutical  companies,  measured  by  2020  revenue,  licensed  our  solutions,
accounting for $42.0 million, or 37%, of our software revenue in 2021. However, we estimate that many of our largest customers are currently
purchasing only enough software to optimally enable only a small portion of their drug discovery projects, which typically represents a small
fraction  of  their  drug  discovery  projects.  Our  ability  to  expand  within  our  customer  base  is  demonstrated  by  the  increasing  number  of  our
customers with an ACV of over $100,000. We had 190, 153, and 131 such customers for the years ended December 31, 2021, 2020, and 2019,
respectively. In addition, we had 15, 16, and 10 customers for the years ended December 31, 2021, 2020, and 2019, respectively, with an ACV
of  over  $1.0  million.  We  intend  to  leverage  our  existing  relationships  with  our  customers  to  drive  larger-scale  adoption  of  our  solutions.
Further, we believe there remains a large opportunity for growth as there are thousands of biopharmaceutical companies that could benefit from
our solutions.

Materials  science  software  business:  Beyond  drug  discovery,  our  solutions  can  be  leveraged  for  broad  application  to  address  industrial
challenges  in  molecule  design,  including  in  the  fields  of  aerospace,  energy,  semiconductors  and  electronic  displays.  We  intend  to  continue
growing this business through increased brand awareness and a build-out of industry-specific functionality.

Accelerating  growth  of  our  drug  discovery  business:  We  also  apply  our  computational  platform  across  a  diversified  portfolio  of  drug  discovery
programs through collaborations with biopharmaceutical companies, and through our own efforts on internal programs. Our collaborations generate
revenues  through  upfront  payments,  research  funding,  preclinical  and  clinical  milestones  as  well  as  the  potential  for  option  fees,  commercial
milestones, and future royalties. We also benefit from equity positions in certain of our collaborators

▪ We  are  actively  working  with  our  collaborators  to  discover  novel  therapies.  We  also  intend  to  add  new  collaborations  that  offer  scientific

synergies and favorable economic terms.

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▪ We  plan  to  progress  our  existing  internal  programs,  including  our  MALT1,  CDC7  and  WEE1  inhibitor  programs,  and  continue  to  add  new
programs that leverage our computational platform. As we progress these programs, we will strategically evaluate on a program-by-program
basis  entering  into  preclinical  and  clinical  development  ourselves,  entering  into  collaborations,  or  out-licensing  programs  to  maximize
commercial opportunities.

•

Leveraging the synergies between our businesses: We believe that there are significant synergies within our business. We leverage the feedback that
we receive from our software customers, collaborators, and internal drug discovery experts to improve the functionality of our platform, which we
believe supports increased customer adoption of our solutions and more rapid advancement of our collaborative and internal drug discovery programs.
In addition, the success of our collaborators in advancing drug discovery programs provides significant validation of our platform and approach, which
we  believe  increases  the  attractiveness  of  our  platform  to  customers,  helps  us  establish  new  collaborations,  and  validates  the  potential  of  our  own
internal drug discovery programs.

Central to our ability to pursue these distinct lines of business is a firewall policy consisting of a set of well-established protocols and technology measures

designed to ensure that the intellectual property of our software customers and drug discovery collaborators remains confidential and segregated.

Industry Overview

Traditional  drug  discovery  and  development  efforts  have  become  increasingly  complex,  lengthy,  capital-intensive,  and  are  prone  to  high  failure  rates.
Traditional  drug  discovery  involves  experimental  screening  of  existing  libraries  of  molecules  to  find  molecules  with  detectable  activity,  or  “hit  molecules,”
followed  by  many  rounds  of  chemical  synthesis  to  attempt  to  optimize  those  hit  molecules  to  a  development  candidate  that  can  be  advanced  into  clinical
development. Efforts to optimize initial hit molecules for a drug discovery project involve costly and iterative synthesis and testing of molecules seeking to identify
a molecule with the required property profile. The optimal profile has the acceptable balance of properties such as potency, selectivity, solubility, bioavailability,
half-life, permeability, drug-drug interaction potential, synthesizability, and toxicity. These properties are often inversely correlated, meaning that optimizing one
property often de-optimizes others. The challenge of optimizing hit molecules is amplified by the limited number of molecules that can be feasibly tested across
these  properties  with  traditional  methods.  As  a  result,  this  optimization  process  often  fails  to  yield  a  molecule  with  a  satisfactory  property  profile  to  be  a
development candidate, which is why many drug discovery programs fail to advance into clinical development.

The traditional approach to drug discovery takes too long, is too prone to failure, and is too costly. Successfully reaching an IND application filing requires
on average five to six years, and the average success rates suggest two out of three projects will fail. Accounting for such failures, the industry average cost to
complete a successful IND filing is $35 million.

A  typical  drug  discovery  project  only  has  the  budget  and  time  to  synthesize  and  assay  fewer  than  10,000  molecules,  because  the  cost  and  timelines

associated with interrogating a greater number of molecules is impractical. This small sampling of molecules

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represents a minuscule fraction of the total number of molecules that could potentially be synthesized. Exploring such a limited number of molecules reduces the
likelihood of identifying molecules with the desired property profile, which we believe leads to development candidates with higher failure rates.

Being  able  to  predict  molecular  properties  before  initiating  costly  and  time-consuming  experimental  synthesis  would  accelerate  drug  discovery,  reduce
costs,  and  increase  the  probability  of  success.  If  it  were  possible  to  accurately  predict  critical  properties  of  molecules,  fewer  molecules  would  have  to  be
experimentally  synthesized  and  tested.  As  a  result,  larger  pools  of  molecules  could  be  analyzed  allowing  for  more  selective  synthesis  of  molecules,  leading  to
higher-quality molecules. In addition, with predictive computational methods, better selections of molecules would be synthesized through exploration of larger
portions  of  chemical  space,  leading  to  higher-quality  molecules  that  would  in  turn  have  a  higher  probability  of  progressing  through  clinical  development  and
obtaining regulatory approval for commercial sale.

There have been many attempts to improve the efficiency of the drug discovery process by using computational methods to predict properties of molecules.
One of the primary computational methods that many companies have attempted to deploy is machine learning, often referred to as artificial intelligence, or AI.
One of the main benefits of machine learning is its ability to rapidly process data at scale. However, machine learning on its own has significant limitations and has
therefore had a limited impact on improving the efficiency of the drug discovery process. Machine learning requires input data, referred to as a training set, to build
a predictive model. This model is expected to accurately predict properties of molecules similar to the training set, but cannot extrapolate to molecules that are not
similar to the training set. Accordingly, since the number of possible molecules that could be synthesized is effectively infinite, machine learning can only cover a
minuscule fraction of the total number of molecules that could potentially be synthesized.

The other primary computational method that has been attempted involves using fundamental, “first-principles” physics-based methods, which require a
deep and thorough understanding of the specific property to be computed. However, physics-based methods are difficult to develop and can be slow compared to
machine learning. Further, to apply such methods to design molecules that will bind with high affinity to a particular protein target, the three-dimensional structure
of that protein must be generated with sufficient atomic detail to enable application of these physics-based approaches, which is referred to as being “structurally
enabled,”  and  such  structures  have  been  historically  difficult  to  obtain.  Another  factor  preventing  computational  chemistry  from  realizing  its  promise  has  been
limited compute speed. However, despite all of these challenges, physics-based methods have a significant advantage over machine learning in that they do not
require a training set and can, in principle, compute properties for any molecule.

Our Platform

Over  the  past  several  decades  and  with  the  concerted  effort  of  hundreds  of  our  scientists  and  software  engineers,  we  have  developed  a  computational
platform  that  is  capable  of  predicting  critical  properties  of  molecules  with  a  high  degree  of  accuracy.  We  have  built  our  platform  on  a  foundation  of  rigorous,
physics-based methods, combined with the rapid data processing and scaling advantages of machine learning, that together provide a significant advantage over
traditional methods. We believe that physics-based simulation is at a strategic inflection point as a result of the increased availability of massive computing power,
combined with a more sophisticated understanding of models and algorithms and the growing availability of high-resolution protein structures.

We have demonstrated that our software platform can have a transformative impact on the drug discovery process by:

•

•

reducing the average time and cost required to identify a development candidate; and

increasing the probability of drug discovery programs entering clinical development.

Based  on  our  collaborative  drug  discovery  efforts  to  date,  we  believe  that  the  development  candidates  discovered  using  our  platform  have  a  higher

probability of successfully progressing through clinical development than the industry average.

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As  shown  below,  we  achieve  these  outcomes  by  tightly  integrating  our  predictive  physics-based  methods,  which  have  a  high  degree  of  accuracy,  with
machine  learning,  which  is  highly  scalable.  In  addition,  our  platform  enables  real-time  collaboration  on  drug  discovery  projects  to  inform  decision-making  and
fully benefit from the predictive capabilities of our computational platform.

Our computational platform provides the following significant technological advantages over traditional approaches to drug discovery, all of which enable

shortening timelines, decreasing costs, and increasing the probability of success of drug discovery efforts:

•

•

•

Speed.  Our  platform  is  able  to  evaluate  molecules  in  hours  rather  than  the  weeks  that  it  typically  takes  to  synthesize  and  assay  molecules  in  the
laboratory.

Scale.  Our  platform  can  explicitly  evaluate  billions  of  molecules  per  day,  whereas  traditionally  operated  discovery  projects  only  synthesize
approximately one thousand molecules per year, thereby increasing the probability that we find a novel molecule with the desired property profile.

Quality. In a peer-reviewed study, our platform was tested against traditional methods for selecting tight-binding molecules and resulted in an eight-
fold increase in the number of molecules with the desired affinity.

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The figure below compares the optimization process of drug discovery using traditional methods and our approach.

Our computational platform includes a broad array of proprietary capabilities:

•

•

•

•

•

Faster Lead Discovery: the ability to rapidly identify potent molecules suitable to initiate hit-to-lead and lead optimization efforts via solutions for
virtual screening of extremely large libraries of molecules, as well as physics-based replacement of the central core of a molecule, known as scaffold
hopping, to identify novel, highly potent molecules unavailable in library collections;

Accurate Property Prediction: the ability to assess key properties of drug-like molecules using physics-based calculations with accuracy comparable
to that of experimental laboratory assays, to facilitate optimization of drug properties, including drug potency, selectivity, and bioavailability;

Large-Scale Molecule Exploration:  the  ability  to  computationally  ideate  and  explore  novel,  high-quality  drug-like  molecules  for  consideration  by
discovery  project  teams  utilizing  computational  enumeration  and  generative  machine  learning  techniques  that  are  trained  and  constructed  to  yield
molecules that are synthetically feasible;

Large-Scale Molecule Evaluation: the ability to scale our calculations of key drug properties to ultra-large idea sets of billions of molecules to enable
more rapid and successful identification of high-quality drug candidate molecules; and

Integrated Data Management and Visualization: the ability to generate, access, and analyze the data derived from complex calculations integrated
with assay data through a powerful and user-friendly graphical interface.

Recognition of our scientific advances has come through customer adoption, and in citations of publications in peer reviewed journals. For example, the
initial paper describing our ligand-protein docking program, Glide, published in 2004 is one of the most cited papers in the history of the Journal of Medicinal
Chemistry, a premier journal in its field. Glide continues to be broadly used as a

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hit-finding  technology  throughout  the  biopharmaceutical  industry  by  our  customers.  We  have  made  many  similar  scientific  advances  in  fields  including
druggability  assessment,  affinity  calculation,  protein  structure  refinement,  and  molecule  ideation  and  design.  These  advances  were  achieved  by  our  team  of
hundreds  of  Ph.D.-level  scientists  and  software  engineers  with  extensive  input  from  our  Scientific  Advisory  Board,  or  SAB,  which  includes  thought  leaders  in
computational chemistry, physics-based simulations, statistical mechanics, and machine learning.

Our computational platform is also applicable to new problems of interest and new fields of study. Since the underlying physics that drives a biologic to
bind to its target is no different than the physics that drives a small drug molecule to bind to a protein, we have been able to successfully apply these technologies to
the discovery of biologics. Similarly, the physics underlying the properties of materials is no different than the physics underlying the properties of drug molecules.
Therefore, we have successfully applied our computational platform to materials science applications, including in the fields of aerospace, energy, semiconductors,
and electronic displays.

Software Business

Overview

We  are  the  leading  provider  of  computational  software  solutions  for  drug  discovery  to  the  biopharmaceutical  industry.  In  2021,  all  of  the  top  20
pharmaceutical companies, measured by 2020 revenue, licensed our solutions, accounting for $42.0 million, or 37%, of our software revenue in 2021. Additionally,
in 2021, our software was used by researchers around the world at more than 1,710 academic institutions. The widespread adoption of our software is supported by
an approximately 150-person global team of sales, technical, and scientific personnel. Our direct sales operations span across the United States, Europe, Japan,
India, and South Korea, and we have sales distributors in other important markets, including China.

We have a diverse and large existing customer base, ranging from startup biotechnology companies to the largest global pharmaceutical companies as well
as  an  increasing  number  of  materials  science  customers.  Our  ten  largest  software  customers  represented  approximately  33%  of  our  software  revenue  in  2021,
including one customer that makes up 14% of total revenue. We continue to expand our customer base as we promote the education and recognition of the potential
of our computational platform across industries. As of December 31, 2021, we had 1,647 active customers, which we define as the number of customers who had
an ACV of at least $1,000 in a given fiscal year.

We believe there is a significant opportunity to expand the adoption of our platform within our growing customer base. Biopharmaceutical companies are
increasingly  adopting  our  software  at  a  larger  scale,  and  we  anticipate  that  this  scaling-up  will  drive  future  revenue  growth.  Our  ability  to  expand  within  our
customer base is demonstrated by the increasing number of our customers with an ACV over $100,000. We had 190, 153, and 131 such customers for the years
ended December 31, 2021, 2020, and 2019, respectively. In addition, we had 15, 16, and 10 customers for the years ended December 31, 2021, 2020, and 2019,
respectively, with an ACV of over $1.0 million. For the year ended December 31, 2021, our top 10 customers, measured by ACV, accounted for $34.1 million of
our  total  ACV  compared  to  $28.5  million  for  the  year  ended  December  31,  2020.  We  believe  biopharmaceutical  companies  are  increasingly  recognizing  and
applying the power and efficiency of our platform.

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Furthermore,  we  believe  our  sales  and  marketing  approach  and  the  quality  of  our  software  solutions  help  us  cultivate  long-standing  relationships  and
reoccurring sales. This is demonstrated by the length of our key relationships, with the average tenure of our 10 largest customers in 2021 being over 17 years.
Furthermore, our ability to expand our customer relationships over time is exemplified by our ability to retain our customers with an ACV over $100,000. For the
year ended December 31, 2021, our year-over-year customer retention rate for our customers with an ACV over $100,000 was 98% and was 96% or higher for each
of the previous eight fiscal years. We believe the continued expansion of our customer base coupled with our ability to expand our customers’ use of our software
will continue to drive revenue growth. The figure below shows the different ways in which we are accelerating our growth.

See “Management’s Discussion and Analysis of Financial Condition and Results of Operations—Key Factors Affecting Our Performance” for additional

information regarding ACV and customer retention rate.

Our Software Solutions for Drug Discovery

We offer our customers a variety of software solutions that accelerate all stages of molecule discovery, design, and optimization pursuant to agreements with
terms typically for one year. Our licenses give our customers the ability to execute a certain number of calculations across specified software solutions. Certain of
our key software solutions are highlighted below, along with the particular stage of drug discovery in which they are employed.

•

Target Identification and Validation: the identification and evaluation of a protein target that might be worthwhile to pursue as the subject of a
drug discovery campaign.

o WaterMap characterizes the locations and energetics of water molecules occupying the binding site of, or solvating, a target protein.
From  this  analysis,  one  can  infer  the  druggability  of  a  protein,  as  well  as  uncover  opportunities  to  significantly  increase  binding
affinity by exploiting the water structure in the binding site.
SiteMap allows binding site identification and evaluation to help locate potential protein binding sites, including allosteric sites, and
predict the approximate druggability of those sites.
GlideEM,  PrimeX  and  Phenix/OPLS4  enable  optimization  of  intermediate  quality  experimental  protein  structures  to  a  quality
sufficient to drive structure-based drug discovery.

o

o

•

Hit Discovery: the identification of hit molecules.

o

o

FEP+ is our free energy calculation software. In hit discovery, this software can be used to replace the central core of earlier known
tight binding molecules to identify novel, highly potent molecules unavailable in library collections. Often these molecules have much
higher  binding  affinity  and  have  a  better  property  profile  than  typical  hit  molecules.  FEP+  can  also  be  used  to  calculate  absolute
binding affinities, which enables the software to evaluate and triage diverse molecules sharing no common peripheral features in a hit
discovery context.
Glide is our virtual screening program that is used to screen libraries of molecules to find hit molecules likely to bind a particular
protein target in a specific conformation.

o WScore  is  our  next-generation  virtual  screening  program  that  utilizes  a  more  accurate  and  robust  description  of  protein-ligand
interaction solvation effects. This and other novel features enable WScore to more reliably find hit molecules for challenging protein
targets when screening libraries of molecules.
Shape  uses  the  three-dimensional  structure  and  shape  of  earlier  known  hit  molecules  to  find  new  hits  when  screening  libraries  of
molecules.

o

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o

o

AutoQSAR/DeepChem  uses  modern  machine-learning  methods  trained  to  earlier  known  hit  molecules  to  find  novel  hits  when
screening libraries of molecules.
Induced Fit Docking can computationally predict the binding mode of molecules to a binding site of a protein, including predicting
how the conformation of the protein binding site may reorganize upon binding the molecule.

•

Hit to Lead and Lead Optimization: Hit to lead is the stage at which small molecule hits are evaluated and undergo limited optimization to
identify  promising  lead  molecules.  Lead  optimization  improves  on  the  property  profile  of  lead  molecules  by  designing  new  analogs  with
improved potency, reduced off-target activities, and favorable physicochemical/metabolic properties.

o

o

o

FEP+  is  our  free  energy  calculation  software.  In  the  hit  to  lead  and  lead  optimization  phases  of  drug  discovery,  FEP+  is  used  to
predict  the  binding  affinity  of  ligands  to  proteins  with  accuracy  approaching  that  of  physical  experiments.  It  allows  precise  rank-
ordering of large libraries of virtual molecules so that only the most potent molecules are synthesized in a program, which can save
time  and  reduce  cost.  FEP+  can  also  be  used  to  calculate  the  binding  selectivity,  solubility,  and  mutational  resistance  profiles  of
molecules, which are key properties for the optimization of bioavailability, toxicology, and efficacy.
AutoQSAR/DeepChem uses modern machine-learning methods to produce predictive quantitative structure-activity relationship, or
QSAR, models. This allows more accurate methods, such as FEP+, to be applied at a much greater scale but with less accuracy to
much  larger  sets  of  molecules  than  would  otherwise  be  possible  and  enables  predictive  QSAR  models  of  other  properties  to  be
developed and deployed on drug discovery projects.
PathFinder is an enumeration tool that enables the rapid exploration of synthetically tractable ligands. When PathFinder is deployed
in  conjunction  with  multiparameter  optimization,  machine  learning,  and  FEP+  simulations,  it  provides  a  streamlined  approach  to
create and evaluate large sets of synthetically tractable, lead-like, potent ligands.

•

Software Solutions Used Throughout the Drug Discovery Process:

o

LiveDesign is our user-friendly enterprise informatics solution that enables interactive and collaborative molecule design, aggregation
and sharing of data, and end-to-end discovery project coordination between chemists, modelers, and biologists.

o Maestro is our user-friendly modeling environment, which allows expert modelers to utilize our advanced modeling solutions.

Furthermore, in January 2022, we acquired XTAL BioStructures, Inc., a company that provides structural biology services, including biophysical methods,
protein production and purification, and X-ray crystallography, which we believe will expand our offerings to include an advanced and differentiated service that
provides customers access to protein structures that have been computationally validated and are ready for structure-based virtual screening and lead optimization.

Our Software Solutions for Materials Science

We also sell software licenses to customers engaged in molecule design for industrial purposes. The software solutions for our materials science customers
leverage  much  of  the  same  technology  as  our  software  for  biopharmaceutical  companies.  In  addition,  similar  to  traditional  drug  discovery  efforts,  traditional
approaches to discovering new molecules in these fields also suffer from long timelines, and it can take as long as 10 to 20 years to bring new materials to the
market. We are focused on leveraging our technology to transform the way new materials are discovered, and we believe that materials science industries are only
beginning  to  recognize  the  potential  of  computational  methods.  We  are  continuing  to  build  a  team  of  subject  matter  experts  to  further  drive  adoption  of  our
computational platform in each of the following areas in which we currently operate:

•

•

•

•

•

•

mobile electronics and displays—organic electronics (OLED);

aerospace and defense—polymers, composites;

microelectronics—semiconductors, thin film processing;

oil and gas—catalysis, reactivity;

energy—alternative energy, batteries; and

consumer packaged goods—soft matter, formulations.

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As  part  of  our  ongoing  efforts  to  further  advance  our  software  solutions  for  materials  science  applications,  in  June  2020,  we  entered  into  a  three-year

agreement with Gates Ventures, LLC to develop and apply atomistic simulations methods to improve battery performance.

Drug Discovery Business

Overview

We are using our computational platform in both collaborative and internal drug discovery programs. Traditional drug discovery and development efforts
have  become  increasingly  complex,  lengthy,  capital-intensive,  and  are  prone  to  high  failure  rates.  Decreasing  returns  on  investments  in  drug  research  and
development have created a significant opportunity for us to leverage our computational platform to design and discover new medicines. In drug discovery stages,
our platform can reduce the time and cost required to identify a development candidate with a more optimized property profile as compared to traditional methods.
We believe that these candidates with more optimized property profiles will have a higher probability of success in clinical development.

The figure below illustrates the advantages in time, cost, and molecule quality of our computational drug design approach over traditional drug discovery

approaches.

The figures below show the number of collaborative programs we have worked on in each given year, as well as the amount of drug discovery revenue we
have generated for the periods presented. While our revenue-generating collaborations are an important component of our business, our strategy is also to pursue an
increasing  number  of  internal  programs  and  strategically  evaluate  on  a  program-by-program  basis  entering  into  preclinical  and  clinical  development  ourselves,
entering  into  collaboration,  or  out-licensing  programs  to  maximize  commercial  opportunities.  As  part  of  this  strategy,  in  November  2020,  we  entered  into  an
exclusive, worldwide collaboration and license agreement with BMS pursuant to which we and BMS agreed to collaborate in the discovery, research and clinical
development of small molecule compounds for biological targets in the oncology, neurology and immunology therapeutic areas. Furthermore, in August 2021, we
entered into a global discovery, development and commercialization collaboration with Zai Lab Limited focused on a novel program in oncology targeting DNA
damage response. These programs are not included in the number of collaborative programs described below. See “—Our Pipeline” for a further discussion of these
programs.

Furthermore, collaborative programs which we did not actively work on in a given year, but for which we are still eligible to receive potential milestone
payments and royalties, are not included in the number of collaborative programs below. For the year ended December 31, 2021, we had seven such programs
compared to nine and two for the years ended December 31, 2020, and 2019, respectively.

Our drug discovery revenue consists of revenue generated from collaborations through the combination of upfront payments, research funding payments,
discovery and development milestones, and other fees, as well as any revenue generated from our pipeline of internal drug discovery programs, including revenue
generated  from  our  collaboration  with  BMS.  As  part  of  the  BMS  collaboration  in  November  2020,  we  received  an  upfront  payment  of  $55.0  million.
Approximately $13.7 million and $1.0 million of the upfront payment were included in our drug discovery revenue for the years ended December 31, 2021 and
2020, with the remainder recorded as deferred revenue as of December 31, 2021.

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Our Drug Discovery Collaborations

Over the last decade, leveraging our platform and expertise, we have steadily grown our portfolio of collaborations with biopharmaceutical companies that
have provided us with significant income and have the potential to produce additional milestone payments, option fees, and future royalties. These programs pursue
design of clinical candidates across a wide range of therapeutic target protein classes and indications. Many of these programs are pursuing novel molecules for
targets where a low-dose small molecule inhibitor or activator with optimal drug-like properties has been difficult to achieve or where selectivity for the target of
interest has been difficult to achieve relative to other proteins. We have steadily grown our pipeline of collaborations by selectively entering into drug discovery
collaborations with high potential from a large number of opportunities. Among the key factors that we use to select collaborators are whether the targets are well-
validated,  have  high  therapeutic  potential,  and  are  amenable  to  the  strengths  of  our  computational  platform,  and  whether  or  not  the  collaborator  brings
complementary capabilities, all of which we believe contribute to an increased probability of success.

Through access to the maximum potential scale of our computational platform and our drug discovery and software development teams, our collaborators

receive the following key benefits:

•

•

•
•

Immediate utilization of our platform: Ability to immediately and efficiently leverage the full benefits of our computational platform, without
the need for training or ramp-up time, thereby enabling accelerated drug discovery.
Access to massive compute power: Ability to run our computational software at scale, thereby avoiding the time and cost needed to build such
computational infrastructure on their own.
Early access to cutting-edge functionality: Real-time access to emerging solutions as they are being developed.
Target  exclusivity:  Under  our  collaboration  agreements,  we  agree  to  design  drugs  for  a  particular  protein  target  or  targets  using  our
computational platform and knowhow exclusively for the collaborator.

Collaboration Agreements

We have entered into a number of collaborations with biopharmaceutical companies under which our collaborators are pursuing research in a number of
therapeutics  areas,  including  without  limitation,  various  programs  in  oncology,  antifungal  diseases,  fibrosis,  inflammatory  bowel  disease,  metabolic  disease,
autoimmune  disease,  immune-oncology,  cardiopulmonary  disease  and  tuberculosis.  Our  current  collaborators  include  Ajax  Therapeutics,  Inc.,  Bright  Angel
Therapeutics Inc., Morphic Holding, Inc., or Morphic, Nimbus Therapeutics, LLC, Sanofi S.A., ShouTi Inc., TB Alliance and Takeda Pharmaceuticals Company
Limited, or Takeda. With the exception of Takeda, where we retain all intellectual property rights until Takeda exercises its option to acquire a program, all of the
programs being pursued under these collaborations are fully owned and controlled by each respective collaborator. Our opportunity to receive potential revenues
from any of these programs is generally limited to research funding payments, development, regulatory, and commercial milestones, option fees to license projects
and royalties on commercial sales, if any. We are not responsible for advancing their preclinical or clinical development or their commercialization, if approved.

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Equity  Stakes.  We  have  received  equity  consideration  in  certain  of  our  collaborators,  and  from  time  to  time,  we  have  also  made  additional  equity
investments  in  certain  of  these  collaborators.  As  noted  above,  all  of  these  programs  are  fully  owned  and  controlled  by  each  respective  collaborator,  with  the
exception of Faxian, which is a 50/50 joint venture. The following table presents our equity stakes on an issued and outstanding basis as of December 31, 2021:

Company
Ajax Therapeutics, Inc.
Bright Angel Therapeutics Inc.
Faxian Therapeutics, LLC (JV)
Morphic Holding, Inc. (1)
Nimbus Therapeutics, LLC (2)
Ravenna Pharmaceuticals, Inc.
ShouTi, Inc.

Ownership %
6.3%
33.3%
50.0%
2.3%
5.5%
3.1%
4.5%

(1)

(2)

Based on the number of shares of common stock outstanding as of November 1, 2021, as reported on Morphic’s Quarterly Report on Form 10-Q for the period ended September 30,
2021, as filed with the SEC on November 4, 2021.
On a fully diluted basis

Financial Rights. In addition to our equity stakes in certain of our collaborators, we also have rights to various payments on a collaborator-by-collaborator
agreement basis including research funding payments, discovery, development, and commercial milestones, potential option fees to license projects, and potential
royalties  in  the  single-digit  range.  Under  certain  of  our  collaboration  agreements,  we  are  also  eligible  to  receive  a  percentage  of  our  collaborators’  sublicense
revenue.

Many  of  our  collaborative  programs  are  currently  still  in  the  discovery  stages.  Generally,  the  size  of  the  payments  we  are  eligible  to  receive  from  a
collaborative  program  increases  as  the  program  advances.  As  a  result  of  the  broader  validation  of  our  platform,  we  intend  to  pursue  an  increasing  number  of
wholly-owned programs, and we will continue evaluating new collaborative programs that fit our selection criteria and where the collaborator’s particular expertise
has the potential to create substantial value. Importantly, our current collaboration agreements typically also contemplate additional program targets being added,
allowing our collaborators to potentially increase the number of programs under our current collaboration agreements.

However,  because  these  collaborations  are  not  under  our  control,  we  cannot  predict  whether  or  when  we  might  achieve  any  event-based  increases  in
research funding payments, milestone payments, royalty or other payments under these collaborations or estimate the full amount of such payments, and we may
never receive any such payments. For a further discussion of the risks we face with respect to receipt of any of these payments, please refer to “Risk Factors—
Risks Related to Drug Discovery—We may never realize a return on our investment of resources and cash in our drug discovery collaborations”.

How We Work with Our Collaborators.  Generally,  our  existing  collaboration  agreements  provide  that  we  agree  to  design  drugs  for  a  particular  target  or
targets using our computational platform and knowhow exclusively for the collaborator. With the exception of Takeda, where we retain all intellectual property
rights  until  Takeda  exercises  its  option  to  acquire  a  program,  the  collaborator  retains  the  intellectual  property  related  to  any  molecules  developed  under  the
collaboration. Generally, our collaborators are not contractually required to provide us with, nor do we expect generally to receive, access to nonpublic information
regarding key developments related to the advancement of these collaboration programs, such as clinical trial results, including safety and efficacy data, regulatory
communications, or commercialization plans and strategies. To the extent we do receive such information, our collaboration agreements generally require us to
maintain the confidentiality of information we receive under the collaboration.

As our collaboration strategy has evolved, we are seeking to take more direct control and responsibility for all aspects of a drug discovery project and own a
higher percentage of the value generated in the completed programs. For example, under our collaboration with Takeda, after mutual agreement on the target(s) of
interest,  our  drug  discovery  group  conducts  all  drug  discovery  research  and  pharmacology  activities  through  the  development  candidate  stage.  Takeda  has  the
option to acquire the program at either the lead optimization stage or development candidate stage and to develop and commercialize product candidate(s) from the
program.  Importantly,  under  the  collaboration  with  Takeda,  we  control  the  drug  discovery  process  and  retain  all  intellectual  property  rights  to  any  product
candidates that are discovered under the program until Takeda exercises its option to acquire the program. The collaboration with Takeda anticipates drug discovery
research  on  up  to  six  targets.  Three  programs  have  been  initiated  to  date  in  schizophrenia,  oncology,  and  neurodegenerative  disease  with  multiple  milestone
payments  achieved.  Two  of  these  programs  continue  to  advance  while  the  program  in  schizophrenia  is  no  longer  an  active  collaboration  and  all  rights  to  this
program will continue to be retained by us.

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Our Pipeline

In mid-2018, we launched a pipeline of internal, wholly-owned programs with the goal of rapidly advancing the discovery of best-in-class and first-in-class
therapies.  Our  initial  programs  are  focused  on  discovering  and  developing  inhibitors  for  targets  in  DNA  damage  response  pathways  and  genetically  defined
cancers. Since then, we have expanded into other therapeutic areas, including in the areas of immunology and neurology. We continue to advance multiple internal
programs through investigational new drug, or IND, -enabling studies. We expect to submit an IND application to the FDA for our MALT1 program in the first half
of 2022, and subject to receiving regulatory clearance, we expect to initiate a Phase 1 clinical trial of our MALT1 inhibitor in patients with relapsed and resistant
lymphoma in the second half of 2022. We also plan to submit IND applications to the FDA for our CDC7 program in early 2023 and our WEE1 program in 2023,
subject to favorable data from IND-enabling studies. In addition, we plan to initiate a Phase 1 clinical trial of our CDC7 inhibitor in 2023, subject to receipt of
regulatory clearance. Our strategy is to pursue an increasing number of wholly-owned programs and strategically evaluate on a program-by-program basis entering
into preclinical and clinical development ourselves, entering into collaborations, or out-licensing programs to maximize commercial opportunities.

As part of this strategy, in November 2020, we entered into an exclusive, worldwide collaboration and license agreement with BMS pursuant to which we
and BMS agreed to collaborate in the discovery, research and development of small molecule compounds for biological targets in the oncology, neurology and
immunology  therapeutic  areas.  The  initial  collaboration  targets  included  HIF-2  alpha  and  SOS1/KRAS,  which  were  two  of  our  internal  pipeline  programs.  In
November  2021,  the  Company  and  BMS  mutually  agreed  to  replace  the  HIF-2  alpha  target  with  another  precision  oncology  target.  Following  the  replacement
election, all rights to the HIF-2 alpha target program reverted to us. Under the terms of the agreement, we received a $55.0 million upfront payment from BMS, and
we are eligible to receive up to $2.7 billion in total milestones from BMS across all potential targets, as well as a tiered percentage royalty on net sales of each
product commercialized by BMS ranging from mid-single digits to low-double digits, subject to certain specified reductions. See “—Collaboration Agreement with
Bristol-Myers Squibb Company” for additional information relating to this agreement.

Furthermore,  in  August  2021,  we  entered  into  a  global  discovery,  development  and  commercialization  collaboration  with  Zai  Lab  Limited  focused  on  a
novel program in oncology targeting DNA damage response. Under the terms of the agreement, we are entitled to receive an upfront payment, and if we elect to co-
fund  clinical  development  of  a  product  candidate  under  the  collaboration,  we  will  be  entitled  to  receive  50%  of  any  profits  from  the  commercialization  of  an
approved  therapeutic  in  the  United  States.  We  are  also  eligible  to  receive  up  to  approximately  $338  million  in  preclinical,  clinical,  regulatory  and  sales-based
milestone payments from Zai Lab Limited for any product candidate developed under the collaboration, and we are entitled to receive tiered royalties on net sales
outside the United States.

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The following is a summary of our drug discovery programs:

Our Approach to Target Selection

Our selection of targets is based on an extensive analysis of human targets and drug discovery programs. We analyze targets using automated methods at

scale. The key steps we take in prioritizing programs involve:

•

•

•

•

Structural and modeling enablement. We use our computational platform to analyze protein structure quality as well as druggability of binding
sites  across  thousands  of  target  proteins  in  parallel.  For  a  subset  of  high-quality  structures  of  interest,  we  confirm  amenability  to  our
computational platform.
Evaluation of therapeutic potential. Our selection of targets is strongly influenced by the level of validation of the target, including analysis of
human genetics and prior clinical data.
Identification  of  unsolved  design  challenges.  We  determine  whether  there  are  property  profile  challenges  that  could  be  solved  by  the
application of our computational platform and provide a clinically meaningful differentiated, best-in-class or first-in-class product opportunity.
Assessment of potential value of pathways and mechanisms. We evaluate industry and commercial interest as well as the clinical utility with
the aim of prioritizing programs with high commercial and therapeutic potential.

Using this comprehensive analysis, we have identified a large number of protein targets that we believe are amenable to our technology. We continue to

evaluate a number of additional targets using this analysis methodology.

MALT1 Inhibitor Program

We  are  developing  novel  MALT1  inhibitors  for  the  treatment  of  patients  with  non-Hodgkin’s  lymphoma  and  chronic  lymphocytic  leukemia  who  are
resistant to or have relapsed on Bruton’s tyrosine kinase, or BTK, inhibitors, a currently-approved therapy for lymphoma patients. Constant activation of nuclear
factor-kappa B, or NF-κB, a key signaling molecule in B cells, is a hallmark of several subtypes of lymphoma. MALT1 is a key mediator of the NF-κB signaling
pathway, the main driver of a subset of B-cell lymphomas and functions by forming a complex with CARMA1 (Caspase recruitment domain-containing protein 11
also  known  as  CARD-containing  MAGUK  protein  1)  and  BCL10  (B-cell  lymphoma/leukemia  10)  to  mediate  antigen  receptor-induced  lymphocyte  activation.
MALT1 is considered a potential therapeutic target for several subtypes of non-Hodgkin’s lymphomas.

Activated  B-cell,  or  ABC,  a  subtype  of  diffuse  large  B-cell  lymphoma,  or  ABC-DLBCL,  is  the  most  common  type  of  aggressive  non-Hodgkin’s  B-cell
lymphoma.  ABC-DLBCL  is  associated  with  a  number  of  mutations  that  trigger  a  constitutively  active  NF-κB  signaling  pathway,  which  often  is  mediated  by
increased MALT1 protease activity. Among these mutations is a gain of function mutation or amplification of MALT1, which has also been identified in ABC-
DLBCL patients.

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Our program utilizes our physics-based software platform to enable the identification and advancement of multiple novel series from hit finding to lead
optimization. Combining multi-parameter optimization, FEP+, and machine learning, we were able to prioritize tight-binding compounds with drug-like properties,
and  identify  multiple  novel  and  distinct  chemical  series  which  showed  strong  anti-tumor  activity,  ultimately  enabling  development  candidate  selections  in  our
MALT1 inhibitor program in under two years.

As shown in the figures below, in preclinical studies, one of our MALT1 inhibitors, Compound 1, showed anti-tumor activity in a MALT1 enzymatic assay
and strong anti-proliferative effect in cell viability in a BTK inhibitor resistant OCI-LY3 B-cell non-Hodgkin’s lymphoma cell line, when compared to ibrutinib, a
covalent BTK inhibitor.

As shown in the figures below, in preclinical studies, Compound 1 also demonstrated strong anti-tumor activities as a single agent in BTK inhibitor resistant

OCI-LY3 cells and in BTK sensitive OCI-LY10 B-cell non-Hodgkin’s lymphoma in vivo cell-line derived xenograft (CDX) models.

TPGS = D-alpha-tocopheryl polyethylene glycol succinate, a solvent used in co-administration for drug dosing in animals; TID = three times a day dosing; SDD = spray dried dispersion

In addition, Compound 1 demonstrated strong anti-tumor activities in combination with ibrutinib in the BTK inhibitor sensitive in vivo models, such as

the ABC-DLBCL patient-derived xenograft (PDX) model LY2298 and the OCI-LY10 CDX model.

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Beyond ABC-DLBCL disease models, Compound 1 also demonstrated single agent anti-tumor activity in an in vivo mantle cell lymphoma REC-1 CDX model.
Compound 1 also showed strong combination effects with venetoclax (an inhibitor of the anti-apoptotic protein B-cell lymphoma 2 (BCL2)) on inhibition of cancer
cell viability in the OCI-LY10 CDX model.

QD = once per day dosing; BID = twice a day dosing

These  data  suggest  that  targeting  MALT1  may  expand  therapeutic  options  for  patients  with  selected  B-cell  lymphomas,  such  as  ABC-DLBCL,  with  the
possibility of expanding into other B-cell lymphomas such as mantle cell lymphoma. Furthermore, these small molecule MALT1 inhibitors demonstrated potential
in combination with BTK inhibitors to overcome drug-induced resistance to BTK inhibitors in patients with relapsed/refractory B-cell lymphomas. Taken together,
we believe the data present an opportunity to move a potential best-in-class MALT1 inhibitor into clinical trials, subject to the submission of our IND application
and clearance from the FDA, and strongly underscore the therapeutic potential of our MALT1 inhibitors. We expect to submit an IND application to the FDA for
our MALT1 program in the first half of 2022, and subject to receiving regulatory clearance, we expect to initiate a Phase 1 clinical trial of our MALT1 inhibitor in
patients with relapsed and resistant lymphoma in the second half of 2022.

CDC7 Kinase Inhibitor Program

We  are  developing  tight-binding,  selective,  novel  small  molecule  inhibitors  of  CDC7  for  the  treatment  of  advanced  solid  and  liquid  tumors.  CDC7  is  a
serine/threonine protein kinase that has been shown to play important roles in DNA replication initiation and in response to replication stress and DNA damage.
CDC7  levels  are  high  in  certain  tumors,  and  are  thought  to  be  linked  to  these  cancer  cells’  proliferative  capacity  and  ability  to  bypass  normal  DNA  damage
responses.

CDC7 phosphorylates and activates the enzymes responsible for DNA replication initiation and proteins involved in replication stress response. Disruption

of CDC7 activity in cancer cells leads to delayed DNA replication, increased replication stress, cell cycle abnormalities, and cell death.

The antiproliferative potential of CDC7 inhibition was validated by a third party in Phase 1 clinical trials of a CDC7 inhibitor in which responses were
observed in patients, including those with bladder and pancreatic cancer. Prior to this positive result, existing CDC7 inhibitors were not sufficiently tight-binding,
lacked selectivity, and demonstrated poor pharmacokinetic properties.

In  order  to  maximize  the  anti-cancer  activities  of  CDC7  inhibitors,  very  tight-binding  inhibitors  are  required  to  achieve  durable  clinical  impact  as
monotherapy or in the context of clinical combinations. Using our computational platform, we have identified multiple tight-binding, selective, and novel CDC7
inhibitor series.

As shown in the figures below, our advanced preclinical molecules, compound 1 (Cpd-1) and compound 2 (Cpd-2), demonstrated inhibition of recombinant
human  CDC7  in  a  biochemical  kinase  assay  and  inhibition  of  the  phosphorylation  of  the  serine  in  position  53,  or  S53,  of  the  protein  MCM2,  or  pMCM2,  a
downstream substrate of CDC7, in a Colo205 colorectal cancer cell line.

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Dose-dependent inhibition of CDC7 by Compound-1 (Cpd-1)
or Cpd-2 in a biochemical kinase (ADP-Glo) assay

Inhibition of phosphorylation of MCM2 (CDC7 substrate) at S53 by CDC7
inhibitors in Colo205 cells measured by MSD (Meso Scale Discovery) assay

Furthermore, Cpd-1 showed tumor growth inhibition resulting in tumor regression in the Colo205 colorectal cancer CDX model at doses that did not result
in significant body weight loss. Cpd-1 also showed a dose-dependent increase in plasma drug concentration and a dose-dependent decrease in intratumoral pMCM2
in the Colo205 CDX model. In mouse models of acute myeloid leukemia, Cpd-1 also showed strong anti-tumor activity at doses that did not result in significant
body weight loss.

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As also shown in the figures below, a combination of our advanced preclinical molecule, compound 4 (Cpd-4), with venetoclax (an inhibitor of the anti-
apoptotic  protein  B-cell  lymphoma  2  (BCL2)),  olaparib  (an  FDA-approved  PARP  inhibitor  marketed  as  LYNPARZA  by  AstraZeneca),  ceralasertib  (an  ataxia
telangiectasia  and  RAD-3relate,  or  ATR,  inhibitor),  or  adavosertib  (a  WEE1  inhibitor)  showed  synergistic  effect  on  inhibition  of  cancer  cell  viability  in  the
indicated cancer cell lines, which are the acute myeloid leukemia cell line, or MV-4-11, the lung cancer cell line, or H460, and the Colo205 colorectal cancer cell
line.

All competitor data is internally generated by contract research organizations, using commercially available tools or synthesized by third-party research chemists using publicly available
structure information.

WEE1 Kinase Inhibitor Program

WEE1 is a gatekeeper checkpoint kinase that prevents cellular progression through the cell cycle allowing time for DNA repair before cell division takes

place. Inhibition of WEE1 allows for accumulation of DNA damage, triggering DNA breakage and

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apoptosis in tumor cells. We are therefore developing tight-binding, selective WEE1 inhibitors with optimized physicochemical properties that we believe will be
well suited for combinations with DNA damage response inhibitors such as PARP and ATR inhibitors and other targeted therapies for the treatment of ovarian,
colorectal, breast, and other solid tumors.

A  WEE1  inhibitor  currently  being  investigated  in  Phase  2  clinical  trials  by  a  third  party  has  shown  clinically  meaningful  tumor  regression  with  partial

responses and stable disease in ovarian and uterine cancer, and is being studied in combinations with chemotherapy, PARP inhibitors, and immunotherapy.

A prior third party WEE1 inhibitor that has advanced to clinical trials may have off-target effects resulting from inhibition of other kinases, and inactivation
of a liver enzyme, CYP3A4, which is responsible for elimination of drug and drug metabolites from the body, making dosing and combinations more challenging.
We believe our computational platform can be used to identify tight-binding molecules with optimized drug-like properties that exhibit neither of these liabilities.

As shown in the figure below, we have identified WEE1 inhibitor lead molecules that are tight-binding and highly selective, and have exhibited a favorable
drug-like property profile, including no observable inactivation of CYP3A4. We have benchmarked our compounds against AZD-1775, a WEE1 inhibitor being
advanced by AstraZeneca, and Zn-C3, a WEE1 inhibitor being advanced by Zentalis Pharmaceuticals, and our lead molecules have shown comparable binding
affinity against WEE1, as measured by Kd, a measure of binding affinity.

Our compounds have also shown comparable effects on the viability of the A427 non-small cell lung cancer cell line and the OVCAR3 high grade serous
ovarian  cancer  cell  line.    The  selectivity  of  our  WEE1  inhibitors  was  evaluated  by  profiling  one  of  our  lead  compounds  at  1  uM  across  a  panel  of  over  450
kinases.  Our WEE1 inhibitor showed high selectivity for WEE1 in this assay panel, binding significantly, with a greater than 90% inhibition relative to control, to
only eight other kinases.  

Furthermore, time-dependent inhibition, or TDI, of the enzyme CYP3A4 often results in clinically significant drug-drug interactions, or DDI.  In vitro, our
compound  showed  no  measurable  TDI  of  CYP3A4,  which  we  believe  might  lead  to  a  lower  potential  liability  for  DDI  if  our  WEE1  inhibitors  were  used  in
combination with other agents. We are pursuing in vitro and in vivo WEE1 and PARP inhibitor combination studies and studies in patient-derived tumor mouse
models and other combinations, which we believe may have implications for future clinical combination trials.

All competitor data is internally generated by contract research organizations, using commercially available tools or synthesized by third-party research chemists using publicly available structure
information.

SOS1/KRAS Inhibitor Program

In collaboration with BMS, we are developing a SOS1/KRAS protein-protein interaction inhibitor for the treatment of KRAS-driven cancers. SOS1, or Son

of sevenless-1, is involved in the activation and regulation of KRAS. Oncogenic mutant KRAS

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stimulates the growth of some of the most intractable tumors, such as lung, pancreatic, and colon cancer. Strategies to disrupt the persistently active Ras pathway
have  focused  on  targeting  Cys12  of  the  oncogenic  mutant  KRAS  G12C  with  covalent  inhibitors.  Disruption  of  the  SOS1/KRAS  interaction  has  emerged  as  an
alternative  approach  based  on  third  party  preclinical  data.  Our  initial  efforts  suggest  that  we  can  leverage  our  computational  platform  to  identify  a  novel
development candidate for this target.

Pursuant to our collaboration and license agreement with BMS, once we have discovered or identified a SOS1/KRAS protein-protein interaction inhibitor
that  meets  specified,  mutually-agreed  criteria  (or  upon  BMS’s  selection),  BMS  will  be  solely  responsible  for  the  further  preclinical  and  clinical  development,
manufacturing and commercialization of such candidate at its own expense. See “—Collaboration Agreement with Bristol-Myers Squibb Company” for additional
information relating to this agreement.

Other and Future Programs

We  have  identified  a  large  number  of  protein  targets  that  we  believe  are  amenable  to  our  computational  platform,  which  creates  a  large  and  growing
inventory  of  targets  that  we  can  potentially  advance  into  discovery  programs.  Our  drug  discovery  group  also  intends  to  pursue  targets  with  strong  biological
validation and therapeutic potential that currently lack protein structures of sufficient quality to permit the use of our computational platform for drug discovery. We
are actively pursuing strategic alliances with collaborators that have the ability to generate high-quality protein structures for these targets, which will enable us to
initiate  discovery  efforts.  For  example,  as  part  of  these  efforts,  in  2020  we  entered  into  strategic  partnerships  with  Viva  Biotech  to  access  new  x-ray  crystal
structures as well as with Thermo Fisher Scientific to obtain structures of protein complexes leveraging cryo-EM technology. Furthermore, in January 2022, we
acquired XTAL BioStructures, Inc., a company that provides structural biology services, including biophysical methods, protein production and purification, and
X-ray crystallography, which we believe will augment our ability to produce high quality target structures for our drug discovery programs.

Our initial programs are focused on discovering and developing inhibitors for targets in DNA damage response pathways and genetically defined cancers.
Genomic instability of malignant cells leads to genetic mutations that can drive resistance to kinase inhibitors, creating the need for second and third generation
drugs targeting the same disease. Our computational platform has been shown to be capable of predicting the impact that mutations in the kinase domain have on
drug binding, potency, and drug sensitivity. Use of our platform to assess and evaluate the impact of clinical mutations on drug potency can be a powerful tool for
drug discovery. We believe that deploying our platform at scale with access to genomic profiling data for patients puts us in a strong position to predict the impact
of active-site resistance mutations with clinically relevant accuracy to optimize the design of molecules that are robust against common resistant mutations.

In  addition  to  our  programs  highlighted  above,  we  are  also  progressing  a  number  of  undisclosed  programs  in  the  areas  of  oncology,  immunology,  and
neurology. We are pursuing certain of these programs on our own and certain of these programs are being advanced in collaboration with BMS pursuant to our
collaboration agreement described above, as well as under a separate collaboration agreement with BMS that we entered into in August 2021 to discover, develop
and  commercialize  bifunctional  protein  degraders.  All  of  these  programs  are  currently  in  the  discovery  stage,  and  we  have  not  yet  identified  a  development
candidate for any of these programs.

Technical Details of Our Key Technologies

Calculation of key drug properties using physics-based methods

Over  the  past  several  decades  and  with  the  concerted  effort  of  hundreds  of  our  scientists  and  software  engineers,  we  have  developed  a  physics-based
computational platform that is capable of predicting the binding affinity of a drug molecule with a high degree of accuracy. The binding affinity of a drug molecule
to a target protein is the key driving force of its in vivo efficacy. Specifically, when a drug binds to a target protein, the affinity with which it binds directly affects
the extent to which it will modulate the function of the protein. Therefore, the ability to predict the binding affinity of a drug molecule to a target protein with a
high degree of accuracy can significantly accelerate discovery of new efficacious medicines.

Accurately calculating the binding affinity of a drug molecule to a protein is enormously complex and requires a full characterization of all the physical
contributions to the binding. These contributions include the deformation and/or rigidification of the small molecule into the bound conformation (ΔG(1) in the
figure below) and the rigidification of the protein in the bound conformation (ΔG(2)), the removal of waters surrounding the molecule (ΔG(3)) and the removal of
waters within the protein binding site (ΔG(4)), and finally the interactions achieved between the molecule and protein when binding to form the protein-molecule
complex (ΔG(5)).

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We have developed a solution to consistently assess all of these contributions to binding with a high degree of accuracy, building on a method called “free
energy perturbation.” Free energy perturbation perturbs, or transforms, an initial molecule into another molecule of interest and evaluates how that transformation
changes  binding  affinity  to  a  particular  protein  target.  Our  solution  for  conducting  these  calculations  is  called  FEP+.  FEP+  is  enabled  by  the  following
differentiated constituent technologies:

•

•

•

•

•

•

classical molecular mechanics force field with broad coverage of drug-like molecules with a high degree of accuracy;

an automated workflow allowing for force field coverage to be extended on the fly utilizing our accurate quantum mechanics software;

computationally efficient molecular dynamics engine that runs on graphic processing units;

efficient, enhanced sampling methods that allow the calculation to be converged with reduced simulation times;

automated atom-mapping and interaction-mapping assignment; and

ability to scale these calculations to leverage large cloud computing environments.

All of these constituent technologies are necessary to achieve the accuracy, scalability and applicability of our free energy perturbation implementation.

In a notable peer-reviewed study including approximately 3,000 molecules across approximately 90 distinct projects, FEP+ exhibited an error profile that
indicates  its  affinity  predictions  approach  the  accuracy  of  running  a  laboratory  experiment.  FEP+  is  also  able  to  perform  these  computations  more  rapidly  than
experimental  assays.  Computational  assessment  of  a  molecule  utilizing  FEP+  requires  approximately  only  a  few  hours.  In  comparison,  it  often  takes  weeks  to
synthesize a drug-like molecule and assay its binding affinity for the target of interest in a laboratory. As a result, our FEP+ solution can be used to explore very
large numbers of molecules to identify drug candidates much more rapidly than would be possible solely using experimental approaches.

In  a  peer-reviewed  article  published  in  collaboration  with  a  large  biopharmaceutical  company,  the  ability  of  FEP+  to  prioritize  molecules  for  synthesis
expected to bind more tightly than an initial hit was compared with several other industry-standard approaches. We found that FEP+ succeeded in prioritizing the
synthesis of molecules with improved binding affinity with eight times greater success than any other technique tested. This evidence supports the essential role
that FEP+ can play in advancing drug discovery programs.

Enumeration of extremely large libraries of molecules

We  have  developed  methods  to  enumerate  extremely  large  libraries  of  molecules  with  our  PathFinder  software  solution,  thereby  allowing  our  software
customers,  our  drug  discovery  collaborators,  and  our  internal  drug  discovery  team  to  explore  a  much  larger  portion  of  chemical  space  than  is  possible  through
manual design. The chemical enumeration technology we have developed incorporates the most commonly used chemical reactions and can, in a fully automated
fashion, computationally explore billions of alterations of a molecule of interest.

Scaling accurate physics-based calculations to extremely large libraries of molecules

Although  FEP+  calculations  have  been  shown  to  be  accurate,  it  is  not  possible  to  apply  these  calculations  to  billions  of  molecules  given  the  current
availability of computing resources. To address this problem, we developed an approach that leverages the accuracy of FEP+, but allows for exploration of billions
of molecules rapidly by leveraging machine learning. We have succeeded in integrating our physics-based molecule scoring with highly computationally efficient
modern  machine-learning  methods.  This  combined  approach  allows  us  to  apply  our  physics-based  calculations  to  much  larger  sets  of  molecules  than  would
otherwise be computationally tractable. This allows us to both increase the speed and likelihood of identifying clinically viable molecules.

Advances in deep learning, a type of machine learning, in the past several years have required very large data sets as input to train the model. In a drug
discovery  program,  the  experimental  data  is  typically  sparse  and  expensive  to  procure,  which  is  particularly  problematic  given  that  relevant  drug-like  chemical
space  is  effectively  infinitely  large,  estimated  to  be  10^60  molecules.  For  this  reason,  we  believe  that  it  would  be  extremely  difficult  to  realize  competitive
advantage in a drug discovery program by using a platform exclusively based on machine learning or deep learning. Instead, we have developed an approach to
integrate physics-based and machine-learning based scoring methodologies that allows the machine learning model to interactively prioritize additional molecules
for physics-based analyses, known as active learning. Active learning retains the computational efficiency of machine learning while also taking advantage of the
accuracy  of  the  physics-based  method.  One  can  evaluate  the  utility  of  any  particular  prediction  method  with  regard  to  both  its  accuracy  and  its  computational
efficiency. Modern machine learning methods, such as deep

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learning, do provide a small improvement over conventional machine learning methods. However, for much of its history, conventional molecular simulations were
much less computationally efficient than machine learning but not that much more accurate.

In developing FEP+, we were able to resolve deficiencies in early attempts to develop physics-based methods. FEP+ calculations are much more accurate
than  either  conventional  machine  learning  or  modern  machine  learning  when  scoring  molecules  structurally  distinct  from  the  training  set  data.  In  addition,  by
integrating  FEP+  with  our  machine  learning  implementation,  which  we  refer  to  as  AutoQSAR/DeepChem,  we  developed  a  solution  that  we  refer  to  as  Active
Learning  FEP+.  Active  Learning  FEP+  combines  the  accuracy  of  free  energy  calculations  with  the  speed  of  machine  learning  calculations  and  can  be  used  to
explore  up  to  billions  of  molecules  within  a  day.  By  further  combining  this  functionality  with  our  ability  to  enumerate  large  sets  of  molecules  provided  by
PathFinder and our ability to build and manage complex workflows utilizing cloud resources, we are able to deploy these capabilities at scale to advance projects.

Active Learning FEP+ is depicted in the figure below.

FEP+  is  used  to  build  a  local  model  for  a  large  library  of  molecules  instead  of  relying  on  experimental  data  to  provide  the  training  set  for  the  machine
learning model. That machine learning model is then used to filter the large library of molecules down to a number that is small enough to be able to prioritize with
FEP+. The result is that we can prioritize one billion molecules in as little as a day, rather than one million days.

Rapid identification of novel active hit molecules suitable to initiate hit-to-lead and lead optimization efforts

Several hit-finding technologies we have developed are routinely used to identify active hit molecules to initiate small molecule drug discovery programs.

In our hit-finding campaigns, we and our software customers typically utilize:

•

•

•

•

modern  machine  learning  models  trained  to  the  two-dimensional  structures  of  known  active  molecules  using  our  software  solution,
AutoQSAR/DeepChem;

shape-based methods trained to the known or computationally deduced three-dimensional bioactive conformations of known active molecules using
our software solution, Shape;

structure-based  docking  methods  that  evaluate  the  number  and  kind  of  interactions  possible  utilizing  a  static  atomistic  representation  of  the
experimentally determined three-dimensional structure of the target protein receptor using our software solutions, Glide and WScore; and

free energy calculations using our software solution FEP+, which provides a fully dynamic atomistic representation of the target protein receptor.

These four approaches are complementary to each other, and their integrated use has led to successful hit-finding campaigns for dozens of protein targets in
our collaborative and internal drug discovery programs. There are also numerous reports in the literature and in patents of our software customers utilizing some
combination of these approaches to identify hit molecules.

AutoQSAR/DeepChem  is  trained  to  find  known  active  molecules  in  a  search  through  a  molecule  library  and  operates  solely  on  the  two-dimensional
structure of the molecule. From this training process, AutoQSAR/DeepChem learns to identify substructures in the molecules that may lead to activity. Then when
applied to large libraries of molecules, these methods can identify molecules with

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measurable activity against the target protein. These methods are highly efficient and can be used to screen billions of molecules in less than one day. However, one
significant limitation is that machine learning methods cannot extrapolate into chemical space that differs from the training set and therefore, this method tends to
identify molecules similar to already known molecules.

Shape is used to identify molecules with a similar shape to known active molecules. It has been shown that molecules with similar three-dimensional shapes
can have similar activities. While the hit rates and computational efficiencies of Shape and AutoQSAR/DeepChem are generally comparable, the hit molecules
returned by these techniques tend to be distinct and complementary rather than redundant. This allows results from Shape to augment the AutoQSAR/DeepChem
results while still being efficient for screening a large library.

Glide and WScore use knowledge of three-dimensional structure of the binding site of the protein of interest, rather than the structure of active molecules, to
evaluate the likelihood of a small molecule to bind a protein target. Glide and WScore evaluate molecules based on the number and kind of contacts made between
the molecule and protein. These methods are much more computationally expensive than AutoQSAR/DeepChem or Shape. However, they can be more readily
applied to targets for which there is little or no earlier reported active molecules.

The fourth computational method we routinely use to identify hit molecules to initiate drug discovery programs is the FEP+ solution described above. When
used in this context, FEP+ can be used to completely replace the core moiety of an earlier known molecule to yield a novel molecule with similar binding potency.
This approach is much more computationally intensive than previous methods, but is also much more accurate. Utilizing this approach on multiple programs, we
have been able to identify novel nanomolar or picomolar inhibitors in the first few months of project chemistry that have property profiles typical of molecules only
observed  in  the  later  hit-to-lead  phases  of  drug  discovery.    Our  FEP+  solution  also  supports  the  calculation  of  absolute  binding  affinities,  which  enables  the
software to evaluate and triage diverse molecules sharing no common peripheral features in a hit discovery context.

Computational analysis of the energetic properties of water molecules occupying molecule binding sites in proteins

Subtle structural variations in molecules can have a profound impact on binding affinity to the protein target. The effects of these structural variations can
be  explained  by  a  detailed  examination  of  the  thermodynamics  of  binding,  including  the  free  energy  changes  resulting  from  displacing  water  molecules  in  the
binding  site.  Our  computational  software  solution  WaterMap  maps  the  locations  and  energetic  properties  of  water  molecules  that  occupy  protein  binding  sites,
provides insight into the properties of the binding site, and quantitatively describes the water-mediated forces driving the binding of small molecules. Further, such
an analysis can be used to assess the propensity of drug-like molecules to bind to the protein target with high affinity. WaterMap presents the computed results
graphically for easy visualization of the water molecules occupying a binding site and their energetic properties. This makes interpretation of binding affinity data
more intuitive and provides insights to possible design routes to improve potency and selectivity.

Competition

Software Business

The overall market for molecular discovery and design software is global, rapidly evolving, competitive, and subject to changing technology and shifting

customer focus. The solutions and applications offered by our competitors vary in size, breadth, and scope.

We  believe  the  principal  competitive  factors  in  our  market  include,  among  other  things,  accuracy  of  computations,  level  of  customer  satisfaction  and
functionality, ease of use, breadth and depth of solution and application functionality, brand awareness and reputation, modern and adaptive technology platform,
integration, security, scalability and reliability of applications, total cost, ability to innovate and respond to customer needs rapidly, and ability to integrate with
legacy enterprise infrastructures and third-party applications.

We believe that we compete favorably on the basis of these factors and that the effort and investment required to develop a computational, physics-based
platform  similar  to  ours  will  hinder  new  entrants  that  are  unable  to  invest  the  necessary  capital  and  time,  and  lack  the  breadth  and  depth  of  technical  expertise
required to develop competing technology. Our ability to remain competitive will largely depend on our ability to continue to improve our computational platform
and demonstrate success in our drug discovery efforts.

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Our  software  solutions  face  competition  from  commercial  competitors  in  the  business  of  selling  or  providing  simulation  and  modeling  software  to
biopharmaceutical companies. These competitors include BIOVIA, a brand of Dassault Systèmes SE, or BIOVIA, Chemical Computing Group (US) Inc., Cresset
Biomolecular Discovery Limited, OpenEye Scientific Software, Inc., Optibrium Limited, Cyrus Biotechnology, Inc., Molsoft LLC, Insilico Medicine, Inc., Iktos,
XtalPi Inc., and Simulations Plus, Inc.

We  also  have  competitors  in  materials  science,  such  as  BIOVIA  and  Materials  Design,  Inc.,  and  in  enterprise  software  for  the  life  sciences,  such  as
BIOVIA, Certara USA, Inc., ChemAxon, PerkinElmer, Inc., and Dotmatics, Inc. In some cases, these competitors are well-established providers of these solutions
and  have  long-standing  relationships  with  many  of  our  current  and  potential  customers,  including  large  biopharmaceutical  companies.  In  addition,  there  are
academic  consortia  that  develop  physics-based  simulation  programs  for  life  sciences  and  materials  applications.  In  life  sciences,  the  most  prominent  academic
simulation packages include AMBER, CHARMm, GROMACS, GROMOS, OpenMM, and OpenFF. These packages are primarily maintained and developed by
graduate students and post-doctoral researchers, often without the intent for commercialization.

We also face competition from solutions that biopharmaceutical companies develop internally, smaller companies that offer products and services directed
at more specific markets than we target, enabling these competitors to focus a greater proportion of their efforts and resources on these markets, as well as a large
number of companies that have been founded with the goal of applying machine learning technologies to drug discovery.

Drug Discovery Business

The  biopharmaceutical  industry  is  characterized  by  rapidly  advancing  technologies,  intense  competition,  and  strong  emphasis  on  proprietary  and  novel
products and product candidates. While we believe that our computational platform, technology, knowledge, experience, and scientific resources provide us with
competitive advantages, our drug discovery business faces potential competition from many sources, including major pharmaceutical, specialty biopharmaceutical
companies, technology companies, academic institutions and government agencies, and public and private research institutions. Any product candidates that we or
one of our collaborators successfully develop and commercialize will compete with existing therapies and new therapies that may become available in the future.

The key competitive factors affecting the success of the product candidates we develop, if approved, are likely to be their efficacy, safety, convenience and
price, the level of generic competition and the availability of coverage and adequate reimbursement from third-party payors. If any of our product candidates are
approved and successfully commercialized, it is likely that we will face increased competition as a result of other companies pursuing development of products to
address similar diseases.

In  particular,  there  is  intense  competition  in  the  fields  of  oncology  we  are  pursuing.  We  have  competitors  both  in  the  United  States  and  internationally,
including  major  multinational  pharmaceutical  companies,  established  biotechnology  companies,  specialty  pharmaceutical  companies,  emerging  and  start-up
companies,  universities  and  other  research  institutions.  We  also  compete  with  these  organizations  to  recruit  management,  scientists  and  clinical  development
personnel, which could negatively affect our level of expertise and our ability to execute our business plan. We will also face competition in establishing clinical
trial sites, enrolling subjects for clinical trials and in identifying new product candidates.

Large pharmaceutical and biotechnology companies, in particular, have extensive experience in clinical testing, obtaining regulatory approvals, recruiting
patients and manufacturing biotechnology products. These companies also have significantly greater research and marketing capabilities than we do and may also
have  products  that  have  been  approved  or  are  in  late  stages  of  development,  and  collaborative  arrangements  in  our  target  markets  with  leading  companies  and
research  institutions.  Established  pharmaceutical  and  biotechnology  companies  may  also  invest  heavily  to  accelerate  discovery  and  development  of  novel
compounds or to in-license novel compounds that could make the product candidates that we develop obsolete. Our commercial opportunity could be reduced or
eliminated if our competitors develop and commercialize products that are safer, more effective, have fewer or less severe side effects, are more convenient or are
less expensive than our products. Smaller or early-stage companies may also prove to be significant competitors, particularly through collaborative arrangements
with large and established companies, as well as in acquiring technologies complementary to, or necessary for, our programs. As a result of all of these factors, our
competitors  may  succeed  in  obtaining  approval  from  the  FDA  or  other  comparable  foreign  regulatory  authorities  or  in  discovering,  developing  and
commercializing products in our field before we do.

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Collaboration Agreement with Bristol-Myers Squibb Company

In  November  2020,  we  entered  into  an  exclusive,  worldwide  collaboration  and  license  agreement  with  BMS,  pursuant  to  which  we  and  BMS  agreed  to
collaborate in the discovery, research and preclinical development of small molecule compounds (other than protein-degrader compounds) for biological targets in
the oncology, neurology and immunology therapeutic areas.

Under the agreement, during a limited research term, we will be responsible, at our own cost and expense, for the discovery of small molecule compounds
(other than protein-degrader compounds) directed to five specified biological targets pursuant to a mutually agreed research plan for each such target. The initial
collaboration targets included HIF-2 alpha and SOS1/KRAS, which were two of our early-stage programs. In November 2021, we and BMS mutually agreed to
replace the HIF-2 alpha target with another precision oncology target. Following the replacement election, all rights to the HIF-2 alpha target program reverted to
us.  Once  we  have  discovered  or  identified  a  compound  for  a  target  that  meets  specified,  mutually-agreed  criteria  or  upon  BMS  selection  of  a  compound  as  a
development  candidate,  BMS  will  be  solely  responsible  for  the  further  preclinical  and  clinical  development,  manufacturing  and  commercialization  of  such
candidate at its own cost and expense. The research term will end on the earlier of four years or until we have delivered a candidate for each specified target. We
may elect to extend the research term for a limited period of time to deliver a candidate for a given target. In addition, the parties may mutually agree to extend the
initial research term for an additional year. Under the agreement, BMS has agreed to use commercially reasonable efforts to develop, seek and obtain regulatory
approval for, and commercialize at least one product that contains a licensed compound for each target in each of the United States, Japan and the European Union.
The research component of the collaboration will be overseen by a joint steering committee comprised of an equal number of representatives from each of us and
BMS. In addition to the initial specified targets, the parties have also agreed on a list of four reserved targets. BMS may replace one of the initial specified targets
with a reserved target during a limited substitution period in the research term.

Pursuant to the agreement, for a given target, we have granted to BMS an exclusive license, with the right to grant sublicenses, under certain patent rights,
know-how and materials controlled by us to clinically develop, manufacture, use, sell, offer for sale, export and import and otherwise exploit, and have others do
the same, any compound, molecule or product for such target throughout the world.

Under the terms of the agreement, BMS paid us an initial upfront fee payment of $55 million. We are also entitled to receive up to $2.7 billion in total
milestones across all potential targets. Such milestones consist of up to $585 million in total milestones per oncology target, including $360 million in the aggregate
for certain specified research, development and regulatory milestones and $225 million in the aggregate for certain specified commercial milestones, as well as up
to $482 million in total milestones per neurology and immunology target, including $257 million in the aggregate for certain specified research, development and
regulatory milestones and $225 million in the aggregate for certain specified commercial milestones.

We  are  also  entitled  to  a  tiered  percentage  royalty  on  annual  global  net  sales  of  licensed  products  ranging  from  mid-single  digits  to  low-double  digits,
subject to certain specified reductions. Royalties are payable by BMS on a licensed product-by-licensed product and country-by-country basis until the later of the
expiration of the last valid claim of certain specified patent rights covering the licensed product in such country, expiration of all applicable regulatory exclusivities
in such country for such licensed product and the tenth anniversary of the first commercial sale of such licensed product in such country.

The agreement excludes any activities relating to protein-degrader compounds. However, under the terms of the agreement, for a limited period of time after
the execution of the agreement, we and BMS agreed to negotiate a separate definitive agreement pursuant to which we will agree to license to BMS the right to
conduct research, development and commercialization activities with respect to degrader compounds for the targets under the agreement. In August 2021, we and
BMS entered into a definitive agreement to discover, develop and commercialize bifunctional protein degraders consistent with the terms and conditions described
in the initial collaboration agreement.

On a target-by-target basis, during the term of the agreement for a given target, we are prohibited from clinically developing or commercializing, ourselves
or with a third party, any nucleic acid, antibody, biologic, compound, small molecule or other molecule, or any product that contains the foregoing, that specifically
modulates  as  its  primary  mechanism  of  action  such  target,  or  is  designed  to  specifically  modulate  such  target.  Such  prohibition  encompasses  both  the  initial
specified targets listed as of the effective date of the agreement and those targets on the reserved target list for the limited substitution period.

Unless  earlier  terminated,  the  agreement  will  expire  on  a  licensed  product-by-licensed  product  and  country-by-country  basis  on  the  expiration  of  the
applicable royalty term for such licensed product in such country and in its entirety upon expiration of the last royalty term for the last licensed product. Either
party may terminate the agreement earlier upon an uncured material breach of the agreement by the other party on a target-by-target basis, or upon the occurrence
of certain events of insolvency of the other party.

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Additionally, BMS may terminate the agreement for any or no reason, in its entirety or on a target-by-target basis, upon specified written notice to us. BMS may
also  terminate  the  agreement  on  a  target-by-target  basis  for  safety  reasons.  We  may  terminate  the  agreement  on  a  target-by-target  basis  to  the  extent  BMS
commences or participates in challenging certain patents licensed by us to BMS under the agreement.

In the event that BMS terminates the Agreement at will, or if we terminate for a breach, insolvency or patent challenge by BMS, we are entitled to certain

reversionary rights with respect to certain compounds and products for the applicable terminated target(s).

In the event that BMS has the right to terminate the agreement, in whole or with respect to a particular target, upon our uncured material breach or an event
of insolvency with respect to us, then in lieu of so terminating, BMS has the right to elect to the have the agreement continue in full force and effect; provided that
all royalties and milestones thereafter payable by BMS to us with respect to such applicable target(s) shall be reduced by 50%.

License Agreements with Columbia University

We  have  entered  into  several  license  agreements  with  Columbia  University,  or  the  Columbia  License  Agreements.  The  Columbia  License  Agreements
establish our rights and obligations with respect to certain patents, software code, technology, and improvements thereto that we license from Columbia University
and that are used in, and integrated into, our software solutions, and our physics-based computational platform. Our rights and obligations under, and the terms and
conditions of, the Columbia License Agreements that we consider material to the operation of our business are described more fully below.

On  November  1,  2008,  we  entered  into  an  amendment,  or  the  Royalty  Amendment,  to  certain  Columbia  License  Agreements,  including  each  of  the
agreements  described  below.  The  Royalty  Amendment  simplified  the  royalties  payable  under  each  agreement  on  gross  revenues  generated  from  the  use  of  any
product which contains any code or software, or is covered by any patent, that we license from Columbia University, or a Licensed Product, in connection with a
services agreement. We also pay royalties under the Columbia License Agreements on gross revenues generated from the sale, licensing or renting of our Licensed
Products, which we calculate on a product-by-product basis. In the event that one or more Licensed Products are sold together with other products for a single
aggregate license fee, we have agreed to pay to Columbia University the applicable royalty on the gross revenues attributable to each Licensed Product based on
the relative list prices of each product covered by such license fee.

For a description of the royalties payable by us to Columbia University in connection with our services agreements, see “—Services Royalty Amendment”

below.

PS-GVB License Agreement

On May 5, 1994, we entered into a license agreement, or the 1994 Columbia Agreement, with Columbia University, which was amended on September 9,
2004 and November 1, 2008. The technology licensed under the 1994 Columbia Agreement is incorporated into our Jaguar quantum mechanical program, which
we  market  and  distribute  as  part  of  our  physics-based  computational  platform.  The  1994  Columbia  Agreement  grants  us  a  worldwide,  exclusive,  license  to  the
software  code  developed  by  Columbia  University  and  incorporated  into  the  electronic  structure  software  program  PS-GVB  v1.0,  or  the  PS-GVB  Code,  and  all
improvement to the PS-GVB v1.0 software program and PS-GVB Code developed by Columbia University, or the PS-GVB Improvements, including all PS-GVB
Code and PS-GVB Improvements that are incorporated into any new products, new releases, and new versions related to the software, or the New PS-GVB Module
Code, in each case, to reproduce, use, execute, copy, operate, sublicense, and distribute in connection with the marketing and sale of our products and services, to
develop improvements thereto, and to conduct research and backup disaster recovery. We may only sublicense the PS-GVB Code, the PS-GVB Improvements, and
the  New  PS-GVB  Module  Code,  or  the  Licensed  PS-GVB  Software,  to  the  extent  they  are  incorporated  into  a  product  that  is  sold  directly  by  us  or  that  is
distributed on our behalf. Under the 1994 Columbia Agreement, Columbia University retains the right to conduct, and to permit other academic and non-profit
research institutions to conduct, research using the Licensed PS-GVB Software.

As consideration for entering into the 1994 Columbia Agreement, we have agreed to pay royalties to Columbia University in the low-single digit to low-
double digit percentages based upon the contribution of Columbia University generated code to the applicable PS-GVB v1.0 software program on our, and our
affiliates’,  gross  revenues  from  the  sale,  licensing,  or  renting  of  the  PS-GVB  v1.0  software  program,  including  any  improvements  and  modifications  thereto,
regardless of whether such improvement or modification is marketed as a new version, new release, or new product, excluding any sales to Columbia University
and any revenue generated under services agreements.

The 1994 Columbia Agreement and the licenses granted thereunder may be terminated by us or Columbia University only upon the other party’s material

breach of the agreement and such party’s failure to cure such breach. Upon termination, any third party that

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has licensed the Licensed PS-GVB Software from us will retain the right to use such software, and we will have the perpetual right to continue to provide support
to any such third parties in connection with their use of such software.

Fast Multipole RESPA License Agreement

On July 15, 1998, we entered into a license agreement, or the 1998 Columbia Agreement, with Columbia University, which was amended on September 4,
2004,  and  November  1,  2008.  The  1998  Columbia  Agreement  grants  us  a  worldwide,  non-exclusive,  license  to  the  Fast  Multipole  RESPA  code  developed  at
Columbia University, or the RESPA Code, which was incorporated into the IMPACT software program used in our Glide ligand-protein docking program, PrimeX
protein  modelling  program,  QSite  QM/MM  program,  and  Combglide  automated  library  generation  program,  and  all  improvements  to  the  IMPACT  software
program,  including  any  new  versions  and  new  releases  thereof,  that  are  developed  by  Columbia  University,  or  the  IMPACT  Improvements,  in  each  case,  to
reproduce,  use,  execute,  copy,  compile,  operate,  sublicense,  and  distribute  in  connection  with  the  marketing  and  sale  of  our  products  and  services,  to  develop
improvements thereto, and to conduct research and backup disaster recovery. We may sublicense the RESPA Code and the IMPACT Improvements, or the Licensed
IMPACT  Software,  to  the  extent  it  is  incorporated  into  a  product  that  is  sold  directly  by  us  or  that  is  distributed  on  our  behalf.  Under  the  1998  Columbia
Agreement,  Columbia  University  retains  the  right  to  conduct,  and  to  permit  other  academic  and  non-profit  research  institutions  to  conduct,  research  using  the
Licensed IMPACT Software.

As consideration for entering into the 1998 Columbia Agreement, we have agreed to pay royalties to Columbia University in the low-single digit to low-
double  digit  percentages  based  upon  the  contribution  of  Columbia  University  generated  code  to  the  applicable  IMPACT  software  program  on  our,  and  our
affiliates’, gross revenues from the sale, licensing, or renting of the IMPACT software program, including any improvements and modifications thereto and any
new versions and new releases thereof, excluding any sales to Columbia University and revenue generated under services agreements.

The 1998 Columbia Agreement and the licenses granted thereunder may be terminated by us or Columbia University only upon the other party’s material
breach  of  the  agreement  and  such  party’s  failure  to  cure  such  breach.  Upon  termination,  any  third  party  that  has  licensed  software  from  us  subject  to  the  1998
Columbia Agreement will retain the right to use such software, and we will have the perpetual right to continue to provide support to any such third parties in
connection with their use of such software.

Protein Folding License Agreement

In September 2001, we entered into a license agreement, or the 2001 Columbia Agreement, with Columbia University, which was amended on September 9,
2004 and November 1, 2008. The technology licensed under the 2001 Columbia Agreement is incorporated into our Prime protein modelling program, which we
market and distribute as part of our physics-based computational platform. The 2001 Columbia Agreement grants us a worldwide, exclusive license to the protein
folding code developed by Columbia University, or the Folding Code; all improvements to the Folding Code and to any of our products, software, or code that
incorporates  any  part  of  the  Folding  Code,  including  any  improvements  thereto  and  new  versions  or  new  releases  thereof,  that  are  developed  by  Columbia
University,  or  the  Folding  Code  Improvements;  and  the  issued  patent  covering  the  Folding  Code,  or  the  Folding  Code  Patent,  in  each  case,  to  reproduce,  use,
execute,  copy,  compile,  operate,  sublicense,  and  distribute  in  connection  with  the  marketing  and  sale  of  our  products  and  services,  to  develop  improvements
thereto, and to conduct research and backup disaster recovery. We may sublicense the Folding Code, the Folding Code Improvements and the Folding Code Patent,
or the Licensed Folding Code Software, to the extent it is incorporated into a product that is sold directly by us or that is distributed on our behalf. Under the 2001
Columbia Agreement, Columbia University retains the right to conduct, and to permit other academic and non-profit research institutions to conduct, research using
the Licensed Folding Code Software.

As consideration for entering into the 2001 Columbia Agreement, we paid Columbia University a one-time, nominal license fee. In addition, we have paid
royalties to Columbia University in low-single digit to low-double digit percentages based upon the contribution of Columbia University generated code to the
applicable product, software program, or code on our, and our affiliates’, gross revenues from the sale, licensing, or renting of any commercial product, software
program,  or  code  incorporating  the  Licensed  Folding  Code  Software,  excluding  any  sales  to  Columbia  University  and  revenues  generated  under  services
agreements. Our obligation to pay any royalty under the 2001 Columbia Agreement, including any royalty paid pursuant to the Royalty Amendment, terminated
with the expiration of the last to expire patent licensed under the 2001 Columbia Agreement in January 2014.

The  2001  Columbia  Agreement  and  the  licenses  granted  thereunder  may  be  terminated  by  Columbia  University  only  upon  our  material  breach  of  the
agreement and our failure to cure such breach. Upon termination, any third party that has licensed software from us subject to the 2001 Columbia Agreement will
retain the right to use such software, and we will have the perpetual right to continue to provide support to any such third parties in connection with their use of
such software.

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PLOP License Agreement

On June 19, 2003, we entered into a license agreement, or the 2003 Columbia Agreement, with Columbia University, which was amended on November 1,
2008. The technology licensed under the 2003 Columbia Agreement is incorporated into our Prime and PrimeX protein modelling programs and our Membrane
Permeability model, which we market and distribute as part of our physics-based computational platform. The 2003 Columbia Agreement grants us a worldwide,
exclusive license to the protein local optimization program software code, or the PLOP Code, developed at Columbia University and the University of California
and  all  software  code  comprising  improvements  to  the  PLOP  Code  that  are  developed  by  Columbia  University  or  the  University  of  California,  or  the  PLOP
Improvements, in each case, to reproduce, use, execute, copy, compile, operate, sublicense, and distribute in connection with the marketing and sale of our products
and  services,  to  develop  improvements  thereto,  and  to  conduct  research  and  backup  disaster  recovery.  Pursuant  to  an  interinstitutional  agreement  between
Columbia University and the University of California, the University of California granted Columbia University the sole right to license the PLOP Code and PLOP
Improvements and has agreed not to license the PLOP Code or PLOP Improvements to any third party for as long as the interinstitutional agreement remains in
effect.  We  may  sublicense  the  PLOP  Code  and  PLOP  Improvements  to  the  extent  they  are  incorporated  into  a  product  that  is  sold  directly  by  us  or  that  is
distributed on our behalf. We are restricted from distributing the PLOP Code and PLOP Improvements source code without the prior written consent of Columbia
University.

Columbia University and the University of California retain the right to use, and to permit other academic and non-profit research institutions to use, the

PLOP Code and PLOP Improvements for teaching and academic research purposes.

As  consideration  for  entering  into  the  2003  Columbia  Agreement,  we  paid  Columbia  University  a  one-time,  nominal  license  fee.  In  addition,  we  have
agreed to pay royalties to Columbia University in low-single digit to low-double digit percentages based upon the contribution of Columbia University generated
code to the applicable product, software program, or code on our, and our affiliates’, gross revenues from the sale, licensing, leasing, or renting any commercial
product, software program, or code incorporating the PLOP Code or any PLOP Improvements, excluding any sales to Columbia University or the University of
California and revenues generated under services agreements. Our obligation to pay any royalty under the 2003 Columbia Agreement, including any royalty paid
pursuant to the Royalty Amendment, will terminate on June 19, 2023.

Columbia University is responsible for the copyright registration of the PLOP Code and PLOP Improvements. We are responsible for paying all reasonable

copyright registration and attorney fees in connection with such copyright registrations.

The 2003 Columbia Agreement and the licenses granted thereunder may be terminated by us or Columbia University only upon the other party’s material
breach  of  the  agreement  and  such  party’s  failure  to  cure  such  breach.  Upon  termination,  any  third  party  that  has  licensed  software  from  us  subject  to  the  2003
Columbia Agreement will retain the right to use such software, and we will have the perpetual right to continue to provide support to any such third parties in
connection with their use of such software.

Water Site Analysis License

On  May  27,  2008,  we  entered  into  a  software  and  patent  license  agreement,  or  the  2008  Columbia  Agreement,  with  Columbia  University,  which  was
amended  on  November  1,  2008.  The  2008  Columbia  Agreement  grants  us  a  worldwide  license,  exclusive  in  the  field  of  computational  chemistry  software  and
related services, to (a) certain software that implements the water site analysis method, or the Water Site Software; (b) all patent rights covering the Water Site
Software, or the Water Site Patents; and (c) any products that incorporate or include the Water Site Software, or that is covered by the Water Site Patents, or the
Water  Site  Products,  in  each  case,  to  reproduce,  modify,  distribute,  and  perform  and  display  in  connection  with  the  development,  marketing,  and  sale  of  our
products and services, to conduct research using the Water Site Software, and to conduct backup disaster recovery. Our Water Site Products include our WaterMap
Core program, which we market and distribute as part of our physics-based computational platform. We are restricted from distributing the Water Site Software
source code without the prior written consent of Columbia University. Under the 2008 Columbia Agreement, Columbia University retains the right to use, and to
permit other entities and individuals to use, the Water Site Software and Water Site Patents for academic and non-commercial educational purposes in the field of
computational chemistry software and related services.

As  consideration  for  entering  into  the  2008  Columbia  Agreement,  we  paid  Columbia  University  a  one-time,  nominal  license  fee.  In  addition,  we  have
agreed  to  pay  royalties  to  Columbia  University  in  low-double  digit  percentages  on  our,  and  our  affiliates’,  gross  revenues  from  the  sale,  licensing,  leasing,  or
renting of any Water Site Product, excluding any sales to Columbia University and revenues generated under services agreement. The royalties under the 2008
Columbia Agreement are paid on a product-by-product basis and vary based on whether or not the gross revenues are generated in countries of manufacture or sale
in which the Water Site Product is covered by a Water Site Patent. In the event that there are multiple royalties payable on a single product, we are required to
(i) pay the higher of the two royalties, if there are no more than two royalties payable on the particular Water Site Product or

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(ii) negotiate in good faith with Columbia University on a single royalty, if there are more than two royalties payable on the particular Water Site Product. In the
event that we take action against Columbia University with respect to the validity or enforceability of any Water Site Patents, excluding any defensive actions or
claims, the royalties paid under the 2008 Columbia Agreement will increase by a specified amount. Our obligation to pay any royalty under the 2008 Columbia
Agreement, including any royalty paid pursuant to the Royalty Amendment, will terminate on May 27, 2028.

Columbia  University  is  responsible  for  the  prosecution  and  maintenance  of  the  Water  Site  Patents  in  the  jurisdictions  that  we  specify.  If  we  decide  to
discontinue the prosecution or maintenance of any Water Site Patent in any jurisdiction, but Columbia University objects to such discontinuation, our license to use
such Water Site Patent will terminate in that jurisdiction; provided that, if we are using the Water Site Patent or Water Site Software in the jurisdiction at issue,
Columbia University is obligated to discuss in good faith whether the licenses should instead be non-exclusive. Columbia University is also responsible for the
enforcement of the Water Site Patent at its own expense and in its sole judgment; provided that, if we provide Columbia University with evidence of infringement
of a Water Site Patent by a third party, and Columbia University fails to take appropriate enforcement action, we may initiate legal proceedings against the alleged
infringer. We are responsible for reimbursing Columbia University for their reasonable expenses in connection with prosecuting and maintaining the Water Site
Patents.

Unless  terminated  earlier,  the  2008  Columbia  Agreement  will  expire  on  a  product  by  product  and  country  by  country  basis  upon  the  later  of  (i)  the
expiration of the last issued Water Site Patent, (ii) fifteen years from the date of the first commercial sale of a Water Site Product in a given country, and (iii) the
expiration of the Water Site Software copyright. Columbia University may terminate the 2008 Columbia Agreement if we fail to cure a material breach, become
subject to a voluntary or involuntary petition for bankruptcy or any other proceeding relating to insolvency, receivership or liquidation, or initiate any proceeding or
assert any claim challenging the validity or enforceability of the Water Site Patents. Upon termination, any third party that has licensed a Water Site Product from
us will retain the right to use such product, subject to the terms of their existing license agreement with us, and we will have the right to continue to provide support
to any such third parties for the duration of their license agreement.

Services Royalty Amendment

On November 1, 2008, we entered into the Royalty Amendment with Columbia University, which amended and simplified our royalty obligations under
each of the Columbia License Agreements described in each of the foregoing sections. Pursuant to the Royalty Amendment, we have agreed to pay royalties to
Columbia  University  in  mid-single  digit  percentages  on  the  service  fees  generated  from  services  (excluding  certain  gross  revenue,  including  revenue  generated
under agreements with Columbia University) that we, or our affiliates, perform using one or more Licensed Products under an agreement with a third party. Upon
termination  of  any  of  the  Columbia  License  Agreements  for  any  reason  other  than  our  material  breach,  we  will  have  the  right  to  continue  to  use  the  Licensed
Products to provide services under existing third-party service agreements, until the expiration or termination of such agreements.

Intellectual Property

We  strive  to  protect  and  enhance  the  proprietary  technology,  inventions,  and  improvements  that  are  commercially  important  to  the  development  of  our
business, including by seeking, maintaining, and defending patent rights, whether developed internally or jointly, or licensed from third parties. We also rely on
trade secrets, know-how, continuing technological innovation, collaboration opportunities, and in-licensing opportunities to develop, strengthen, and maintain our
proprietary position in our field.

It  is  important  to  our  future  commercial  success  to  obtain  and  maintain  patent  and  other  proprietary  protection  for  commercially  important  technology,
inventions, and know-how related to our business; defend and enforce our intellectual property rights, in particular our patent, trademark, and copyright rights;
preserve the confidentiality of our trade secrets; and operate without infringing, misappropriating, or violating the valid and enforceable patents and proprietary
rights of third parties. Our ability to stop third parties from making, using, selling, offering to sell, or importing any products we develop may depend on the extent
to which we have rights under valid and enforceable patents or trade secrets that cover these activities.

The patent positions of companies like ours are generally uncertain and can involve complex legal, scientific, and factual issues. We cannot predict whether
the  patent  applications  we  are  currently  pursuing  will  issue  as  patents  in  any  particular  jurisdiction  or  whether  the  claims  of  any  issued  patents  will  provide
sufficient proprietary protection from competitors. We also cannot ensure that patents will issue with respect to any patent applications that we or our licensors may
file in the future, nor can we ensure that any of our owned or licensed patents or future patents will be commercially useful in protecting our software, technology,
computational platform, and any product candidates we develop. In addition, the coverage claimed in a patent application may be significantly reduced before a
patent  is  issued,  and  its  scope  can  be  reinterpreted  and  even  challenged  after  issuance.  As  a  result,  we  cannot  guarantee  that  any  products  we  develop  will  be
protected or remain protectable by enforceable patents. Moreover, any patents that we

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hold  or  may  hold  may  be  challenged,  circumvented  or  invalidated  by  third  parties.  See  “Risk  Factors—Risks  Related  to  Our  Intellectual  Property”  for  a  more
comprehensive description of risks related to our intellectual property.

Our strategy is to file patent applications directed to our key software and our key programs in an effort to secure our intellectual property positions vis-a-
vis  this  software  and  these  programs.  The  patent  portfolio  for  our  software  business  includes  at  least  12  published  patent  families.  As  of  February  4,  2022,  we
owned or held exclusive license rights to approximately 55 patents and patent applications, including at least eight issued or allowed U.S. cases, five pending U.S.
non-provisional  patent  applications,  11  issued  or  allowed  non-U.S.  cases,  including  six  granted  European  patents  which  have  been  validated  among  multiple
individual European Patent Convention nations and five non-European patents, and nine pending foreign patent applications relating to our computational platform.
While we believe that the specific and generic claims contained in our wholly-owned and licensed pending U.S. and non-U.S. applications provide protection for
various  aspects  of  our  computational  platform,  third  parties  may  nevertheless  challenge  such  claims.  Any  patents  that  are  issued  or  that  may  issue  from  these
families are expected to expire between 2026 and 2038, absent any adjustments or extensions.

As  of  February  4,  2022,  there  were  two  published  patent  families  related  to  our  internal  drug  discovery  business,  and  several  of  our  drug  discovery
collaborators have filed patent applications related to our collaborations that include employees of ours as inventors, including over 100 compound patents and
patent applications since 2010. We do not own any intellectual property rights related to these inventions. As of February 4, 2022, there are six pending wholly-
owned provisional applications, six pending international patent applications, and two pending non-U.S. patent applications related to our internal drug discovery
business.

Prosecution is a lengthy process, during which the scope of the claims initially submitted for examination by the U.S. Patent and Trademark Office may be

significantly narrowed before issuance, if issued at all. We expect this may be the case with respect to some of our pending patent applications.

The term of individual patents depends upon the legal term of the patents in the countries in which they are obtained. In most countries in which we file, the

patent term is 20 years from the earliest date of filing a non-provisional patent application, absent any adjustments or extensions.

In addition, in the United States, the term of a patent covering an FDA-approved drug may, in certain cases, be eligible for a patent term extension under the
Drug  Price  Competition  and  Patent  Term  Restoration  Act  of  1984  as  compensation  for  the  loss  of  patent  term  during  the  FDA  regulatory  review  process.  The
period of extension may be up to five years, but cannot extend the remaining term of a patent beyond a total of 14 years from the date of product approval. Only
one patent among those eligible for an extension and only those claims covering the approved drug, a method for using it, or a method for manufacturing it may be
extended. Similar provisions are available in Europe and in certain other jurisdictions to extend the term of a patent that covers an approved drug. It is possible that
issued U.S. patents we may obtain in the future may be entitled to patent term extensions. If our use of product candidates or the product candidate itself receive
FDA approval, we intend to apply for patent term extensions, if available, to extend the term of patents that cover the approved use or product candidate. We also
intend to seek patent term extensions in any jurisdictions where available, however, there is no guarantee that the applicable authorities, including the FDA, will
agree with our assessment of whether such extensions should be granted, and even if granted, the length of such extensions.

In addition to patent protection, as of February 4, 2022, we had approximately 49 copyright registrations covering our proprietary software code, and we
rely upon unpatented trade secrets and confidential know-how and continuing technological innovation to develop and maintain our competitive position. However,
trade secrets and confidential know-how are difficult to protect. We seek to protect our proprietary information, in part, using confidentiality agreements with any
collaborators,  scientific  advisors,  service  providers,  employees,  and  consultants  and  invention  assignment  agreements  with  our  employees.  We  also  have
agreements  requiring  assignment  of  inventions  with  selected  consultants,  scientific  advisors,  and  collaborators.  These  agreements  may  not  provide  meaningful
protection.  These  agreements  may  also  be  breached,  and  we  may  not  have  an  adequate  remedy  for  any  such  breach.  In  addition,  our  trade  secrets  and/or
confidential know-how may become known or be independently developed by a third party, or misused by any collaborator to whom we disclose such information.
Despite any measures taken to protect our intellectual property, unauthorized parties may attempt to copy aspects of our products or to obtain or use information
that  we  regard  as  proprietary.  Although  we  take  steps  to  protect  our  proprietary  information,  third  parties  may  independently  develop  the  same  or  similar
proprietary information or may otherwise gain access to our proprietary information. As a result, we may be unable to meaningfully protect our trade secrets and
proprietary information. See “Risk Factors—Risks Related to Our Intellectual Property” for a more comprehensive description of risks related to our intellectual
property.

We  also  own  numerous  trademarks  registered  in  the  United  States  and  foreign  jurisdictions,  including  “Schrödinger”  and  “LiveDesign”.  We  pursue

additional trademark registrations to the extent we believe doing so would be beneficial to our competitive position.

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Sales and Marketing

Software Business

We commercialize our software solutions in various jurisdictions around the world through our software sales organization. We have sales operations in the
United States, Europe, Japan, India, and South Korea and we also have established distribution channels in other important markets, including China. These efforts
are led by our approximately 150 person global team of sales, technical, and scientific personnel. Our marketing strategy leverages our strong base of scientific
publications to support the continued growth of our computational platform into computational chemistry markets across industries and academia worldwide.

Drug Discovery Business

We have not established a commercial organization or developed distribution capabilities given the current stage of development of our internal, wholly-
owned  drug  discovery  programs.  We  plan  to  enter  into  agreements  with  biopharmaceutical  companies  that  contribute  to  our  ability  to  efficiently  advance
development  candidates  that  we  discover  internally  using  our  computational  platform  through  to  commercialization.  We  expect  to  utilize  a  variety  of  types  of
collaboration, distribution, and other arrangements with one or more of these third parties to develop and ultimately commercialize our development candidates.
Over time, we may also create a commercial organization for drug product sales if and as we advance the development of any product candidates that we determine
to commercialize ourselves.

Manufacturing

We do not own or operate manufacturing facilities for the production of any product candidates, nor do we have plans to develop our own manufacturing
operations. We rely and expect to continue to rely on third-party contract manufacturers for all of our required raw materials, drug substance, and finished drug
product for the preclinical and clinical development of any development candidates we develop ourselves.

Government Regulation and Product Approvals

Government  authorities  in  the  United  States  at  the  federal,  state  and  local  level,  and  in  other  countries  and  jurisdictions,  including  the  European  Union,
extensively regulate, among other things, the research, development, testing, manufacture, pricing, reimbursement, quality control, approval, packaging, storage,
recordkeeping,  labeling,  advertising,  promotion,  distribution,  marketing,  post-approval  monitoring  and  reporting,  and  import  and  export  of  biopharmaceutical
products. The processes for obtaining marketing approvals in the United States and in foreign countries and jurisdictions, along with compliance with applicable
statutes and regulations and other regulatory authorities, require the expenditure of substantial time and financial resources.

Approval and Regulation of Drugs in the United States

In the United States, drug products are approved and regulated under the Federal Food, Drug and Cosmetic Act, or FDCA, and applicable implementing
regulations and guidance. A company, institution, or organization which takes responsibility for the initiation and management of a clinical development program
for  such  products,  and  for  their  regulatory  approval,  is  typically  referred  to  as  a  sponsor.  The  failure  of  a  sponsor  to  comply  with  the  applicable  regulatory
requirements at any time during the product development process, including non-clinical testing, clinical testing, the approval process or post-approval process,
may result in delays to the conduct of a study, regulatory review and approval, and/or administrative or judicial sanctions.

A  sponsor  seeking  approval  to  market  and  distribute  a  new  drug  in  the  United  States  generally  must  satisfactorily  complete  each  of  the  following  steps

before the product candidate will be approved by the FDA:

•

•

•

•

preclinical testing including laboratory tests, animal studies, and formulation studies, which must be performed in accordance with the FDA’s good
laboratory practice, or GLP, regulations and standards;

design of a clinical protocol and submission to the FDA of an IND for human clinical testing, which must become effective before human clinical
trials may begin;

approval by an independent institutional review board, or IRB, representing each clinical site before each clinical trial may be initiated;

performance  of  adequate  and  well-controlled  human  clinical  trials  to  establish  the  safety  and  efficacy  of  the  product  candidate  for  each  proposed
indication, in accordance with current good clinical practices, or GCP;

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•

•

•

•

•

•

preparation and submission to the FDA of a new drug application, or NDA, for a drug product which includes not only the results of the clinical trials,
but  also  detailed  information  on  the  chemistry,  manufacture  and  quality  controls  for  the  product  candidate  and  proposed  labeling  for  one  or  more
proposed indication(s);

review of the product candidate by an FDA advisory committee, where appropriate or if applicable;

satisfactory completion of an FDA inspection of the manufacturing facility or facilities, including those of third parties, at which the product candidate
or components thereof are manufactured to assess compliance with current good manufacturing practices, or cGMP, requirements and to assure that the
facilities, methods, and controls are adequate to preserve the product’s identity, strength, quality, and purity;

satisfactory completion of any FDA audits of the non-clinical and clinical trial sites to assure compliance with GCP and the integrity of clinical data in
support of the NDA;

payment of user fees and securing FDA approval of the NDA to allow marketing of the new drug product; and

compliance  with  any  post-approval  requirements,  including  the  potential  requirement  to  implement  a  Risk  Evaluation  and  Mitigation  Strategy,  or
REMS, and the potential requirement to conduct any post- approval studies required by the FDA.

Preclinical Studies

Before a sponsor begins testing a product candidate with potential therapeutic value in humans, the product candidate enters the preclinical testing stage,
including in vitro  and  animal  studies  to  assess  the  safety  and  activity  of  the  drug  for  initial  testing  in  humans  and  to  establish  a  rationale  for  therapeutic  use.
Preclinical tests include laboratory evaluations of product chemistry, formulation, and stability, as well as other studies to evaluate, among other things, the toxicity
of the product candidate. The conduct of the preclinical tests and formulation of the compounds for testing must comply with federal regulations and requirements,
including GLP regulations and standards and the United States Department of Agriculture’s Animal Welfare Act, if applicable. The results of the preclinical tests,
together with manufacturing information, analytical data, any available clinical data or literature and plans for clinical trials, among other things, are submitted to
the  FDA  as  part  of  an  IND.  Some  long-term  preclinical  testing,  such  as  animal  tests  of  reproductive  adverse  events  and  carcinogenicity  and  long-term  toxicity
studies may continue after the IND is submitted.

The IND and IRB Processes

Clinical trials involve the administration of the investigational product to human subjects under the supervision of qualified investigators in accordance with
GCP requirements, which include, among other things, the requirement that all research subjects provide their voluntary informed consent in writing before their
participation in any clinical trial. Clinical trials are conducted under written study protocols detailing, among other things, the inclusion and exclusion criteria, the
objectives  of  the  study,  the  parameters  to  be  used  in  monitoring  safety  and  the  effectiveness  criteria  to  be  evaluated.  A  protocol  for  each  clinical  trial  and  any
subsequent protocol amendments must be submitted to the FDA as part of the IND.

An IND is an exemption from the FDCA that allows an unapproved product candidate to be shipped in interstate commerce for use in an investigational
clinical  trial  and  a  request  for  FDA  authorization  to  administer  such  investigational  product  to  humans.  Such  authorization  must  be  secured  prior  to  interstate
shipment and administration of any product candidate that is not the subject of an approved NDA. In support of a request for an IND, sponsors must submit a
protocol for each clinical trial, and any subsequent protocol amendments must be submitted to the FDA as part of the IND. The FDA requires a 30-day waiting
period after the filing of each IND before clinical trials may begin. This waiting period is designed to allow the FDA to review the IND to determine whether
human research subjects will be exposed to unreasonable health risks. At any time during this 30-day period, the FDA may raise concerns or questions about the
conduct  of  the  trials  as  outlined  in  the  IND  and  impose  a  clinical  hold  or  partial  clinical  hold.  In  these  cases,  the  IND  sponsor  and  the  FDA  must  resolve  any
outstanding concerns before clinical trials, or parts of the trial, can begin.

Following commencement of a clinical trial under an IND, the FDA may also place a clinical hold or partial clinical hold on that trial. Clinical holds are
imposed  by  the  FDA  whenever  there  is  concern  for  patient  safety  and  may  be  a  result  of  new  data,  findings,  or  developments  in  clinical,  nonclinical,  and/or
chemistry,  manufacturing,  and  controls,  or  CMC.  A  clinical  hold  is  an  order  issued  by  the  FDA  to  the  sponsor  to  delay  a  proposed  clinical  investigation  or  to
suspend an ongoing investigation. A partial clinical hold is a delay or suspension of only part of the clinical work requested under the IND. For example, a specific
protocol or part of a protocol may not be allowed to proceed, while other protocols may be allowed. No more than 30 days after imposition of a clinical hold or
partial clinical hold, the FDA will provide the sponsor a written explanation of the basis for the hold.

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Following issuance of a clinical hold or partial clinical hold, a clinical trial may only resume after the FDA has so notified the sponsor. The FDA will base
that determination on information provided by the sponsor correcting the deficiencies previously cited or otherwise satisfying the FDA that the clinical trial can
proceed.

A sponsor may choose, but is not required, to conduct a foreign clinical study under an IND. When a foreign clinical study is conducted under an IND, all
FDA IND requirements must be met unless waived. When a foreign clinical study is not conducted under an IND, the sponsor must ensure that such studies are
conducted in accordance with GCP, including review and approval by an independent ethics committee, or IEC, and informed consent from subjects, if the data
from such a foreign study is to be used in support of a marketing application.

In addition to the foregoing IND requirements, an IRB representing each institution participating in the clinical trial must review and approve the plan for
any clinical trial before it commences at that institution, and the IRB must conduct continuing review and reapprove the study at least annually. The IRB must
review and approve, among other things, the study protocol and informed consent information to be provided to study subjects. An IRB must operate in compliance
with FDA regulations. An IRB can suspend or terminate approval of a clinical trial at its institution, or an institution it represents, if the clinical trial is not being
conducted in accordance with the IRB’s requirements or if the product candidate has been associated with unexpected serious harm to patients.

Additionally, some trials are overseen by an independent group of qualified experts organized by the trial sponsor, known as a data safety monitoring board
or committee. This group provides authorization as to whether or not a trial may move forward at designated check points based on access that only the group
maintains  to  available  data  from  the  study.  Suspension  or  termination  of  development  during  any  phase  of  clinical  trials  can  occur  if  it  is  determined  that  the
participants  or  patients  are  being  exposed  to  an  unacceptable  health  risk.  Other  reasons  for  suspension  or  termination  may  be  made  by  us  based  on  evolving
business objectives and/or the competitive environment.

Expanded Access

Expanded access, sometimes called “compassionate use,” is the use of investigational new products outside of clinical trials to treat patients with serious or
immediately life-threatening diseases or conditions when there are no comparable or satisfactory alternative treatment options. The rules and regulations related to
expanded access are intended to improve access to investigational products for patients who may benefit from investigational therapies. FDA regulations allow
access to investigational products under an IND by the company or the treating physician for treatment purposes on a case-by-case basis for: individual patients
(single-patient IND applications for treatment in emergency settings and non-emergency settings); intermediate-size patient populations; and larger populations for
use of the investigational product under a treatment protocol or Treatment IND Application.

When considering an IND application for expanded access to an investigational product with the purpose of treating a patient or a group of patients, the
sponsor and treating physicians or investigators will determine suitability when all of the following criteria apply: patient(s) have a serious or immediately life-
threatening disease or condition, and there is no comparable or satisfactory alternative therapy to diagnose, monitor, or treat the disease or condition; the potential
patient benefit justifies the potential risks of the treatment and the potential risks are not unreasonable in the context or condition to be treated; and the expanded
use of the investigational product for the requested treatment will not interfere with the initiation, conduct or completion of clinical investigations that could
support marketing approval of the product or otherwise compromise the potential development of the product.

There is no obligation for a sponsor to make its investigational products available for expanded access; however, as required by amendments to the FDCA

included in the 21st Century Cures Act passed in 2016, if a sponsor has a policy regarding how it responds to expanded access requests with respect to product
candidates in development to treat serious diseases or conditions, it must make that policy publicly available. Sponsors are required to make such policies publicly
available upon the earlier of initiation of a Phase 2 or Phase 3 trial for a covered investigational product; or 15 days after the investigational product receives
designation from the FDA as a breakthrough therapy, fast track product, or regenerative medicine advanced therapy.

Human Clinical Trials in Support of an NDA

Clinical  trials  involve  the  administration  of  the  investigational  product  candidate  to  human  subjects  under  the  supervision  of  a  qualified  investigator  in
accordance with GCP requirements, which include, among other things, the requirement that all research subjects provide their informed consent in writing before
their participation in any clinical trial. Clinical trials are conducted under written clinical trial protocols detailing, among other things, the objectives of the study,
inclusion and exclusion criteria, the parameters to be used in monitoring safety, and the effectiveness criteria to be evaluated.

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Human  clinical  trials  are  typically  conducted  in  three  sequential  phases,  but  the  phases  may  overlap  or  be  combined.  Additional  studies  may  also  be

required after approval.

Phase 1  clinical  trials  are  initially  conducted  in  a  limited  population  to  test  the  product  candidate  for  safety,  including  adverse  effects,  dose  tolerance,
absorption,  metabolism,  distribution,  excretion,  and  pharmacodynamics  in  healthy  humans  or  in  patients.  During  Phase  1  clinical  trials,  information  about  the
investigational drug product’s pharmacokinetics and pharmacological effects may be obtained to permit the design of well-controlled and scientifically valid Phase
2 clinical trials.

Phase 2 clinical trials are generally conducted in a limited patient population to identify possible adverse effects and safety risks, evaluate the efficacy of the
product  candidate  for  specific  targeted  indications  and  determine  dose  tolerance  and  optimal  dosage.  Multiple  Phase  2  clinical  trials  may  be  conducted  by  the
sponsor to obtain information prior to beginning larger and more costly Phase 3 clinical trials. Phase 2 clinical trials are well controlled, closely monitored and
conducted in a limited patient population. A Phase 2 trial may be further subdivided to Phase 2a and Phase 2b trials. A Phase 2a trial is typically an exploratory
(non-pivotal) study that has clinical efficacy, pharmacodynamics, or biological activity as the primary endpoint. A Phase 2b trial is a definite dose range finding
study with efficacy as the primary endpoint.

Phase  3  clinical  trials  proceed  if  the  Phase  2  clinical  trials  demonstrate  that  a  dose  range  of  the  product  candidate  is  potentially  effective  and  has  an
acceptable safety profile. Phase 3 clinical trials are undertaken within an expanded patient population to further evaluate dosage, provide substantial evidence of
clinical efficacy, and further test for safety in an expanded and diverse patient population at multiple, geographically dispersed clinical trial sites. A well-controlled,
statistically  robust  Phase  3  clinical  trial  may  be  designed  to  deliver  the  data  that  regulatory  authorities  will  use  to  decide  whether  or  not  to  approve,  and,  if
approved, how to appropriately label a drug. Such Phase 3 studies are referred to as “pivotal.”

A clinical trial may combine the elements of more than one phase and the FDA often requires more than one Phase 3 trial to support marketing approval of
a product candidate. A company’s designation of a clinical trial as being of a particular phase is not necessarily indicative that the study will be sufficient to satisfy
the  FDA  requirements  of  that  phase  because  this  determination  cannot  be  made  until  the  protocol  and  data  have  been  submitted  to  and  reviewed  by  the  FDA.
Generally,  pivotal  trials  are  Phase  3  trials,  but  they  may  be  Phase  2  trials  if  the  design  provides  a  well-controlled  and  reliable  assessment  of  clinical  benefit,
particularly in an area of unmet medical need.

In  some  cases,  the  FDA  may  approve  an  NDA  for  a  product  candidate  but  require  the  sponsor  to  conduct  additional  clinical  trials  to  further  assess  the
product candidate’s safety and effectiveness after approval. Such post-approval trials are typically referred to as Phase 4 clinical trials. These studies are used to
gain additional experience from the treatment of a larger number of patients in the intended treatment group and to further document a clinical benefit in the case of
drugs approved under Accelerated Approval regulations. Failure to exhibit due diligence with regard to conducting Phase 4 clinical trials could result in withdrawal
of approval for products.

Progress  reports  detailing  the  results  of  the  clinical  trials  must  be  submitted  at  least  annually  to  the  FDA  and  more  frequently  if  serious  adverse  events
occur. In addition, IND safety reports must be submitted to the FDA for any of the following: serious and unexpected suspected adverse reactions; findings from
other studies or animal or in vitro testing that suggest a significant risk in humans exposed to the product; and any clinically important increase in the case of a
serious  suspected  adverse  reaction  over  that  listed  in  the  protocol  or  investigator  brochure.  Phase  1,  Phase  2  and  Phase  3  clinical  trials  may  not  be  completed
successfully within any specified period, or at all. The FDA will typically inspect one or more clinical sites to assure compliance with GCP and the integrity of the
clinical data submitted.

In  August  2018,  the  FDA  released  a  draft  guidance  entitled  “Expansion  Cohorts:  Use  in  First-In-Human  Clinical  Trials  to  Expedite  Development  of
Oncology Drugs and Biologics,” which outlines how sponsors can utilize an adaptive trial design in the early stages of oncology product development (i.e., the
first-in-human clinical trial) to compress the traditional three phases of trials into one continuous trial called an expansion cohort trial. Information to support the
design of individual expansion cohorts are included in IND applications and assessed by FDA. Expansion cohort trials can potentially bring efficiency to product
development and reduce developmental costs and time.

Sponsors of clinical trials are required to register and disclose certain clinical trial information on a public registry (clinicaltrials.gov) maintained by the
U.S. National Institutes of Health.  In particular, information related to the product, patient population, phase of investigation, study sites and investigators and
other aspects of the clinical trial is made public as part of the registration of the clinical trial. The failure to submit clinical trial information to clinicaltrials.gov, as
required, is a prohibited act under the FDCA with violations subject to potential civil monetary penalties of up to $10,000 for each day the violation continues.

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Concurrent with clinical trials, companies often complete additional animal studies. They must also develop additional information about the chemistry and
physical characteristics of the drug as well as finalize a process for manufacturing the product in commercial quantities in accordance with cGMP requirements.
The manufacturing process must be capable of consistently producing quality batches of the drug candidate and, among other things, must develop methods for
testing the identity, strength, quality, purity, and potency of the final drug. Additionally, appropriate packaging must be selected and tested and stability studies must
be conducted to demonstrate that the drug candidate does not undergo unacceptable deterioration over its shelf life.

Pediatric Studies

Under the Pediatric Research Equity Act, or PREA, applications and certain types of supplements to applications must contain data that are adequate to
assess the safety and effectiveness of the product for the claimed indications in all relevant pediatric subpopulations, and to support dosing and administration for
each pediatric subpopulation for which the product is safe and effective. The sponsor must submit an initial Pediatric Study Plan within 60 days of an end-of-phase
2 meeting or as may be agreed between the sponsor and the FDA. Those plans must contain an outline of the proposed pediatric study or studies the sponsor plans
to  conduct,  including  study  objectives  and  design,  age  groups,  relevant  endpoints  and  statistical  approach,  or  a  justification  for  not  including  such  detailed
information, and any request for a deferral of pediatric assessments or a full or partial waiver of the requirement to provide data from pediatric studies along with
supporting information.

The FDA may, on its own initiative or at the request of the sponsor, grant deferrals for submission of some or all pediatric data until after approval of the
product for use in adults, or full or partial waivers from the pediatric data requirements. A deferral may be granted for several reasons, including a finding that the
product or therapeutic candidate is ready for approval for use in adults before pediatric trials are complete or that additional safety or effectiveness data needs to be
collected  before  the  pediatric  trials  begin.  The  law  now  requires  the  FDA  to  send  a  PREA  Non-Compliance  letter  to  sponsors  who  have  failed  to  submit  their
pediatric assessments required under PREA, have failed to seek or obtain a deferral or deferral extension or have failed to request approval for a required pediatric
formulation.

Expedited Review Programs

The FDA is authorized to expedite the review of applications in several ways. None of these expedited programs changes the standards for approval but

they may help expedite the development or approval process of product candidates.

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Fast Track designation. The sponsor of a product candidate may request the FDA to designate the product for a specific indication as a Fast Track
product concurrent with or after the filing of the IND.  Candidate products are eligible for Fast Track designation if they are intended to treat a serious
or life-threatening condition and demonstrate the potential to address unmet medical needs for the condition. In addition to other benefits, such as the
ability  to  have  greater  interactions  with  the  FDA,  the  FDA  may  initiate  review  of  sections  of  a  Fast  Track  application  before  the  application  is
complete, a process known as rolling review.

Breakthrough therapy designation. To qualify for the breakthrough therapy program, product candidates must be intended to treat a serious or life-
threatening  disease  or  condition  and  preliminary  clinical  evidence  must  indicate  that  such  product  candidates  may  demonstrate  substantial
improvement  on  one  or  more  clinically  significant  endpoints  over  existing  therapies.  The  FDA  will  seek  to  ensure  the  sponsor  of  a  breakthrough
therapy  product  candidate  receives  intensive  guidance  on  an  efficient  development  program,  intensive  involvement  of  senior  managers  and
experienced staff on a proactive, collaborative and cross-disciplinary review and rolling review.

Priority  review.  A  product  candidate  is  eligible  for  priority  review  if  it  treats  a  serious  condition  and,  if  approved,  it  would  be  a  significant
improvement in the safety or effectiveness of the treatment, diagnosis or prevention compared to marketed products. FDA aims to complete its review
of priority review applications within six months as opposed to 10 months for standard review.

Accelerated  approval.  Drug  products  studied  for  their  safety  and  effectiveness  in  treating  serious  or  life-threatening  illnesses  and  that  provide
meaningful therapeutic benefit over existing treatments may receive accelerated approval. Accelerated approval means that a product candidate may
be approved on the basis of adequate and well controlled clinical trials establishing that the product candidate has an effect on a surrogate endpoint that
is  reasonably  likely  to  predict  a  clinical  benefit,  or  on  the  basis  of  an  effect  on  a  clinical  endpoint  other  than  survival  or  irreversible  morbidity  or
mortality  or  other  clinical  benefit,  taking  into  account  the  severity,  rarity  and  prevalence  of  the  condition  and  the  availability  or  lack  of  alternative
treatments.  As  a  condition  of  approval,  the  FDA  may  require  that  a  sponsor  of  a  drug  product  candidate  receiving  accelerated  approval  perform
adequate and well controlled post-marketing clinical trials. In addition, the FDA currently requires as a condition for accelerated approval pre-approval
of promotional materials.

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Regenerative advanced therapy. With passage of the 21st Century Cures Act, or the Cures Act, in December 2016, Congress authorized the FDA to
accelerate  review  and  approval  of  products  designated  as  regenerative  advanced  therapies.  A  product  is  eligible  for  this  designation  if  it  is  a
regenerative  medicine  therapy  that  is  intended  to  treat,  modify,  reverse  or  cure  a  serious  or  life-threatening  disease  or  condition  and  preliminary
clinical evidence indicates that the product candidate has the potential to address unmet medical needs for such disease or condition. The benefits of a
regenerative  advanced  therapy  designation  include  early  interactions  with  the  FDA  to  expedite  development  and  review,  benefits  available  to
breakthrough therapies, potential eligibility for priority review and accelerated approval based on surrogate or intermediate endpoints.

Filing and Review of an NDA

In order to obtain approval to market a drug product in the United States, a NDA must be submitted to the FDA that provides sufficient data establishing the
safety  and  efficacy  of  the  proposed  drug  product  for  its  intended  indication.  The  application  includes  all  relevant  data  available  from  pertinent  preclinical  and
clinical  trials,  including  negative  or  ambiguous  results  as  well  as  positive  findings,  together  with  detailed  information  relating  to  the  product’s  chemistry,
manufacturing,  controls,  and  proposed  labeling,  among  other  things.  Data  can  come  from  company-sponsored  clinical  trials  intended  to  test  the  safety  and
effectiveness of a use of a product, or from a number of alternative sources, including studies initiated by independent investigators. To support marketing approval,
the data submitted must be sufficient in quality and quantity to establish the safety and efficacy of the drug product to the satisfaction of the FDA.

The NDA is a vehicle through which sponsors formally propose that the FDA approve a new product for marketing and sale in the United States for one or
more  indications.  Every  new  drug  product  candidate  must  be  the  subject  of  an  approved  NDA  before  it  may  be  commercialized  in  the  United  States.  Biologic
License Applications, or BLAs, are submitted for licensure of biologic products under the Public Health Service Act. Under federal law, the submission of most
NDAs is subject to an application user fee. The sponsor of an approved NDA is also subject to an annual program fee. Certain exceptions and waivers are available
for some of these fees, such as an exception from the application fee for products with orphan designation, an exception from the program fee when the program
does not engage in manufacturing the drug during a particular fiscal year and a waiver for certain small businesses.

The FDA conducts a preliminary review of the application within 60 calendar days of its receipt, and must inform the sponsor within that period of time
whether the application is sufficiently complete to permit substantive review. In the event that FDA determines that an application does not satisfy this standard, it
will issue a Refuse to File, or RTF, determination to the sponsor. The FDA may request additional information rather than accept the application for filing and, the
application may be resubmitted with the additional information. The resubmitted application is also subject to review before the FDA accepts it for filing.

Once  the  submission  is  accepted  for  filing,  the  FDA  begins  an  in-depth  substantive  review.  The  FDA  has  agreed  to  specified  performance  goals  in  the
review process of NDAs. Under that agreement, 90% of applications seeking approval of New Molecular Entities, or NMEs, are meant to be reviewed within ten
months from the date on which the FDA accepts the application for filing, and 90% of applications for NMEs that have been designated for Priority Review are
meant to be reviewed within six months of the filing date. For applications seeking approval of products that are not NMEs, the ten-month and six-month review
periods run from the date that the FDA receives the application. The review process and the Prescription Drug User Fee Act, or PDUFA, goal date may be extended
by the FDA for three additional months to consider new information or clarification provided by the sponsor to address an outstanding deficiency identified by the
FDA following the original submission.

In connection with its review of an application, the FDA typically will inspect the facility or facilities where the product is being or will be manufactured.
These pre-approval inspections may cover all facilities associated with an NDA submission, including component manufacturing, finished product manufacturing,
and control testing laboratories. The FDA will not approve an application unless it determines that the manufacturing processes and facilities are in compliance
with cGMP requirements and adequate to assure consistent production of the product within required specifications. Additionally, before approving an NDA, the
FDA will typically inspect one or more clinical sites to assure compliance with GCP and the integrity of the data in the application.

In  addition,  as  a  condition  of  approval,  the  FDA  may  require  a  sponsor  to  develop  a  REMS.  A  REMS  uses  risk-minimization  strategies  beyond  the
professional labeling to ensure that the benefits of the product outweigh the potential risks. To determine whether a REMS is needed, the FDA will consider the
size  of  the  population  likely  to  use  the  product,  the  seriousness  of  the  disease,  the  expected  benefit  of  the  product,  the  expected  duration  of  treatment,  the
seriousness of known or potential adverse events, and whether the product is a new molecular entity.

The FDA may also refer an application for a novel product to an advisory committee or explain why such referral was not made. Typically, an advisory

committee is a panel of independent experts, including clinicians and other scientific experts, that review,

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evaluate  and  provide  a  recommendation  as  to  whether  the  application  should  be  approved  and  under  what  conditions.  The  FDA  is  not  bound  by  the
recommendations of an advisory committee, but the FDA considers such recommendations carefully when making decisions.

The FDA’s Decision on an NDA

The FDA reviews an application to determine, among other things, whether the product is safe and whether it is effective for its intended use(s), with the

latter determination being made on the basis of substantial evidence.  The FDA has interpreted this evidentiary standard to require at least two adequate and well-
controlled clinical investigations to establish effectiveness of a new product. Under certain circumstances, however, the FDA has indicated that a single trial with
certain characteristics and additional information may satisfy this standard.  Ultimately, the FDA will determine whether the expected benefits of the drug product
outweigh its potential risks to patients, and the agency will issue either a complete response letter, or CRL, or an approval letter.  

A CRL indicates that the review cycle of the application is complete, and the application will not be approved in its present form. A CRL generally outlines
the deficiencies in the submission and may require substantial additional testing or information in order for the FDA to reconsider the application. The CRL may
require additional clinical or other data, additional pivotal Phase 3 clinical trials and/or other significant and time-consuming requirements related to clinical trials,
preclinical studies or manufacturing. If a CRL is issued, the sponsor will have one year to respond to the deficiencies identified by the FDA, at which time the FDA
can deem the application withdrawn or, in its discretion, grant the sponsor an additional six-month extension to respond.  

If the FDA approves a new product, it may limit the approved indications for use of the product, require that contraindications, warnings, or precautions be
included  in  the  product  labeling,  or  require  that  post-approval  studies,  including  Phase  4  clinical  trials,  be  conducted  to  further  assess  the  drug’s  safety  after
approval. The agency may also require testing and surveillance programs to monitor the product after commercialization, or impose other conditions, including
distribution  restrictions  or  other  risk  management  mechanisms,  including  a  REMS,  to  help  ensure  that  the  benefits  of  the  product  outweigh  the  potential  risks.
REMS  programs  can  include  medication  guides,  communication  plans  for  health  care  professionals,  and  elements  to  assure  safe  use,  or  ETASU.  ETASU  can
include, but are not limited to, special training or certification for prescribing or dispensing, dispensing only under certain circumstances, special monitoring, and
the use of patent registries. The FDA may prevent or limit further marketing of a product based on the results of post-market studies or surveillance programs. The
FDA  may  require  a  REMS  before  or  after  approval  if  it  becomes  aware  of  a  serious  risk  associated  with  use  of  the  product.  The  requirement  for  a  REMS  can
materially affect the potential market and profitability of a product. After approval, many types of changes to the approved product, such as adding new indications,
changing manufacturing processes, and adding labeling claims, are subject to further testing requirements and FDA review and approval.

Post-Approval Requirements

Following  approval  of  a  new  prescription  product,  the  manufacturer,  the  approved  product  and  the  product’s  manufacturing  locations  are  subject  to
pervasive and continuing regulation by the FDA, governing, among other things, monitoring and record-keeping activities, reporting of adverse experiences with
the  product  and  product  problems  to  the  FDA,  product  sampling  and  distribution,  manufacturing  and  promotion  and  advertising.  Although  physicians  may
prescribe legally available products for unapproved uses or patient populations (i.e., “off-label uses”), manufacturers may not market or promote such uses. The
FDA and other agencies actively enforce the laws and regulations prohibiting the promotion of off-label uses, and a company that is found to have improperly
promoted off-label uses may be subject to significant liability. In September 2021, the FDA published final regulations which describe the types of evidence that
the agency will consider in determining the intended use of a drug product.

If a company is found to have promoted off-label uses, it may become subject to administrative and judicial enforcement by the FDA, the Department of
Justice, or the Office of the Inspector General of the Department of Health and Human Services, as well as state authorities. This could subject a company to a
range of penalties that could have a significant commercial impact, including civil and criminal fines and agreements that materially restrict the manner in which a
company promotes or distributes products, as well as adverse public relations and reputational harm. The federal government has levied large civil and criminal
fines against companies for alleged improper promotion, and has also requested that companies enter into consent decrees or permanent injunctions under which
specified promotional conduct is changed or curtailed.  

Patent Term Restoration and Extension

A patent claiming a new drug product may be eligible for a limited patent term extension under the Hatch- Waxman Act, which permits a patent restoration
of up to five years for patent term lost during the FDA regulatory review. The restoration period granted on a patent covering a product is typically one-half the
time between the effective date of the IND and the submission date of an application, plus the time between the submission date of an application and the ultimate
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be used to extend the remaining term of a patent past a total of 14 years from the product’s approval date. Only one patent applicable to an approved product is
eligible  for  the  extension,  and  only  those  claims  covering  the  approved  product,  a  method  for  using  it,  or  a  method  for  manufacturing  it,  may  be  extended.
Additionally, the application for the extension must be submitted prior to the expiration of the patent in question. A patent that covers multiple products for which
approval  is  sought  can  only  be  extended  in  connection  with  one  of  the  approvals.  The  United  States  Patent  and  Trademark  Office  reviews  and  approves  the
application for any patent term extension or restoration in consultation with the FDA.

Healthcare Compliance

In  the  United  States,  biopharmaceutical  manufacturers  and  their  products  are  subject  to  extensive  regulation  at  the  federal  and  state  level,  such  as  laws
intended  to  prevent  fraud  and  abuse  in  the  healthcare  industry.    Healthcare  providers  and  third-party  payors  play  a  primary  role  in  the  recommendation  and
prescription  of  pharmaceutical  products  that  are  granted  marketing  approval.  Arrangements  with  providers,  consultants,  third-party  payors,  and  customers  are
subject  to  broadly  applicable  fraud  and  abuse,  anti-kickback,  false  claims  laws,  reporting  of  payments  to  healthcare  providers  and  patient  privacy  laws  and
regulations and other healthcare laws and regulations that may constrain our business and/or financial arrangements. Restrictions under applicable federal and state
healthcare laws and regulations, including certain laws and regulations applicable only if we have marketed products, include the following:

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federal  false  claims,  false  statements  and  civil  monetary  penalties  laws  prohibiting,  among  other  things,  any  person  from  knowingly  presenting,  or
causing to be presented, a false claim for payment of government funds or knowingly making, or causing to be made, a false statement to get a false
claim paid;

federal  healthcare  program  anti-kickback  law,  which  prohibits,  among  other  things,  persons  from  offering,  soliciting,  receiving  or  providing
remuneration,  directly  or  indirectly,  to  induce  either  the  referral  of  an  individual  for,  or  the  purchasing  or  ordering  of,  a  good  or  service  for  which
payment may be made under federal healthcare programs such as Medicare and Medicaid;

the federal Health Insurance Portability and Accountability Act of 1996, or HIPAA, which, in addition to privacy protections applicable to healthcare
providers and other entities, prohibits executing a scheme to defraud any healthcare benefit program or making false statements relating to healthcare
matters;

federal laws that require pharmaceutical manufacturers to report certain calculated product prices to the government or provide certain discounts or
rebates to government authorities or private entities, often as a condition of reimbursement under government healthcare programs;

federal  Open  Payments  (or  federal  “sunshine”  law),  which  requires  pharmaceutical  and  medical  device  companies  to  monitor  and  report  certain
financial  interactions  with  certain  healthcare  providers  to  the  Center  for  Medicare  &  Medicaid  Services,  or  CMS,  within  the  U.S.  Department  of
Health and Human Services for re-disclosure to the public, as well as ownership and investment interests held by certain healthcare providers and their
immediate family members;

federal consumer protection and unfair competition laws, which broadly regulate marketplace activities and activities that potentially harm consumers;

analogous state laws and regulations, including: state anti-kickback and false claims laws; state laws requiring pharmaceutical companies to comply
with  specific  compliance  standards,  restrict  financial  interactions  between  pharmaceutical  companies  and  healthcare  providers  or  require
pharmaceutical  companies  to  report  information  related  to  payments  to  health  care  providers  or  marketing  expenditures;  and  state  laws  governing
privacy, security and breaches of health information in certain circumstances, many of which differ from each other in significant ways and often are
not preempted by HIPAA, thus complicating compliance efforts; and

laws and regulations prohibiting bribery and corruption such as the FCPA, which, among other things, prohibits U.S. companies and their employees
and agents from authorizing, promising, offering, or providing, directly or indirectly, corrupt or improper payments or anything else of value to foreign
government officials, employees of public international organizations or foreign government-owned or affiliated entities, candidates for foreign public
office, and foreign political parties or officials thereof.

Violations of these laws are punishable by criminal and/or civil sanctions, including, in some instances, exclusion from participation in federal and state
health care programs, such as Medicare and Medicaid.  Ensuring compliance is time consuming and costly.  Similar healthcare laws and regulations exist in the EU
and  other  jurisdictions,  including  reporting  requirements  detailing  interactions  with  and  payments  to  healthcare  providers  and  laws  governing  the  privacy  and
security of personal information.]

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Privacy Requirements

Privacy and data security requirements are either in place or underway in the United States. There are a broad variety of data protection laws that may be
applicable  to  our  activities,  and  a  range  of  enforcement  agencies  at  both  the  state  and  federal  levels  that  can  review  companies  for  privacy  and  data  security
concerns based on general consumer protection laws. The Federal Trade Commission and state Attorneys General all are aggressive in reviewing privacy and data
security protections for consumers. New laws also are being considered at both the state and federal levels. For example, the California Consumer Privacy Act of
2018, or the CCPA, which became effective on January 1, 2020, requires companies that process information on California residents to make new disclosures to
consumers about their data collection, use and sharing practices, allow consumers to opt out of certain data sharing with third parties and provide a new cause of
action for data breaches. Many other states are considering similar legislation, and a broad range of legislative measures also have been introduced at the federal
level.

Pharmaceutical Insurance Coverage and Health Care Reform

In  the  United  States  and  markets  in  other  countries,  patients  who  are  prescribed  treatments  for  their  conditions  and  providers  performing  the  prescribed
services  generally  rely  on  third-party  payers  to  reimburse  all  or  part  of  the  associated  health  care  costs.  Significant  uncertainty  exists  as  to  the  coverage  and
reimbursement status of products approved by the FDA and other government authorities. Thus, even if a product candidate of ours or one of our collaborators is
approved, sales of the product will depend, in part, on the extent to which third-party payers, including government health programs in the United States such as
Medicare and Medicaid, commercial health insurers and managed care organizations provide coverage and establish adequate reimbursement levels for the product.
The process for determining whether a payer will provide coverage for a product may be separate from the process for setting the price or reimbursement rate that
the payer will pay for the product once coverage is approved. Third-party payers are increasingly challenging the prices charged, examining the medical necessity
and reviewing the cost-effectiveness of medical products and services and imposing controls to manage costs.

Third-party payers may limit coverage to specific products on an approved list, also known as a formulary, which might not include all of the approved

products for a particular indication.

In  order  to  secure  coverage  and  reimbursement  for  any  product  that  might  be  approved  for  sale,  a  company  may  need  to  conduct  expensive
pharmacoeconomic studies in order to demonstrate the medical necessity and cost-effectiveness of the product, in addition to the costs required to obtain FDA or
other comparable marketing approvals. Nonetheless, product candidates may not be considered medically necessary or cost effective. A decision by a third-party
payer not to cover a product could reduce market acceptance once the product is approved and have a material adverse effect on sales, results of operations and
financial  condition.  Additionally,  a  payer’s  decision  to  provide  coverage  for  a  product  does  not  imply  that  an  adequate  reimbursement  rate  will  be  approved.
Further,  one  payer’s  determination  to  provide  coverage  for  a  product  does  not  assure  that  other  payers  will  also  provide  coverage  and  reimbursement  for  the
product, and the level of coverage and reimbursement can differ significantly from payer to payer.

In international markets, reimbursement and health care payment systems vary significantly by country, and many countries have instituted price ceilings on
specific  products  and  therapies.  In  some  countries,  the  pricing  of  prescription  pharmaceuticals  is  subject  to  governmental  control.  In  these  countries,  pricing
negotiations  with  governmental  authorities  can  take  considerable  time  after  the  receipt  of  marketing  approval  for  a  product.  To  obtain  coverage  and  adequate
reimbursement or pricing approval in some countries, we may be required to conduct a clinical trial that compares the cost-effectiveness of our product to other
available therapies.

The containment of health care costs also has become a priority of federal, state, and foreign governments and the prices of products have been a focus in
this  effort.  Governments  have  shown  significant  interest  in  implementing  cost-containment  programs,  including  price  controls,  restrictions  on  coverage,
reimbursement and requirements for substitution of generic products. Adoption of price controls and cost-containment measures, and adoption of more restrictive
policies in jurisdictions with existing controls and measures, could further limit a company’s revenue generated from the sale of any approved products including
those that we are our collaborators may develop. Coverage policies and third-party reimbursement rates may change at any time. Even if favorable coverage and
reimbursement status is attained for one or more products for which a company or its collaborators receive marketing approval, less favorable coverage policies and
reimbursement rates may be implemented in the future.

Review and Approval of Medicinal Products in the European Union

In  order  to  market  any  product  outside  of  the  United  States,  a  company  must  also  comply  with  numerous  and  varying  regulatory  requirements  of  other
countries and jurisdictions regarding quality, safety, and efficacy and governing, among other things, clinical trials, marketing authorization, commercial sales, and
distribution of products. Whether or not it obtains FDA approval for a product, a

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sponsor will need to obtain the necessary approvals by the comparable non-U.S. regulatory authorities before it can commence clinical trials or marketing of the
product in those countries or jurisdictions. The approval process ultimately varies between countries and jurisdictions and can involve additional product testing
and additional administrative review periods. The time required to obtain approval in other countries and jurisdictions might differ from and be longer than that
required  to  obtain  FDA  approval.  Regulatory  approval  in  one  country  or  jurisdiction  does  not  ensure  regulatory  approval  in  another,  but  a  failure  or  delay  in
obtaining regulatory approval in one country or jurisdiction may negatively impact the regulatory process in others. Specifically, however, the process governing
approval  of  medicinal  products  in  the  European  Union  generally  follows  the  same  lines  as  in  the  United  States.  It  entails  satisfactory  completion  of  preclinical
studies  and  adequate  and  well-controlled  clinical  trials  to  establish  the  safety  and  efficacy  of  the  product  for  each  proposed  indication.  It  also  requires  the
submission to the relevant competent authorities of a marketing authorization application, or MAA, and granting of a marketing authorization by these authorities
before the product can be marketed and sold in the European Union.

Clinical Trial Approval

On January 31, 2022, the new Clinical Trials Regulation (EU) No 536/2014 became effective in the European Union and replaced the prior Clinical Trials
Directive  2001/20/EC.  The  new  regulation  aims  at  simplifying  and  streamlining  the  authorization,  conduct  and  transparency  of  clinical  trials  in  the  European
Union. Under the new coordinated procedure for the approval of clinical trials, the sponsor of a clinical trial to be conducted in more than one Member State of the
European Union, or EU Member State, will only be required to submit a single application for approval. The submission will be made through the Clinical Trials
Information System, a new clinical trials portal overseen by the EMA and available to clinical trial sponsors, competent authorities of the EU Member States and
the public.

The new regulation did not change the preexisting requirement that a sponsor must obtain prior approval from the competent national authority of the EU
Member State in which the clinical trial is to be conducted. If the clinical trial is conducted in different EU Member States, the competent authorities in each of
these EU Member States must provide their approval for the conduct of the clinical trial. Furthermore, the sponsor may only start a clinical trial at a specific study
site after the applicable ethics committee has issued a favorable opinion.

Parties  conducting  certain  clinical  trials  must,  as  in  the  United  States,  post  clinical  trial  information  in  the  EU  at  the  EudraCT  website:

https://eudract.ema.europa.eu.

PRIME Designation in the European Union

In March 2016, the European Medicines Agency, or EMA, launched an initiative to facilitate development of product candidates in indications, often rare,
for which few or no therapies currently exist. The PRIority MEdicines, or PRIME, scheme is intended to encourage drug development in areas of unmet medical
need  and  provides  accelerated  assessment  of  products  representing  substantial  innovation  reviewed  under  the  centralized  procedure.  Products  from  small-  and
medium-sized enterprises may qualify for earlier entry into the PRIME scheme than larger companies. Many benefits accrue to sponsors of product candidates with
PRIME designation, including but not limited to, early and proactive regulatory dialogue with the EMA, frequent discussions on clinical trial designs and other
development program elements, and accelerated marketing authorization application assessment once a dossier has been submitted. Importantly, a dedicated agency
contact  and  rapporteur  from  the  Committee  for  Human  Medicinal  Products,  or  CHMP,  or  Committee  for  Advanced  Therapies  are  appointed  early  in  PRIME
scheme  facilitating  increased  understanding  of  the  product  at  EMA’s  Committee  level.  A  kick-off  meeting  initiates  these  relationships  and  includes  a  team  of
multidisciplinary experts at the EMA to provide guidance on the overall development and regulatory strategies.

Marketing Authorization

To obtain a marketing authorization for a product under European Union regulatory systems, a sponsor must submit an MAA either under a centralized
procedure administered by the EMA, or one of the procedures administered by competent authorities in the EU Member States (decentralized procedure, national
procedure or mutual recognition procedure). A marketing authorization may be granted only to a sponsor established in the European Union. Regulation (EC) No
1901/2006 provides that prior to obtaining a marketing authorization in the European Union, sponsors have to demonstrate compliance with all measures included
in  an  EMA-approved  Paediatric  Investigation  Plan,  or  PIP,  covering  all  subsets  of  the  pediatric  population,  unless  the  EMA  has  granted  (1)  a  product-specific
waiver, (2) a class waiver, or (3) a deferral for one or more of the measures included in the PIP.

The  centralized  procedure  provides  for  the  grant  of  a  single  marketing  authorization  by  the  European  Commission  that  is  valid  across  the  European
Economic Area (i.e. the European Union as well as Iceland, Liechtenstein and Norway). Pursuant to Regulation (EC) No 726/2004, the centralized procedure is
compulsory  for  specific  products,  including  for  medicines  produced  by  certain  biotechnological  processes,  products  designated  as  orphan  medicinal  products,
advanced therapy medicinal products, and products

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with a new active substance indicated for the treatment of certain diseases. For products with a new active substance indicated for the treatment of other diseases
and products that are highly innovative or for which a centralized process is in the interest of patients, the centralized procedure may be optional. The centralized
procedure may at the request of the sponsor also be used in certain other cases.

Under  the  centralized  procedure,  the  CHMP  is  responsible  for  conducting  the  initial  assessment  of  a  product  and  for  several  post-authorization  and
maintenance  activities,  such  as  the  assessment  of  modifications  or  extensions  to  an  existing  marketing  authorization.  Under  the  centralized  procedure  in  the
European  Union,  the  maximum  timeframe  for  the  evaluation  of  an  MAA  is  210  days,  excluding  clock  stops,  when  additional  information  or  written  or  oral
explanation is to be provided by the sponsor in response to questions of the CHMP. Accelerated evaluation might be granted by the CHMP in exceptional cases,
when a medicinal product is of major interest from the point of view of public health and in particular from the viewpoint of therapeutic innovation. If the CHMP
accepts such request, the time limit of 210 days will be reduced to 150 days but it is possible that the CHMP can revert to the standard time limit for the centralized
procedure if it considers that it is no longer appropriate to conduct an accelerated assessment. At the end of this period, the CHMP provides a scientific opinion on
whether or not a marketing authorization should be granted in relation to a medicinal product. Within 15 calendar days of receipt of a final opinion from the CHMP,
the European Commission must prepare a draft decision concerning an application for marketing authorization. This draft decision must take the opinion and any
relevant provisions of European Union law into account. Before arriving at a final decision on an application for centralized authorization of a medicinal product
the European Commission must consult the Standing Committee on Medicinal Products for Human Use, or the Standing Committee. The Standing Committee is
composed  of  representatives  of  the  EU  Member  States  and  chaired  by  a  non-voting  European  Commission  representative.  The  European  Parliament  also  has  a
related “droit de regard”. The European Parliament’s role is to ensure that the European Commission has not exceeded its powers in deciding to grant or refuse to
grant a marketing authorization.

The European Commission may grant a so-called “marketing authorization under exceptional circumstances”. Such authorization is intended for products
for  which  the  sponsor  can  demonstrate  that  it  is  unable  to  provide  comprehensive  data  on  the  efficacy  and  safety  under  normal  conditions  of  use,  because  the
indications  for  which  the  product  in  question  is  intended  are  encountered  so  rarely  that  the  sponsor  cannot  reasonably  be  expected  to  provide  comprehensive
evidence, or in the present state of scientific knowledge, comprehensive information cannot be provided, or it would be contrary to generally accepted principles of
medical  ethics  to  collect  such  information.  Consequently,  marketing  authorization  under  exceptional  circumstances  may  be  granted  subject  to  certain  specific
obligations, which may include the following:

•

•

•

the sponsor must complete an identified program of studies within a time period specified by the competent authority, the results of which form the
basis of a reassessment of the benefit/risk profile;

the medicinal product in question may be supplied on medical prescription only and may in certain cases be administered only under strict medical
supervision, possibly in a hospital and in the case of a radiopharmaceutical, by an authorized person; and

the package leaflet and any medical information must draw the attention of the medical practitioner to the fact that the particulars available concerning
the medicinal product in question are as yet inadequate in certain specified respects.

A  marketing  authorization  under  exceptional  circumstances  is  subject  to  annual  review  to  reassess  the  risk-  benefit  balance  in  an  annual  reassessment
procedure. Continuation of the authorization is linked to the annual reassessment and a negative assessment could potentially result in the marketing authorization
being suspended or revoked. The renewal of a marketing authorization of a medicinal product under exceptional circumstances, however, follows the same rules as
a  “normal”  marketing  authorization.  Thus,  a  marketing  authorization  under  exceptional  circumstances  is  granted  for  an  initial  five  years,  after  which  the
authorization will become valid indefinitely, unless the EMA decides that safety grounds merit one additional five-year renewal.

The European Commission may also grant a so-called “conditional marketing authorization” prior to obtaining the comprehensive clinical data required for
an application for a full marketing authorization. Such conditional marketing authorizations may be granted for product candidates (including medicines designated
as orphan medicinal products), if (i) the risk-benefit balance of the product candidate is positive, (ii) it is likely that the sponsor will be in a position to provide the
required comprehensive clinical trial data, (iii) the product fulfills an unmet medical need, and (iv) the benefit to public health of the immediate availability on the
market of the medicinal product concerned outweighs the risk inherent in the fact that additional data are still required. A conditional marketing authorization may
contain specific obligations to be fulfilled by the marketing authorization holder, including obligations with respect to the completion of ongoing or new studies,
and with respect to the collection of pharmacovigilance data. Conditional marketing authorizations are valid for one year, and may be renewed annually, if the risk-
benefit  balance  remains  positive,  and  after  an  assessment  of  the  need  for  additional  or  modified  conditions  and/or  specific  obligations.  The  timelines  for  the
centralized procedure described above also apply with respect to the review by the CHMP of applications for a conditional marketing authorization.

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The European Union medicines rules expressly permit the EU Member States to adopt national legislation prohibiting or restricting the sale, supply or use
of any medicinal product containing, consisting of or derived from a specific type of human or animal cell, such as embryonic stem cells. While the products we
have in development do not make use of embryonic stem cells, it is possible that the national laws in certain EU Member States may prohibit or restrict us from
commercializing our products, even if they have been granted a European Union marketing authorization.

Unlike the centralized authorization procedure, the decentralized marketing authorization procedure requires a separate application to, and leads to separate
approval by, the competent authorities of each EU Member State in which the product is to be marketed. This application is identical to the application that would
be submitted to the EMA for authorization through the centralized procedure. The reference EU Member State prepares a draft assessment and drafts of the related
materials within 120 days after receipt of a valid application. The resulting assessment report is submitted to the concerned EU Member States who, within 90 days
of receipt, must decide whether to approve the assessment report and related materials. If a concerned EU Member State cannot approve the assessment report and
related  materials  due  to  concerns  relating  to  a  potential  serious  risk  to  public  health,  disputed  elements  may  be  referred  to  the  European  Commission,  whose
decision is binding on all EU Member States.

The mutual recognition procedure similarly is based on the acceptance by the competent authorities of the EU Member States of the marketing authorization
of a medicinal product by the competent authorities of other EU Member States. The holder of a national marketing authorization may submit an application to the
competent authority of an EU Member State requesting that this authority recognize the marketing authorization delivered by the competent authority of another
EU Member State.

As in the United States, information about clinical trials in support of a marketing application must be submitted within specific timeframes to the European

Union (EudraCT) website: https://eudract.ema.europa.eu/ and other countries.

Regulatory Data Protection in the European Union

In  the  European  Union,  innovative  medicinal  products  approved  on  the  basis  of  a  complete  independent  data  package  qualify  for  eight  years  of  data
exclusivity  upon  marketing  authorization  and  an  additional  two  years  of  market  exclusivity  pursuant  to  Directive  2001/83/EC.  Regulation  (EC)  No  726/2004
repeats  this  entitlement  for  medicinal  products  authorized  in  accordance  the  centralized  authorization  procedure.  Data  exclusivity  prevents  sponsors  for
authorization of generics of these innovative products from referencing the innovator’s data to assess a generic (abridged) application for a period of eight years.
During an additional two-year period of market exclusivity, a generic marketing authorization application can be submitted and authorized, and the innovator’s data
may be referenced, but no generic medicinal product can be placed on the European Union market until the expiration of the market exclusivity. The overall ten-
year period will be extended to a maximum of 11 years if, during the first eight years of those ten years, the marketing authorization holder obtains an authorization
for one or more new therapeutic indications which, during the scientific evaluation prior to their authorization, are held to bring a significant clinical benefit in
comparison  with  existing  therapies.  Even  if  a  compound  is  considered  to  be  a  new  chemical  entity  so  that  the  innovator  gains  the  prescribed  period  of  data
exclusivity, another company nevertheless could also market another version of the product if such company obtained marketing authorization based on an MAA
with a complete independent data package of pharmaceutical tests, preclinical tests, and clinical trials.

Periods of Authorization and Renewals

A marketing authorization has an initial validity for five years in principle. The marketing authorization may be renewed after five years on the basis of a re-
evaluation of the risk-benefit balance by the EMA or by the competent authority of the EU Member State. To this end, the marketing authorization holder must
provide the EMA or the competent authority with a consolidated version of the file in respect of quality, safety, and efficacy, including all variations introduced
since  the  marketing  authorization  was  granted,  at  least  six  months  before  the  marketing  authorization  ceases  to  be  valid.  The  European  Commission  or  the
competent authorities of the EU Member States may decide, on justified grounds relating to pharmacovigilance, to proceed with one further five- year period of
marketing authorization. Once subsequently definitively renewed, the marketing authorization shall be valid for an unlimited period. Any authorization which is
not followed by the actual placing of the medicinal product on the European Union market (in case of centralized procedure) or on the market of the authorizing
EU Member State within three years after authorization ceases to be valid (the so-called sunset clause).

Brexit and the Regulatory Framework in the United Kingdom

The United Kingdom’s withdrawal from the European Union took place on January 31, 2020. The European Union and the United Kingdom reached an

agreement on their new partnership in the Trade and Cooperation Agreement, or the Agreement, which was applied provisionally beginning on January 1, 2021 and
which entered into force on May 1, 2021. The Agreement focuses primarily on free trade by ensuring no tariffs or quotas on trade in goods, including healthcare
products such as medicinal products.

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Thereafter, the European Union and the United Kingdom will form two separate markets governed by two distinct regulatory and legal regimes. As such, the
Agreement seeks to minimize barriers to trade in goods while accepting that border checks will become inevitable as a consequence that the United Kingdom is no
longer part of the single market. As of January 1, 2021, the Medicines and Healthcare products Regulatory Agency, or the MHRA, became responsible for
supervising medicines and medical devices in Great Britain, comprising England, Scotland and Wales under domestic law whereas Northern Ireland continues to be
subject to EU rules under the Northern Ireland Protocol. The MHRA will rely on the Human Medicines Regulations 2012 (SI 2012/1916) (as amended), or the
HMR, as the basis for regulating medicines. The HMR has incorporated into the domestic law the body of EU law instruments governing medicinal products that
pre-existed prior to the United Kingdom’s withdrawal from the European Union.

Furthermore,  while  the  Data  Protection  Act  of  2018  in  the  United  Kingdom  that  “implements”  and  complements  the  European  Union’s  GDPR  is  now
effective in the United Kingdom, it is still unclear whether transfer of data from the EEA to the United Kingdom will remain lawful under GDPR. The Trade and
Cooperation Agreement provides for a transitional period during which the United Kingdom will be treated like an European Union member state in relation to
processing  and  transfers  of  personal  data  for  four  months  from  January  1,  2021.    This  may  be  extended  by  two  further  months.  After  such  period,  the  United
Kingdom will be a “third country” under the GDPR unless the European Commission adopts an adequacy decision in respect of transfers of personal data to the
United Kingdom. The United Kingdom has already determined that it considers all of the European Union and EEA member states to be adequate for the purposes
of data protection, ensuring that data flows from the United Kingdom to the European and EEA remain unaffected.

Pricing Decisions for Approved Products

In the European Union, pricing and reimbursement schemes vary widely from country to country. Some countries provide that products may be marketed
only  after  a  reimbursement  price  has  been  agreed.  Some  countries  may  require  the  completion  of  additional  studies  that  compare  the  cost-effectiveness  of  a
particular product candidate to currently available therapies or so-called health technology assessments, in order to obtain reimbursement or pricing approval. For
example,  EU  Member  States  have  the  option  to  restrict  the  range  of  products  for  which  their  national  health  insurance  systems  provide  reimbursement  and  to
control the prices of medicinal products for human use. EU Member States may approve a specific price for a product or it may instead adopt a system of direct or
indirect  controls  on  the  profitability  of  the  company  placing  the  product  on  the  market.  Other  EU  Member  States  allow  companies  to  fix  their  own  prices  for
products, but monitor and control prescription volumes and issue guidance to physicians to limit prescriptions. Recently, many countries in the European Union
have  increased  the  amount  of  discounts  required  on  pharmaceuticals  and  these  efforts  could  continue  as  countries  attempt  to  manage  health  care  expenditures,
especially  in  light  of  the  severe  fiscal  and  debt  crises  experienced  by  many  countries  in  the  European  Union.  The  downward  pressure  on  health  care  costs  in
general,  particularly  prescription  products,  has  become  intense.  As  a  result,  increasingly  high  barriers  are  being  erected  to  the  entry  of  new  products.  Political,
economic, and regulatory developments may further complicate pricing negotiations, and pricing negotiations may continue after reimbursement has been obtained.
Reference pricing used by various EU Member States, and parallel trade, i.e., arbitrage between low-priced and high-priced EU Member States, can further reduce
prices.  There  can  be  no  assurance  that  any  country  that  has  price  controls  or  reimbursement  limitations  for  pharmaceutical  products  will  allow  favorable
reimbursement and pricing arrangements for any products, if approved in those countries. 

General Data Protection Regulation

Many  countries  outside  of  the  United  States  maintain  rigorous  laws  governing  the  privacy  and  security  of  personal  information.  The  collection,  use,
disclosure, transfer, or other processing of personal data, including personal health data, regarding individuals who are located in the EEA, and the processing of
personal data that takes place in the EEA, is subject to the GDPR, which became effective on May 25, 2018. The GDPR is wide-ranging in scope and imposes
numerous requirements on companies that process personal data, and it imposes heightened requirements on companies that process health and other sensitive data,
such as requiring in many situations that a company obtain the consent of the individuals to whom the sensitive personal data relate before processing such data.
Examples of obligations imposed by the GDPR on companies processing personal data that fall within the scope of the GDPR include providing information to
individuals regarding data processing activities, implementing safeguards to protect the security and confidentiality of personal data, appointing a data protection
officer, providing notification of data breaches and taking certain measures when engaging third-party processors.

The GDPR also imposes strict rules on the transfer of personal data to countries outside the EEA, including the United States, and permits data protection
authorities  to  impose  large  penalties  for  violations  of  the  GDPR,  including  potential  fines  of  up  to  €20  million  or  4%  of  annual  global  revenues,  whichever  is
greater. The GDPR also confers a private right of action on data subjects and consumer associations to lodge complaints with supervisory authorities, seek judicial
remedies, and obtain compensation for damages resulting from violations of the GDPR. Compliance with the GDPR is a rigorous and time-intensive process that
may increase the cost of doing business or require companies to change their business practices to ensure full compliance. In July 2020, the Court of Justice of the
European Union, or the CJEU, invalidated the EU-U.S. Privacy Shield framework, one of the mechanisms used

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to legitimize the transfer of personal data from the EEA to the United States.  The CJEU decision also drew into question the long-term viability of an alternative
means of data transfer, the standard contractual clauses, for transfers of personal data from the EEA to the United States.  Following the withdrawal of the U.K.
from the EU, the U.K. Data Protection Act 2018 applies to the processing of personal data that takes place in the U.K. and includes parallel obligations to those set
forth by GDPR.

Human Capital

As of February 14, 2022, we had 664 full-time employees, including a total of 289 employees with Ph.D. degrees. Of these full-time employees, 477 of
these employees are located in the United States and 187 of these employees are located in our offices outside of the United States. Additionally, as of February 14,
2022, 32% of our full-time employees self-identified as female or non-binary, or chose not to disclose their gender and 38% of our executive team self-identified as
female, and 37% of our new hires since January 1, 2021 self-identify as female or non-binary, or have chosen not to disclose their gender. Our employees are our
greatest asset and we strive to create a work environment that is inclusive, challenging and rewarding.

We are committed to embedding a long-term, formal Environmental, Social and Governance, or ESG, strategy within our business, and we recently created
a new leadership role dedicated to Corporate Sustainability and ESG. We expect to complete a formal sustainability materiality assessment in the first half of 2022,
serving as the foundation of our comprehensive, long-term, Corporate Sustainability strategy.

Further, our vision for Diversity, Equity and Inclusion, or DEI, is focused on developing a culture of transparency and accountability, active inclusion, and a
growth mindset. We have focused our recruiting efforts on diversifying our candidate pipeline by participating in conferences and engaging with student networks
that promote racial and gender diversity in the science and technology industries. Further, we utilize a structured interviewing model when assessing candidates to
provide for consistency and equity in the hiring process across candidates and to help reduce unconscious bias.

Given our DEI aspirations, in 2021 we created our first DEI Council, a cross functional learning and listening body that allows our executive leadership
team,  employee  volunteers,  and  Employee  Resource  Group,  or  ERG,  leaders  to  listen  to  feedback  from  all  levels  of  the  company.  ERG  membership  directly
engages  one  third  of  our  employees,  however,  these  forums  provide  an  environment  for  community  support,  professional  development,  and  educational
opportunities  for  our  entire  employee  population.  Through  our  ERG  leadership  program,  ERG  leaders  are  paired  with  an  executive  sponsor  to  guide  them
throughout  their  tenure,  they  have  the  opportunity  to  hone  skills  such  as  negotiation,  influence,  and  public  speaking.  Our  commitment  to  offering  employee
programs  also  extends  to  our  investments  in  learning  and  development,  or  L&D,  and  in  2022,  we  launched  a  global  L&D  initiative  with  the  Neuroleadership
Institute designed to build active listening and bias mitigation skills. 

We consider the intellectual capital of our employees to be an essential driver of our business and key to our future prospects. Though the biotechnology
industry is historically competitive for talent, we have maintained high employee retention rates. For the year ended December 31, 2021, our employee retention
rate was 96.5%.

Given our financial resources, our industry-leading position in the field of physics-based computational drug discovery and materials science research and
our developing internal drug discovery programs, we believe that we will continue to be able to fill positions and grow our headcount in support of our software,
drug discovery and materials science businesses.

We  are  committed  to  providing  our  employees  with  compensation  that  meets  the  expectations  of  the  market  and  industry  norms.  We  monitor  our
compensation  programs  closely  using  comprehensive  industry  surveys  and  data  to  guide  us,  and  we  provide  what  we  consider  to  be  a  competitive  mix  of
incentives,  including  competitive  salaries  and  bonuses,  a  401(k)  retirement  plan  with  an  employer  matching  contribution,  health  and  welfare  benefits  and
participation  in  our  equity  programs.  We  routinely  review  our  compensation  practices  and  analyze  the  equity  of  our  compensation  decisions  for  all  employees.
None of our employees is subject to a collective bargaining agreement or represented by a trade or labor union. We consider our relations with our employees to be
good.

We believe our company culture is one that aims to support each individual fully, not just their contribution as an employee. The COVID-19 pandemic has
resulted in the creation of a more fluid and flexible work environment to allow individuals to meet their needs and those of their family members while contributing
to our success. In the current virtual world, we have moved from regular onsite wellness activities to those that can be enjoyed virtually, including meditation, yoga
and other fitness classes, as well as art classes for employees and their families.

Our company culture also encourages engagement, both among our employees and within the communities we live and work. In the advancement of these
efforts, internally, we have established a new mentorship program, updated our management training programs to include mental health and wellness trainings, and
refreshed our annual review process to encourage more real-time feedback between employees and managers to set and achieve personal performance goals. In
engaging  with  our  external  community,  we  host  a  student  internship  program,  including  in  partnership  with  a  non-profit  educational  group  that  supports
underserved local high school students who have demonstrated the knowledge, character, and skills to achieve their aspirations. In addition, our ERGs sponsor a
summer camp for a local non-profit organization dedicated to providing underserved students with hands-on science and

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engineering educational and mentorship experiences. To further our community engagement efforts, each of our U.S.-based employees is provided with a paid full
day each year to volunteer in their local community.

The health and safety of our onsite employees has been an even greater focus for us since the onset of the COVID-19 pandemic. In early March 2020, we
issued  a  global  work  from  home  policy  to  ensure  the  health  of  our  employees  and  local  communities  while  continuing  to  advance  our  business  objectives.
Beginning in June 2020, we began limited re-openings of certain of our offices in the United States and abroad. Our office re-openings are being conducted on a
limited basis and are voluntary for all of our employees. We believe we are well-equipped to work remotely, engage with our customers and continue to advance
our business

Our Corporate Information

Our principal executive offices are located at 1540 Broadway, 24th Floor, New York, New York 10036, and our telephone number is (212) 295-5800. Our
website address is http://www.schrodinger.com. The information contained on, or that can be accessed through, our website is not incorporated by reference into
this Annual Report or in any other report or document we file with the SEC, and any reference to our website address is intended to be an inactive textual reference
only.

We own or have rights to trademarks, service marks, and trade names that we use in connection with the operation of our business, including our corporate
name, logos and website names. Other trademarks, service marks, and trade names appearing in this Annual Report are the property of their respective owners.
Solely for convenience, some of the trademarks, service marks, and trade names referred to in this Annual Report are listed without the ® and ™ symbols.

Available Information

We make available free of charge through our website our Annual Report on Form 10-K, Quarterly Reports on Form 10-Q, Current Reports on Form 8-K
and amendments to those reports filed or furnished pursuant to Sections 13(a) and 15(d) of the Securities Exchange Act of 1934, as amended, or the Exchange Act.
We make these reports available through our website as soon as reasonably practicable after we electronically file such reports with, or furnish such reports to, the
SEC. We also make available, free of charge on our website, the reports filed with the SEC by our executive officers, directors and 10% stockholders pursuant to
Section 16 under the Exchange Act as soon as reasonably practicable after copies of those filings are provided to us by those persons. The information contained
on, or that can be access through, our website is not a part of or incorporated by reference in this Annual Report.

Item 1A. Risk Factors.

You should carefully consider the risks and uncertainties described below together with all of the other information contained in this Annual Report and our
other  public  filings  with  the  SEC.  The  risks  described  below  are  not  the  only  risks  facing  our  company.  The  occurrence  of  any  of  the  following  risks,  or  of
additional risks and uncertainties not presently known to us or that we currently believe to be immaterial, could cause our business, prospects, operating results,
and financial condition to suffer materially.

Risks Related to Our Financial Position and Need for Additional Capital

We have a history of significant operating losses, and we expect to incur losses over the next several years.

We have a history of significant operating losses. Our net loss for the years ended December 31, 2021, 2020, and 2019 was $101.2 million, $26.6 million,

and $25.7 million, respectively. As of December 31, 2021, we had an accumulated deficit of $230.0 million.

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We  anticipate  that  our  operating  expenses  will  increase  substantially  in  the  foreseeable  future  as  we  continue  to  invest  in  our  internal  drug  discovery
programs, sales and marketing infrastructure, and our computational platform. We are still in the early stages of development of our own drug discovery programs.
We continue to advance multiple internal programs through investigational new drug, or IND, -enabling studies, and we expect to submit an IND application to the
U.S. Food and Drug Administration, or FDA, for our MALT1 program in the first half of 2022, and subject to receiving regulatory clearance, we expect to initiate a
Phase 1 clinical trial of our MALT1 inhibitor in patients with relapsed and resistant lymphoma in the second half of 2022. We also plan to submit IND applications
to the FDA for our CDC7 program in early 2023 and our WEE1 program in 2023, subject to favorable data from IND-enabling studies. In addition, we plan to
initiate a Phase 1 clinical trial of our CDC7 inhibitor in 2023, subject to receipt of regulatory clearance. We have no drug products licensed for commercial sale and
have not generated any revenue from our own drug product sales to date. We expect to continue to incur significant expenses and operating losses over the next
several years. Our operating expenses and net income or loss may fluctuate significantly from quarter to quarter and year to year. We anticipate that our expenses
will increase substantially as we:

•

•

•

•

•

•

•

continue to invest in and develop our computational platform and software solutions;

continue our research and development efforts for our internal drug discovery programs;

conduct preclinical studies and initiate and conduct clinical trials for any of our product candidates;

maintain, expand, enforce, defend, and protect our intellectual property;

hire additional software engineers, programmers, sales and marketing, and other personnel to support our software business;

hire additional clinical, quality control, and other scientific personnel; and

add operational, financial, and management information systems and personnel to support our operations as a public company.

If we are unable to increase sales of our software, or if we and our current and future collaborators are unable to successfully develop and commercialize drug
products, our revenues may be insufficient for us to achieve or maintain profitability.

To achieve and maintain profitability, we must succeed in significantly increasing our software sales, or we and our current or future collaborators must
succeed  in  developing,  and  eventually  commercializing,  a  drug  product  or  drug  products  that  generate  significant  revenue.  We  currently  generate  revenues
primarily from the sales of our software solutions and expect to continue to derive most of our revenue from sales of our software until such time as our or our
collaborators’  drug  development  and  commercialization  efforts  are  successful,  if  ever.  As  such,  increasing  sales  of  our  software  to  existing  customers  and
successfully  marketing  our  software  to  new  customers  are  critical  to  our  success.  Demand  for  our  software  solutions  may  be  affected  by  a  number  of  factors,
including  continued  market  acceptance  by  the  biopharmaceutical  industry,  market  adoption  of  our  software  solutions  beyond  the  biopharmaceutical  industry
including for material science applications, the ability of our platform to identify more promising molecules and accelerate and lower the costs of discovery as
compared to traditional methods, timing of development and release of new offerings by our competitors, technological change, and the rate of growth in our target
markets. If we are unable to continue to meet the demands of our customers, our business operations, financial results, and growth prospects will be adversely
affected.

Achieving success in drug development will require us or our current or future collaborators to be effective in a range of challenging activities, including
completing preclinical testing and clinical trials of product candidates, obtaining regulatory approval for these product candidates and manufacturing, marketing,
and selling any products for which we or they may obtain regulatory approval. We and most of our current drug discovery collaborators are only in the preliminary
stages of most of these activities. We and they may never succeed in these activities and, even if we do, we may never generate revenues that are significant enough
to achieve and sustain profitability, or even if our collaborators do, we may not receive option fees, milestone payments, or royalties from them that are significant
enough  for  us  to  achieve  and  sustain  profitability.  Because  of  the  intense  competition  in  the  market  for  our  software  solutions  and  the  numerous  risks  and
uncertainties  associated  with  biopharmaceutical  product  development,  we  are  unable  to  accurately  predict  when,  or  if,  we  will  be  able  to  achieve  or  sustain
profitability.

Even if we achieve profitability, we may not be able to sustain or increase profitability on a quarterly or annual basis. Our failure to become and remain
profitable  would  depress  the  value  of  our  company  and  could  impair  our  ability  to  raise  capital,  expand  our  business,  maintain  our  research  and  development
efforts, increase sales of our software, develop a pipeline of product candidates, enter into collaborations, or even continue our operations. A decline in the value of
our company could also cause our stockholders to lose all or part of their investment.

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In  addition,  although  we  have  experienced  revenue  growth  in  recent  periods,  we  may  not  be  able  to  sustain  revenue  growth  consistent  with  our  recent
history or at all. Our total revenues increased by 28% from $108.1 million in the fiscal year ended December 31, 2020 to $137.9 million in the fiscal year ended
December 31, 2021, and by 26% from $85.5 million in the fiscal year ended December 31, 2019 to $108.1 million in the fiscal year ended December 31, 2020. You
should not consider our revenue growth in recent periods as indicative of our future performance. As we grow our business, our revenue growth rates may slow in
future periods.

Our quarterly and annual results may fluctuate significantly, which could adversely impact the value of our common stock.

Our results of operations, including our revenues, gross margin, profitability, and cash flows, have historically varied from period to period, and we expect
that they will continue to do so. As a result, period-to-period comparisons of our operating results may not be meaningful, and our quarterly and annual results
should not be relied upon as an indication of future performance. Our quarterly and annual financial results may fluctuate as a result of a variety of factors, many of
which are outside of our control. Factors that may cause fluctuations in our quarterly and annual financial results include, without limitation, those listed elsewhere
in this “Risk Factors” section and those listed below:

•

•

•

•

•

•

•

•

•

•

•

•

•

•

customer renewal rates and the timing and terms of customer renewals, including the seasonality of customer renewals of our on-premise software
arrangements, for which revenue historically has been recognized at a single point in time in the first and fourth quarter of each fiscal year;

our ability to attract new customers for our software;

the addition or loss of large customers, including through acquisitions or consolidations of such customers;

the amount and timing of operating expenses related to the maintenance and expansion of our business, operations, and infrastructure;

network outages or security breaches;

general economic, industry, and market conditions, including within the life sciences industry;

our ability to collect receivables from our customers;

the amount of software purchased by our customers, including the mix of on-premise and hosted software sold during a period;

variations in the timing of the sales of our software, which may be difficult to predict;

changes in the pricing of our solutions and in our pricing policies or those of our competitors;

the timing and success of the introduction of new software solutions by us or our competitors or any other change in the competitive dynamics of our
industry, including consolidation among competitors, customers, or strategic collaborators;

changes in the fair value of or receipt of distributions or proceeds on account of the equity interests we hold in our drug discovery collaborators, such
as Morphic Holding, Inc.;

the  success  of  our  drug  discovery  collaborators  in  developing  and  commercializing  drug  products  for  which  we  are  entitled  to  receive  milestone
payments  or  royalties  and  the  timing  of  receipt  of  such  payments,  if  any,  such  as  under  our  collaboration  agreement  with  Bristol-Myers  Squibb
Company, or BMS; and

the  timing  of  expenses  related  to  our  drug  discovery  programs,  the  development  or  acquisition  of  technologies  or  businesses  and  potential  future
charges for impairment of goodwill from acquired companies.

In addition, because we recognize revenues from our hosted software solutions ratably over the life of the contract, a significant upturn or downturn in sales
of  our  hosted  software  solutions  may  not  be  reflected  immediately  in  our  operating  results.  As  a  result  of  these  factors,  we  believe  that  period-to-period
comparisons  of  our  operating  results  are  not  a  good  indication  of  our  future  performance  and  that  our  interim  financial  results  are  not  necessarily  indicative  of
results for a full year or for any subsequent interim period.

We may require additional capital to fund our operations. If we are unable to raise additional capital on terms acceptable to us or at all or generate cash flows
necessary  to  maintain  or  expand  our  operations,  we  may  not  be  able  to  compete  successfully,  which  would  harm  our  business,  operations,  and  financial
condition.

We  expect  to  devote  substantial  financial  resources  to  our  ongoing  and  planned  activities,  including  the  development  of  drug  discovery  programs  and
continued  investment  in  our  computational  platform.  We  expect  our  expenses  to  increase  substantially  in  connection  with  our  ongoing  and  planned  activities,
particularly as we advance our internal drug discovery programs, initiate or progress preclinical and IND-enabling studies, submit IND applications, initiate and
progress clinical trials and invest in the further

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development  of  our  platform.  In  addition,  if  we  determine  to  complete  clinical  development  and  seek  regulatory  approval  on  our  own,  we  expect  to  incur
significant additional expenses. Furthermore, we incur additional costs associated with operating as a public company,  as  compared  to  when  we  were  a  private
company.

Our current drug discovery collaborators, from whom we are entitled to receive milestone payments upon achievement of various development, regulatory,
and commercial milestones as well as royalties on commercial sales, if any, under the collaboration agreements that we have entered into with them, face numerous
risks in the development of drugs, including the conduct of preclinical and clinical testing, obtaining regulatory approval, and achieving product sales. In addition,
the amounts we are entitled to receive upon the achievement of such milestones tend to be smaller for near-term development milestones and increase if and as a
collaborative  product  candidate  advances  through  regulatory  development  to  commercialization  and  will  vary  depending  on  the  level  of  commercial  success
achieved, if any. We do not anticipate receiving significant milestone payments from many of our drug discovery collaborators for several years, if at all, and our
drug discovery collaborators may never achieve milestones that result in significant cash payments to us. Accordingly, we may need to obtain substantial additional
capital to fund our continuing operations.

As of December 31, 2021, we had cash, cash equivalents, restricted cash, and marketable securities of $579.5 million. We believe that our existing cash,
cash  equivalents,  and  marketable  securities  will  be  sufficient  to  fund  our  operating  expenses  and  capital  expenditure  requirements  through  at  least  the  next  24
months.  However,  we  have  based  this  estimate  on  assumptions  that  may  prove  to  be  wrong,  and  our  operating  plans  may  change  as  a  result  of  many  factors
currently unknown to us. As a result, we could deplete our capital resources sooner than we currently expect.

Our future capital requirements will depend on many factors, including:

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•

the growth of our software revenue;

the timing and extent of spending to support research and development efforts;

the continued expansion of software sales and marketing activities;

the timing and receipt of payments from our collaborations as well as spending to support, advance, and broaden our internal drug discovery programs;
and

the timing and receipt of any distributions or proceeds we may receive from our equity stakes in our drug discovery collaborators and partners.

In the event that we require additional financing, we may not be able to raise such financing on terms acceptable to us or at all. In addition, we may seek
additional capital due to favorable market conditions or strategic considerations, even if we believe we have sufficient funds for our current or future operating
plans. If we are unable to raise additional capital on terms acceptable to us or at all or generate cash flows necessary to maintain or expand our operations and
invest in our computational platform, we may not be able to compete successfully, which would harm our business, operations, and financial condition.

Raising  additional  capital  may  cause  dilution  to  our  stockholders,  restrict  our  operations,  or  require  us  to  relinquish  rights  to  our  technologies  or  drug
programs.

To the extent that we raise additional capital through the sale of equity or convertible debt securities, our stockholders’ ownership interests will be diluted,
and the terms of these securities may include liquidation or other preferences that adversely affect our stockholders’ rights as common stockholders. Debt financing
and  preferred  equity  financing,  if  available,  may  involve  agreements  that  include  covenants  limiting  or  restricting  our  ability  to  take  specific  actions,  such  as
incurring additional debt, selling or licensing our assets, making product acquisitions, making capital expenditures, or declaring dividends.

If we raise additional funds through collaborations, strategic alliances or marketing, distribution, or licensing arrangements with third parties, we may have
to  relinquish  valuable  rights  to  our  technologies,  future  revenue  streams,  research  programs,  or  product  candidates  or  grant  licenses  on  terms  that  may  not  be
favorable to us or agree to exploit a drug development target exclusively for one of our collaborators when we may prefer to pursue the drug development target for
ourselves.

If our estimates or judgments relating to our critical accounting policies prove to be incorrect or financial reporting standards or interpretations change, our
results of operations could be adversely affected.

The  preparation  of  financial  statements  in  conformity  with  generally  accepted  accounting  principles  in  the  United  States,  or  U.S.  GAAP,  requires
management to make estimates and assumptions that affect the amounts reported in the consolidated financial statements and accompanying notes. We base our
estimates on historical experience, known trends and events, and various other factors that we believe to be reasonable under the circumstances. The results of these
estimates  form  the  basis  for  making  judgments  about  the  carrying  values  of  assets  and  liabilities  that  are  not  readily  apparent  from  other  sources.  Significant
assumptions and estimates used in preparing our consolidated financial statements include determining the allocation of the transaction price and

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measurement of progress, including (1) the constraint on variable consideration, (2) the allocation of the transaction price to the performance obligations using their
standalone selling price basis, and (3) the appropriate input or output based method to recognize collaboration revenue and the extent of progress to date, and the
expected stock price volatility and the calculation of expected term of the award estimates used in the calculation of stock-based compensation.

Our results of operations may be adversely affected if our assumptions change or if actual circumstances differ from those in our assumptions, which could

cause our results of operations to fall below the expectations of securities analysts and investors, resulting in a decline in the trading price of our common stock.

Additionally, we regularly monitor our compliance with applicable financial reporting standards and review new pronouncements and drafts thereof that are
relevant  to  us.  As  a  result  of  new  standards,  changes  to  existing  standards  and  changes  in  their  interpretation,  we  might  be  required  to  change  our  accounting
policies, alter our operational policies, and implement new or enhance existing systems so that they reflect new or amended financial reporting standards, or we
may be required to restate our published financial statements. Such changes to existing standards or changes in their interpretation may have an adverse effect on
our reputation, business, financial position, and profit.

Risks Related to Our Software

If our existing customers do not renew their licenses, do not buy additional solutions from us, or renew at lower prices, our business and operating results will
suffer.

We expect to continue to derive a significant portion of our software revenues from renewal of existing license agreements. As a result, maintaining the
renewal rate of our existing customers and selling additional software solutions to them is critical to our future operating results. Factors that may affect the renewal
rate for our customers and our ability to sell additional solutions to them include:

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•

the price, performance, and functionality of our software solutions;

the availability, price, performance, and functionality of competing software solutions;

the effectiveness of our professional services;

our ability to develop or acquire complementary software solutions, applications, and services;

the success of competitive products or technologies;

the stability, performance, and security of our technological infrastructure; and

the business environment of our customers.

We  deliver  our  software  through  either  (i)  a  product  license  that  permits  our  customers  to  install  the  software  solution  directly  on  their  own  in-house
hardware and use it for a specified term, or (ii) a subscription that allows our customers to access the cloud-based software solution on their own hardware without
taking control of the licenses. Our customers have no obligation to renew their product licenses or subscriptions for our software solutions after the license term
expires, which is typically after one year, and many of our contracts may be terminated or reduced in scope either immediately or upon notice. In addition, our
customers may negotiate terms less advantageous to us upon renewal, which may reduce our revenues from these customers. Factors that are not within our control
may contribute to a reduction in our software revenues. For instance, our customers may reduce the number of their employees who are engaged in research and
who would have use of our software, which would result in a corresponding reduction in the number of user licenses needed for some of our solutions and thus a
lower aggregate renewal fee. The loss, reduction in scope, or delay of a large contract, or the loss or delay of multiple contracts, could materially adversely affect
our business.

Our  future  operating  results  also  depend,  in  part,  on  our  ability  to  sell  new  software  solutions  and  licenses  to  our  existing  customers.  For  example,  the
willingness of existing customers to license our software will depend on our ability to scale and adapt our existing software solutions to meet the performance and
other  requirements  of  our  customers,  which  we  may  not  do  successfully.  If  our  customers  fail  to  renew  their  agreements,  renew  their  agreements  upon  less
favorable terms or at lower fee levels, or fail to purchase new software solutions and licenses from us, our revenues may decline and our future revenues may be
constrained.

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Our software sales cycle can vary and be long and unpredictable.

The  timing  of  sales  of  our  software  solutions  is  difficult  to  forecast  because  of  the  length  and  unpredictability  of  our  sales  cycle.  We  sell  our  solutions
primarily  to  biopharmaceutical  companies,  and  our  sales  cycles  can  be  as  long  as  nine  to  twelve  months  or  longer.  Further,  the  length  of  time  that  potential
customers devote to their testing and evaluation, contract negotiation, and budgeting processes varies significantly, depending on the size of the organization and
the nature of their needs. In addition, we might devote substantial time and effort to a particular unsuccessful sales effort, and as a result, we could lose other sales
opportunities or incur expenses that are not offset by an increase in revenue, which could harm our business.

A  significant  portion  of  our  revenues  are  generated  by  sales  to  life  sciences  industry  customers,  and  factors  that  adversely  affect  this  industry  could  also
adversely affect our software sales.

A significant portion of our current software sales are to customers in the life sciences industry, in particular the biopharmaceutical industry. Demand for
our software solutions could be affected by factors that adversely affect the life sciences industry. The life sciences industry is highly regulated and competitive and
has experienced periods of considerable consolidation. Consolidation among our customers could cause us to lose customers, decrease the available market for our
solutions,  and  adversely  affect  our  business.  In  addition,  changes  in  regulations  that  make  investment  in  the  life  sciences  industry  less  attractive  or  drug
development  more  expensive  could  adversely  impact  the  demand  for  our  software  solutions.  For  these  reasons  and  others,  selling  software  to  life  sciences
companies  can  be  competitive,  expensive,  and  time  consuming,  often  requiring  significant  upfront  time  and  expense  without  any  assurance  that  we  will
successfully complete a software sale. Accordingly, our operating results and our ability to efficiently provide our solutions to life sciences companies and to grow
or maintain our customer base could be adversely affected as a result of factors that affect the life sciences industry generally.

We also intend to continue leveraging our solutions for broad application to industrial challenges in molecule design, including in the fields of aerospace,
energy,  semiconductors,  and  electronic  displays.  However,  we  believe  the  materials  science  industry  is  in  the  very  early  stages  of  recognizing  the  potential  of
computational methods for molecular discovery, and there can be no assurance that the industry will adopt computational methods such as our platform. Any factor
adversely affecting our ability to market our software solutions to customers outside of the life sciences industry, including in these new fields, could increase our
dependence on the life sciences industry and adversely affect the growth rate of our revenues, operating results, and business.

The markets in which we participate are competitive, and if we do not compete effectively, our business and operating results could be adversely affected.

The overall market for molecular discovery and design software is global, rapidly evolving, competitive, and subject to changing technology and shifting
customer focus. Our software solutions face competition from commercial competitors in the business of selling or providing simulation and modeling software to
biopharmaceutical companies. These competitors include BIOVIA, a brand of Dassault Systèmes SE, or BIOVIA, Chemical Computing Group (US) Inc., Cresset
Biomolecular Discovery Limited, OpenEye Scientific Software, Inc., Optibrium Limited, Cyrus Biotechnology, Inc., Molsoft LLC, Insilico Medicine, Inc., Iktos;
XtalPi Inc., and Simulations Plus, Inc.

We  also  have  competitors  in  materials  science,  such  as  BIOVIA  and  Materials  Design,  Inc.,  and  in  enterprise  software  for  the  life  sciences,  such  as
BIOVIA, Certara USA, Inc., ChemAxon; PerkinElmer, Inc., and Dotmatics, Inc. In some cases, these competitors are well-established providers of these solutions
and  have  long-standing  relationships  with  many  of  our  current  and  potential  customers,  including  large  biopharmaceutical  companies.  In  addition,  there  are
academic  consortia  that  develop  physics-based  simulation  programs  for  life  sciences  and  materials  applications.  In  life  sciences,  the  most  prominent  academic
simulation packages include AMBER, CHARMm, GROMACS, GROMOS, OpenMM, and OpenFF. These packages are primarily maintained and developed by
graduate students and post-doctoral researchers, often without the intent for commercialization.

We also face competition from solutions that biopharmaceutical companies develop internally and from smaller companies that offer products and services
directed at more specific markets than we target, enabling these smaller competitors to focus a greater proportion of their efforts and resources on these markets, as
well as a large number of companies that have been founded with the goal of applying machine learning technologies to drug discovery.

Many of our competitors are able to devote greater resources to the development, promotion, and sale of their software solutions and services. It is possible
that our focus on internal drug discovery will result in loss of management focus and resources relating to our software business, thereby resulting in decreasing
revenues from our software business. Furthermore, third parties with greater available resources and the ability to initiate or withstand substantial price competition
could acquire our current or potential competitors. Our competitors may also establish cooperative relationships among themselves or with third parties that may
further enhance their product offerings or resources. If our competitors’ products, services, or technologies become more accepted than our

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solutions, if our competitors are successful in bringing their products or services to market earlier than ours, if our competitors are able to respond more quickly and
effectively to new or changing opportunities, technologies, or customer requirements, or if their products or services are more technologically capable than ours,
then our software revenues could be adversely affected.

We may be required to decrease our prices or modify our pricing practices in order to attract new customers or retain existing customers due to increased
competition. Pricing pressures and increased competition could result in reduced sales, reduced margins, losses, or a failure to maintain or improve our competitive
market position, any of which could adversely affect our business.

We have invested and expect to continue to invest in research and development efforts that further enhance our computational platform. Such investments may
affect our operating results, and, if the return on these investments is lower or develops more slowly than we expect, our revenue and operating results may
suffer.

We have invested and expect to continue to invest in research and development efforts that further enhance our computational platform, often in response to
our customers’ requirements. These investments may involve significant time, risks, and uncertainties, including the risk that the expenses associated with these
investments may affect our margins and operating results and that such investments may not generate sufficient revenues to offset liabilities assumed and expenses
associated  with  these  new  investments.  The  software  industry  changes  rapidly  as  a  result  of  technological  and  product  developments,  which  may  render  our
solutions less desirable. We believe that we must continue to invest a significant amount of time and resources in our platform and software solutions to maintain
and improve our competitive position. If we do not achieve the benefits anticipated from these investments, if the achievement of these benefits is delayed, or if a
slowdown  in  general  computing  power  impacts  the  rate  at  which  we  expect  our  physics-based  simulations  to  increase  in  power  and  domain  applicability,  our
revenue and operating results may be adversely affected.

If we are unable to collect receivables from our customers, our operating results may be adversely affected.

While  the  majority  of  our  current  customers  are  well-established,  large  companies  and  universities,  we  also  provide  software  solutions  to  smaller
companies. Our financial success depends upon the creditworthiness and ultimate collection of amounts due from our customers, including our smaller customers
with fewer financial resources. If we are not able to collect amounts due from our customers, we may be required to write-off significant accounts receivable and
recognize bad debt expenses, which could materially and adversely affect our operating results.

Defects or disruptions in our solutions could result in diminishing demand for our solutions, a reduction in our revenues, and subject us to substantial liability.

Our software business and the level of customer acceptance of our software depend upon the continuous, effective, and reliable operation of our software
and related tools and functions. Our software solutions are inherently complex and may contain defects or errors. Errors may result from our own technology or
from  the  interface  of  our  software  solutions  with  legacy  systems  and  data,  which  we  did  not  develop.  The  risk  of  errors  is  particularly  significant  when  a  new
software solution is first introduced or when new versions or enhancements of existing software solutions are released. We have from time to time found defects in
our  software,  and  new  errors  in  our  existing  software  may  be  detected  in  the  future.  Any  errors,  defects,  disruptions,  or  other  performance  problems  with  our
software could hurt our reputation and may damage our customers’ businesses. If that occurs, our customers may delay or withhold payment to us, cancel their
agreements with us, elect not to renew, make service credit claims, warranty claims, or other claims against us, and we could lose future sales. The occurrence of
any  of  these  events  could  result  in  diminishing  demand  for  our  software,  a  reduction  of  our  revenues,  an  increase  in  collection  cycles  for  accounts  receivable,
require us to increase our warranty provisions, or incur the expense of litigation or substantial liability.

We rely upon third-party providers of cloud-based infrastructure to host our software solutions. Any disruption in the operations of these third-party providers,
limitations on capacity, or interference with our use could adversely affect our business, financial condition, and results of operations.

We  outsource  substantially  all  of  the  infrastructure  relating  to  our  hosted  software  solutions  to  third-party  hosting  services.  Customers  of  our  hosted
software solutions need to be able to access our computational platform at any time, without interruption or degradation of performance, and we provide them with
service-level commitments with respect to uptime. Our hosted software solutions depend on protecting the virtual cloud infrastructure hosted by third-party hosting
services by maintaining its configuration, architecture, features, and interconnection specifications, as well as the information stored in these virtual data centers,
which is transmitted by third-party internet service providers. Any limitation on the capacity of our third-party hosting services could impede our ability to onboard
new customers or expand the usage of our existing customers, which could adversely affect our business, financial condition, and results of operations. In addition,
any incident affecting our third-party hosting services’ infrastructure that may be caused by cyber-attacks, natural disasters, fire, flood, severe storm, earthquake,
power loss, telecommunications failures,

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terrorist or other attacks, and other similar events beyond our control could negatively affect our cloud-based solutions. A prolonged service disruption affecting
our cloud-based solutions for any of the foregoing reasons would negatively impact our ability to serve our customers and could damage our reputation with current
and potential customers, expose us to liability, cause us to lose customers, or otherwise harm our business. We may also incur significant costs for using alternative
equipment or taking other actions in preparation for, or in reaction to, events that damage the third-party hosting services we use.

In the event that our service agreements with our third-party hosting services are terminated, or there is a lapse of service, elimination of services or features
that we utilize, interruption of internet service provider connectivity, or damage to such facilities, we could experience interruptions in access to our platform as
well  as  significant  delays  and  additional  expense  in  arranging  or  creating  new  facilities  and  services  and/or  re-architecting  our  hosted  software  solutions  for
deployment on a different cloud infrastructure service provider, which could adversely affect our business, financial condition, and results of operations.

If  our  security  measures  are  breached  or  unauthorized  access  to  customer  data  is  otherwise  obtained,  our  solutions  may  be  perceived  as  not  being  secure,
customers may reduce the use of or stop using our solutions, and we may incur significant liabilities.

Our solutions involve the collection, analysis, and storage of our customers’ proprietary information and sensitive proprietary data related to the discovery
efforts of our customers. As a result, unauthorized access or security breaches, as a result of third-party action, employee error, malfeasance, or otherwise could
result in the loss of information, litigation, indemnity obligations, damage to our reputation, and other liability. Because the techniques used to obtain unauthorized
access  or  sabotage  systems  change  frequently  and  generally  are  not  identified  until  they  are  launched  against  a  target,  we  may  be  unable  to  anticipate  these
techniques or to implement adequate preventative measures. In addition, if our employees fail to adhere to practices we have established to maintain a firewall
between our internal drug discovery team and our teams that work with software customers, or if the technical solutions we have adopted to maintain the firewall
malfunction, our customers and collaborators may lose confidence in our ability to maintain the confidentiality of their intellectual property, we may have trouble
attracting new customers and collaborators, we may be subject to breach of contract claims by our customers and collaborators, and we may suffer reputational and
other harm as a result. Any or all of these issues could adversely affect our ability to attract new customers, cause existing customers to elect to not renew their
licenses,  result  in  reputational  damage  or  subject  us  to  third-party  lawsuits  or  other  action  or  liability,  which  could  adversely  affect  our  operating  results.  Our
insurance may not be adequate to cover losses associated with such events, and in any case, such insurance may not cover all of the types of costs, expenses, and
losses we could incur to respond to and remediate a security breach.

Any failure to offer high-quality technical support services could adversely affect our relationships with our customers and our operating results.

Our customers depend on our support organization to resolve technical issues relating to our solutions, as our software requires expert usage to fully exploit
its  capabilities.  Certain  of  our  customers  also  rely  on  us  to  troubleshoot  problems  with  the  performance  of  the  software,  introduce  new  features  requested  for
specific customer projects, inform them about the best way to set up and analyze various types of simulations and illustrate our techniques for drug discovery using
examples  from  publicly  available  data  sets.  We  may  be  unable  to  respond  quickly  enough  to  accommodate  short-term  increases  in  customer  demand  for  these
support services. Increased customer demand for our services, without corresponding revenues, could increase costs and adversely affect our operating results. In
addition, our sales process is highly dependent on the reputation of our solutions and business and on positive recommendations from our existing customers. Any
failure to offer high-quality technical support, or a market perception that we do not offer high-quality support, could adversely affect our reputation, our ability to
sell our solutions to existing and prospective customers and our business and operating results.

Our solutions utilize third party open source software, and any failure to comply with the terms of one or more of these open source software licenses could
adversely affect our business or our ability to sell our software solutions, subject us to litigation, or create potential liability.

Our solutions include software licensed by third parties under any one or more open source licenses, including the GNU General Public License, the GNU
Lesser General Public License, the Affero General Public License, the BSD License, the MIT License, the Apache License, and others, and we expect to continue
to incorporate open source software in our solutions in the future. Moreover, we cannot ensure that we have effectively monitored our use of open source software
or  that  we  are  in  compliance  with  the  terms  of  the  applicable  open  source  licenses  or  our  current  policies  and  procedures.  There  have  been  claims  against
companies  that  use  open  source  software  in  their  products  and  services  asserting  that  the  use  of  such  open  source  software  infringes  the  claimants’  intellectual
property  rights.  As  a  result,  we  and  our  customers  could  be  subject  to  suits  by  third  parties  claiming  that  what  we  believe  to  be  licensed  open  source  software
infringes such third parties’ intellectual property rights, and we may be required to indemnify our customers against such claims. Additionally, if an author or other
third party that distributes such open source software were to allege

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that we had not complied with the conditions of one or more of these licenses, we or our customers could be required to incur significant legal expenses defending
against such allegations and could be subject to significant damages, enjoined from the sale of our solutions that contain the open source software and required to
comply with onerous conditions or restrictions on these solutions, which could disrupt the distribution and sale of these solutions. Litigation could be costly for us
to  defend,  have  a  negative  effect  on  our  business,  financial  condition,  and  results  of  operations,  or  require  us  to  devote  additional  research  and  development
resources to change our solutions.

Use  of  open  source  software  may  entail  greater  risks  than  use  of  third  party  commercial  software,  as  open  source  licensors  generally  do  not  provide
warranties or other contractual protections regarding infringement claims or the quality of the code, including with respect to security vulnerabilities. In addition,
certain open source licenses require that source code for software programs that interact with such open source software be made available to the public at no cost
and that any modifications or derivative works to such open source software continue to be licensed under the same terms as the open source software license. The
terms of various open source licenses have not been interpreted by courts in the relevant jurisdictions, and there is a risk that such licenses could be construed in a
manner  that  imposes  unanticipated  conditions  or  restrictions  on  our  ability  to  market  our  solutions.  By  the  terms  of  certain  open  source  licenses,  we  could  be
required  to  release  the  source  code  of  our  proprietary  software,  and  to  make  our  proprietary  software  available  under  open  source  licenses,  if  we  combine  our
proprietary software with open source software in a certain manner. In the event that portions of our proprietary software are determined to be subject to an open
source  license,  we  could  be  required  to  publicly  release  the  affected  portions  of  our  source  code,  re-engineer  all  or  a  portion  of  our  solutions,  or  otherwise  be
limited in the licensing of our solutions, each of which could reduce or eliminate the value of our solutions. Disclosing our proprietary source code could allow our
competitors  to  create  similar  products  with  lower  development  effort  and  time  and  ultimately  could  result  in  a  loss  of  sales.  Any  of  these  events  could  create
liability for us and damage our reputation, which could have a material adverse effect on our revenue, business, results of operations, and financial condition and
the market price of our shares.

Risks Related to Drug Discovery

We may never realize a return on our investment of resources and cash in our drug discovery collaborations.

We  use  our  computational  platform  to  provide  drug  discovery  services  to  collaborators  who  are  engaged  in  drug  discovery  and  development.  These
collaborators include start-up companies, pre-commercial biotechnology companies, and large-scale pharmaceutical companies. When we engage in drug discovery
with these collaborators, we typically provide access to our platform and platform experts who assist the drug discovery collaborator in identifying molecules that
have activity against one or more specified protein targets. We historically have not received significant initial cash consideration for these services, except for the
upfront payment of $55.0 million we received from BMS upon entry into our collaboration agreement with BMS. However, we have received equity consideration
in certain of our collaborators and/or the right to receive option fees, cash milestone payments upon the achievement of specified development, regulatory, and
commercial sales milestones for the drug discovery targets, and potential royalties. From time to time, we have also made additional equity investments in our drug
discovery collaborators.

We may never realize return on our investment of resources and cash in our drug discovery collaborations. Clinical drug development involves a lengthy
and expensive process, with an uncertain outcome. Our drug discovery collaborators may incur additional costs or experience delays in completing, or ultimately
be  unable  to  complete,  the  development  and  commercialization  of  any  product  candidates.  In  addition,  our  ability  to  realize  return  from  our  drug  discovery
collaborations is subject to the following risks:

•

•

•

•

•

drug  discovery  collaborators  have  significant  discretion  in  determining  the  amount  and  timing  of  efforts  and  resources  that  they  will  apply  to  our
collaborations and may not perform their obligations as expected;

drug discovery collaborators may not pursue development or commercialization of any product candidates for which we are entitled to option fees,
milestone payments, or royalties or may elect not to continue or renew development or commercialization programs based on results of clinical trials
or other studies, changes in the collaborator’s strategic focus or available funding, or external factors, such as an acquisition, that divert resources or
create competing priorities;

drug discovery collaborators may delay clinical trials for which we are entitled to milestone payments;

we may not have access to, or may be restricted from disclosing, certain information regarding our collaborators’ product candidates being developed
or commercialized and, consequently, may have limited ability to inform our stockholders about the status of, and likelihood of achieving, milestone
payments or royalties under such collaborations;

drug discovery collaborators could independently develop, or develop with third parties, products that compete directly or indirectly with any product
candidates and products for which we are entitled to milestone payments or royalties if the

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collaborator believes that the competitive products are more likely to be successfully developed or can be commercialized under terms that are more
economically attractive;

product  candidates  discovered  in  drug  discovery  collaborations  with  us  may  be  viewed  by  our  collaborators  as  competitive  with  their  own  product
candidates or products, which may cause our collaborators to cease to devote resources to the commercialization of any such product candidates;

existing drug discovery collaborators and potential future drug discovery collaborators may begin to perceive us to be a competitor more generally,
particularly as we advance our internal drug discovery programs, and therefore may be unwilling to continue existing collaborations with us or to enter
into new collaborations with us;

a  drug  discovery  collaborator  may  fail  to  comply  with  applicable  regulatory  requirements  regarding  the  development,  manufacture,  distribution,  or
marketing of a product candidate or product, which may impact our ability to receive milestone payments;

disagreements with drug discovery collaborators, including disagreements over intellectual property or proprietary rights, contract interpretation, or the
preferred  course  of  development,  might  cause  delays  or  terminations  of  the  research,  development,  or  commercialization  of  product  candidates  for
which we are eligible to receive milestone payments, or might result in litigation or arbitration;

drug discovery collaborators may not properly obtain, maintain, enforce, defend or protect our intellectual property or proprietary rights or may use
our  proprietary  information  in  such  a  way  as  to  potentially  lead  to  disputes  or  legal  proceedings  that  could  jeopardize  or  invalidate  our  or  their
intellectual property or proprietary information or expose us and them to potential litigation;

drug discovery collaborators may infringe, misappropriate, or otherwise violate the intellectual property or proprietary rights of third parties, which
may expose us to litigation and potential liability;

drug discovery collaborators could suffer from operational delays as a result of global health impacts, such as the COVID-19 pandemic; and

drug discovery collaborations may be terminated prior to our receipt of any significant value from the collaboration.

•

•

•

•

•

•

•

•

Our  drug  discovery  collaborations  may  not  lead  to  development  or  commercialization  of  product  candidates  that  results  in  our  receipt  of  option  fees,
milestone payments, or royalties in a timely manner, or at all. If any drug discovery collaborations that we enter into do not result in the successful development
and  commercialization  of  drug  products  that  result  in  option  fees,  milestone  payments,  or  royalties  to  us,  we  may  not  receive  return  on  the  resources  we  have
invested  in  the  drug  discovery  collaboration.  Moreover,  even  if  a  drug  discovery  collaboration  initially  leads  to  the  achievement  of  milestones  that  result  in
payments to us, it may not continue to do so.

We also rely on collaborators for the development and potential commercialization of product candidates we discover internally when we believe it will
help maximize the commercial value of the product candidate. For example, under our collaboration agreement with BMS, after mutual agreement on the targets(s)
of interest, our drug discovery group will be responsible for the discovery of development candidates. Once a development candidate meeting specified criteria for
a target has been identified, BMS will be solely responsible for the development, manufacturing and commercialization of such development candidate. Even if we
successfully identify one or more development candidates for BMS to develop and commercialize under our collaboration agreement, BMS may not achieve the
research, development, regulatory and sales milestones for those development candidates that result in additional payments to us.

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We may never realize a return on our equity investments in our drug discovery collaborators.

We may never realize a return on our equity investments in our drug discovery collaborators. None of the drug discovery collaborators in which we hold
equity generate revenue from commercial sales of drug products. They are therefore dependent on the availability of capital on favorable terms to continue their
operations. In addition, if the drug discovery collaborators in which we hold equity raise additional capital, our ownership interest in and degree of control over
these drug discovery collaborators will be diluted, unless we have sufficient resources and choose to invest in them further or successfully negotiate contractual
anti-dilution protections for our equity investment. The financial success of our equity investment in any collaborator will likely be dependent on a liquidity event,
such as a public offering, acquisition, or other favorable market event reflecting appreciation in the value of the equity we hold. The capital markets for public
offerings  and  acquisitions  are  dynamic,  and  the  likelihood  of  liquidity  events  for  the  companies  in  which  we  hold  equity  interests  could  significantly  worsen.
Further, valuations of privately held companies are inherently complex due to the lack of readily available market data. If we determine that any of our investments
in such companies have experienced a decline in value, we may be required to record an impairment, which could negatively impact our financial results. The fair
value of our equity interests in public companies, such as Morphic, may fluctuate significantly in future periods since we determine the fair value of such equity
interests based on the market value of such companies’ common stock as of a given reporting date. All of the equity we hold in our drug discovery collaborators is
subject to a risk of partial or total loss of our investment.

Our  drug  discovery  collaborators  have  significant  discretion  in  determining  when  to  make  announcements,  if  any,  about  the  status  of  our  collaborations,
including  about  clinical  developments  and  timelines  for  advancing  collaborative  programs,  and  the  price  of  our  common  stock  may  decline  as  a  result  of
announcements of unexpected results or developments.

Our drug discovery collaborators have significant discretion in determining when to make announcements about the status of our collaborations, including
about preclinical and clinical developments and timelines for advancing the collaborative programs. While as a general matter we intend to periodically report on
the status of our collaborations, our drug discovery collaborators, and in particular, our privately-held collaborators, may wish to report such information more or
less  frequently  than  we  intend  to  or  may  not  wish  to  report  such  information  at  all.  The  price  of  our  common  stock  may  decline  as  a  result  of  the  public
announcement of unexpected results or developments in our collaborations, or as a result of our collaborators withholding such information.

Although we believe that our computational platform has the potential to identify more promising molecules than traditional methods and to accelerate drug
discovery,  our  focus  on  using  our  platform  technology  to  discover  and  design  molecules  with  therapeutic  potential  may  not  result  in  the  discovery  and
development of commercially viable products for us or our collaborators.

Our scientific approach focuses on using our platform technology to conduct “computational assays” that leverage our deep understanding of physics-based
modeling and theoretical chemistry to design molecules and predict their key properties without conducting time-consuming and expensive physical experiments.
Our computational platform underpins our software solutions, our drug discovery collaborations and our own internal drug discovery programs.

While the results of certain of our drug discovery collaborators suggest that our platform is capable of accelerating drug discovery and identifying high

quality product candidates, these results do not assure future success for our drug discovery collaborators or for us with our internal drug discovery programs.

Even if we or our drug discovery collaborators are able to develop product candidates that demonstrate potential in preclinical studies, we or they may not
succeed in demonstrating safety and efficacy of product candidates in human clinical trials. For example, in collaboration with us, Nimbus Therapeutics, LLC, or
Nimbus, was able to identify a unique series of acetyl-CoA carboxylase, or ACC, allosteric protein-protein interaction inhibitors with favorable pharmaceutical
properties that inhibit the activity of the ACC enzyme. Nimbus achieved proof of concept in a Phase 1b clinical trial of its ACC inhibitor, firsocostat, and later sold
the program to Gilead Sciences, Inc., or Gilead Sciences, in a transaction valued at approximately $1.2 billion, comprised of an upfront payment and earn outs. Of
this amount, $601.3 million has been paid to Nimbus to date, and we received a total of $46.0 million in cash distributions in 2016 and 2017. In December 2019,
Gilead  Sciences  announced  topline  results  from  its  Phase  2  clinical  trial  which  included  firsocostat,  both  as  a  monotherapy  and  in  combination  with  other
investigational therapies for advanced fibrosis due to nonalcoholic steatohepatitis, in which the primary endpoint was not met. Moreover, preclinical and clinical
data  are  often  susceptible  to  varying  interpretations  and  analyses,  and  many  companies  that  have  believed  their  product  candidates  performed  satisfactorily  in
preclinical studies and clinical trials have nonetheless failed to obtain marketing approval of their product candidates.

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We may not be successful in our efforts to identify, discover or develop product candidates and may fail to capitalize on programs, collaborations, or product
candidates that may present a greater commercial opportunity or for which there is a greater likelihood of success.

Research programs to identify new product candidates require substantial technical, financial, and human resources. As an organization, we have selected
our first development candidates, which are for our MALT1 and CDC7 inhibitor programs, and advanced the programs into IND-enabling studies. We have not yet
advanced any other programs into IND-enabling studies, and we may fail to identify potential product candidates for clinical development. Similarly, a key element
of  our  business  plan  is  to  expand  the  use  of  our  computational  platform  through  an  increase  in  software  sales  and  drug  discovery  collaborations.  A  failure  to
demonstrate the utility of our platform by successfully using it ourselves to discover internal product candidates could harm our business prospects.

Because we have limited resources, we focus our research programs on protein targets where we believe our computational assays are a good substitute for
experimental assays, where we believe it is theoretically possible to discover a molecule with properties that are required for the molecule to become a drug and
where we believe there is a meaningful commercial opportunity, among other factors. The focus of our initial internal drug discovery programs was in the area of
oncology,  and  we  have  only  recently  begun  expanding  into  other  therapeutic  areas,  including  neurology  and  immunology.  We  may  forego  or  delay  pursuit  of
opportunities with certain programs, collaborations, or product candidates or for indications that later prove to have greater commercial potential. However, the
development of any product candidate we pursue may ultimately prove to be unsuccessful or less successful than another potential product candidate that we might
have chosen to pursue on a more aggressive basis with our capital resources. If we do not accurately evaluate the commercial potential for a particular product
candidate,  we  may  relinquish  valuable  rights  to  that  product  candidate  through  strategic  collaboration,  partnership,  licensing,  or  other  arrangements  in  cases  in
which it would have been more advantageous for us to retain sole development and commercialization rights to such product candidate. Alternatively, we may
allocate internal resources to a product candidate in a therapeutic area in which it would have been more advantageous to enter into a collaboration.

Our  research  programs  may  show  initial  promise  in  identifying  potential  product  candidates  internally  or  with  collaborators,  yet  fail  to  yield  product

candidates for clinical development for a number of reasons, including:

•

•

•

•

our research methodology or that of any collaborator may be unsuccessful in identifying potential product candidates that are successful in clinical
development;

potential  product  candidates  may  be  shown  to  have  harmful  side  effects  or  may  have  other  characteristics  that  may  make  the  product  candidates
unmarketable or unlikely to receive marketing approval;

our current or future collaborators may change their development profiles for potential product candidates or abandon a therapeutic area; or

new competitive developments may render our product candidates obsolete or noncompetitive.  

If any of these events occur, we may be forced to abandon our development efforts for a program or programs, which would have a material adverse effect

on our business.

We  rely  on  contract  research  organizations  to  synthesize  any  molecules  with  therapeutic  potential  that  we  discover.  If  such  organizations  do  not  meet  our
supply requirements, or if such organizations do not otherwise perform satisfactorily, development of any product candidate we may develop may be delayed.

We rely and expect to continue to rely on third parties to synthesize any molecules with therapeutic potential that we discover. Reliance on third parties may
expose us to different risks than if we were to synthesize molecules ourselves. Our reliance on these third parties will reduce our control over these activities but
will  not  relieve  us  of  our  responsibilities.  If  these  third  parties  do  not  successfully  carry  out  their  contractual  duties,  meet  expected  deadlines,  or  synthesize
molecules in accordance with regulatory requirements, if there are disagreements between us and such parties or if such parties are unable to expand capacities, we
may not be able to fulfill, or may be delayed in producing sufficient product candidates to meet, our supply requirements, and we may not be able to complete, or
may be delayed in completing, the necessary preclinical studies to enable us to progress viable product candidates for IND, submissions and we will not be able to,
or may be delayed in our efforts to, successfully develop and commercialize such product candidates. These facilities may also be affected by natural disasters,
such  as  floods  or  fire,  or  geopolitical  developments  or  public  health  pandemics,  such  as  COVID-19,  or  such  facilities  could  face  production  issues,  such  as
contamination or regulatory concerns following a regulatory inspection of such facility. In such instances, we may need to locate an appropriate replacement third-

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party facility and establish a contractual relationship, which may not be readily available or on acceptable terms, which would cause additional delay and increased
expense, and may have a material adverse effect on our business.

We or any third party may also encounter shortages in the raw materials or active pharmaceutical ingredient, or API, necessary to synthesize any molecule
we may discover in the quantities needed for preclinical studies or clinical trials, as a result of capacity constraints or delays or disruptions in the market for the raw
materials or API. Even if raw materials or API are available, we may be unable to obtain sufficient quantities at an acceptable cost or quality. The failure by us or
the third parties to obtain the raw materials or API necessary to synthesize sufficient quantities of any molecule we may discover could delay, prevent, or impair
our development efforts and may have a material adverse effect on our business.

If we are not able to establish or maintain collaborations to develop and commercialize any of the product candidates we discover internally, we may have to
alter our development and commercialization plans for those product candidates and our business could be adversely affected.

We  expect  to  rely  on  future  collaborators  for  the  development  and  potential  commercialization  of  product  candidates  we  discover  internally  when  we
believe  it  will  help  maximize  the  commercial  value  of  the  product  candidate.  We  face  significant  competition  in  seeking  appropriate  collaborators  for  these
activities, and a number of more established companies may also be pursuing such collaborations. These established companies may have a competitive advantage
over us due to their size, financial resources, and greater clinical development and commercialization expertise. Whether we reach a definitive agreement for such
collaborations  will  depend,  among  other  things,  upon  our  assessment  of  the  collaborator’s  resources  and  expertise,  the  terms  and  conditions  of  the  proposed
collaboration, and the proposed collaborator’s evaluation of a number of factors. Those factors may include the design or results of preclinical studies and clinical
trials, the likelihood of approval by the FDA or similar regulatory authorities outside the United States, the potential market for the subject product candidate, the
costs and complexities of manufacturing and delivering such product candidate to patients, the potential of competing products, the existence of uncertainty with
respect to our ownership of technology, which can exist if there is a challenge to such ownership without regard to the merits of the challenge, and industry and
market  conditions  generally.  The  collaborator  may  also  consider  alternative  product  candidates  or  technologies  for  similar  indications  that  may  be  available  to
collaborate on and whether such a collaboration could be more attractive than the one with us for our product candidate. Collaborations are complex and time-
consuming  to  negotiate  and  document.  In  addition,  there  have  been  a  significant  number  of  recent  business  combinations  among  large  biopharmaceutical
companies that have resulted in a reduced number of potential future collaborators.

If we are unable to reach agreements with suitable collaborators on a timely basis, on acceptable terms or at all, we may have to curtail the development of a
product  candidate,  reduce  or  delay  its  development  program  or  one  or  more  of  our  other  development  programs,  or  increase  our  expenditures  and  undertake
development or commercialization activities at our own expense. If we elect to fund and undertake development or commercialization activities on our own, we
may need to obtain additional expertise and additional capital, which may not be available to us on acceptable terms or at all. If we fail to enter into collaborations
and do not have sufficient funds or expertise to undertake the necessary development and commercialization activities, we may not be able to further develop any
product candidates or bring them to market.

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As a company, we do not have any experience in clinical development and have not advanced any product candidates into clinical development.

We  only  began  conducting  our  own  internal  drug  discovery  efforts  in  mid-2018.  We  have  selected  our  first  development  candidates,  which  are  for  our
MALT1  and  CDC7  inhibitor  programs,  and  advanced  the  programs  into  IND-enabling  studies.  As  a  company,  we  do  not  have  any  experience  in  clinical
development and have not advanced any product candidates into clinical development. We expect to submit an investigational new drug, or IND, application to the
FDA, for our MALT1 program in the first half of 2022, and subject to receiving regulatory clearance, we expect to initiate our first clinical trial in the second half
of 2022. We also plan to submit IND applications to the FDA for our CDC7 program in early 2023 and our WEE1 program in 2023, subject to favorable data from
IND-enabling studies. In addition, we plan to initiate a Phase 1 clinical trial of our CDC7 inhibitor in 2023, subject to receipt of regulatory clearance. Our lack of
experience in conducting clinical development activities may adversely impact the likelihood that we will be successful in advancing our programs. Further, any
predictions you make about the future success or viability of our internal drug discovery programs may not be as accurate as they could be if we had a history of
conducting clinical trials and developing our own product candidates.

In addition, as our internal drug discovery business grows, we may encounter unforeseen expenses, difficulties, complications, delays, and other known and
unknown factors. Our internal drug discovery business may need to transition to a business capable of supporting clinical development activities. We may not be
successful in such a transition.

Conducting successful clinical trials requires the enrollment of a sufficient number of patients, and suitable patients may be difficult to identify and recruit.

Conducting successful clinical trials requires the enrollment of a sufficient number of patients, and suitable patients may be difficult to identify and recruit.
Identifying and qualifying patients to participate in future clinical trials for any other product candidate we develop is critical to our success. Patient enrollment in
clinical trials and completion of patient participation and follow-up depends on many factors, including the severity of disease; size of the patient population; the
nature  of  the  trial  protocol;  the  attractiveness  of,  or  the  discomforts  and  risks  associated  with,  the  treatments  received  by  enrolled  subjects;  the  availability  of
clinical trial investigators with appropriate competencies and experience; support staff; the number of ongoing clinical trials in the same indication that compete for
the same patients; proximity of patients to clinical sites; availability of trial sites; ability to comply with the eligibility and exclusion criteria for participation in the
clinical trial; ability to obtain and maintain patient consents; patient compliance; the ability to monitor patients during and after treatment; and the impact of the
ongoing  COVID-19  pandemic.  For  example,  patients  may  be  discouraged  from  enrolling  in  our  clinical  trials  if  the  trial  protocol  requires  them  to  undergo
extensive post-treatment procedures or follow-up to assess the safety and effectiveness of our product candidates. Patients may also not participate in our clinical
trials if they choose to participate in contemporaneous clinical trials of competitive products.

Our inability to locate and enroll a sufficient number of patients for our clinical trials would result in significant delays, could require us to abandon one or
more  clinical  trials  altogether  and  could  delay  or  prevent  our  receipt  of  necessary  regulatory  approvals.  Enrollment  delays  in  our  clinical  trials  may  result  in
increased development costs for our product candidates, which would cause the value of our company to decline and limit our ability to obtain additional financing.

We plan to rely on third parties to conduct our clinical trials, and those third parties may not perform satisfactorily, including failing to meet deadlines for the
completion of such trials, which may prevent or delay our ability to seek or obtain marketing approval for or commercialize our product candidates or
otherwise harm our business.

We plan to rely on third-party clinical research organizations, in addition to other third parties such as research collaboratives, clinical data management
organizations, medical institutions and clinical investigators, to conduct our future clinical trials. These contract research organizations and other third parties will
play a significant role in the conduct and timing of these trials and subsequent collection and analysis of data. These third-party arrangements might terminate for a
variety of reasons, including a failure to perform by the third parties. If we need to enter into alternative arrangements, our product development activities might be
delayed.

Our reliance on third parties for research and development activities reduces our control over these activities but does not relieve us of our responsibilities.
For example, we are responsible for ensuring that each of our studies is conducted in accordance with the applicable protocol, and legal, regulatory and scientific
standards, and our reliance on third parties does not relieve us of our responsibility to comply with any such standards. We and these third parties are required to
comply with current good clinical practices, or cGCP, which are regulations and guidelines enforced by the FDA for all of our products in clinical development.
Regulatory authorities in Europe and other jurisdictions have similar requirements. Regulatory authorities enforce these cGCPs through periodic inspections of trial
sponsors, principal investigators and trial sites. If we or any of these third parties fail to comply

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with applicable cGCPs, the clinical data generated in our clinical trials may be deemed unreliable and the FDA or comparable foreign regulatory authorities may
require us to perform additional clinical trials before approving our marketing applications. We cannot assure you a given regulatory authority will determine that
any of our clinical trials comply with cGCP regulations. We also are required to register ongoing clinical trials and post the results of completed clinical trials on a
U.S.  government-sponsored  database,  clinicaltrials.gov,  within  certain  timeframes.  Failure  to  do  so  can  result  in  fines,  adverse  publicity  and  civil  and  criminal
sanctions.

Furthermore, third parties on whom we rely may also have relationships with other entities, some of which may be our competitors. In addition, these third
parties are not our employees, and except for remedies available to us under our agreements with such third parties, we cannot control whether or not they devote
sufficient  time  and  resources  to  our  on-going  clinical,  nonclinical  and  preclinical  programs.  If  these  third  parties  do  not  successfully  carry  out  their  contractual
duties  or  obligations  or  meet  expected  deadlines,  if  they  need  to  be  replaced  or  if  the  quality  or  accuracy  of  the  clinical  data  they  obtain  is  compromised,  our
clinical  trials  may  be  extended,  delayed  or  terminated  and  we  may  not  be  able  to  obtain,  or  may  be  delayed  in  obtaining,  marketing  approvals  for  our  product
candidates and will not be able to, or may be delayed in our efforts to, successfully commercialize our medicines.

If we and any current or future collaborators are unable to successfully complete clinical development, obtain regulatory approval for, or commercialize any
product candidates, or experience delays in doing so, our business may be materially harmed.

We are early in our development efforts. Our most advanced development candidates are in IND-enabling studies, and we have not advanced any product
candidate into clinical development. Our ability to generate product revenues, which we do not expect will occur for many years, if ever, will depend heavily on the
successful development and eventual commercialization of our product candidates. The success of our and any current or future collaborators’ development and
commercialization programs will depend on several factors, including the following:

•

•

•

•

•

•

•

•

•

•

•

•

•

successful completion of necessary preclinical studies to enable the initiation of clinical trials;

successful enrollment of patients in, and the completion of, the clinical trials;

acceptance by the FDA or other regulatory agencies of regulatory filings for any product candidates we and our current or future collaborators may
develop;

expanding and maintaining a workforce of experienced scientists and others to continue to develop any product candidates;

obtaining  and  maintaining  intellectual  property  protection  and  regulatory  exclusivity  for  any  product  candidates  we  and  our  current  or  future
collaborators may develop;

making arrangements with third-party manufacturers for, or establishing, clinical and commercial manufacturing capabilities;

establishing sales, marketing, and distribution capabilities for drug products and successfully launching commercial sales, if and when approved;

acceptance  of  any  product  candidates  we  and  our  current  or  future  collaborators  may  develop,  if  and  when  approved,  by  patients,  the  medical
community, and third-party payors;

effectively competing with other therapies;

obtaining and maintaining coverage, adequate pricing, and adequate reimbursement from third-party payors, including government payors;

patients’ willingness to pay out-of-pocket in the absence of coverage and/or adequate reimbursement from third-party payors;

ongoing or future restrictions resulting from the COVID-19 pandemic and its collateral consequences may result in internal and external operational
delays and limitations; and

maintaining a continued acceptable safety profile following receipt of any regulatory approvals.

Many of these factors are beyond our control, including clinical outcomes, the regulatory review process, potential threats to our intellectual property rights,
and the manufacturing, marketing, and sales efforts of any current or future collaborator. Clinical drug development involves a lengthy and expensive process, with
an  uncertain  outcome.  If  we  or  our  current  or  future  collaborators  are  unable  to  develop,  receive  marketing  approval  for,  and  successfully  commercialize  any
product  candidates,  or  if  we  or  they  experience  delays  as  a  result  of  any  of  these  factors  or  otherwise,  we  may  need  to  spend  significant  additional  time  and
resources, which would adversely affect our business, prospects, financial condition, and results of operations.

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We face substantial competition, which may result in others discovering, developing or commercializing products before or more successfully than we do, thus
rendering our products non-competitive, obsolete or reducing the size of our market.

We  face  competition  with  respect  to  our  and  our  collaborators’  product  candidates  from  biopharmaceutical  and  biotechnology  companies.  The
biotechnology and pharmaceutical industries are characterized by rapidly advancing technologies, intense competition and a strong emphasis on proprietary and
novel products and product candidates. Our competitors have developed, are developing or may develop products, product candidates and processes competitive
with  our  product  candidates.  Any  product  candidates  that  we  successfully  develop  and  commercialize,  internally  or  with  our  collaborators,  will  compete  with
existing therapies and new therapies that may become available in the future.

In  particular,  there  is  intense  competition  in  the  fields  of  oncology  we  are  pursuing.  We  have  competitors  both  in  the  United  States  and  internationally,
including  major  multinational  pharmaceutical  companies,  established  biotechnology  companies,  specialty  pharmaceutical  companies,  emerging  and  start-up
companies,  universities  and  other  research  institutions.  We  also  compete  with  these  organizations  to  recruit  management,  scientists  and  clinical  development
personnel, which could negatively affect our level of expertise and our ability to execute our business plan. We will also face competition in establishing clinical
trial sites, enrolling subjects for clinical trials and in identifying new product candidates.

Large pharmaceutical and biotechnology companies, in particular, have extensive experience in clinical testing, obtaining regulatory approvals, recruiting
patients and manufacturing biotechnology products. These companies also have significantly greater research and marketing capabilities than we do and may also
have  products  that  have  been  approved  or  are  in  late  stages  of  development,  and  collaborative  arrangements  in  our  target  markets  with  leading  companies  and
research  institutions.  Established  pharmaceutical  and  biotechnology  companies  may  also  invest  heavily  to  accelerate  discovery  and  development  of  novel
compounds or to in-license novel compounds that could make the product candidates that we develop obsolete. Our commercial opportunity could be reduced or
eliminated if our competitors develop and commercialize products that are safer, more effective, have fewer or less severe side effects, are more convenient or are
less expensive than our products. Smaller or early-stage companies may also prove to be significant competitors, particularly through collaborative arrangements
with large and established companies, as well as in acquiring technologies complementary to, or necessary for, our programs. As a result of all of these factors, our
competitors  may  succeed  in  obtaining  approval  from  the  FDA  or  other  comparable  foreign  regulatory  authorities  or  in  discovering,  developing  and
commercializing products in our field before we do.

Risks Related to Our Operations

Doing business internationally creates operational and financial risks for our business.

For  the  fiscal  year  ended  December  31,  2021,  sales  to  customers  outside  of  the  United  States  accounted  for  approximately  34%  of  our  total  revenues.
Operating  in  international  markets  requires  significant  resources  and  management  attention  and  subjects  us  to  regulatory,  economic,  and  political  risks  that  are
different from those in the United States. We have limited operating experience in some international markets, and we cannot assure you that our expansion efforts
into other international markets will be successful. Our experience in the United States and other international markets in which we already have a presence may
not be relevant to our ability to expand in other markets. Our international expansion efforts may not be successful in creating further demand for our solutions
outside of the United States or in effectively selling our solutions in the international markets we enter. In addition, we face risks in doing business internationally
that could adversely affect our business, including:

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the need to localize and adapt our solutions for specific countries, including translation into foreign languages;

data privacy laws which require that customer data be stored and processed in a designated territory or handled in a manner that differs significantly
from how we typically handle customer data;

difficulties in staffing and managing foreign operations, including employee laws and regulations;

different pricing environments, longer sales cycles, and longer accounts receivable payment cycles and collections issues;

new and different sources of competition;

weaker protection for intellectual property and other legal rights than in the United States and practical difficulties in enforcing intellectual property
and other rights outside of the United States;

laws and business practices favoring local competitors;

compliance challenges related to the complexity of multiple, conflicting, and changing governmental laws and regulations, including employment, tax,
reimbursement and pricing, privacy and data protection, and anti-bribery laws and regulations;

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increased financial accounting and reporting burdens and complexities;

restrictions on the transfer of funds;

changes  in  diplomatic  and  trade  relationships,  including  new  tariffs,  trade  protection  measures,  import  or  export  licensing  requirements,  trade
embargoes, and other trade barriers;

changes in social, political, and economic conditions or in laws, regulations, and policies governing foreign trade, manufacturing, development, and
investment both domestically as well as in the other countries and jurisdictions;

adverse tax consequences, including the potential for required withholding taxes;

global health pandemics, such as COVID-19; and

unstable regional, economic and political conditions.

Our international agreements may provide for payment denominated in local currencies and our local operating costs are denominated in local currencies.
Therefore, fluctuations in the value of the U.S. dollar and foreign currencies may impact our operating results when translated into U.S. dollars. We do not currently
engage in currency hedging activities to limit the risk of exchange rate fluctuations.

Additionally, we could face heightened risks as a result of the recent withdrawal of the United Kingdom from the European Union, commonly referred to as
Brexit.  Since  the  regulatory  framework  for  pharmaceutical  products  in  the  United  Kingdom  covering  quality,  safety  and  efficacy  of  pharmaceutical  products,
clinical trials, marketing authorization, commercial sales and distribution of pharmaceutical products is derived from European Union directives and regulations,
the consequences of Brexit and the future regulatory regime that applies to products and the approval of product candidates in the United Kingdom remains unclear.

A widespread outbreak of an illness or other health issue, such as the COVID-19 pandemic, could negatively affect various aspects of our business and make it
more difficult to meet our obligations to our customers, and could result in reduced demand from our customers as well as delays in our drug discovery and
development programs.

Our  business  and  operations  could  be  adversely  affected  by  health  epidemics,  including  the  ongoing  COVID-19  pandemic,  impacting  the  markets  and

industries in which we and our customers and collaborators operate.

The COVID-19 pandemic has been declared a national emergency. In response to the COVID-19 pandemic, state, local, federal, and foreign governments
have put in place, and others in the future may put in place, quarantines, executive orders, shelter-in-place orders, and similar government orders and restrictions in
order  to  control  the  spread  of  the  disease.  Such  orders  or  restrictions,  or  the  perception  that  such  orders  or  restrictions  could  occur,  have  resulted  in  business
closures, work stoppages, slowdowns and delays, work-from-home policies, travel restrictions, and cancellation or postponement of events, among other effects
that could negatively impact productivity and disrupt our operations and those of our customers and collaborators. In early March 2020, we implemented a work-
from-home policy for all of our employees. Beginning in June 2020, we began limited re-openings of certain of our offices in the United States and abroad. Our re-
openings are being conducted on a limited basis and are voluntary for all of our employees. We have continued to phase-in the re-opening of our offices as our
management and federal, state, or local authorities advise, and we may take further actions that alter our operations as may be required by federal, state, or local
authorities, or which we determine are in our best interests. While most of our operations can be performed remotely, there is no guarantee that we will continue to
be  as  effective  while  working  remotely  because  our  team  is  dispersed,  many  employees  may  have  additional  personal  needs  to  attend  to  (such  as  looking  after
children as a result of school closures or family who become sick), and employees may become sick themselves and be unable to work. Decreased effectiveness of
our  team  could  adversely  affect  our  results  due  to  our  inability  to  meet  in  person  with  potential  or  current  customers  and  collaborators,  or  other  decreases  in
productivity that could seriously harm our business.

The full extent of the future impact will depend on many factors outside of our control, including, without limitation, the extent, trajectory and duration of
the  pandemic,  the  development,  availability  and  distribution  of  effective  treatments  and  vaccines,  the  imposition  of  protective  public  safety  measures,  the
emergence of new strains and variants of COVID-19 and the effectiveness of vaccines against such strains and variants, and the impact of the pandemic on the
global  economy.  For  instance,  if  certain  of  our  customers  experience  downturns  or  uncertainty  in  their  own  business  operations  and  revenue  because  of  the
economic effects resulting from the spread of COVID-19, they may decrease their spending, which may result in decreased software revenue. Furthermore, as a
result  of  the  restrictions  related  to  COVID-19,  our  sales  force  has  limited  in-person  interactions,  and  their  ability  to  attend  events  that  promote  and  expand
knowledge of our company and platform, including industry conferences and events has been hampered.

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In addition, as a result of the COVID-19 pandemic, we may experience delays in the progress of certain of our and our collaborators’ drug discovery and
development programs, particularly those that are in preclinical studies and clinical trials or that are preparing  to  enter  clinical  trials. Such delays  may  result  in
disruptions in current and future IND-enabling studies and clinical trials, manufacturing disruptions, trial site disruptions and impact the ability to obtain necessary
institutional  review  board,  or  IRB,  institutional  biosafety  committee,  or  IBC,  or  other  necessary  site  approvals.  For  example,  our  contract  manufacturing
organizations, or CMOs, and our contract research organizations, or CROs, have experienced reductions in the capacity to undertake research-scale production and
have experienced delays in executing preclinical studies, including our IND-enabling studies for our CDC7 program. We now expect to submit the IND application
to the FDA for our CDC7 program in early 2023 and to initiate a Phase 1 clinical trial in 2023. These reductions and delays may persist in the future, and we,
together  with  our  CMOs  and  CROs,  are  closely  monitoring  the  impact  of  the  COVID-19  pandemic  on  these  operations.  Furthermore,  if  our  collaborators
experience similar delays with their drug discovery and development programs, that could delay our achievement of milestones and related revenue.

Inadequate  funding  or  disruptions  at  the  FDA  and  other  agencies  may  also  slow  the  time  necessary  for  new  product  candidates  to  be  reviewed  and/or
approved by necessary government agencies, which would adversely affect our business. For example, over the last several years the U.S. government has shut
down several times and certain regulatory agencies, such as the FDA and the SEC, have had to furlough critical FDA, SEC and other government employees and
stop critical activities. If a prolonged government shutdown occurs, it could significantly impact the ability of the FDA to timely review and process our regulatory
submissions,  which  could  have  a  material  adverse  effect  on  our  business.  Further,  future  government  shutdowns  could  impact  our  ability  to  access  the  public
markets and obtain necessary capital in order to properly capitalize and continue our operations.

The global impact of COVID-19 continues to rapidly evolve, and we will continue to monitor the situation closely. The ultimate impact of the COVID-19
pandemic or a similar health epidemic is highly uncertain and subject to change. We do not yet know the full extent of potential delays or impacts on our business,
operations,  or  the  global  economy  as  a  whole.  While  the  spread  of  COVID-19  may  eventually  be  contained  or  mitigated,  there  is  no  guarantee  that  a  future
outbreak of this or any other widespread epidemics will not occur, or that the global economy will recover, either of which could seriously harm our business.

If we fail to manage our technical operations infrastructure, our existing customers, and our internal drug discovery team, may experience service outages,
and our new customers may experience delays in the deployment of our solutions.

We have experienced significant growth in the number of users and data that our operations infrastructure supports. We seek to maintain sufficient excess
capacity in our operations infrastructure to meet the needs of all of our customers and to support our internal drug discovery programs. We also seek to maintain
excess capacity to facilitate the rapid provision of new customer deployments and the expansion of existing customer deployments. In addition, we need to properly
manage  our  technological  operations  infrastructure  in  order  to  support  version  control,  changes  in  hardware  and  software  parameters  and  the  evolution  of  our
solutions.  However,  the  provision  of  new  hosting  infrastructure  requires  adequate  lead-time.  We  have  experienced,  and  may  in  the  future  experience,  website
disruptions, outages, and other performance problems. These types of problems may be caused by a variety of factors, including infrastructure changes, human or
software errors, viruses, security attacks, fraud, spikes in usage, and denial of service issues. In some instances, we may not be able to identify the cause or causes
of these performance problems within an acceptable period of time. If we do not accurately predict our infrastructure requirements, our existing customers may
experience service outages that may subject us to financial penalties, financial liabilities, and customer losses. If our operations infrastructure fails to keep pace
with increased sales and usage, customers and our internal drug discovery team may experience delays in the deployment of our solutions as we seek to obtain
additional capacity, which could adversely affect our reputation and adversely affect our revenues.

Changes in tax laws or in their implementation or interpretation could adversely affect our business and financial condition.

Changes  in  tax  law  may  adversely  affect  our  business  or  financial  condition.    The  Tax  Cuts  and  Jobs  Act,  or  the  2017  Tax  Act,  as  amended  by  the
Coronavirus Aid, Relief, and Economic Security Act, or CARES Act, significantly revises the Internal Revenue Code of 1986, as amended, or the Code. The 2017
Tax Act, among other things, contains significant changes to corporate taxation, including a reduction of the corporate tax rate from a top marginal rate of 35% to a
flat rate of 21%, the limitation of the tax deduction for net interest expense to 30% of adjusted taxable income (except for certain small businesses), the limitation
of the deduction for net operating losses, or NOLs, to 80% of current-year taxable income and elimination of NOL carrybacks, in each case, for losses arising in
taxable years beginning after December 31, 2017 (though any such NOLs may be carried forward indefinitely and such NOLs arising in taxable years beginning
before  January  1,  2021  are  generally  eligible  to  be  carried  back  up  to  five  years),  the  imposition  of  a  one-time  taxation  of  offshore  earnings  at  reduced  rates
regardless of whether they are repatriated, the elimination of U.S. tax on foreign earnings (subject to certain important exceptions), the allowance of immediate
deductions for certain new investments instead of deductions for depreciation expense over time, and the modification or repeal of many business deductions and
credits.

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In addition to the CARES Act, as part of Congress’s response to the COVID-19 pandemic, economic relief legislation has been enacted in 2020 and 2021
containing tax provisions. Regulatory guidance under the 2017 Tax Act and such additional legislation is and continues to be forthcoming, and such guidance could
ultimately increase or lessen the impact of these laws on our business and financial condition. Also, as a result of the changes in the U.S. presidential administration
and control of the U.S. Senate in 2021, additional tax legislation may be enacted; any such additional legislation could have an impact on our company. In addition,
it is uncertain if and to what extent various states will conform to the 2017 Tax Act and additional tax legislation.

Our ability to use our NOLs and research and development tax credit carryforwards to offset future taxable income may be subject to certain limitations.

As of December 31, 2021, we had federal NOLs of approximately $283.3 million and state NOLs of approximately $148.1 million, which, if not utilized,
generally begin to expire in 2022. As of December 31, 2021, we also had federal research and development tax credit carryforwards of approximately $15.5 million
and state research and development tax credit carryforwards of approximately $1.0 million. Unused credits began to expire in 2021 and generally expire over time
if they remain unused. These NOLs and research and development tax credit carryforwards could expire unused and be unavailable to offset future income tax
liabilities.

In  addition,  under  Section  382  of  the  Code,  and  corresponding  provisions  of  state  law,  a  corporation  that  undergoes  an  “ownership  change,”  generally
defined as a greater than 50 percentage point change (by value) in its equity ownership by certain stockholders over a three-year period, is subject to limitations on
its ability to utilize its pre-change NOLs and research and development tax credit carryforwards to offset future taxable income. We have performed an analysis
through  March  31,  2021  and  determined  that  such  an  ownership  change  has  occurred.  As  a  result  of  such  ownership  change  or  future  ownership  changes,  our
ability to use our NOLs and research and development tax credit carryforwards may be materially limited.

There is also a risk that due to regulatory changes, such as suspension of the use of NOLs, or other unforeseen reasons, our existing NOLs could expire or
otherwise become unavailable to offset future income tax liabilities.  As described above in “Changes in tax laws or in their implementation or interpretation could
adversely  affect  our  business  and  financial  condition,”  the  2017  Tax  Act  as  amended  by  the  CARES  Act,  includes  changes  to  U.S.  federal  tax  rates  and  rules
governing NOL carryforwards that may significantly impact our ability to utilize NOLs to offset taxable income in the future.  In addition, state NOLs generated in
one state cannot be used to offset income generated in another state. For these reasons, we may be unable to use a material portion of our NOLs and other tax
attributes.

Our international operations subject us to potentially adverse tax consequences.

We  report  our  taxable  income  in  various  jurisdictions  worldwide  based  upon  our  business  operations  in  those  jurisdictions.  These  jurisdictions  include
Germany, Japan, India and South Korea. The international nature and organization of our business activities are subject to complex transfer pricing regulations
administered by taxing authorities in various jurisdictions. The relevant taxing authorities may disagree with our determinations as to the income and expenses
attributable  to  specific  jurisdictions.  If  such  a  disagreement  were  to  occur,  and  our  position  were  not  sustained,  we  could  be  required  to  pay  additional  taxes,
interest, and penalties, which could result in one-time tax charges, higher effective tax rates, reduced cash flows, and lower overall profitability of our operations.

Taxing authorities may successfully assert that we should have collected or in the future should collect sales and use, value added, or similar taxes, and we
could be subject to tax liabilities with respect to past or future sales, which could adversely affect our results of operations.

We  do  not  collect  sales  and  use,  value  added,  and  similar  taxes  in  all  jurisdictions  in  which  we  have  sales,  based  on  our  belief  that  such  taxes  are  not
applicable or that we are not required to collect such taxes with respect to the jurisdiction. Sales and use, value added, and similar tax laws and rates vary greatly by
jurisdiction. Certain jurisdictions in which we do not collect such taxes may assert that such taxes are applicable, which could result in tax assessments, penalties,
and interest, and we may be required to collect such taxes in the future. Such tax assessments, penalties, and interest or future requirements may adversely affect
our results of operations.

Unanticipated changes in our effective tax rate could harm our future results.

We are subject to income taxes in the United States and various foreign jurisdictions, and our domestic and international tax liabilities are subject to the
allocation of expenses in differing jurisdictions. Forecasting our estimated annual effective tax rate is complex and subject to uncertainty, and there may be material
differences between our forecasted and actual tax rates. Our effective

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tax rate could be adversely affected by changes in the mix of earnings and losses in countries with differing statutory tax rates, certain non-deductible expenses as a
result of acquisitions, the valuation of deferred tax assets and liabilities, and changes in federal, state, or international tax laws and accounting principles. Increases
in our effective tax rate would reduce our profitability or in some cases increase our losses.

In addition, we may be subject to income tax audits by many tax jurisdictions throughout the world. Although we believe our income tax liabilities are
reasonably  estimated  and  accounted  for  in  accordance  with  applicable  laws  and  principles,  an  adverse  resolution  of  one  or  more  uncertain  tax  positions  in  any
period could have a material impact on the results of operations for that period.

We  have  recently  acquired,  and  we  may  again  in  the  future  acquire,  companies  or  technologies,  which  could  divert  our  management’s  attention,  result  in
additional dilution to our stockholders, and otherwise disrupt our operations and adversely affect our operating results.

We  have  recently  acquired,  and  we  may  again  in  the  future  seek  to  acquire  or  invest  in,  businesses,  solutions,  or  technologies  that  we  believe  could
complement or expand our solutions, enhance our technical capabilities, or otherwise offer growth opportunities. For example, in January 2022, we acquired XTAL
BioStructures, Inc., or XTAL, a company that provides structural biology services, including biophysical methods, protein production and purification, and X-ray
crystallography, which will augment our ability to produce high quality target structures for our drug discovery programs. The pursuit of potential acquisitions may
divert the attention of management and cause us to incur various expenses in identifying, investigating, and pursuing suitable acquisitions, whether or not they are
consummated.

In addition, other than our acquisition of XTAL, we have limited experience in acquiring other businesses. If we acquire additional businesses, we may not
be  able  to  integrate  the  acquired  personnel,  operations,  and  technologies  successfully,  effectively  manage  the  combined  business  following  the  acquisition  or
preserve  the  operational  synergies  between  our  business  units  that  we  believe  currently  exist.  We  cannot  assure  you  that  following  any  acquisition  we  would
achieve the expected synergies to justify the transaction, due to a number of factors, including:

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inability to integrate or benefit from acquired technologies or services in a profitable manner;

unanticipated costs or liabilities associated with the acquisition;

incurrence of acquisition-related costs;

difficulty integrating the accounting systems, operations, and personnel of the acquired business;

difficulties and additional expenses associated with supporting legacy products and hosting infrastructure of the acquired business;

difficulty  converting  the  customers  of  the  acquired  business  onto  our  solutions  and  contract  terms,  including  disparities  in  the  revenues,  licensing,
support, or professional services model of the acquired company;

diversion of management’s attention from other business concerns;

adverse effects to our existing business relationships with business partners and customers as a result of the acquisition;

the potential loss of key employees;

use of resources that are needed in other parts of our business; and

use of substantial portions of our available cash to consummate the acquisition.

In addition, a significant portion of the purchase price of companies we acquire may be allocated to acquired goodwill and other intangible assets, which
must  be  assessed  for  impairment  at  least  annually.  In  the  future,  if  our  acquisitions  do  not  yield  expected  returns,  we  may  be  required  to  take  charges  to  our
operating results based on this impairment assessment process, which could adversely affect our results of operations.

Acquisitions  could  also  result  in  dilutive  issuances  of  equity  securities  or  the  incurrence  of  debt,  which  could  adversely  affect  our  operating  results.  In

addition, if an acquired business fails to meet our expectations, our operating results, business, and financial position may suffer.

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Our operations may be interrupted by the occurrence of a natural disaster or other catastrophic event at our primary facilities.

Our operations are primarily conducted at our facilities in New York, New York and Portland, Oregon and our internal hosting facility located in Clifton,
New Jersey. The occurrence of natural disasters or other catastrophic events could disrupt our operations. Any natural disaster or catastrophic event in our facilities
or the areas in which they are located could have a significant negative impact on our operations.

Risks Related to Our Intellectual Property

If we fail to comply with our obligations under our existing license agreements with Columbia University, under any of our other intellectual property licenses,
or under any future intellectual property licenses, or otherwise experience disruptions to our business relationships with our current or any future licensors, we
could lose intellectual property rights that are important to our business.

We are party to a number of license agreements pursuant to which we have been granted exclusive and non-exclusive worldwide licenses to certain patents,
software  code,  and  software  programs  to,  among  other  things,  reproduce,  use,  execute,  copy,  operate,  sublicense,  and  distribute  the  licensed  technology  in
connection with the marketing and sale of our software solutions and to develop improvements thereto. In particular, the technology that we license from Columbia
University pursuant to our license agreements with them are used in and incorporated into a number of our software solutions which we market and license to our
customers. For further information regarding our license agreements with Columbia University, see “Business—License Agreements with Columbia University”.
Our  license  agreements  with  Columbia  University  and  other  licensors  impose,  and  we  expect  that  future  licenses  will  impose,  specified  royalty  and  other
obligations on us.

In spite of our best efforts, our current or any future licensors might conclude that we have materially breached our license agreements with them and might
therefore  terminate  the  license  agreements,  thereby  delaying  our  ability  to  market  and  sell  our  existing  software  solutions  and  develop  and  commercialize  new
software solutions that utilize technology covered by these license agreements. If these in-licenses are terminated, or if the underlying intellectual property fails to
provide the intended exclusivity, competitors could market, products and technologies similar to ours. This could have a material adverse effect on our competitive
position, business, financial condition, results of operations, and prospects.

Disputes may arise regarding intellectual property subject to a licensing agreement, including:

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the scope of rights granted under the license agreement and other interpretation related issues;

the extent to which our technology and processes infringe on intellectual property of the licensor that is not subject to the licensing agreement;

the sublicensing of patent and other rights under any collaborative development relationships;

the inventorship and ownership of inventions and know-how resulting from the joint creation or use of intellectual property by our current or future
licensors and us and our collaborators; and

the priority of invention of patented technology.

In addition, license agreements are complex, and certain provisions in such agreements may be susceptible to multiple interpretations. The resolution of any
contract interpretation disagreement that may arise could narrow what we believe to be the scope of our rights to the relevant intellectual property or technology, or
increase what we believe to be our financial or other obligations under the relevant agreement. For example, our counterparties have in the past and may in the
future dispute the amounts owed to them pursuant to payment obligations. If disputes over intellectual property that we have licensed prevent or impair our ability
to maintain our current licensing arrangements on commercially acceptable terms, we may experience delays in the development and commercialization of new
software solutions and in our ability to market and sell existing software solutions, which could have a material adverse effect on our business, financial condition,
results of operations, and prospects.

Our  obligations  under  our  existing  or  future  drug  discovery  collaboration  agreements  may  limit  our  intellectual  property  rights  that  are  important  to  our
business. Further, if we fail to comply with our obligations under our existing or future collaboration agreements, or otherwise experience disruptions to our
business relationships with our prior, current, or future collaborators, we could lose intellectual property rights that are important to our business.

We are party to collaboration agreements with biopharmaceutical companies, pursuant to which we provide drug discovery services but have no ownership

rights, or only co-ownership rights, to certain intellectual property generated through the

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collaborations. We are also party to a collaboration agreement with BMS for the development and potential commercialization of product candidates we discover
internally, which also provides for co-ownership rights to certain intellectual property generated through the collaboration in certain scenarios. We may enter into
additional collaboration agreements in the future, pursuant to which we may have no ownership rights, or only co-ownership rights, to certain intellectual property
generated through the future collaborations. If we are unable to obtain ownership or license of such intellectual property generated through our prior, current, or
future collaborations and overlapping with, or related to, our own proprietary technology or product candidates, then our business, financial condition, results of
operations, and prospects could be materially harmed.

Our existing collaboration agreements contain certain exclusivity obligations that require us to design compounds exclusively for our collaborators with
respect to certain specific targets over a specified time period. Our future collaboration agreements may grant similar exclusivity rights to future collaborators with
respect  to  target(s)  that  are  the  subject  of  such  collaborations.  Existing  or  future  collaboration  agreements  may  also  impose  diligence  obligations  on  us.  For
example,  existing  or  future  collaboration  agreements  may  impose  restrictions  on  us  from  pursuing  the  drug  development  targets  for  ourselves  or  for  our  other
current or future collaborators, thereby removing our ability to develop and commercialize, or to jointly develop and commercialize with other current or future
collaborators, product candidates, and technology related to the drug development targets. Under our collaboration with BMS, for example, we are prohibited from
developing and commercializing product candidates anywhere in the world that are directed at the targets specified under the agreement, until the earlier of such
target ceasing to be included under the agreement or the expiration of the last to expire royalty term for the program related to the target. In spite of our best efforts,
our  prior,  current,  or  future  collaborators  might  conclude  that  we  have  materially  breached  our  collaboration  agreements.  If  these  collaboration  agreements  are
terminated, or if the underlying intellectual property, to the extent we have ownership or license of, fails to provide the intended exclusivity, competitors would
have  the  freedom  to  seek  regulatory  approval  of,  and  to  market,  products  and  technology  identical  to  ours.  This  could  have  a  material  adverse  effect  on  our
competitive position, business, financial condition, results of operations, and prospects.

Disputes may arise regarding intellectual property subject to a collaboration agreement, including:

•

•

•

•

•

the scope of ownership or license granted under the collaboration agreement and other interpretation related issues;

the extent to which our technology and product candidates infringe on intellectual property that generated through the collaboration to of which we do
not have ownership or license under the collaboration agreement;

the assignment or sublicense of intellectual property rights and other rights under the collaboration agreement;

our diligence obligations under the collaboration agreement and what activities satisfy those diligence obligations; and

the inventorship and ownership of inventions and know-how resulting from the joint creation or use of intellectual property by us and our current or
future collaborators.

In addition, collaboration agreements are complex, and certain provisions in such agreements may be susceptible to multiple interpretations. The resolution
of  any  contract  interpretation  disagreement  that  may  arise  could  narrow  what  we  believe  to  be  the  scope  of  our  rights  to  the  relevant  intellectual  property,  or
increase  what  we  believe  to  be  our  obligations  under  the  relevant  agreements,  either  of  which  could  have  a  material  adverse  effect  on  our  business,  financial
condition,  results  of  operations,  and  prospects.  Moreover,  if  disputes  over  intellectual  property  that  we  have  owned,  co-owned,  or  in-licensed  under  the
collaboration agreements prevent or impair our ability to maintain our current collaboration arrangements on commercially acceptable terms, we may be unable to
successfully  develop  and  commercialize  the  affected  technology  or  product  candidates,  which  could  have  a  material  adverse  effect  on  our  business,  financial
condition, results of operations, and prospects.

If we are unable to obtain, maintain, enforce, and protect patent protection for our technology and product candidates or if the scope of the patent protection
obtained is not sufficiently broad, our competitors could develop and commercialize technology and products similar or identical to ours, and our ability to
successfully develop and commercialize our technology and product candidates may be adversely affected.

Our success depends in large part on our ability to obtain and maintain protection of the intellectual property we may own solely and jointly with others or
may  license  from  others,  particularly  patents,  in  the  United  States  and  other  countries  with  respect  to  any  proprietary  technology  and  product  candidates  we
develop.  We  seek  to  protect  our  proprietary  position  by  filing  patent  applications  in  the  United  States  and  abroad  related  to  our  technology  and  any  product
candidates we may develop that are important to our business and by in-licensing intellectual property related to our technology and product candidates. If we are
unable  to  obtain  or  maintain  patent  protection  with  respect  to  any  proprietary  technology  or  product  candidate,  our  business,  financial  condition,  results  of
operations, and prospects could be materially harmed.

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The  patent  prosecution  process  is  expensive,  time-consuming,  and  complex,  and  we  may  not  be  able  to  file,  prosecute,  maintain,  defend,  or  license  all
necessary or desirable patent applications at a reasonable cost or in a timely manner. It is also possible that we will fail to identify patentable aspects of our research
and development output before it is too late to obtain patent protection. Moreover, in some circumstances, we may not have the right to control the preparation,
filing, and prosecution of patent applications, or to maintain, enforce, and defend the patents, covering technology that we co-own with third parties or license from
third parties. Therefore, these co-owned and in-licensed patents and applications may not be prepared, filed, prosecuted, maintained, defended, and enforced in a
manner consistent with the best interests of our business.

The patent position of software and biopharmaceutical companies generally is highly uncertain, involves complex legal and factual questions, and has in
recent years been the subject of much litigation. In addition, the scope of patent protection outside of the United States is uncertain and laws of non-U.S. countries
may not protect our rights to the same extent as the laws of the United States or vice versa. With respect to both owned and in-licensed patent rights, we cannot
predict whether the patent applications we, our collaborators, and our licensor are currently pursuing will issue as patents in any particular jurisdiction or whether
the claims of any issued patents will provide sufficient protection from competitors. Further, we may not be aware of all third-party intellectual property rights or
prior art potentially relating to our computational platform, technology, and any product candidates we may develop. In addition, publications of discoveries in the
scientific literature often lag behind the actual discoveries, and patent applications in the United States and other jurisdictions are typically not published until 18
months after filing of the priority application, or in some cases not published at all. Therefore, neither we nor our collaborators, or our licensor can know with
certainty whether either we, our collaborators, or our licensor were the first to make the inventions claimed in the patents and patent applications we own or in-
license  now  or  in  the  future,  or  that  either  we,  our  collaborators,  or  our  licensor  were  the  first  to  file  for  patent  protection  of  such  inventions.  As  a  result,  the
issuance, scope, validity, enforceability, and commercial value of our owned, co-owned, and in-licensed patent rights are highly uncertain. Moreover, our owned,
co-owned,  and  in-licensed  pending  and  future  patent  applications  may  not  result  in  patents  being  issued  that  protect  our  technology  and  product  candidates,  in
whole or in part, or that effectively prevent others from commercializing competitive technologies and products. Changes in either the patent laws or interpretation
of the patent laws in the United States and other countries may diminish the value of our owned, co-owned, or in-licensed current or future patents and our ability
to  obtain,  protect,  maintain,  defend,  and  enforce  our  patent  rights,  narrow  the  scope  of  our  patent  protection  and,  more  generally,  could  affect  the  value  of,  or
narrow the scope of, our patent rights. For example, recent Supreme Court decisions have served to curtail the scope of subject matter eligible for patent protection
in the United States, and many software patents have since been invalidated on the basis that they are directed to abstract ideas.

In order to pursue protection based on our pending provisional patent applications, we will need to file Patent Cooperation Treaty applications, non-U.S.
applications,  and/or  U.S.  non-provisional  patent  applications  prior  to  applicable  deadlines.  Even  then,  as  highlighted  above,  patents  may  never  issue  from  our
patent applications, or the scope of any patent may not be sufficient to provide a competitive advantage.

Moreover, we, our collaborators, or our licensor may be subject to a third-party preissuance submission of prior art to the U.S. Patent and Trademark Office,
or USPTO, or become involved in opposition, derivation, revocation, reexamination, inter partes review, post-grant review or interference proceedings challenging
our patent rights or the patent rights of others. An adverse determination in any such submission, proceeding or litigation could reduce the scope of, or invalidate,
our patent rights or allow third parties to commercialize our technology or product candidates and compete directly with us, without payment to us. If the breadth or
strength of protection provided by our owned, co-owned, or in-licensed current or future patents and patent applications is threatened, regardless of the outcome, it
could dissuade companies from collaborating with us to license, develop, or commercialize current or future technology or product candidates.

Additionally, the coverage claimed in a patent application can be significantly reduced before the patent is issued, and its scope can be reinterpreted after
issuance. Even if our owned, co-owned, and in-licensed current and future patent applications issue as patents, they may not issue in a form that will provide us
with any meaningful protection, prevent competitors from competing with us, or otherwise provide us with any competitive advantage. The issuance of a patent is
not conclusive as to its inventorship, scope, validity, or enforceability, and our owned and in-licensed patents may be challenged in the courts or patent offices in
the United States and abroad. Such challenges may result in loss of exclusivity or in patent claims being narrowed, invalidated, or held unenforceable, in whole or
in part, which could limit our ability to stop others from using or commercializing similar or identical technology and products, or limit the duration of the patent
protection of our technology and product candidates. Such proceedings also may result in substantial cost and require significant time from our management and
employees, even if the eventual outcome is favorable to us. In particular, given the amount of time required for the development, testing, and regulatory review of
new product candidates, patents protecting such candidates might expire before or shortly after such candidates are commercialized. Furthermore, our competitors
may be able to circumvent our owned, co-owned, or in-licensed current or future patents by developing similar or alternative technologies or products in a non-
infringing manner. As a result, our owned, co-owned, and in-licensed current or future patent portfolio may not

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provide  us  with  sufficient  rights  to  exclude  others  from  commercializing  technology  and  products  similar  or  identical  to  any  of  our  technology  and  product
candidates.

Changes to patent laws in the United States and other jurisdictions could diminish the value of patents in general, thereby impairing our ability to protect our
products.

Changes in either the patent laws or interpretation of patent laws in the United States, including patent reform legislation such as the Leahy-Smith America
Invents Act, or the Leahy-Smith Act, could increase the uncertainties and costs surrounding the prosecution of our owned and in-licensed patent applications and
the maintenance, enforcement or defense of our owned and in-licensed issued patents. The Leahy-Smith Act includes a number of significant changes to United
States  patent  law.  These  changes  include  provisions  that  affect  the  way  patent  applications  are  prosecuted,  redefine  prior  art,  provide  more  efficient  and  cost-
effective avenues for competitors to challenge the validity of patents, and enable third-party submission of prior art to the USPTO during patent prosecution and
additional  procedures  to  attack  the  validity  of  a  patent  at  USPTO-administered  post-grant  proceedings,  including  post-grant  review,  inter  partes  review,  and
derivation  proceedings.  Assuming  that  other  requirements  for  patentability  are  met,  prior  to  March  2013,  in  the  United  States,  the  first  to  invent  the  claimed
invention was entitled to the patent, while outside the United States, the first to file a patent application was entitled to the patent. After March 2013, under the
Leahy-Smith Act, the United States transitioned to a first-to-file system in which, assuming that the other statutory requirements for patentability are met, the first
inventor to file a patent application will be entitled to the patent on an invention regardless of whether a third party was the first to invent the claimed invention. As
such,  the  Leahy-Smith  Act  and  its  implementation  could  increase  the  uncertainties  and  costs  surrounding  the  prosecution  of  our  patent  applications  and  the
enforcement  or  defense  of  our  issued  patents,  all  of  which  could  have  a  material  adverse  effect  on  our  business,  financial  condition,  results  of  operations  and
prospects.

In  addition,  the  patent  positions  of  companies  in  the  development  and  commercialization  of  software,  biologics  and  pharmaceuticals  are  particularly
uncertain. Recent U.S. Supreme Court rulings have narrowed the scope of patent protection available in certain circumstances and weakened the rights of patent
owners in certain situations. This combination of events has created uncertainty with respect to the validity and enforceability of patents once obtained. Depending
on future actions by the U.S. Congress, the federal courts, and the USPTO, the laws and regulations governing patents could change in unpredictable ways that
could have a material adverse effect on our patent rights and our ability to protect, defend and enforce our patent rights in the future.

A  number  of  recent  cases  decided  by  the  U.S.  Supreme  Court  have  involved  questions  of  when  claims  reciting  abstract  ideas,  laws  of  nature,  natural
phenomena and/or natural products are eligible for a patent, regardless of whether the claimed subject matter is otherwise novel and inventive. These cases include
Association for Molecular Pathology v. Myriad Genetics, Inc., 569 U.S. 12-398 (2013) or Myriad; Alice Corp. v. CLS Bank International, 573 U.S. 13-298 (2014);
and Mayo Collaborative Services v. Prometheus Laboratories, Inc., or Prometheus, 566 U.S. 10-1150 (2012). In response to these cases, federal courts have held
numerous patents invalid as claiming subject matter ineligible for patent protection. Moreover, the USPTO has issued guidance to the examining corps on how to
apply these cases during examination. The full impact of these decisions is not yet known.

In addition to increasing uncertainty with regard to our ability to obtain future patents, this combination of events has created uncertainty with respect to the
value of patents, once obtained. Depending on these and other decisions by Congress, the federal courts and the USPTO, the laws and regulations governing patents
could change or be interpreted in unpredictable ways that would weaken our ability to obtain new patents or to enforce any patents that may issue to us in the
future. In addition, these events may adversely affect our ability to defend any patents that may issue in procedures in the USPTO or in courts.

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We, our prior, existing, or future collaborators, and our existing or future licensors, may become involved in lawsuits to protect or enforce our patent or other
intellectual property rights, which could be expensive, time-consuming and unsuccessful.

Competitors and other third parties may infringe, misappropriate, or otherwise violate our, our prior, current and future collaborators’, or our current and
future licensors’ issued patents or other intellectual property. As a result, we, our prior, current, or future collaborators, or our current or future licensor may need to
file  infringement,  misappropriation,  or  other  intellectual  property  related  claims,  which  can  be  expensive  and  time-consuming.  Any  claims  we  assert  against
perceived infringers could provoke such parties to assert counterclaims against us alleging that we infringe, misappropriate, or otherwise violate their intellectual
property. In addition, in a patent infringement proceeding, such parties could assert that the patents we, our collaborators, or our licensors have asserted are invalid
or unenforceable. In patent litigation in the United States, defenses alleging invalidity or unenforceability are commonplace. Grounds for a validity challenge could
be an alleged failure to meet any of several statutory requirements, including lack of novelty, obviousness, or non-enablement. Grounds for an unenforceability
assertion  could  be  an  allegation  that  someone  connected  with  prosecution  of  the  patent  withheld  relevant  information  from  the  USPTO,  or  made  a  misleading
statement,  during  prosecution.  Third  parties  may  institute  such  claims  before  administrative  bodies  in  the  United  States  or  abroad,  even  outside  the  context  of
litigation.  Such  mechanisms  include  re-examination,  post-grant  review,  inter  partes  review,  interference  proceedings,  derivation  proceedings,  and  equivalent
proceedings in non-U.S. jurisdictions (e.g., opposition proceedings). The outcome following legal assertions of invalidity and unenforceability is unpredictable.

An adverse result in any such proceeding could put one or more of our owned, co-owned, or in-licensed current or future patents at risk of being invalidated
or interpreted narrowly and could put any of our owned, co-owned, or in-licensed current or future patent applications at risk of not yielding an issued patent. A
court may also refuse to stop the third party from using the technology at issue in a proceeding on the grounds that our owned, co-owned, or in-licensed current or
future  patents  do  not  cover  such  technology.  Furthermore,  because  of  the  substantial  amount  of  discovery  required  in  connection  with  intellectual  property
litigation, there is a risk that some of our confidential information or trade secrets could be compromised by disclosure during this type of litigation. Any of the
foregoing  could  allow  such  third  parties  to  develop  and  commercialize  competing  technologies  and  products  in  a  non-infringing  manner  and  have  a  material
adverse impact on our business, financial condition, results of operations, and prospects.

Interference or derivation proceedings provoked by third parties, or brought by us or by our collaborators or licensor, or declared by the USPTO may be
necessary to determine the priority of inventions with respect to our patents or patent applications. An unfavorable outcome could require us to cease using the
related technology or to attempt to license rights to it from the prevailing party. Our business could be harmed if the prevailing party does not offer us a license on
commercially reasonable terms or at all, or if a non-exclusive license is offered and our competitors gain access to the same technology. Our defense of litigation or
interference  or  derivation  proceedings  may  fail  and,  even  if  successful,  may  result  in  substantial  costs  and  distract  our  management  and  other  employees.  In
addition,  the  uncertainties  associated  with  litigation  could  have  a  material  adverse  effect  on  our  ability  to  raise  the  funds  necessary  to  conduct  clinical  trials,
continue our research programs, license necessary technology from third parties, or enter into development collaborations that would help us bring any product
candidates to market.

Third  parties  may  initiate  legal  proceedings  alleging  that  we  are  infringing,  misappropriating  or  otherwise  violating  their  intellectual  property  rights,  the
outcome of which would be uncertain and could have a material adverse effect on the success of our business.

Our commercial success depends upon our ability and the ability of our collaborators and licensor to develop, manufacture, market and sell any product
candidates we may develop and for our collaborators, licensor, customers and partners to use our proprietary technologies without infringing, misappropriating or
otherwise  violating  the  intellectual  property  and  proprietary  rights  of  third  parties.  There  is  considerable  patent  and  other  intellectual  property  litigation  in  the
software, pharmaceutical, and biotechnology industries. We may become party to, or threatened with, adversarial proceedings or litigation regarding intellectual
property rights with respect to our technology and product candidates, including interference proceedings, post grant review, inter partes review, and derivation
proceedings before the USPTO and similar proceedings in non-U.S. jurisdictions such as oppositions before the European Patent Office. Numerous U.S. and non-
U.S. issued patents and pending patent applications, which are owned by third parties, exist in the fields in which we are pursuing development candidates. As the
biotechnology  and  pharmaceutical  industries  expand  and  more  patents  are  issued,  the  risk  increases  that  our  technologies  or  product  candidates  that  we  may
identify may be subject to claims of infringement of the patent rights of third parties.

The legal threshold for initiating litigation or contested proceedings is low, so that even lawsuits or proceedings with a low probability of success might be
initiated and require significant resources to defend. Litigation and contested proceedings can also be expensive and time-consuming, and our adversaries in these
proceedings may have the ability to dedicate substantially greater resources to prosecuting these legal actions than we can. The risks of being involved in such
litigation and proceedings may increase if and as any product candidates near commercialization and as we gain the greater visibility associated with being a public
company.

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Third parties may assert infringement claims against us based on existing patents or patents that may be granted in the future, regardless of merit. We may not be
aware of all such intellectual property rights potentially relating to our technology and product candidates and their uses, or we may incorrectly conclude that third-
party intellectual property is invalid or that our activities and product candidates do not infringe such intellectual property. Thus, we do not know with certainty that
our technology and product candidates, or our development and commercialization thereof, do not and will not infringe, misappropriate or otherwise violate any
third party’s intellectual property.

Third parties may assert that we are employing their proprietary technology without authorization. There may be third-party patents or patent applications
with claims to materials, formulations or methods, such as methods of manufacture or methods for treatment, related to the discovery, use or manufacture of the
product candidates that we may identify or related to our technologies. Because patent applications can take many years to issue, there may be currently pending
patent applications which may later result in issued patents that the product candidates that we may identify may infringe. In addition, third parties may obtain
patents in the future and claim that use of our technologies infringes upon these patents. Moreover, as noted above, there may be existing patents that we are not
aware  of  or  that  we  have  incorrectly  concluded  are  invalid  or  not  infringed  by  our  activities.  If  any  third-party  patents  were  held  by  a  court  of  competent
jurisdiction  to  cover,  for  example,  the  manufacturing  process  of  the  product  candidates  that  we  may  identify,  any  molecules  formed  during  the  manufacturing
process or any final product itself, the holders of any such patents may be able to block our ability to commercialize such product candidate unless we obtained a
license under the applicable patents, or until such patents expire.

Parties  making  claims  against  us  may  obtain  injunctive  or  other  equitable  relief,  which  could  effectively  block  our  ability  to  further  develop  and
commercialize  the  product  candidates  that  we  may  identify.  Defense  of  these  claims,  regardless  of  their  merit,  would  involve  substantial  litigation  expense  and
would  be  a  substantial  diversion  of  employee  resources  from  our  business.  In  the  event  of  a  successful  claim  of  infringement  against  us,  we  may  have  to  pay
substantial damages, including treble damages and attorneys’ fees for willful infringement, pay royalties, redesign our infringing products, be forced to indemnify
our  customers,  licensor,  or  collaborators  or  obtain  one  or  more  licenses  from  third  parties,  which  may  be  impossible  or  require  substantial  time  and  monetary
expenditure.

We may choose to take a license or, if we are found to infringe, misappropriate or otherwise violate a third party’s intellectual property rights, we could also
be required to obtain a license from such third party to continue developing, manufacturing and marketing our technology and product candidates. However, we
may not be able to obtain any required license on commercially reasonable terms or at all. Even if we were able to obtain a license, it could be non-exclusive,
thereby giving our competitors and other third parties access to the same technologies licensed to us and could require us to make substantial licensing and royalty
payments. We could be forced, including by court order, to cease developing, manufacturing and commercializing the infringing technology or product. A finding
of infringement could prevent us from commercializing any product candidates or force us to cease some of our business operations, which could materially harm
our business. In addition, we may be forced to redesign any product candidates, seek new regulatory approvals and indemnify third parties pursuant to contractual
agreements. Claims that we have misappropriated the confidential information or trade secrets of third parties could have a similar material adverse effect on our
business, financial condition, results of operations and prospects.

We  may  be  subject  to  claims  by  third  parties  asserting  that  our  employees,  consultants,  or  contractors  have  wrongfully  used  or  disclosed  confidential
information of third parties, or we have wrongfully used or disclosed alleged trade secrets of their current or former employers or claims asserting we have
misappropriated their intellectual property, or claiming ownership of what we regard as our own intellectual property.

Certain  of  our  employees,  consultants,  and  contractors  were  previously  employed  at  universities  or  other  software  or  biopharmaceutical  companies,
including  our  competitors  or  potential  competitors.  Although  we  try  to  ensure  that  our  employees,  consultants  and  contractors  do  not  use  the  proprietary
information  or  know-how  of  others  in  their  work  for  us,  we  may  be  subject  to  claims  that  these  individuals  or  we  have  used  or  disclosed  intellectual  property,
including trade secrets or other proprietary information, of any such individual’s current or former employer. Litigation may be necessary to defend against these
claims.

In  addition,  while  it  is  our  policy  to  require  that  our  employees,  consultants  and  contractors  who  may  be  involved  in  the  development  of  intellectual
property to execute agreements assigning such intellectual property to us, we may be unsuccessful in executing such an agreement with each party who in fact
develops  intellectual  property  that  we  regard  as  our  own.  Our  intellectual  property  assignment  agreements  with  them  may  not  be  self-executing  or  may  be
breached, and we may be forced to bring claims against third parties, or defend claims they may bring against us, to determine the ownership of what we regard as
our intellectual property. Such claims could have a material adverse effect on our business, financial condition, results of operations, and prospects.

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If  we  fail  in  prosecuting  or  defending  any  such  claims,  in  addition  to  paying  monetary  damages,  we  may  lose  valuable  intellectual  property  rights  or
personnel, which could have a material adverse effect on our competitive business position and prospects. Such intellectual property rights could be awarded to a
third party, and we could be required to obtain a license from such third party to commercialize our technology or products, which license may not be available on
commercially reasonable terms, or at all, or such license may be non-exclusive. Even if we are successful in prosecuting or defending against such claims, litigation
could result in substantial costs and be a distraction to our management and employees.

If we are unable to protect the confidentiality of our trade secrets, our business and competitive position may be harmed.

In  addition  to  seeking  patents  for  any  product  candidates  and  technology,  we  also  rely  on  trade  secrets  and  confidentiality  agreements  to  protect  our
unpatented  know-how,  technology,  and  other  proprietary  information,  to  maintain  our  competitive  position.  We  seek  to  protect  our  trade  secrets  and  other
proprietary  technology,  in  part,  by  entering  into  non-disclosure  and  confidentiality  agreements  with  parties  who  have  access  to  them,  such  as  our  employees,
corporate collaborators, outside scientific collaborators, contract research organizations, contract manufacturers, consultants, advisors, collaborators, and other third
parties. We also enter into confidentiality and invention or patent assignment agreements with our employees and consultants, but we cannot guarantee that we have
entered into such agreements with each party that may have or has had access to our trade secrets or proprietary technology. Despite these efforts, any of these
parties may breach the agreements and disclose our proprietary information, including our trade secrets, and we may not be able to obtain adequate remedies for
such breaches. Detecting the disclosure or misappropriation of a trade secret and enforcing a claim that a party illegally disclosed or misappropriated a trade secret
is difficult, expensive, and time-consuming, and the outcome is unpredictable. In addition, some courts inside and outside of the United States are less willing or
unwilling to protect trade secrets. If any of our trade secrets were to be lawfully obtained or independently developed by a competitor or other third party, we would
have no right to prevent them, or those to whom they communicate it, from using that technology or information to compete with us. If any of our trade secrets
were to be disclosed to or independently developed by a competitor or other third party, our competitive position may be materially and adversely harmed.

Risks Related to Regulatory and Other Legal Compliance Matters

Even if we complete the necessary preclinical studies and clinical trials, the regulatory approval process is expensive, time consuming and uncertain and may
prevent us from obtaining approvals for the commercialization of some or all of our product candidates. As a result, we cannot predict when or if, and in which
territories, we will obtain marketing approval to commercialize a product candidate.

The research, testing, manufacturing, labeling, approval, selling, marketing, promotion and distribution of products are subject to extensive regulation by
the FDA and comparable foreign regulatory authorities. We are not permitted to market our product candidates in the United States or in other countries until we
receive approval of an NDA from the FDA or marketing approval from applicable regulatory authorities outside the United States. Our product candidates are in
various  stages  of  development  and  are  subject  to  the  risks  of  failure  inherent  in  development.  We  have  not  submitted  an  application  for  or  received  marketing
approval  for  any  of  our  product  candidates  in  the  United  States  or  in  any  other  jurisdiction.  We  have  no  experience  as  a  company  in  filing  and  supporting  the
applications necessary to gain marketing approvals and expect to rely on third-party CROs to assist us in this process.

The process of obtaining marketing approvals, both in the United States and abroad, is lengthy, expensive and uncertain. It may take many years, if approval
is  obtained  at  all,  and  can  vary  substantially  based  upon  a  variety  of  factors,  including  the  type,  complexity  and  novelty  of  the  product  candidates  involved.
Securing marketing approval requires the submission of extensive preclinical and clinical data and supporting information, including manufacturing information, to
regulatory  authorities  for  each  therapeutic  indication  to  establish  the  product  candidate’s  safety  and  efficacy.  The  FDA  or  other  regulatory  authorities  may
determine  that  our  product  candidates  are  not  safe  and  effective,  only  moderately  effective  or  have  undesirable  or  unintended  side  effects,  toxicities  or  other
characteristics that preclude our obtaining marketing approval or prevent or limit commercial use.

In  addition,  changes  in  marketing  approval  policies  during  the  development  period,  changes  in  or  the  enactment  or  promulgation  of  additional  statutes,
regulations or guidance or changes in regulatory review for each submitted product application, may cause delays in the approval or rejection of an application.
Regulatory authorities have substantial discretion in the approval process and varying interpretations of the data obtained from preclinical and clinical testing could
delay, limit or prevent marketing approval of a product candidate. Any marketing approval we ultimately obtain may be limited or subject to restrictions or post-
approval commitments that render the approved product not commercially viable.

In order to market and sell our products in the European Union and other foreign jurisdictions, we must obtain separate marketing approvals and comply
with numerous and varying regulatory requirements. The approval procedure varies among countries and can involve additional testing. The time required to obtain
approval may differ substantially from that required to obtain FDA approval. The marketing approval process outside the United States generally includes all of the
risks  associated  with  obtaining  FDA  approval.  We  may  not  obtain  approvals  from  regulatory  authorities  outside  the  United  States  on  a  timely  basis,  if  at  all.
Approval by the FDA does not ensure approval by regulatory authorities in other countries or jurisdictions, and approval by one regulatory authority outside the
United States does not ensure approval by regulatory authorities in other countries or jurisdictions or by the FDA. We may file for marketing approvals but not
receive necessary approvals to commercialize our products in any market.

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We may seek certain designations for our product candidates, including Breakthrough Therapy, Fast Track and Priority Review designations in the US, and
PRIME  Designation  in  the  European  Union,  but  we  might  not  receive  such  designations,  and  even  if  we  do,  such  designations  may  not  lead  to  a  faster
development or regulatory review or approval process.

We may seek certain designations for one or more of our product candidates that could expedite review and approval by the FDA. A Breakthrough Therapy
product  is  defined  as  a  product  that  is  intended,  alone  or  in  combination  with  one  or  more  other  products,  to  treat  a  serious  condition,  and  preliminary  clinical
evidence  indicates  that  the  product  may  demonstrate  substantial  improvement  over  existing  therapies  on  one  or  more  clinically  significant  endpoints,  such  as
substantial  treatment  effects  observed  early  in  clinical  development.  For  products  that  have  been  designated  as  Breakthrough  Therapies,  interaction  and
communication between the FDA and the sponsor of the trial can help to identify the most efficient path for clinical development while minimizing the number of
patients placed in ineffective control regimens.

The FDA may also designate a product for Fast Track review if it is intended, whether alone or in combination with one or more other products, for the
treatment of a serious or life threatening disease or condition, and it demonstrates the potential to address unmet medical needs for such a disease or condition. For
Fast Track products, sponsors may have greater interactions with the FDA and the FDA may initiate review of sections of a Fast Track product’s application before
the application is complete. This rolling review may be available if the FDA determines, after preliminary evaluation of clinical data submitted by the sponsor, that
a Fast Track product may be effective.

We may also seek a priority review designation for one or more of our product candidates. If the FDA determines that a product candidate offers major
advances in treatment or provides a treatment where no adequate therapy exists, the FDA may designate the product candidate for priority review. A priority review
designation means that the goal for the FDA to review an application is six months, rather than the standard review period of ten months.

These designations are within the discretion of the FDA. Accordingly, even if we believe that one of our product candidates meets the criteria for these
designations, the FDA may disagree and instead determine not to make such designation. Further, even if we receive a designation, the receipt of such designation
for  a  product  candidate  may  not  result  in  a  faster  development  or  regulatory  review  or  approval  process  compared  to  products  considered  for  approval  under
conventional FDA procedures and does not assure ultimate approval by the FDA. In addition, even if one or more of our product candidates qualifies for these
designations, the FDA may later decide that the product candidates no longer meet the conditions for qualification or decide that the time period for FDA review or
approval will not be shortened.

In the EU, we may seek PRIME designation for our product candidates in the future. PRIME is a voluntary program aimed at enhancing the EMA’s role to
reinforce scientific and regulatory support in order to optimize development and enable accelerated assessment of new medicines that are of major public health
interest with the potential to address unmet medical needs. The program focuses on medicines that target conditions for which there exists no satisfactory method
of treatment in the EU or even if such a method exists, it may offer a major therapeutic advantage over existing treatments. PRIME is limited to medicines under
development and not authorized in the EU and the applicant intends to apply for an initial marketing authorization application through the centralized procedure. To
be  accepted  for  PRIME,  a  product  candidate  must  meet  the  eligibility  criteria  in  respect  of  its  major  public  health  interest  and  therapeutic  innovation  based  on
information that is capable of substantiating the claims. The benefits of a PRIME designation include the appointment of a CHMP rapporteur to provide continued
support and help to build knowledge ahead of a marketing authorization application, early dialogue and scientific advice at key development milestones, and the
potential to qualify products for accelerated review, meaning reduction in the review time for an opinion on approvability to be issued earlier in the application
process. PRIME enables an applicant to request parallel EMA scientific advice and health technology assessment advice to facilitate timely market access. Even if
we receive PRIME designation for any of our product candidates, the designation may not result in a materially faster development process, review or approval
compared  to  conventional  EMA  procedures.  Further,  obtaining  PRIME  designation  does  not  assure  or  increase  the  likelihood  of  EMA’s  grant  of  a  marketing
authorization.

Compliance with global privacy and data security requirements could result in additional costs and liabilities to us or inhibit our ability to collect and process
data globally, and the failure to comply with such requirements could subject us to significant fines and penalties, which may have a material adverse effect on
our business, financial condition, or results of operations.

The regulatory framework for the collection, use, safeguarding, sharing, transfer, and other processing of information worldwide is rapidly evolving and is
likely to remain uncertain for the foreseeable future. Globally, virtually every jurisdiction in which we operate has established its own data security and privacy
frameworks with which we must comply. For example, the collection, use, disclosure, transfer, or other processing of personal data regarding individuals in the
European Union, including personal health data and employee data, is subject to the European Union General Data Protection Regulation, or the GDPR, which
took  effect  across  all  member  states  of  the  European  Economic  Area,  or  EEA,  in  May  2018.  The  GDPR  is  wide-ranging  in  scope  and  imposes  numerous
requirements  on  companies  that  process  personal  data,  including  requirements  relating  to  processing  health  and  other  sensitive  data,  obtaining  consent  of  the
individuals  to  whom  the  personal  data  relates,  providing  information  to  individuals  regarding  data  processing  activities,  implementing  safeguards  to  protect  the
security and confidentiality of personal data, providing notification of data breaches, and taking certain measures when engaging third-party processors. The GDPR
would  increase  our  obligations  with  respect  to  any  clinical  trials  conducted  in  the  EEA  by  expanding  the  definition  of  personal  data  to  include  coded  data  and
requiring changes to informed consent practices and more detailed notices for clinical trial subjects and investigators. In addition, the GDPR also imposes strict
rules on the transfer of personal data to countries outside the European Union, including the United States and, as a result, increases the scrutiny that such rules
should apply to transfers of personal data from any clinical trial sites located in the EEA to the United States. The GDPR also permits data protection authorities to
require destruction of improperly gathered or used personal

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information  and/or  impose  substantial  fines  for  violations  of  the  GDPR,  which  can  be  up  to  four  percent  of  global  revenues  or  20  million  Euros,  whichever  is
greater, and confers a private right of action on data subjects and consumer associations to lodge complaints with supervisory authorities, seek judicial remedies,
and obtain compensation for damages resulting from violations of the GDPR. In addition, the GDPR provides that European Union member states may make their
own further laws and regulations limiting the processing of personal data, including genetic, biometric, or health data.

Given the breadth and depth of changes in data protection obligations, preparing for and complying with the GDPR’s requirements is rigorous and time
intensive  and  requires  significant  resources  and  a  review  of  our  technologies,  systems  and  practices,  as  well  as  those  of  any  third-party  collaborators,  service
providers, contractors, or consultants that process or transfer personal data collected in the European Union. The GDPR and other changes in laws or regulations
associated with the enhanced protection of certain types of sensitive data, such as healthcare data or other personal information, could require us to change our
business practices and put in place additional compliance mechanisms, may interrupt or delay our development, regulatory and commercialization activities and
increase our cost of doing business, and could lead to government enforcement actions, private litigation, and significant fines and penalties against us, and could
have a material adverse effect on our business, financial condition, or results of operations.

Similar privacy and data security requirements are either in place or underway in the United States. There are a broad variety of data protection laws that
may be applicable to our activities, and a range of enforcement agencies at both the state and federal levels that can review companies for privacy and data security
concerns. The Federal Trade Commission and state Attorneys General all are aggressive in reviewing privacy and data security protections for consumers. New
laws  also  are  being  considered  at  both  the  state  and  federal  levels.  For  example,  the  California  Consumer  Privacy  Act,  or  CCPA,  which  went  into  effect  on
January 1, 2020, is creating similar risks and obligations as those created by GDPR. Because of this, we may need to engage in additional activities (e.g., data
mapping) to identify the personal information we are collecting and the purposes for which such information is collected. In addition, we will need to ensure that
our  policies  recognize  the  rights  granted  to  consumers  (as  that  phrase  is  broadly  defined  in  the  CCPA  and  can  include  business  contact  information),  including
granting consumers the right to opt-out of the sale of their personal information. Many other states are considering similar legislation. A broad range of legislative
measures also have been introduced at the federal level. Accordingly, failure to comply with current and any future federal and state laws regarding privacy and
security  of  personal  information  could  expose  us  to  fines  and  penalties.  We  also  face  a  threat  of  consumer  class  actions  related  to  these  laws  and  the  overall
protection  of  personal  data.  Even  if  we  are  not  determined  to  have  violated  these  laws,  investigations  into  these  issues  typically  require  the  expenditure  of
significant resources and generate negative publicity, which could harm our reputation and our business.

We, and the collaborators who use our computational platform, may be subject to applicable anti-kickback, fraud and abuse, false claims, transparency, health
information  privacy  and  security,  and  other  healthcare  laws  and  regulations.  Failure  to  comply  with  such  laws  and  regulations,  may  result  in  substantial
penalties.

We, and the collaborators who use our computational platform, may be subject to broadly applicable healthcare laws and regulations that may constrain the
business or financial arrangements and relationships through which we market, sell, and distribute our software solutions and any products for which we obtain
marketing approval. Such healthcare laws and regulations include, but are not limited to, the federal health care Anti-Kickback Statute; federal civil and criminal
false claims laws, such as the federal False Claims Act; the federal Health Insurance Portability and Accountability Act of 1996, or HIPAA; the Federal Food,
Drug, and Cosmetic Act; the federal Physician Payments Sunshine Act; and analogous state and foreign laws and regulations, such as state anti-kickback and false
claims laws and transparency laws.

Efforts  to  ensure  that  our  business  arrangements  with  third  parties  will  comply  with  applicable  healthcare  laws  and  regulations  will  involve  substantial
costs. It is possible that governmental authorities will conclude that our business practices may not comply with current or future statutes, regulations, or case law
involving applicable fraud and abuse or other healthcare laws and regulations. Violations of applicable healthcare laws and regulations may result in significant
civil,  criminal,  and  administrative  penalties,  damages,  disgorgement,  fines,  imprisonment,  exclusion  of  products  from  government  funded  healthcare  programs,
such as Medicare and Medicaid, additional reporting requirements, and/or oversight if a corporate integrity agreement or similar agreement is executed to resolve
allegations  of  non-compliance  with  these  laws  and  the  curtailment  or  restructuring  of  operations.  In  addition,  violations  may  also  result  in  reputational  harm,
diminished profits, and future earnings.

We are subject to anti-corruption laws, as well as export control laws, customs laws, sanctions laws, and other laws governing our operations. If we fail to
comply  with  these  laws,  we  could  be  subject  to  civil  or  criminal  penalties,  other  remedial  measures,  and  legal  expenses,  be  precluded  from  developing,
manufacturing,  and  selling  certain  products  outside  the  United  States  or  be  required  to  develop  and  implement  costly  compliance  programs,  which  could
adversely affect our business, results of operations and financial condition.

Our operations are subject to anti-corruption laws, including the U.K. Bribery Act 2010, or Bribery Act, the U.S. Foreign Corrupt Practices Act, or FCPA,

and other anti-corruption laws that apply in countries where we do business and may do business in

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the future. The Bribery Act, FCPA, and these other laws generally prohibit us, our officers, and our employees and intermediaries from bribing, being bribed, or
making other prohibited payments to government officials or other persons to obtain or retain business or gain some other business advantage. Compliance with the
FCPA,  in  particular,  is  expensive  and  difficult,  particularly  in  countries  in  which  corruption  is  a  recognized  problem.  In  addition,  the  FCPA  presents  particular
challenges in the biopharmaceutical industry, because, in many countries, hospitals are operated by the government, and doctors and other hospital employees are
considered  foreign  officials.  Certain  payments  to  hospitals  in  connection  with  clinical  trials  and  other  work  have  been  deemed  to  be  improper  payments  to
government officials and have led to FCPA enforcement actions.

We may in the future operate in jurisdictions that pose a high risk of potential Bribery Act or FCPA violations, and we may participate in collaborations and
relationships with third parties whose actions could potentially subject us to liability under the Bribery Act, FCPA, or local anti-corruption laws. In addition, we
cannot predict the nature, scope or effect of future regulatory requirements to which our international operations might be subject or the manner in which existing
laws might be administered or interpreted. If we further expand our operations outside of the United States, we will need to dedicate additional resources to comply
with numerous laws and regulations in each jurisdiction in which we plan to operate.

We  are  also  subject  to  other  laws  and  regulations  governing  our  international  operations,  including  regulations  administered  by  the  governments  of  the
United Kingdom and the United States, and authorities in the European Union, including applicable export control regulations, economic sanctions on countries
and persons, customs requirements, and currency exchange regulations, collectively referred to as the Trade Control laws. In addition, various laws, regulations,
and executive orders also restrict the use and dissemination outside of the United States, or the sharing with certain non-U.S. nationals, of information classified for
national security purposes, as well as certain products and technical data relating to those products. If we expand our presence outside of the United States, it will
require us to dedicate additional resources to comply with these laws, and these laws may preclude us from developing, manufacturing, or selling certain products
and product candidates outside of the United States, which could limit our growth potential and increase our development costs.

There is no assurance that we will be completely effective in ensuring our compliance with all applicable anti-corruption laws, including the Bribery Act,
the FCPA, or other legal requirements, including Trade Control laws. If we are not in compliance with the Bribery Act, the FCPA, and other anti-corruption laws or
Trade Control laws, we may be subject to criminal and civil penalties, disgorgement and other sanctions and remedial measures, and legal expenses, which could
have an adverse impact on our business, financial condition, results of operations, and liquidity. The U.S. Securities and Exchange Commission, or SEC, also may
suspend or bar issuers from trading securities on U.S. exchanges for violations of the FCPA’s accounting provisions. Any investigation of any potential violations
of the Bribery Act, the FCPA, other anti-corruption laws or Trade Control laws by the United Kingdom, U.S., or other authorities could also have an adverse impact
on our reputation, our business, results of operations, and financial condition.

Our  employees,  independent  contractors,  consultants,  and  vendors  may  engage  in  misconduct  or  other  improper  activities,  including  non-compliance  with
regulatory standards and requirements and insider trading laws, which could cause significant liability for us and harm our reputation.

We are exposed to the risk of fraud or other misconduct by our employees, independent contractors, consultants, and vendors. Misconduct by these partners
could include intentional failures to comply with FDA regulations or similar regulations of comparable foreign regulatory authorities, provide accurate information
to the FDA or comparable foreign regulatory authorities, comply with manufacturing standards, comply with federal and state healthcare fraud and abuse laws and
regulations and similar laws and regulations established and enforced by comparable foreign regulatory authorities, report financial information or data accurately,
or disclose unauthorized activities to us. Employee misconduct could also involve the improper use of information obtained in the course of clinical trials, which
could result in regulatory sanctions and serious harm to our reputation. This could include violations of HIPAA, other U.S. federal and state law, and requirements
of non-U.S. jurisdictions, including the European Union Data Protection Directive. We are also exposed to risks in connection with any insider trading violations
by employees or others affiliated with us. It is not always possible to identify and deter employee misconduct, and the precautions we take to detect and prevent
this activity may not be effective in controlling unknown or unmanaged risks or losses or in protecting us from governmental investigations or other actions or
lawsuits stemming from a failure to be in compliance with such laws, standards, regulations, guidance, or codes of conduct. Furthermore, our employees may, from
time  to  time,  bring  lawsuits  against  us  for  employment  issues,  including  injury,  discrimination,  wage  and  hour  disputes,  sexual  harassment,  hostile  work
environment, or other employment issues. If any such actions are instituted against us, and we are not successful in defending ourselves or asserting our rights,
those actions could have a significant impact on our business and results of operations, including the imposition of significant fines or other sanctions.

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Our  internal  information  technology  systems,  or  those  of  our  third-party  vendors,  contractors,  or  consultants,  may  fail  or  suffer  security  breaches,  loss  or
leakage of data, and other disruptions, which could result in a material disruption of our services, compromise sensitive information related to our business, or
prevent us from accessing critical information, potentially exposing us to liability or otherwise adversely affecting our business.

We are increasingly dependent upon information technology systems, infrastructure, and data to operate our business. In the ordinary course of business, we
collect, store, and transmit confidential information (including but not limited to intellectual property, proprietary business information, and personal information).
It is critical that we do so in a secure manner to maintain the confidentiality and integrity of such confidential information. We also have outsourced elements of our
operations to third parties, and as a result we manage a number of third-party vendors and other contractors and consultants who have access to our confidential
information.

Despite the implementation of security measures, given the size and complexity of our internal information technology systems and those of our third-party
vendors and other contractors and consultants, and the increasing amounts of confidential information that they maintain, our information technology systems are
potentially  vulnerable  to  breakdown  or  other  damage  or  interruption  from  service  interruptions,  system  malfunction,  natural  disasters,  terrorism,  war,  and
telecommunication and electrical failures, as well as security breaches from inadvertent or intentional actions by our employees, third-party vendors, contractors,
consultants,  business  partners,  and/or  other  third  parties,  or  from  cyber-attacks  by  malicious  third  parties  (including  the  deployment  of  harmful  malware,
ransomware, denial-of-service attacks, social engineering, and other means to affect service reliability and threaten the confidentiality, integrity, and availability of
information), which may compromise our system infrastructure, or that of our third-party vendors and other contractors and consultants or lead to data leakage. The
risk  of  a  security  breach  or  disruption,  particularly  through  cyber-attacks  or  cyber  intrusion,  including  by  computer  hackers,  foreign  governments,  and  cyber
terrorists, has generally increased as the number, intensity, and sophistication of attempted attacks and intrusions from around the world have increased. We may
not  be  able  to  anticipate  all  types  of  security  threats,  and  we  may  not  be  able  to  implement  preventive  measures  effective  against  all  such  security  threats.  For
example, third parties have in the past and may in the future illegally pirate our software and make that software publicly available on peer-to-peer file sharing
networks or otherwise. The techniques used by cyber criminals change frequently, may not be recognized until launched, and can originate from a wide variety of
sources, including outside groups such as external service providers, organized crime affiliates, terrorist organizations, or hostile foreign governments or agencies.
To the extent that any disruption or security breach were to result in a loss of, or damage to, our data or applications, or those of our third-party vendors and other
contractors and consultants, or inappropriate disclosure of confidential or proprietary information, we could incur liability and reputational damage and the further
development and commercialization of our software could be delayed. The costs related to significant security breaches or disruptions could be material and exceed
the limits of the cybersecurity insurance we maintain against such risks. If the information technology systems of our third-party vendors and other contractors and
consultants become subject to disruptions or security breaches, we may have insufficient recourse against such third parties and we may have to expend significant
resources to mitigate the impact of such an event, and to develop and implement protections to prevent future events of this nature from occurring.

While  we  have  not  experienced  any  significant  system  failure,  accident,  or  security  breach  to  date,  and  believe  that  our  data  protection  efforts  and  our
investment in information technology reduce the likelihood of such incidents in the future, we cannot assure you that our data protection efforts and our investment
in information technology will prevent significant breakdowns, data leakages, breaches in our systems, or those of our third-party vendors and other contractors and
consultants, or other cyber incidents that could have a material adverse effect upon our reputation, business, operations, or financial condition. For example, if such
an  event  were  to  occur  and  cause  interruptions  in  our  operations,  or  those  of  our  third-party  vendors  and  other  contractors  and  consultants,  it  could  result  in  a
material disruption of our programs and the development of our services and technologies could be delayed. Furthermore, significant disruptions of our internal
information  technology  systems  or  those  of  our  third-party  vendors  and  other  contractors  and  consultants,  or  security  breaches  could  result  in  the  loss,
misappropriation,  and/or  unauthorized  access,  use,  or  disclosure  of,  or  the  prevention  of  access  to,  confidential  information  (including  trade  secrets  or  other
intellectual property, proprietary business information, and personal information), which could result in financial, legal, business, and reputational harm to us. For
example, any such event that leads to unauthorized access, use, or disclosure of personal information, including personal information regarding our customers or
employees, could harm our reputation directly, compel us to comply with federal and/or state breach notification laws and foreign law equivalents, subject us to
mandatory corrective action, and otherwise subject us to liability under laws and regulations that protect the privacy and security of personal information, which
could result in significant legal and financial exposure and reputational damages that could potentially have an adverse effect on our business. Further, sophisticated
cyber attackers (including foreign adversaries engaged in industrial espionage) are skilled at adapting to existing security technology and developing new methods
of  gaining  access  to  organizations’  sensitive  business  data,  which  could  result  in  the  loss  of  sensitive  information,  including  trade  secrets.  Additionally,  actual,
potential, or anticipated attacks may cause us to incur increasing costs, including costs to deploy additional personnel and protection technologies, train employees,
and engage third-party experts and consultants.

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Risks Related to Employee Matters and Managing Growth

Our future success depends on our ability to retain key executives and to attract, retain, and motivate qualified personnel.

We are highly dependent on the research and development, clinical, financial, operational, scientific, software engineering, and other business expertise of
our executive officers, as well as the other principal members of our management, scientific, clinical, and software engineering teams. Although we have entered
into employment agreements with our executive officers, each of them may terminate their employment with us at any time. We do not maintain “key person”
insurance for any of our executives or other employees.

The loss of the services of our executive officers or other key employees could impede the achievement of our development and sales goals in our software
business and the achievement of our research, development, and commercialization objectives in our drug discovery business. In either case, the loss of the services
of our executive officers or other key employees could seriously harm our ability to successfully implement our business strategy. Furthermore, replacing executive
officers and key employees may be difficult and may take an extended period of time because of the limited number of individuals with the breadth of skills and
experience required to successfully develop, gain regulatory approval of, and commercialize products in the life sciences industry.

Recruiting and retaining qualified scientific, clinical, manufacturing, accounting, legal, and sales and marketing personnel, as well as software engineers and
computational  chemists,  will  also  be  critical  to  our  success.  In  the  technology  industry,  there  is  substantial  and  continuous  competition  for  engineers  with  high
levels of expertise in designing, developing, and managing software and related services, as well as competition for sales executives, data scientists, and operations
personnel. Competition to hire these individuals is intense, and we may be unable to hire, train, retain, or motivate these key personnel on acceptable terms given
the competition among numerous biopharmaceutical and technology companies for similar personnel. We also experience competition for the hiring of scientific
and  clinical  personnel  from  universities  and  research  institutions.  In  addition,  we  rely  on  consultants  and  advisors  to  assist  us  in  formulating  our  research  and
development and commercialization strategy and advancing our computational platform. Our consultants and advisors may be employed by employers other than
us  and  may  have  commitments  under  consulting  or  advisory  contracts  with  other  entities  that  may  limit  their  availability  to  us.  If  we  are  unable  to  continue  to
attract and retain high quality personnel, our ability to pursue our growth strategy will be limited and our business would be adversely affected.

We are pursuing multiple business strategies and expect to expand our development and regulatory capabilities, and as a result, we may encounter difficulties
in managing our multiple business units and our growth, which could disrupt our operations.

Currently, we are pursuing multiple business strategies simultaneously, including activities in research and development, software sales, and collaborative
and internal drug discovery. We believe pursuing these multiple business strategies offers financial and operational synergies, but these diversified operations place
increased demands on our limited resources. Furthermore, we have recently experienced, and we expect to continue to experience, significant growth in the number
of our employees and the scope of our operations, particularly in the areas of drug development, clinical and regulatory affairs. To manage our multiple business
units and our ongoing and anticipated future growth, we must continue to implement and improve our managerial, operational and financial systems, expand our
facilities, and continue to recruit and train additional qualified personnel. Due to our limited financial resources and our management team’s limited attention and
limited experience in managing a company with such ongoing and anticipated growth, we may not be able to effectively manage our multiple business units and the
expansion of our operations or recruit and train additional qualified personnel. The expansion of our operations has led to and may continue to lead to significant
costs and may divert our management and business development resources. In addition, in order to meet our obligations as a public company and to support our
anticipated long-term growth, we will need to increase our general and administrative capabilities. Our management, personnel, and systems may not be adequate
to  support  this  future  growth.  Any  inability  to  manage  our  multiple  business  units  and  growth  could  delay  the  execution  of  our  business  plans  or  disrupt  our
operations and the synergies we believe currently exist between our business units. In addition, adverse developments in one of these business units may disrupt
these synergies.

Risks Related to Ownership of Our Common Stock

An active trading market for our common stock may not be sustained.

Our shares of common stock began trading on the Nasdaq Global Select Market on February 6, 2020. Prior to February 6, 2020, there was no public market
for our common stock, and we cannot assure you that an active trading market for our shares will be sustained. As a result, it may be difficult for our stockholders
to sell their shares without depressing the market price of our common stock, or at all.

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Our executive officers, directors, and principal stockholders, if they choose to act together, have the ability to influence all matters submitted to stockholders for
approval.

As  of  February  18,  2022,  our  executive  officers  and  directors  and  our  stockholders  who  beneficially  owned  more  than  5%  of  our  outstanding  common
stock, in the aggregate, beneficially owned shares representing approximately 19.8% of our common stock and all of our limited common stock, or, if the holder of
our limited common stock exercised its right to convert each share of its limited common stock for one share of our common stock, approximately 30.1% of our
common  stock.  As  a  result,  if  these  stockholders  were  to  choose  to  act  together,  they  would  be  able  to  influence  all  matters  submitted  to  our  stockholders  for
approval, as well as our management and affairs. For example, these persons, if they choose to act together, would influence the election of directors and approval
of any merger, consolidation, or sale of all or substantially all of our assets.

This concentration of ownership control may:

•

•

•

delay, defer, or prevent a change in control;

entrench our management and board of directors; or

delay or prevent a merger, consolidation, takeover, or other business combination involving us that other stockholders may desire.

This concentration of ownership may also adversely affect the market price of our common stock.

The price of our common stock is volatile and fluctuates substantially, which could result in substantial losses for our stockholders.

Our stock price has been, and is likely to continue to be volatile. Since our initial public offering in February 2020 and through February 18, 2022, the
intraday price of our common stock has fluctuated from a low of $24.37 to a high of $117.00. As a result of volatility, our stockholders may not be able to sell their
common stock at or above the price paid for the shares. The market price for our common stock may be influenced by many factors, including:

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our investment in, and the success of, our software solutions;

the success of our research and development efforts for our internal drug discovery programs;

initiation and progress of preclinical studies and clinical trials for any product candidates that we may develop;

results of or developments in preclinical studies and clinical trials of any product candidates we may develop or those of our competitors or potential
collaborators;

the success of our drug discovery collaborators and any milestone or other payments we receive from such collaborators;

the success of competitive products or technologies;

regulatory or legal developments in the United States and other countries;

the recruitment or departure of key personnel;

variations in our financial results or the financial results of companies that are perceived to be similar to us;

guidance or announcements by us with respect to our anticipated financial or operational performance;

sales of common stock by us, our executive officers, directors or principal stockholders, or others, or the anticipation of such sales;

market conditions in the biopharmaceutical sector;

general economic, industry, and market conditions;

the societal and economic impact of public health epidemics, such as the ongoing COVID-19 pandemic; and

the other factors described in this “Risk Factors” section.

In the past, following periods of volatility in the market price of a company’s securities, securities class-action litigation has often been instituted against
that  company.  Any  lawsuit  to  which  we  are  a  party,  with  or  without  merit,  may  result  in  an  unfavorable  judgment.  We  also  may  decide  to  settle  lawsuits  on
unfavorable  terms.  Any  such  negative  outcome  could  result  in  payments  of  substantial  damages  or  fines,  damage  to  our  reputation,  or  adverse  changes  to  our
offerings  or  business  practices.  Such  litigation  may  also  cause  us  to  incur  other  substantial  costs  to  defend  such  claims  and  divert  management’s  attention  and
resources.

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Our actual operating results may differ significantly from our guidance.

We have released, and may in the future release, guidance in our annual or quarterly earnings conference calls, annual or quarterly earnings releases, or
otherwise, regarding our future performance that represents our management’s estimates as of the date of such guidance. Our guidance, which includes forward-
looking statements, is based on projections prepared by our management. Neither our registered public accountants nor any other independent expert or outside
party compiles or examines the projections. Accordingly, no such person expresses any opinion or any other form of assurance with respect to the projections.

Projections  are  based  upon  a  number  of  assumptions  and  estimates  that,  while  presented  with  numerical  specificity,  are  inherently  subject  to  significant
business, economic, and competitive uncertainties and contingencies, many of which are beyond our control and are based upon specific assumptions with respect
to future business decisions, some of which will change. The principal reason that we have released, and would continue to release, guidance is to provide a basis
for our management to discuss our business outlook with analysts and investors. We do not accept any responsibility for any projections or reports published by any
such third parties.

Guidance is necessarily speculative in nature, and it can be expected that some or all of the assumptions underlying any guidance furnished by us will not
materialize or will vary significantly from actual results. Accordingly, our guidance is only an estimate of what management believes is realizable as of the date of
release. Actual results may vary from our guidance and the variations may be material.

We and our collaborators may not achieve projected discovery and development milestones and other anticipated key events in the time frames that we or they
announce, which could have an adverse impact on our business and could cause our stock price to decline.

From  time  to  time,  we  expect  that  we  will  make  public  statements  regarding  the  expected  timing  of  certain  milestones  and  key  events,  such  as  the
commencement and completion of preclinical and IND-enabling studies in our internal drug discovery programs as well developments and milestones under our
collaborations. Morphic has also made public statements regarding its expectations for the development of programs under collaboration with us and they and other
collaborators may in the future make additional statements about their goals and expectations for collaborations with us. The actual timing of these events can vary
dramatically  due  to  a  number  of  factors  such  as  delays  or  failures  in  our  or  our  current  and  future  collaborators’  drug  discovery  and  development  programs,
including  as  a  result  of  COVID-19,  the  amount  of  time,  effort,  and  resources  committed  by  us  and  our  current  and  future  collaborators,  and  the  numerous
uncertainties inherent in the development of drugs. As a result, there can be no assurance that our or our current and future collaborators’ programs will advance or
be completed in the time frames we or they announce or expect. If we or any collaborators fail to achieve one or more of these milestones or other key events as
planned, our business could be materially adversely affected and the price of our common stock could decline.

If securities analysts do not publish or cease publishing research or reports or publish misleading, inaccurate or unfavorable research about our business or if
they publish negative evaluations of our stock, the price and trading volume of our stock could decline.

The market price and trading volume for our common stock relies, in part, on the research and reports that industry or financial analysts publish about us or
our business. We do not have control over these analysts. There can be no assurance that existing analysts will continue to cover us or that new analysts will begin
to cover us. There is also no assurance that any covering analyst will provide favorable coverage. Although we have obtained analyst coverage, if one or more of
the analysts covering our business downgrade their evaluations of our stock or publish inaccurate or unfavorable research about our business, or provides more
favorable relative recommendations about our competitors, the price of our stock could decline. If one or more of these analysts cease to cover our stock, we could
lose visibility in the market for our stock, which in turn could cause our stock price and trading volume to decline.

We have broad discretion in the use of our cash, cash equivalents, and marketable securities and may not use them effectively.

Our management will have broad discretion in the application of our cash, cash equivalents, and marketable securities and could use such funds in ways that
do  not  improve  our  results  of  operations  or  enhance  the  value  of  our  common  stock  or  in  ways  that  our  stockholders  may  not  agree  with.  The  failure  by  our
management to apply these funds effectively could harm our business, financial condition, results of operations, and prospects and could cause the price of our
common stock to decline.

Because we do not anticipate paying any cash dividends on our common stock in the foreseeable future, capital appreciation, if any, will be the sole source of
gain for our stockholders.

We have never declared or paid cash dividends on our common stock. We currently intend to retain all of our future earnings to fund the development and
expansion of our business. Any determination to pay dividends in the future will be at the discretion of our board of directors. As a result, capital appreciation of
our common stock, if any, will be the sole source of gain for our stockholders for the foreseeable future.

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Sales of a substantial number of shares of our common stock in the public market could cause the market price of our common stock to drop significantly, even
if our business is doing well.

Sales of a substantial number of shares of our common stock in the public market, or the perception in the market that the holders of a large number of
shares intend to sell shares, could reduce the market price of our common stock, impair our ability to raise capital through the sale of additional equity securities,
and  make  it  more  difficult  for  our  stockholders  to  sell  their  common  stock  at  a  time  and  price  that  they  deem  appropriate.  As  of  February  18,  2022,  we  had
outstanding 61,873,343 shares of common stock and 9,164,193 shares of limited common stock. All of our outstanding shares of common stock, including shares
of common stock issuable upon the conversion of shares of our limited common stock, are available for sale in the public market, subject only to the restrictions of
Rule 144 under the Securities Act in the case of our affiliates. In addition, certain of our executive officers, directors and affiliated stockholders have entered or
may  enter  into  Rule  10b5-1  plans  providing  for  sales  of  shares  of  our  common  stock  from  time  to  time.  Under  a  Rule  10b5-1  plan,  a  broker  executes  trades
pursuant  to  parameters  established  by  the  executive  officer,  director  or  affiliated  stockholder  when  entering  into  the  plan,  without  further  direction  from  the
executive officer, director or affiliated stockholder. A Rule 10b5-1 plan may be amended or terminated in some circumstances. Our executive officers, directors and
affiliated stockholders also may buy or sell additional shares outside of a Rule 10b5-1 plan when they are not in possession of material, nonpublic information.

We have also filed a universal shelf registration statement on Form S-3 which allows us to offer and sell an indeterminate number of shares of common
stock, preferred stock, depositary shares or warrants, or an indeterminate principal amount of debt securities, from time to time pursuant to one or more offerings at
prices and terms to be determined at the time of the sale.   Moreover, certain holders of our common stock and our limited common stock have rights, subject to
specified  conditions,  to  include  their  shares  in  registration  statements  that  we  may  file  for  ourselves  or  other  stockholders  and  may  require  us  to  file  Form  S-3
registration statements covering their shares.

We also have filed registration statements on Forms S-8 to register shares of common stock that we may issue under our equity compensation plans. Shares
registered  under  the  registration  statement  on  Form  S-8  are  available  for  sale  in  the  public  market  upon  issuance,  subject  to  volume  limitations  applicable  to
affiliates, vesting arrangements and exercise of options.

We have incurred and will continue to incur increased costs as a result of operating as a public company, and our management has devoted and will continue
to be required to devote substantial time to new compliance initiatives and corporate governance practices.

As  a  public  company,  we  have  incurred  and  will  continue  to  incur  significant  legal,  accounting,  and  other  expenses  that  we  did  not  incur  as  a  private
company, which we expect to further increase now that we are no longer an emerging growth company. The Exchange Act, Sarbanes-Oxley Act of 2002, the Dodd-
Frank Wall Street Reform and Consumer Protection Act, the listing requirements of Nasdaq, and other applicable securities rules and regulations impose various
requirements on public companies, including establishment and maintenance of effective disclosure and financial controls and corporate governance practices. Our
management and other personnel devote and will need to continue to devote a substantial amount of time and resources to these compliance initiatives, potentially
at  the  expense  of  other  business  concerns,  which  could  harm  our  business,  financial  condition,  results  of  operations,  and  prospects.  Moreover,  these  rules  and
regulations will increase our legal and financial compliance costs, and will make some activities more time-consuming and costly compared to when we were a
private company.

We are evaluating these rules and regulations, and cannot predict or estimate the amount of additional costs we may incur or the timing of such costs. These
rules and regulations are often subject to varying interpretations, in many cases due to their lack of specificity, and, as a result, their application in practice may
evolve over time as new guidance is provided by regulatory and governing bodies. This could result in continuing uncertainty regarding compliance matters and
higher costs necessitated by ongoing revisions to disclosure and governance practices.

As a result of becoming a public company, we are obligated to develop and maintain proper and effective internal control over financial reporting. Any
failure to maintain the adequacy of these internal controls may adversely affect investor confidence in our company and, as a result, the value of our common
stock.

Pursuant to Section 404 of the Sarbanes-Oxley Act, we are required to furnish a report by our management on our internal control over financial reporting
on an annual basis. This assessment will need to include disclosure of any material weaknesses identified by our management in our internal control over financial
reporting. Pursuant to Section 404, we are also required to have our independent registered public accounting firm issue an opinion on the effectiveness of our
internal control over financial reporting on an annual basis beginning with this Annual Report.

During our evaluation of our internal control, if we identify one or more material weaknesses in our internal control over financial reporting, we will be
unable  to  assert  that  our  internal  control  over  financial  reporting  is  effective.  In  addition,  if  we  have  an  unremediated  material  weakness,  we  would  receive  an
adverse opinion regarding our internal control over financial reporting from our independent registered public accounting firm. We cannot assure you that there will
not be material weaknesses or significant

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deficiencies in our internal control over financial reporting in the future. Any failure to maintain internal control over financial reporting could severely inhibit our
ability  to  accurately  report  our  financial  condition,  or  results  of  operations.  If  we  are  unable  to  conclude  that  our  internal  control  over  financial  reporting  is
effective, or if our independent registered public accounting firm determines we have a material weakness in our internal control over financial reporting, we could
lose investor confidence in the accuracy and completeness of our financial reports, the market price of shares of our common stock could decline, and we could be
subject to sanctions or investigations by Nasdaq, the SEC, or other regulatory authorities. Failure to remedy any material weakness in our internal control over
financial reporting, or to implement or maintain other effective control systems required of public companies, could also restrict our future access to the capital
markets.

Our disclosure controls and procedures may not prevent or detect all errors or acts of fraud.

As  a  public  company,  we  are  subject  to  certain  reporting  requirements  of  the  Exchange  Act.  Our  disclosure  controls  and  procedures  are  designed  to
reasonably  assure  that  information  required  to  be  disclosed  by  us  in  reports  we  file  or  submit  under  the  Exchange  Act  is  accumulated  and  communicated  to
management, recorded, processed, summarized, and reported within the time periods specified in the rules and forms of the SEC. We believe that any disclosure
controls and procedures or internal controls and procedures, no matter how well conceived and operated, can provide only reasonable, not absolute, assurance that
the objectives of the control system are met. These inherent limitations include the realities that judgments in decision-making can be faulty, and that breakdowns
can  occur  because  of  simple  error  or  mistake.  Additionally,  controls  can  be  circumvented  by  the  individual  acts  of  some  persons,  by  collusion  of  two  or  more
people  or  by  an  unauthorized  override  of  the  controls.  Accordingly,  because  of  the  inherent  limitations  in  our  control  system,  misstatements  or  insufficient
disclosures due to error or fraud may occur and not be detected.

Provisions  in  our  corporate  charter  documents  and  under  Delaware  law  could  make  an  acquisition  of  our  company,  which  may  be  beneficial  to  our
stockholders, more difficult and may prevent attempts by our stockholders to replace or remove our current directors and members of management.

Provisions  in  our  certificate  of  incorporation  and  our  bylaws  may  discourage,  delay,  or  prevent  a  merger,  acquisition,  or  other  change  in  control  of  our
company  that  stockholders  may  consider  favorable,  including  transactions  in  which  stockholders  might  otherwise  receive  a  premium  for  their  shares.  These
provisions could also limit the price that investors might be willing to pay in the future for shares of our common stock, thereby depressing the market price of our
common stock. In addition, because our board of directors is responsible for appointing the members of our management team, these provisions may frustrate or
prevent any attempts by our stockholders to replace or remove our current management by making it more difficult for stockholders to replace members of our
board of directors. Among other things, these provisions:

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establish a classified board of directors such that only one of three classes of directors is elected each year;

allow the authorized number of our directors to be changed only by resolution of our board of directors;

limit the manner in which stockholders can remove directors from our board of directors;

establish  advance  notice  requirements  for  stockholder  proposals  that  can  be  acted  on  at  stockholder  meetings  and  nominations  to  our  board  of
directors;

require that stockholder actions must be effected at a duly called stockholder meeting and prohibit actions by our stockholders by written consent;

limit who may call stockholder meetings to the board of directors or to the secretary at the request of the holders of at least 25% of the outstanding
shares of our common stock and limited common stock; and

authorize our board of directors to issue preferred stock without stockholder approval, which could be used to institute a “poison pill” that would work
to dilute the stock ownership of a potential hostile acquirer, effectively preventing acquisitions that have not been approved by our board of directors.

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Moreover, because we are incorporated in Delaware, we are governed by the provisions of Section 203 of the Delaware General Corporation Law, or the
DGCL, which prohibits a person who owns in excess of 15% of our outstanding voting stock from merging or combining with us for a period of three years after
the  date  of  the  transaction  in  which  the  person  acquired  in  excess  of  15%  of  our  outstanding  voting  stock,  unless  the  merger  or  combination  is  approved  in  a
prescribed manner.

Our certificate of incorporation designates the state courts in the State of Delaware as the sole and exclusive forum for certain types of actions and proceedings
that may be initiated by our stockholders, which could discourage lawsuits against the company and our directors, officers, and employees.

Our certificate of incorporation provides that, unless we consent in writing to the selection of an alternative forum, the Court of Chancery of the State of
Delaware (or, if the Court of Chancery of the State of Delaware does not have jurisdiction, the federal district court for the District of Delaware) will be the sole
and exclusive forum for: (1) any derivative action or proceeding brought on our behalf, (2) any action asserting a claim of breach of a fiduciary duty owed by any
of our directors, officers, employees or stockholders to our company or our stockholders, (3) any action asserting a claim arising pursuant to any provision of the
DGCL or as to which the DGCL confers jurisdiction on the Court of Chancery of the State of Delaware or (4) any action asserting a claim arising pursuant to any
provision of our certificate of incorporation or bylaws (in each case, as they may be amended from time to time) or governed by the internal affairs doctrine. These
choice of forum provisions will not apply to suits brought to enforce a duty or liability created by the Securities Act of 1933, as amended, the Exchange Act or any
other claim for which federal courts have exclusive jurisdiction.

This  exclusive  forum  provision  may  limit  the  ability  of  our  stockholders  to  bring  a  claim  in  a  judicial  forum  that  such  stockholders  find  favorable  for
disputes with us or our directors, officers, or employees, which may discourage such lawsuits against us and our directors, officers, and employees. Alternatively, if
a  court  were  to  find  the  choice  of  forum  provision  contained  in  our  certificate  of  incorporation  to  be  inapplicable  or  unenforceable  in  an  action,  we  may  incur
additional costs associated with resolving such action in other jurisdictions, which could materially adversely affect our business, financial condition, and operating
results.

Item 1B. Unresolved Staff Comments.

None.

Item 2. Properties.

Our principal facilities consist of office space. We occupy approximately 109,000 square feet of office space in New York, New York under a lease that
currently expires in December 2037. We also occupy approximately 35,000 square feet of office space in Portland, Oregon under a lease that currently expires in
September 2026, and we lease additional office space at our other office locations around the world. We believe our facilities are adequate and suitable for our
current needs and that should it be needed, suitable additional or alternative space will be available to accommodate our operations.

Item 3. Legal Proceedings.

From time to time, we may become involved in legal proceedings arising in the ordinary course of our business. We are not currently subject to any material

legal proceedings.

Item 4. Mine Safety Disclosures.

Not applicable.

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PART II

Item 5. Market for Registrant’s Common Equity, Related Stockholder Matters and Issuer Purchases of Equity Securities

Market Information

Our common stock has been publicly traded on the Nasdaq Global Select Market under the symbol “SDGR” since February 6, 2020. Prior to that date, there

was no public market for our common stock. Our limited common stock is not listed or traded on any stock exchange.

Performance Graph

The following performance graph related information shall not be deemed to be “soliciting material” or to be “filed” with the Securities and Exchange

Commission for purposes of Section 18 of the Securities Exchange Act of 1934, as amended, or the Exchange Act, or otherwise subject to the liabilities under that
Section, nor shall such information be incorporated by reference into any future filing under the Exchange Act or the Securities Act of 1933, as amended, or the
Securities Act, except to the extent that we specifically incorporate it by reference into such filing.

The following graph compares the cumulative total return on our common stock with the cumulative total return of the Nasdaq composite and the Nasdaq

Biotechnology Index from February 6, 2020 (the first date that shares of our common stock were publicly traded on the Nasdaq Global Select Market) through
December 31, 2021. The graph assumes an investment of $100 on February 6, 2020, in each of the foregoing indices and in our common stock. Data for each of the
indices and our common stock assumes that all dividends were reinvested on the day of issuance, if any. The comparisons are not intended to forecast or be
indicative of future performance of our common stock.

Holders of Record

As of February 18, 2022, there were approximately 120 holders of record of our common stock and one holder of record of our limited common stock. The
actual number of stockholders is greater than this number of holders of record and includes stockholders who are beneficial owners but whose shares are held in
street name by brokers and other nominees. This number of holders of record also does not include stockholders whose shares may be held in trust by other entities.

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Dividends

We have never declared or paid cash dividends on our common stock or our limited common stock. We currently intend to retain all available funds and any
future earnings to fund the development and expansion of our business and we do not anticipate paying any cash dividends in the foreseeable future. Any future
determination  to  declare  and  pay  dividends  will  be  made  at  the  discretion  of  our  board  of  directors  and  will  depend  on  then-existing  conditions,  including  our
results  of  operations,  financial  condition,  contractual  restrictions,  capital  requirements,  business  prospects,  and  other  factors  our  board  of  directors  may  deem
relevant.

Use of Proceeds

On February 5, 2020, our registration statement on Form S-1, as amended (File No. 333-235890) was declared effective by the SEC in connection with our
initial public offering of common stock, pursuant to which we issued and sold on February 10, 2020, 13,664,704 shares of our common stock at a public offering
price  of  $17.00  per  share,  including  1,782,352  additional  shares  of  common  stock  issued  upon  the  full  exercise  by  the  underwriters  of  their  option  to  purchase
additional shares, for total gross proceeds of $232.3 million. On February 10, 2020, we received net proceeds of $209.6 million, after deducting $16.3 million in
underwriting discounts and commissions and $6.4 million in estimated offering expenses borne by us.

There has been no material change in the planned use of proceeds from our initial public offering from that described in the final prospectus related to the

offering, dated February 5, 2020, as filed with the SEC on February 6, 2020.

Recent Sales of Unregistered Securities

Not applicable.

Issuer Purchases of Equity Securities

Not applicable.

Item 6. [Reserved.]

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Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations.

You  should  read  the  following  discussion  and  analysis  of  our  financial  condition  and  results  of  operations  together  with  our  consolidated  financial
statements and related notes appearing elsewhere in this Annual Report. Some of the information contained in this discussion and analysis or set forth elsewhere in
this Annual Report, including information with respect to our plans and strategy for our business and related financing, includes forward-looking statements that
involve risks and uncertainties. As a result of many factors, including those factors set forth in “Risk Factors” of this Annual Report, our actual results could differ
materially from the results described in or implied by the forward-looking statements contained in the following discussion and analysis. For further information
regarding our forward-looking statements, see “Cautionary Note Regarding Forward-Looking Statements” in this Annual Report.

Overview

We  are  transforming  the  way  therapeutics  and  materials  are  discovered.  Our  differentiated,  physics-based  software  platform  enables  discovery  of  high-
quality, novel molecules for drug development and materials applications more rapidly, at lower cost, and with, we believe, a higher likelihood of success compared
to traditional methods. Our software platform is used by biopharmaceutical and industrial companies, academic institutions, and government laboratories around
the world. Our multidisciplinary drug discovery team also leverages our software platform to advance collaborative drug discovery and development programs and
our own pipeline of novel therapeutics to address unmet medical needs.

Since  our  founding,  we  have  been  primarily  focused  on  developing  our  computational  platform,  which  is  capable  of  predicting  critical  properties  of
molecules with a high degree of accuracy, as well as advancing drug discovery programs both with our collaborators and internally. We have devoted substantially
all  of  our  resources  to  introducing  new  capabilities  and  refining  our  software,  conducting  research  and  development  activities,  recruiting  skilled  personnel,  and
providing general and administrative support for these operations.

We are using our computational platform for both collaborative and internal drug discovery programs. Over the last decade, we have entered into a number
of  collaborations  with  biopharmaceutical  companies  that  have  provided  us  with  significant  income  and  have  the  potential  to  produce  additional  milestone
payments,  option  fees,  and  future  royalties.  Furthermore,  in  mid-2018,  we  launched  a  pipeline  of  internal,  wholly-owned  programs.  We  continue  to  advance
multiple  internal  programs  through  investigational  new  drug,  or  IND,  -enabling  studies.  We  expect  to  submit  an  IND  application  to  the  U.S.  Food  and  Drug
Administration, or FDA, for our MALT1 program in the first half of 2022, subject to receiving regulatory clearance, we expect to initiate a Phase 1 clinical trial of
our MALT1 inhibitor in patients with relapsed and resistant lymphoma in the second half of 2022. We also plan to submit IND applications to the FDA for our
CDC7  program  in  early  2023  and  our  WEE1  program  in  2023,  subject  to  favorable  data  from  IND-enabling  studies.  In  addition,  we  plan  to  initiate  a  Phase  1
clinical trial of our CDC7 inhibitor in 2023, subject to receipt of regulatory clearance.

We  have  funded  our  operations  to  date  principally  from  the  sale  of  our  equity  securities,  including  our  initial  public  offering  and  our  follow-on  public
offering, and to a lesser extent, from sales of our software solutions and from upfront payments, research funding and milestone payments from our drug discovery
collaborations, and from distributions on account of, or proceeds from the sale of, our equity stakes in our collaborators.

We  currently  conduct  our  operations  through  two  reportable  segments:  software  and  drug  discovery.  The  software  segment  is  focused  on  selling  our
software  to  transform  drug  discovery  across  the  life  sciences  industry,  as  well  as  to  customers  in  materials  science  industries.  The  drug  discovery  segment  is
focused on generating revenue from a diverse portfolio of preclinical and clinical programs, internally and through collaborations, that have advanced to various
stages of discovery and development.

Our software segment generates revenue from software product licenses, hosted software subscriptions, software maintenance, professional services, and
contributions. The revenue we generate through our software solutions from each of our customers varies largely depending on the number of software licenses our
customers purchase from us. The licenses that our customers purchase from us provide them the ability to perform a certain number of calculations used in the
design of molecules for drug discovery or materials science. We deliver our software through either (i) a product license that permits our customers to install the
software solution directly on their own in-house hardware and use it for a specified term, or (ii) a subscription that allows our customers to access our cloud-based
software solution on their own hardware without taking control of licenses.

We  currently  generate  drug  discovery  revenue  from  our  collaborations,  including  upfront  payments,  research  funding  payments  and  discovery  and
development  milestones.  In  the  future,  we  may  also  derive  drug  discovery  revenue  from  our  collaborations  from  option  fees,  the  achievement  of  commercial
milestones, and royalties on commercial drug sales. In addition to revenue from our

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collaborations, we may also derive drug discovery revenue from collaborating on or out-licensing our internal drug discovery programs when we believe it will
help maximize the commercial potential of the program. In November 2020, we entered into an exclusive, worldwide collaboration and license agreement with
Bristol-Myers  Squibb  Company,  or  BMS,  pursuant  to  which  we  and  BMS  agreed  to  collaborate  in  the  discovery,  research  and  development  of  small  molecule
compounds  for  biological  targets  in  the  oncology,  neurology  and  immunology  therapeutic  areas.  The  initial  collaboration  targets  included  HIF-2  alpha  and
SOS1/KRAS, which were two of our internal pipeline programs. In November 2021, we and BMS mutually agreed to replace the HIF-2 alpha target with another
precision oncology target. Following the replacement election, all rights to the HIF-2 alpha target program reverted to us. Under the terms of the agreement, we
received an upfront payment of $55.0 million, and we are eligible to receive up to $2.7 billion in total milestone payments across all potential targets, as well as a
tiered percentage royalty on net sales of each product commercialized by BMS ranging from mid-single digits to low-double digits, subject to certain specified
reductions. See “Business—Collaboration Agreement with Bristol-Myers Squibb Company” for additional information relating to this agreement.

In August 2021, we entered into a global discovery, development and commercialization collaboration with Zai Lab Limited focused on a novel program in
oncology targeting DNA damage response. Under the terms of the agreement, we are entitled to receive an upfront payment to help fund our share of research
costs, and if we elect to co-fund clinical development of a product candidate under the collaboration, we will be entitled to receive 50% of any profits from the
commercialization  of  an  approved  therapeutic  in  the  United  States.  We  are  also  eligible  to  receive  up  to  approximately  $338  million  in  preclinical,  clinical,
regulatory and sales-based milestone payments from Zai Lab Limited for any product candidate developed under the collaboration, and we are entitled to receive
tiered royalties on net sales outside the United States.

We generated revenue of $137.9 million, $108.1 million, and $85.5 million in 2021, 2020, and 2019, respectively, representing year-over-year growth of
28%  and  26%,  respectively.  Our  net  loss  was  $101.2  million,  $26.6  million,  and  $25.7  million  for  the  years  ended  December  31,  2021,  2020,  and  2019,
respectively.

Business Impact of COVID-19 Pandemic

In order to safeguard the health of our employees in light of the COVID-19 pandemic, in early March 2020 we implemented a company-wide work-from-
home policy. Beginning in June 2020, we began limited re-openings of certain of our offices in the United States and abroad. Our re-openings are being conducted
on a limited basis and are voluntary for all of our employees. We have continued to phase-in the re-opening of our offices as our management and federal, state, or
local authorities advise, and we may take further actions that alter our operations as may be required by federal, state, or local authorities, or which we determine
are in our best interests.

We did not see material impacts to our business from the COVID-19 pandemic during 2021. While we do not expect the COVID-19 pandemic to have
future material impacts on our business, the full extent of the future impact will depend on many factors outside of our control, including, without limitation, the
extent, trajectory and duration of the COVID-19 pandemic, the development, availability and distribution of effective treatments and vaccines, the imposition of
protective public safety measures, the emergence of new strains and variants of COVID-19 and the effectiveness of vaccines against such strains and variants, and
the  impact  of  the  COVID-19  pandemic  on  the  global  economy.  For  instance,  with  respect  to  our  software  business,  some  of  our  customers  may  experience
increasing  budgetary  pressures  as  a  result  of  downturns  or  uncertainty  in  their  respective  businesses,  which  may  cause  them  to  delay  or  reduce  purchases.  In
addition, due to the restrictions related to COVID-19, our sales force has limited in-person interactions, and their ability to attend events that promote and expand
knowledge of our company and platform, including industry conferences and events, has been hampered. Relative to our and our collaborators’ drug discovery
programs, the COVID-19 pandemic could delay the progress of certain programs, particularly ones that are in preclinical studies and clinical trials. Such COVID-
19-related delays may result in disruptions in current and future IND-enabling studies and clinical trials, manufacturing disruptions, trial site disruptions and impact
the ability to obtain necessary institutional review board, or IRB, institutional biosafety committee, or IBC, or other necessary site approvals. For example, our
contract  manufacturing  organizations,  or  CMOs,  and  our  contract  research  organizations,  or  CROs,  have  experienced  reductions  in  the  capacity  to  undertake
research-scale production and delays in executing some preclinical studies, including our IND-enabling studies for our CDC7 program. We now expect to submit
the IND application to the FDA for our CDC7 program in early 2023 and to initiate a Phase 1 clinical trial in 2023. Such reductions could cause disruptions related
to  our  current  and  future  IND-enabling  studies  and  clinical  trials  arising  from  delays  in  preclinical  studies,  manufacturing  disruptions,  and  the  ability  to  obtain
necessary institutional review board, or IRB, institutional biosafety committee, or IBC, or other necessary site approvals, as well as other delays at clinical trial
sites. We, together with our CMOs and CROs, are closely monitoring the impact of the COVID-19 pandemic on these operations. Furthermore, if our collaborators
experience similar delays with their drug discovery and development programs, that could delay our achievement of milestones and related revenue. While there
remains uncertainty about the extent of the effect of the COVID-19 pandemic, we do not envision a long-term impact from the COVID-19 pandemic on our ability
to execute on our strategy.

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Management  is  actively  monitoring  the  COVID-19  pandemic  and  its  possible  effects  on  our  financial  condition,  liquidity,  operations,  customers,
contractors, and workforce. For additional information on risks posed by the COVID-19 pandemic, please see “Risk Factors – Risks Related to Our Operations – A
widespread outbreak of an illness or other health issue, such as the COVID-19 pandemic, could negatively affect various aspects of our business and make it more
difficult to meet our obligations to our customers, and could result in reduced demand from our customers as well as delays in our drug discovery and development
programs,” included elsewhere in this Annual Report.

In  response  to  the  COVID-19  pandemic,  we  have  joined  a  multi-company  philanthropic  effort  to  discover  and  develop  novel  small-molecule  antiviral
therapeutics to address COVID-19. The intent of the alliance, which to date also includes Takeda Pharmaceutical Company Limited, Novartis AG, Alphabet, Inc.,
Gilead Sciences, Inc., and WuXi AppTec, Inc., is to make any discoveries from this alliance available to the public. There is no expectation that this effort will
generate revenue for any of the companies involved in the alliance, including us.

Key Factors Affecting Our Performance

Ability to drive additional revenue from our software solutions from existing customers

Our large existing base of customers represents a significant opportunity for us to expand our revenue through increased utilization of our software. The
revenue that we generate through our software solutions from each of our customers varies depending on the number of licenses for each software solution that
each customer purchases from us. Accordingly, we work with our customers to improve their experience and increase the utility of our platform in order to expand
the  scale  at  which  they  deploy  our  platform  in  their  business.  Biopharmaceutical  companies  are  increasingly  adopting  our  software  at  a  larger  scale,  and  we
anticipate that this scaling-up will drive future revenue growth. Our ability to expand within our customer base is demonstrated by the increasing number of our
customers with an annual contract value, or ACV, of over $100,000. We had 190, 153, and 131 of these customers for the years ended December 31, 2021, 2020,
and 2019, respectively. This subset of customers represented approximately 80%, 79%, and 78% of our total ACV for the years ended December 31, 2021, 2020,
and 2019, respectively. In addition, we had 15, 16, and 10 customers with an ACV of over $1.0 million for the years ended December 31, 2021, 2020, and 2019,
respectively.

With respect to contracts that have a duration of one year or less, or contracts of more than one year in duration that are billed annually, we define ACV as
the contract value billed during the applicable period. For contracts with a duration of more than one year that are billed upfront, ACV in each period represents the
total  billed  contract  value  divided  by  the  term.  ACV  should  be  viewed  independently  of  revenue  and  does  not  represent  revenue  calculated  in  accordance  with
generally accepted accounting principles in the United States, or U.S. GAAP, on an annualized basis, as it is an operating metric that can be impacted by contract
execution start and end dates and renewal rates. ACV is not intended to be a replacement for, or forecast of, revenue. Our ACV was $112.1 million, $92.1 million,
and $75.6 million for the years ended December 31, 2021, 2020, and 2019, respectively.

Another important driver of our ability to expand our customer relationships is the retention of our customers with an ACV over $100,000. For the year
ended December 31, 2021, our year-over-year customer retention rate for such customers was 98% and was 96% or higher for each of the previous eight fiscal
years. We calculate year-over-year customer retention for our customers with an ACV over $100,000 by starting with the number of such customers we had in the
previous fiscal year. We then calculate how many of these customers were active customers in the current fiscal year. We then divide this number by the number of
customers with an ACV over $100,000 we had in the previous fiscal year to arrive at the year-over-year customer retention rate for such customers. We intend to
leverage our existing relationships with our customers to drive larger-scale adoption of our software solutions. If we are unable to continue to increase revenue
from existing customers, our financial performance will be adversely impacted.

Ability to increase our customer base for our software solutions

We believe that we have significant opportunity to continue to increase the number of customers who use our solutions. We had 1,647, 1,463, and 1,266
active customers for the years ended December 31, 2021, 2020, and 2019, respectively. We define the number of active customers as the number of customers who
had an ACV of at least $1,000 in the fiscal year. We use $1,000 as a threshold for defining our active customers as this amount will generally exclude customers
who only license our PyMOL software, which is our open-source molecular visualization system broadly available at low cost.

While we have significantly penetrated the pharmaceutical industry, with all of the top 20 pharmaceutical companies, measured by 2020 revenue, licensing
our  software  in  2021,  our  strategy  is  to  grow  our  customer  base.  We  believe  there  remains  a  large  opportunity  for  growth  as  there  are  thousands  of
biopharmaceutical companies that could benefit from our solutions. Additionally, since the physics underlying the properties of drug molecules and materials is the
same, we have been able to extend our computational platform to materials science applications in fields such as aerospace, energy, semiconductors, and electronic
displays.

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We sell our software solutions to a growing number of materials science customers, and we believe materials science industries are only beginning to recognize the
potential of computational methods. We continue to promote the education and recognition of our computational platform across industries. As part of our strategy,
we have driven the adoption of our software by researchers, and we had more than 1,714 academic institutions across the world using our software in 2021. We
believe that by introducing the benefits of our computational software at the academic stage, we will drive brand awareness and expand the use of our platform to
industries that have historically relied on traditional methods for discovery of molecules. Our ability to continue to grow our customer base is dependent upon our
ability  to  educate  the  market  and  support  the  business  through  investment  in  our  sales  and  marketing  efforts  and  the  ongoing  enhancement  of  our  software
solutions.

Advancement of our collaborations

We have entered into a number of collaborations with various biopharmaceutical companies to advance drug discovery. We will seek to enter into additional
collaboration agreements, driven by the synergies we expect to achieve between our platform and the capabilities and expertise of our potential collaborators. We
believe that our collaborations will be a significant driver of value for us in the form of equity stakes, research fees, preclinical, clinical, and commercial milestone
payments, and option fees, as well as royalties on any potential future sales of products, if approved. We continue to work with our current collaborators to advance
existing  programs  through  discovery  research  stages  and  initiate  additional  programs.  However,  we  do  not  generally  exercise  control  over  the  development
programs of our collaborators and often rely on decisions of the management of such companies with respect to clinical development and commercialization. Our
ability  to  continue  to  derive  value  from  our  collaborations  will  be  driven  by  both  our  capability  to  make  progress  in  these  programs  as  well  as  whether  our
collaborators successfully advance such programs beyond the discovery stage.

Ability to develop and expand our internal proprietary drug discovery pipeline

We are advancing our pipeline of internal drug discovery programs through extensive application of our software platform. Our initial programs are focused
on discovering and developing inhibitors for targets in DNA damage response pathways and genetically defined cancers. Since then, we have expanded into other
therapeutic areas, including in the areas of immunology and neurology. We continue to advance multiple internal programs through investigational new drug, or
IND, -enabling studies. We expect to submit an IND application for our MALT1 program in the first half of 2022, and subject to receiving regulatory clearance, we
expect  to  initiate  a  Phase  1  clinical  trial  of  our  MALT1  inhibitor  in  patients  with  relapsed  and  resistant  lymphoma  in  the  second  half  of  2022.  We  also  plan  to
submit IND applications to the FDA for our CDC7 program in early 2023 and our WEE1 program in 2023, subject to favorable data from IND-enabling studies. In
addition, we plan to initiate a Phase 1 clinical trial of our CDC7 inhibitor in 2023, subject to receipt of regulatory clearance. As we progress these programs, we
will strategically evaluate on a program-by-program basis entering into preclinical and clinical development ourselves, entering into collaborations, or out-licensing
programs to maximize commercial opportunities. As part of this strategy, in November 2020, we entered into an exclusive, worldwide collaboration and license
agreement with BMS pursuant to which we and BMS agreed to collaborate in the discovery, research and development of small molecule compounds for biological
targets  in  the  oncology,  neurology  and  immunology  therapeutic  areas.  Furthermore,  in  August  2021,  we  entered  into  a  global  discovery,  development  and
commercialization  collaboration  with  Zai  Lab  Limited  focused  on  a  novel  program  in  oncology  targeting  DNA  damage  response.  We  will  need  to  continue  to
devote substantial resources to develop and expand our internal pipeline. Our ability to advance and build value in our internal drug discovery programs will impact
our financial performance, especially as we increasingly shift our focus to these programs.

Components of Results of Operations

Software Products and Services Revenue

Our  software  business  generates  revenue  from  five  sources:  (i)  on-premise  software  license  fees,  (ii)  hosted  software  subscription  fees,  (iii)  software

maintenance fees, (iv) professional services fees, and (v) contributions.

On-premise software. Our on-premise software license arrangements grant customers the right to use our software on their own in-house servers or their
own cloud instances for a specified term, typically for one year. We recognize revenue for on-premise software license fees upfront, either upon delivery of the
license or the effective date of the agreement, whichever is later.

Hosted software. Hosted software revenue consists primarily of fees to provide our customers with hosted licenses, which allows these customers to access
our cloud-based software solution on their own hardware without taking control of the licenses, and is recognized ratably over the term of the arrangement, which
is typically one year. When a customer enters into a hosted arrangement for which revenue is recognized over time, the amount paid upfront that is not recognized
in the current period is included in deferred revenue in our statement of financial position until the period in which it is recognized.

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Software  maintenance.  Software  maintenance  includes  technical  support,  updates,  and  upgrades  related  to  our  on-premise  software  licenses.  Software
maintenance revenue is recognized ratably over the term of the arrangement. Software maintenance activities are performed in connection with the use of our on-
premise software, and may fluctuate from period to period.

Professional services. Professional services, such as training, technical setup, installation or modeling services, where we use our software to perform tasks
such as virtual screening and homology modeling on behalf of our customers, generally are not related to the core functionality of our software and are recognized
as revenue when resources are consumed. Since each professional services agreement represents a unique, ad hoc engagement, professional services revenue may
fluctuate from period to period.

Software contribution revenue. Contribution revenue consists of funds received under a non-reciprocal agreement with Gates Ventures, LLC entered into
June  2020.  The  agreement  is  an  unconditional  non-exchange  contribution  without  restrictions  and  the  initial  contribution  was  invoiced  upon  execution  of  the
agreement. Revenue was recognized upon execution of the agreement and on the first anniversary of the agreement when invoiced, in accordance with Accounting
Standard Codification, or ASC Topic 958, Not-for-Profit Entities as the agreement is not an exchange transaction. Additional revenue is expected to be recognized
on the second anniversary of the agreement.

Drug Discovery Revenue

Drug discovery services. We currently generate drug discovery revenue from discovery collaboration arrangements, including research funding payments
and discovery and development milestones. We expect our drug discovery revenue to trend higher over time as collaboration arrangements advance and we receive
additional  revenue  from  research  funding  payments,  the  achievement  of  discovery,  development,  and  commercial  milestones,  option  fees,  and  royalties  on
commercial drug sales. The majority of our current collaborations are in the discovery stage. Milestone payments typically increase in magnitude as a program
advances. In addition to revenue from our collaborations, we may also derive drug discovery revenue from entering into collaborations or out-licensing our internal
drug discovery programs when we believe it will help maximize the commercial potential of the program. For example, in November 2020, we entered into an
exclusive, worldwide collaboration and license agreement with BMS, pursuant to which we received an upfront payment of $55.0 million from BMS, of which
approximately  $13.7  million  and  $1.0  million  were  included  in  our  drug  discovery  revenue  for  the  years  ended  December  31,  2021  and  2020,  respectively.
However, we expect that our revenue will fluctuate from period to period due to the inherently uncertain nature of the timing of milestone achievement and our
dependence on the program decisions of our collaborators.

Drug discovery contribution revenue. Contribution revenue consists of funds received under an agreement with the Bill and Melinda Gates Foundation on a
cost reimbursement basis, to perform services aimed at accelerating drug discovery in women’s health. Revenue is recognized as conditions are met in accordance
with ASC Topic 958, Not-for-Profit Entities.

Cost of Revenues

Software  products  and  services.  Cost  of  revenues  for  software  includes  personnel-related  expenses  (comprised  of  salaries,  benefits,  and  stock-based
compensation) for employees directly involved in the delivery of software solutions, maintenance and professional services, royalties paid for products sold and
services  performed  using  third-party  licensed  software  functionality,  and  allocated  overhead  (facilities  and  information  technology  support)  costs.  Pursuant  to
various third-party arrangements, we license technology that is used in our software. These arrangements require us to pay royalties based on sales volume, and
such royalty payments represented 7.1%, 6.3%, and 6.7% of software revenues in the years ended December 31, 2021, 2020, and 2019, respectively.

Drug discovery. Costs of revenue for drug discovery includes personnel-related expenses and costs of third-party contract research organizations, or CROs,
that support discovery activities in our collaborations, royalties paid for services performed using third-party licensed software functionality, and allocated compute
capacity  and  overhead  costs.  While  we  have  incurred  costs  associated  with  discovery  efforts  since  late  2017,  we  have  recognized  and  expect  to  continue  to
recognize revenues in the future if and when milestones are achieved. Generally, drug discovery costs of revenue for collaborations are incurred in advance of the
revenue milestone achievement.

Royalty payments to third-parties represented 4.6%, 11.2%, and 6.7% of drug discovery revenues in the years ended December 31, 2021, 2020, and 2019,

respectively. We expect our drug discovery costs of revenue to trend higher over time as our discovery collaborations advance.

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Gross Profit and Gross Margin

Gross profit represents revenue less cost of revenues. Gross margin is gross profit expressed as a percentage of revenue. Our software products and services
gross  margin  may  fluctuate  from  period  to  period  as  our  revenue  fluctuates,  and  as  a  result  of  changes  in  sales  mix  between  on-premise  and  hosted  software
solutions. For example, the cost of royalties due for sales of our hosted software arrangements are recognized upfront, whereas the associated revenue is recognized
over the term of the underlying agreement. Currently, gross margin is not meaningful for measuring the operating results of our drug discovery business.

Research and Development Expense

Research  and  development  expense  accounts  for  a  significant  portion  of  our  operating  expenses.  We  recognize  research  and  development  expense  as
incurred. Research and development expense consists of internal drug discovery and development program costs and costs incurred for continuous development of
the technology and science that supports our computational platform, primarily:

•

•

•

personnel-related expenses, including salaries, benefits, bonuses, and stock-based compensation for employees engaged in research and development
functions;

expenses incurred under agreements with third-party CROs and consultants involved in our internal discovery and development programs; and

allocated compute capacity on our internal discovery and development programs and overhead (facilities and information technology support) costs.

We expect our research and development expense to increase substantially in absolute dollars for the foreseeable future as we continue to invest in activities
related  to  discovery  and  development  of  our  internal  drug  discovery  programs,  in  advancing  our  platform,  and  as  we  incur  expenses  associated  with  hiring
additional personnel directly involved in such efforts. At this time, we do not know, nor can we reasonably estimate, the nature, timing, or costs of the efforts that
will be necessary to complete the development of any of our internal drug discovery programs. Since our internal drug discovery efforts are in the early stages,
currently we do not track research and development expense on a program-by-program basis.

Sales and Marketing Expense

Sales and marketing expense consists primarily of personnel-related costs for our sales and marketing staff and application scientists supporting our sales
efforts, including salaries, benefits, bonuses, and stock-based compensation. Other sales and marketing costs include promotional events that promote and expand
knowledge  of  our  company  and  platform,  including  industry  conferences  and  events  and  our  annual  user  group  meetings  in  the  United  States  and  Europe,
advertising,  and  allocated  overhead  costs.  Due  to  the  inherent  scientific  complexity  of  our  software  solutions,  a  high  level  of  scientific  expertise  is  needed  to
support  our  sales  and  marketing  efforts.  We  plan  to  make  focused  investments  in  sales  and  marketing  over  the  foreseeable  future  to  foster  the  growth  of  our
business as we aim to expand software sales to existing customers and increase our customer base.

General and Administrative Expense

General  and  administrative  expense  consists  of  personnel-related  expenses  associated  with  our  executive,  legal,  finance,  human  resources,  information
technology,  and  other  administrative  functions,  including  salaries,  benefits,  bonuses,  and  stock-based  compensation.  General  and  administrative  expense  also
includes professional fees for external legal, accounting and other consulting services, allocated overhead costs, and other general operating expenses.

We  expect  to  increase  the  size  of  our  general  and  administrative  staff  to  support  the  anticipated  growth  of  our  business.  We  expect  to  continue  to  incur
additional expenses as a result of operating as a public company, including costs to comply with the rules and regulations applicable to companies listed on a U.S.
securities exchange and costs related to compliance and reporting obligations pursuant to the rules and regulations of the Securities and Exchange Commission, or
SEC. In addition, as a public company, we expect to continue to incur increased expenses such as insurance and professional services. As a result, we expect the
dollar amount of our general and administrative expense to increase for the foreseeable future.

(Loss) Gain on Equity Investments

(Loss) gain on equity investments consists of realized gains in the form of cash distributions received from our equity investments offset by realized losses

on the sale of equity.

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Change in Fair Value

Fair value gains and losses consist of adjustments to the fair value of our equity investments, including Nimbus Therapeutics, Inc., or Nimbus, ShouTi Inc.,

or ShouTi, Relay Therapeutics, Inc., or Relay, and Morphic Holding, Inc., or Morphic. We remeasure our investments at each period end.

In January 2021, we disposed of our equity stake in Relay for aggregate consideration of $15.7 million.

We expect that fair value gains and losses will fluctuate significantly in future periods.

Interest Income

Interest income consists of interest earned on our cash equivalents and marketable securities.

Income Tax Expense (Benefit)

Income tax expense (benefit) consists of U.S. federal and state income taxes and income taxes in certain foreign jurisdictions in which we conduct business.
We maintain a full valuation allowance on our federal and state deferred tax assets as we have concluded that it is not more likely than not that the deferred tax
assets will be realized.

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Results of Operations

Comparison of the years ended December 31, 2021, 2020, and 2019

The following table summarizes our results of operations data for the years ended December 31, 2021, 2020, and 2019:

Revenues:

Software products and services
Drug discovery

Total revenues

Cost of revenues:

Software products and services
Drug discovery

Total cost of revenues

Gross profit
Operating expenses:

Research and development
Sales and marketing
General and administrative
Total operating expenses
Loss from operations

Other income:

(Loss) gain on equity investments
Change in fair value
Interest income

Total other income

Loss before income taxes

Income tax expense (benefit)
Net loss
Net loss attributable to noncontrolling interest
Net loss attributable to Schrödinger stockholders

2021

2020

Change

%
(in thousands)

Year Ended December 31,

2021 vs. 2020

2019

  Change

%

2020 vs. 2019

  $ 113,236    $
24,695     
137,931     

92,530    $
15,565     
108,095     

20,706   
9,130   
29,836   

22%     $
59%      
28%      

66,735    $
18,808     
85,543     

25,795   
(3,243)  
22,552   

39%  
-17%  
26%  

26,495     
45,816     
72,311     
65,620     

18,003     
26,620     
44,623     
63,472     

8,492   
19,196   
27,688   
2,148   

90,904     
22,150     
64,009     
177,063     
(111,443)    

64,695     
17,795     
41,898     
124,388     
(60,916)    

26,209   
4,355   
22,111   
52,675   
(50,527)  

47%      
72%      
62%      
3%      

41%      
24%      
53%      
42%      
83%      

13,646     
22,804     
36,450     
49,093     

4,357   
3,816   
8,173   
14,379   

39,404     
21,364     
27,040     
87,808     
(38,715)    

25,291   
(3,569)  
14,858   
36,580   
(22,201)  

32%  
17%  
22%  
29%  

64%  
-17%  
55%  
42%  
57%  

(1,781)    
11,359     
1,057     
10,635     
(100,808)    
411     
(101,219)    
(826)    
  $ (100,393)   $

4,108     
(5,889)      
28,263     
(16,904)      
2,253     
(1,196)      
34,624     
(23,989)      
(26,292)    
(74,516)      
345     
66       
(26,637)    
(74,582)      
1,348       
(2,174)    
(24,463)   $ (75,930)      

943     
9,922     
1,878     
12,743     
(25,972)    
(291)    
(25,681)    
(1,110)    
(24,571)   $

3,165       
18,341       
375       
21,881       
(320)      
636       
(956)      
(1,064)      
108       

    $

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Revenues

Revenues:
Software

On-premise software
Hosted software
Software maintenance
Professional services
Software contribution

Total software products and services

Drug Discovery

Drug discovery services
Drug discovery contribution

Total drug discovery

Total revenues

Software Products and Services Revenue

2021

2020

Change

%
(in thousands)

Year Ended December 31,

2021 vs. 2020

2019

  Change

%

2020 vs. 2019

  $

74,598    $
11,076     
17,294     
9,268     
1,000     
113,236     

58,311    $
9,192     
14,465     
9,562     
1,000     
92,530     

16,287   
1,884   
2,829   
(294)  
—   
20,706   

28%     $
20%      
20%      
-3%      
0%      
22%      

24,584     
111     
24,695     

15,565     
-     
15,565     
  $ 137,931    $ 108,095    $

9,019   

58%      
111      —      
59%      
28%     $

9,130   
29,836   

42,647    $
7,418     
11,643     
5,027     
—     
66,735     

18,808     
—     
18,808     
85,543    $

37%  
15,664   
24%  
1,774   
24%  
2,822   
4,535   
90%  
1,000      —  
39%  
25,795   

(3,243)  

-17%  
—      —  
-17%  
26%

(3,243)  
22,552   

On-premise software. The increase in revenues for on-premise software was primarily attributable to existing and new customer growth, and an increase in
multi-year arrangements during the year ended December 31, 2021 as compared to the year ended December 31, 2020 and during the year ended December 31,
2020 as compared to the year ended December 31, 2019.

Hosted  software.  The  increase  in  revenues  for  hosted  software  was  primarily  due  to  increased  spend  from  existing  hosted  customers,  as  well  as  new

customers purchasing hosted software subscriptions, for which revenue is recognized ratably over time.

Software maintenance. The increase in revenues for software maintenance was primarily due to the increase in on-premise software sales in current and

previous years. Software maintenance revenue is recognized over time.

Professional  services.  The  decrease  in  revenues  from  professional  services  during  the  year  ended  December  31,  2021  as  compared  to  the  year  ended
December 31, 2020 was primarily due to the completion of a significant technology service project in 2020 that resulted in an increase to recurring on-premise
software revenue upon renewal, as well as the timing of technology and modeling service projects.

The  increase  in  revenues  from  professional  services  during  the  year  ended  December  31,  2020 as compared to  the  year  ended  December  31,  2019 was

primarily due to revenue from significant technology service projects that began in late 2019, as well as an increased number of modeling service contracts.

Software contribution revenue. Contribution revenue during the year ended December 31, 2021 and the year ended December 31, 2020 was due to funds

received under an agreement with Gates Ventures, LLC, which began in June 2020.

Drug Discovery Revenue

Drug discovery services. The increase in revenues for drug discovery services during the year ended December 31, 2021 as compared to the  year  ended
December  31,  2020  was  primarily  due  to  the  BMS  collaboration  services  that  began  in  November  2020,  the  timing  and  amount  of  collaboration  milestones
achieved,  as  well  as  research  funding  received  during  2021  as  compared  to  2020.  We  expect  that  our  revenue  will  fluctuate  from  period  to  period  due  to  the
inherently uncertain nature of the timing of milestone achievement and our dependence on the program decisions of our collaborators.

The decrease in revenues for drug discovery services during the year ended December 31, 2020 as compared to the year ended December 31, 2019 was

primarily due to the timing and amount of collaboration milestones achieved during 2020 as compared to 2019.

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Drug discovery contribution revenue. Contribution revenue during the year ended December 31, 2021 was due to services performed under an agreement

with the Bill and Melinda Gates Foundation, aimed at accelerating drug discovery in women’s health, which began in November 2021.

Cost of Revenues

Cost of revenues:

Software products and services

Gross margin

Drug discovery

2021

2020

  Change

%
(in thousands)

Year Ended December 31,

2021 vs. 2020

2019

  Change

%

2020 vs. 2019

  $

26,495 

  $
77%    

18,003 

  $
81%    

8,492   

47%     $

13,646 

  $
80%    

4,357   

32%  

45,816 

26,620 

19,196   

72%      

22,804 

3,816   

17%

Software products and services. The increase in cost of revenues for software products and services during the year ended December 31, 2021 as compared
to  the  year  ended  December  31,  2020  was  attributable  to  increases  of  approximately  $5.5  million  in  personnel-related  expense,  approximately  $2.3  million  in
royalty expense due to higher sales levels, and approximately $0.7 million in other expenses.

The increase in cost of revenues for software products and services during the year ended December 31, 2020 as compared to the year ended December 31,
2019 was attributable to increases of approximately $2.6 million in personnel-related expense, approximately $1.5 million in royalty expense due to higher sales
levels, and approximately $0.4 million in other expenses, offset by a decrease of approximately $0.2 million in travel and entertainment expense due to COVID-19.

Software products and services gross margin. The decrease in software gross margin during the year ended December 31, 2021 as compared to the year
ended  December  31,  2020  reflects  our  investment  to  support  the  rollout  of  large-scale  deployments  of  our  platform,  as  well  as  an  increase  in  royalty  fees.  The
increase in software gross margin during the year ended December 31, 2020 as compared to the year ended December 31, 2019 was primarily attributable to sales
mix.

Drug discovery. The increase in cost of revenues for drug discovery during the year ended December 31, 2021 as compared to the year ended December 31,
2020 was attributable to increases of approximately $12.6 million in third-party CRO costs associated with the expansion and progression of collaboration drug
discovery programs, including the BMS collaboration, approximately $6.7 million in personnel-related expense, and approximately $0.3 million in royalty expense,
offset by a decrease of approximately $0.3 million in cloud computing expenses and approximately $0.1 million in other expenses.

The  increase  in  cost  of  revenues  for  drug  discovery  during  the  year  ended  December  31,  2020  as  compared  to  the  year  ended  December  31,  2019  was
attributable to increases of approximately $3.3 million in personnel-related expense, approximately $0.7 million in cloud computing expenses, and approximately
$0.4 million in royalty expense, offset by a decrease of approximately $0.6 million in third-party CRO costs to support collaborations.

Research and Development Expense

2021

2020

Change

%
(in thousands)

Year Ended December 31,

2021 vs. 2020

2019

  Change

%

2020 vs. 2019

Research and development

  $

90,904    $

64,695    $

26,209   

41%     $

39,404    $

25,291   

64%

The  increase  in  research  and  development  expense  during  the  year  ended  December  31,  2021  as  compared  to  the  year  ended  December  31,  2020  was
attributable to increases of approximately $16.3 million in personnel-related expense, approximately $6.0 million in CRO costs associated with the expansion and
progression of internal drug discovery programs, approximately $3.0 million in cloud computing expenses, and approximately $0.9 million in other expenses.

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The  increase  in  research  and  development  expense  during the  year  ended  December  31,  2020  as  compared  to  the  year  ended  December  31,  2019  was
attributable to increases of approximately $11.7 million in personnel-related expense, approximately $10.1 million in CRO costs associated with the expansion and
progression of internal drug discovery programs, approximately $2.3 million in cloud computing expenses, and approximately $1.1 million in other expenses.

Sales and Marketing Expense

2021

2020

Change

%
(in thousands)

Year Ended December 31,

2021 vs. 2020

2019

  Change

%

2020 vs. 2019

Sales and marketing

  $

22,150    $

17,795    $

4,355   

24%     $

21,364    $

(3,569)  

-17%

The increase in sales and marketing expense during the year ended December 31, 2021 as compared to the year ended December 31, 2020 was attributable
to increases of approximately $3.6 million in personnel-related expense, approximately $0.4 million in travel and entertainment expenses, and approximately $0.4
million in other expenses.

The decrease in sales and marketing expense during the year ended December 31, 2020 as compared to the year ended December 31, 2019 was attributable
to a decrease of approximately $2.7 million in personnel-related expense and a decrease of approximately $1.2 million in travel and entertainment expenses due to
COVID-19, partially offset by an increase of $0.3 million in other expenses.

General and Administrative Expense

2021

2020

Change

%
(in thousands)

Year Ended December 31,

2021 vs. 2020

2019

  Change

%

2020 vs. 2019

General and administrative

  $

64,009    $

41,898    $

22,111   

53%     $

27,040    $

14,858   

55%

The  increase  in  general  and  administrative  expense  during  the  year  ended  December  31,  2021  as  compared  to  the  year  ended  December  31,  2020  was
attributable  to  increases  of  approximately  $16.5  million  of  personnel-related  expense,  approximately  $5.1  million  in  other  expenses,  primarily  reflecting  costs
necessary to build and maintain a public company infrastructure, and approximately $0.5 million in non-comparable costs related to the disposal of our equity stake
in Relay.

The  increase  in  general  and  administrative  expense  during  the  year  ended  December  31,  2020  as  compared  to  the  year  ended  December  31,  2019  was
attributable to an increase of approximately $10.5 million of personnel-related expense, and an increase of approximately $7.5 million in other expenses, primarily
reflecting costs necessary to build a public company infrastructure, partially offset by a $3.3 million reduction for non-comparable items recognized during 2019.

(Loss) Gain on Equity Investments

2021

2020

Year Ended December 31,
2021 vs. 2020  

Change
(in thousands)

2019

2020 vs. 2019  
Change

(Loss) gain on equity investments

  $

(1,781)   $

4,108    $

(5,889)  $

943 

 $

3,165

The loss on equity investments during the year ended December 31, 2021 was primarily due to the realized loss on the disposal of our equity stake in Relay.
The  gain  on  equity  investments  during  the  year  ended  December  31,  2020  represents  realized  gains  in  the  form  of  a  cash  distribution  received  from  the  Petra
Pharma Corporation, or Petra, merger in May 2020 on account of our equity stake in Petra. The gain on equity investments during the year ended December 31,
2019 represents realized gains in the form of a cash distribution received from our Nimbus investment.

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Change in Fair Value

2021

2020

Year Ended December 31,
2021 vs. 2020  

Change
(in thousands)

2019

2020 vs. 2019  
Change

Change in fair value

  $

11,359    $

28,263    $

(16,904)  $

9,922 

 $

18,341

The change in fair value during the year ended December 31, 2021 was primarily due to a gain on our investment in Morphic. The change in fair value
during the year ended December 31, 2020 was due to a gain on our investment in Relay of $17.6 million and a gain on our investment in Morphic of $13.7 million,
offset by a loss on our investment in Nimbus of $3.0 million. The change in fair value during the year ended December 31, 2019 was due to a $14.1 million gain on
our investment in Morphic, offset by a $4.2 million loss on our investment in Nimbus.

Interest Income

2021

2020

Year Ended December 31,
2021 vs. 2020  

Change
(in thousands)

2019

2020 vs. 2019  
Change

Interest income

  $

1,057    $

2,253    $

(1,196)  $

1,878 

 $

375

The decrease in interest income during the year ended December 31, 2021 as compared to the year ended December 31, 2020 was attributable to an overall

decline in interest rates on our investment portfolio.

The increase in interest income during the year ended December 31, 2020 as compared to the year ended December 31, 2019 was attributable to increased
earnings on our investment portfolio balance, which increased significantly year-over-year due to the investment of proceeds from our initial public offering in
February 2020 and our follow-on public offering in August 2020, partially offset by a significant reduction in interest rates year-over-year.

Income Tax Expense (Benefit)

2021

2020

Year Ended December 31,
2021 vs. 2020  

Change
(in thousands)

2019

2020 vs. 2019  
Change

Income tax expense (benefit)

  $

411    $

345    $

66 

 $

(291)  $

636

Due to the full valuation allowance on our U.S. federal and state deferred tax assets, income tax expense (benefit) represents our income tax obligations in
certain states and taxes in foreign jurisdictions in which we conduct business. The income tax benefit during the year ended December 31, 2019 is due to alternative
minimum tax credits previously utilized that are refundable under the Tax Cuts and Jobs Act of 2017.

At December 31, 2021, we had federal and state net operating loss carryforwards of approximately $283.3 million and $148.1 million, respectively. These
carryforwards, with the exception of federal net operating losses generated post 2017, will expire between 2022 and 2041 if not used by us to reduce income taxes
payable in future periods. Utilization of post-2017 federal net operating loss carryforwards is limited to 80% of taxable income generated in a given tax year and
carry forward indefinitely. At December 31, 2021, we had federal and state research and development tax credit carryforwards of approximately $15.5 million and
$1.0 million, respectively. These carryforwards will expire between 2022 and 2041 if not used by us to reduce income taxes payable in future periods.

As  required  by  ASC  Topic  740,  Income  Taxes,  our  management  has  evaluated  the  positive  and  negative  evidence  bearing  upon  the  realizability  of  our
deferred  tax  assets,  which  are  composed  principally  of  net  operating  loss  carryforwards  and  research  and  development  credit  carryforwards.  Management  has
determined that it is more likely than not that we will not realize the benefits of our federal and state deferred tax assets and, as a result, a valuation allowance of
$95.3 million, $58.2 million, and $35.3 million has been established at December 31, 2021, 2020, and 2019, respectively. The change in the valuation allowance for
the years ended December 31, 2021, 2020, and 2019 was $37.1 million, $22.9 million, and $7.7 million, respectively. We recorded income tax

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expense of $0.4 million and $0.3 million for the years ended December 31, 2021 and 2020, respectively. We recorded an income tax benefit of $0.3 million for the
year ended December 31, 2019.

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Quarterly Results of Operations

The following tables summarize our selected unaudited quarterly results of operations data for each of the eight quarters in the period ended December 31,
2021. The information for each of these quarters has been prepared on the same basis as our audited annual consolidated financial statements and reflect, in the
opinion of management, all adjustments of a normal, recurring nature that are necessary for the fair statement of the results of operations for these periods. This
data  should  be  read  in  conjunction  with  our  audited  consolidated  financial  statements  included  elsewhere  in  this  Annual  Report.  Historical  results  are  not
necessarily indicative of the results that may be expected for the full fiscal year or any other period.

Revenues:

Software products and services
Drug discovery

Total revenues

Cost of revenues:

Software products and services(1)
Drug discovery(1)

Total cost of revenues

Gross profit

Operating expenses:

Research and development(1)
Sales and marketing(1)
General and administrative(1)
Total operating expenses
Loss from operations

Other (expense) income:

(Loss) gain on equity investment
Change in fair value
Interest (expense) income

Total other (expense) income

(Loss) income before income taxes

Income tax expense (benefit)

Net (loss) income
Net loss attributable to
noncontrolling interest
Net (loss) income
attributable to Schrodinger
stockholders

December 31,
2021

September 30,
2021

June 30,
2021

March 31,
2021

December 31,
2020

September 30,
2020

June 30,
2020

March 31,
2020

Three Months Ended

  $

  $

38,564  
7,606  
46,170  

8,337  
11,472  
19,809  
26,361  

25,145  
5,975  
17,756  
48,876  
(22,515 )

—  
(7,920 )
(6 )
(7,926 )
(30,441 )
274  
(30,715 )

(2 )

  $

24,280  
5,570  
29,850  

6,611  
12,124  
18,735  
11,115  

23,219  
5,556  
17,014  
45,789  
(34,674 )

—  
(627 )
286  
(341 )
(35,015 )
(4 )
(35,011 )

(4 )

  $

24,052  
5,732  
29,784  

5,641  
12,163  
17,804  
11,980  

21,092  
5,380  
15,850  
42,322  
(30,342 )

—  
(4,918 )
357  
(4,561 )
(34,903 )
67  
(34,970 )

(326 )

(in thousands)

  $

26,340  
5,787  
32,127  

5,906  
10,057  
15,963  
16,164  

21,448  
5,239  
13,389  
40,076  
(23,912 )

(1,781 )
24,824  
420  
23,463  
(449 )
74  
(523 )

(494 )

  $

24,957  
8,075  
33,032  

5,806  
8,234  
14,040  
18,992  

17,319  
4,675  
13,582  
35,576  
(16,584 )

(48 )
4,750  
521  
5,223  
(11,361 )
225  
(11,586 )

(447 )

  $

22,861  
2,936  
25,797  

4,334  
6,191  
10,525  
15,272  

17,019  
3,969  
9,729  
30,717  
(15,445 )

—  
18,233  
463  
18,696  
3,251  
(35 )
3,286  

(566 )

  $

20,900  
2,192  
23,092  

3,862  
5,647  
9,509  
13,583  

16,657  
4,362  
9,651  
30,670  
(17,087 )

4,156  
8,359  
570  
13,085  
(4,002 )
64  
(4,066 )

(716 )

23,812  
2,362  
26,174  

4,001  
6,548  
10,549  
15,625  

13,700  
4,789  
8,936  
27,425  
(11,800 )

—  
(3,079 )
699  
(2,380 )
(14,180 )
91  
(14,271 )

(445 )

  $

(30,713 )

  $

(35,007 )

  $

(34,644 )

  $

(29 )

  $

(11,139 )

  $

3,852  

  $

(3,350 )

  $

(13,826 )

(1)

Includes stock-based compensation as indicated in the table located further below.

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Revenues:

Revenues:
Software

On-premise software
Hosted software
Software maintenance
Professional services

Revenue from contracts
   with customers
Software contribution

Total software products
   and services revenue

Drug discovery

Drug discovery services
Drug discovery contribution

Total drug discovery
Total revenues

Deferred Revenue:

December 31,
2021

September 30,
2021

June 30,
2021

March 31,
2021

December 31,
2020

September 30,
2020

June 30,
2020

March 31,
2020

Three Months Ended

  $

  $

27,295  
3,088  
4,612  
3,569  

38,564  
-  

38,564  

7,495  
111  
7,606  
46,170  

  $

  $

15,496  
2,684  
4,401  
1,699  

24,280  
-  

24,280  

5,570  
-  
5,570  
29,850  

  $

  $

14,452  
2,704  
4,176  
1,720  

23,052  
1,000  

24,052  

5,732  
-  
5,732  
29,784  

  $

  $

16,542  
2,373  
3,841  
2,201  

24,957  
-  

24,957  

8,075  
-  
8,075  
33,032  

  $

  $

15,064  
2,374  
3,536  
1,887  

22,861  
-  

22,861  

2,936  
-  
2,936  
25,797  

  $

  $

11,105  
2,312  
3,551  
2,932  

19,900  
1,000  

20,900  

2,192  
-  
2,192  
23,092  

  $

  $

15,600  
2,133  
3,537  
2,542  

23,812  
-  

23,812  

2,362  
-  
2,362  
26,174  

(in thousands)

17,355  
2,600  
4,105  
2,280  

26,340  
-  

26,340  

5,787  
-  
5,787  
32,127  

  $

  $

As of

Deferred revenue

  $

85,432  

  $

76,318  

  $

78,526  

  $

(in thousands)

78,115  

  $

86,567  

  $

21,659  

  $

25,117  

  $

23,835  

December 31,
2021

September 30,
2021

June 30,
2021

March 31,
2021

December 31,
2020

September 30,
2020

June 30,
2020

March 31,
2020

Gross Margin:

December 31,
2021

September 30,
2021

June 30,
2021

March 31,
2021

December 31,
2020

September 30,
2020

June 30,
2020

March 31,
2020

Three Months Ended

Software products and services
   gross margin

Stock-Based Compensation:

78 %  

73 %  

77 %  

78 %  

77 %  

81 %  

82 %  

83 %

Stock-based compensation:

Cost of revenues:

Software products and
   services
Drug discovery

Research and development
Sales and marketing
General and administrative

Total stock-based
   compensation expense

December 31,
2021

September 30,
2021

June 30,
2021

March 31,
2021

December 31,
2020

September 30,
2020

June 30,
2020

March 31,
2020

(in thousands)

Three Months Ended

  $

  $

389  
626  
2,157  
331  
3,953  

  $

396  
669  
2,130  
370  
4,087  

  $

382  
738  
1,925  
362  
3,609  

  $

229  
428  
1,228  
218  
2,263  

  $

152  
276  
863  
141  
1,571  

  $

169  
230  
857  
165  
1,617  

  $

124  
181  
822  
116  
1,486  

  $

7,456  

  $

7,652  

  $

7,016  

  $

4,366  

  $

3,003  

  $

3,038  

  $

2,729  

  $

85  
168  
508  
93  
921  

1,775  

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Depreciation:

Depreciation:

Cost of revenues:

Software products and
   services
Drug discovery

Research and development
Sales and marketing
General and administrative

Total depreciation
     expense

  $

  $

Quarterly Revenue Trends

December 31,
2021

September 30,
2021

June 30,
2021

March 31,
2021

December 31,
2020

September 30,
2020

June 30,
2020

March 31,
2020

Three Months Ended

  $

61  
82  
212  
65  
232  

  $

56  
106  
163  
59  
197  

  $

68  
167  
195  
57  
240  

(in thousands)

  $

86  
232  
247  
66  
256  

  $

67  
226  
222  
39  
457  

  $

62  
213  
212  
30  
372  

  $

48  
205  
200  
39  
388  

652  

  $

581  

  $

727  

  $

887  

  $

1,011  

  $

889  

  $

880  

  $

43  
193  
176  
34  
432  

878  

On-premise software revenue is subject to seasonality that generally favors the first and fourth quarter of each year, primarily due to the timing of customer
renewals  for  on-premise  software  arrangements,  for  which  revenue  is  recognized  at  a  single  point  in  time.  Hosted  software  revenue  grew  more  steadily  in  the
periods presented, as existing customers and new customers increased their spend on hosted solutions, for which revenue is recognized over time. As a result, a
portion of the software products and services revenue we reported in each period was attributable to sales we made in prior periods. Software maintenance revenue
is  related  to  on-premise  software  sales  and  also  is  recognized  ratably  over  the  term  of  the  underlying  agreement.  Therefore,  increases  or  decreases  in  customer
sales, customer expansion, or renewals in a period may not be immediately reflected in revenue for the period. Our professional services arrangements are typically
project-based and, therefore, fluctuated based on individual customer needs and ongoing project support. Drug discovery revenue fluctuated from period to period
based on the achievement of specific collaboration milestones, including advancement of BMS collaborative services. The majority of our current collaborations
are in the discovery stage. Milestone payments typically increase in magnitude as a program advances.

Quarterly Deferred Revenue Trends

Deferred revenue consists of the unearned portion of customer billings, which is recognized as revenue in accordance with our revenue recognition policy,
as well as the unearned portion of unbilled collaboration milestones that are deemed probable in advance of actual achievement. Deferred revenue balances have
fluctuated based on the timing of sales, shifts in product mix, fluctuations to the number and size of milestones that were deemed probable in advance of actual
achievement, and the measurement of progress toward completion for service projects.

Quarterly Gross Margin Trends

Our software products and services gross margin experienced fluctuations over the periods presented due to increased headcount and the product mix for
software and services, as the cost of royalties due on sales of our hosted software is recognized upfront, while the associated revenue is recognized over the term of
the related agreement. Currently, gross margin is not meaningful for measuring the operating results of our drug discovery business.

Quarterly Operating Expense Trends

Operating expenses generally increased during the periods presented due to increased headcount and personnel-related expenses involved in research and
development,  sales  and  marketing,  general  and  administrative  activities,  and  CRO  costs  related  to  our  internal  drug  discovery  programs.  These  increases  in
headcount  across  our  operations  have  supported  the  overall  growth  and  management  of  our  business.  CRO  cost  increases  were  driven  by  the  expansion  and
progression of our internal drug discovery programs.

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Quarterly Other (Expense) Income Trends

Other  (expense)  income  during  the  periods  presented  consisted  primarily  of  fair  value  gains  and  losses  related  to  our  equity  investments  in  Nimbus,

Morphic, ShouTi and Relay, a loss on the disposal of our equity stake in Relay, a gain from the Petra merger, and, to a lesser degree, interest income.

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Segment Information

The  following  tables  summarize  segment  information  for  the  years  ended  December  31,  2021,  2020,  and  2019.  See  Note  15  in  our  audited  consolidated

financial statements for additional information regarding our segments.

Segment gross profit is derived by deducting operational expenditures, with the exception of research and development, sales and marketing, and general and
administrative  activities,  from  U.S.  GAAP  revenue.  Operational  expenditures  are  expenditures  made  that  are  directly  attributable  to  the  reportable  segment.  In
many  cases,  these  expenditures  are  allocated  to  the  segments  based  on  headcount.  The  reportable  segment  expenditures  include  compensation,  supplies,  and
services from contract research organizations.

Certain  cost  items  are  not  allocated  to  our  reportable  segments.  These  cost  items  primarily  consist  of  compensation  and  general  operational  expenses
associated with our research and development, sales and marketing, and general and administrative activities. These costs are incurred by both segments and, due to
the  integrated  nature  of  our  software  and  drug  discovery  segments,  any  allocation  methodology  would  be  arbitrary  and  provide  no  meaningful  analysis.
Additionally,  we  report  assets  on  a  consolidated  basis  and  do  not  allocate  assets  to  our  reportable  segments  for  purposes  of  assessing  segment  performance  or
allocating resources.

Segment revenues:
Software
Drug discovery

Total segment revenues

Segment gross profit:
Software
Drug discovery

Total segment gross profit
Unallocated (expense) income:
Research and development
Sales and marketing
General and administrative
(Loss) gain on equity investment
Change in fair value
Interest
Income taxes

Consolidated net loss

2021

Year Ended December 31,

2020

(in thousands)

2019

  $

  $

  $

  $

113,236    $
24,695   
137,931    $

86,741    $
(21,121)  
65,620   

(90,904)  
(22,150)  
(64,009)  
(1,781)  
11,359   
1,057   
(411)  
(101,219)   $

92,530 
15,565 
108,095 

74,527 
(11,055)
63,472 

(64,695)
(17,795)
(41,898)
4,108 
28,263 
2,253 
(345)
(26,637)

 $

 $

 $

 $

66,735 
18,808 
85,543 

53,089 
(3,996)
49,093 

(39,404)
(21,364)
(27,040)
943 
9,922 
1,878 
291 
(25,681)

Liquidity, Capital Resources and Funding Requirements

We have a history of significant operating losses, and incurred negative cash flows from operations since inception through December 31, 2019, and again in

the year ended December 31, 2021. As of December 31, 2021, we had an accumulated deficit of $230.0 million.

We have funded our operations to date principally from the sale our equity securities, including our initial public offering and our follow-on public offering,
and  to  a  lesser  extent,  from  sales  of  our  software  solutions  and  from  upfront  payments,  research  funding  and  milestone  payments  from  our  drug  discovery
collaborations, and from distributions on account of, or proceeds from the sale of, our equity stakes in our collaborators. Our operating cash flows are impacted by
the magnitude and timing of our software sales and by the magnitude and timing of our drug discovery milestone achievements and research funding fees.

As of December 31, 2021, we had cash, cash equivalents and marketable securities of $579.5 million.

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On February 10, 2020, we closed our initial public offering of our common stock, in which we sold 13,664,704 shares of common stock at a public offering
price of $17.00 per share, resulting in net proceeds to us of $209.6 million, after deducting underwriting discounts and commissions and offering expenses borne by
us.

On August 17, 2020, we closed a follow-on public offering, in which we sold 5,250,000 shares of common stock at a public offering price of $66.00 per

share, resulting in net proceeds to us of $325.6 million, after deducting underwriting discounts and commissions and offering expenses borne by us.

On  March  4,  2021,  we  filed  a  universal  shelf  registration  statement  on  Form  S-3  which  allows  us  to  offer  and  sell  an  indeterminate  number  of  shares  of
common stock, preferred stock, depositary shares or warrants, or an indeterminate principal amount of debt securities, from time to time pursuant to one or more
offerings at prices and terms to be determined at the time of the sale. As of December 31, 2021, no securities had been sold under the Form S-3.

We  believe  our  existing  cash,  cash  equivalents  and  marketable  securities  will  be  sufficient  to  fund  our  operating  expenses  and  capital  expenditure
requirements through at least the next 24 months. Our future capital requirements will depend on many factors, including the growth of our software revenue, the
timing  and  extent  of  spending  to  support  research  and  development  efforts,  the  continued  expansion  of  software  sales  and  marketing  activities,  the  timing  and
receipt  of  milestone  payments  from  our  collaborations,  as  well  as  spending  to  support,  advance,  and  broaden  our  internal  programs.  Furthermore,  our  capital
requirements will also change depending on the timing and receipt of any distributions we may receive from our equity stakes in our drug discovery collaborators
and partners. The potential for these distributions, and the amounts which we may be entitled to receive, are difficult to predict due to the inherent uncertainty of
the events which may trigger such distributions.

We plan to utilize the existing cash, cash equivalents and marketable securities on hand primarily to fund our software and drug discovery activities. With
respect to our internal programs, as part of our strategy we may choose to enter into collaborations or pursue out-licensing arrangements when we believe it will
help maximize the commercial value of any such program.

We may be required to seek additional equity or debt financing. In the event that we require additional financing, we may not be able to raise such financing
on terms acceptable to us or at all. If we are unable to raise additional capital or generate cash flows necessary to maintain or expand our operations and invest in
our platform, we may not be able to compete successfully, which would harm our business, operations and financial condition. In addition, we may seek additional
capital due to favorable market conditions or strategic considerations, even if we believe we have sufficient funds for our current or future operating plans.

Our  contractual  obligations  as  of  December  31,  2021  include  operating  lease  obligations  of  $132.2  million,  consisting  of  our  continuing  rent  obligations
through December 2037, primarily for our principal offices located in New York, New York and Portland, Oregon, which expire in December 2037 and September
2026, respectively. In addition, see Note 6 – Commitments and Contingencies to our consolidated financial statements appearing in Item 8 of this Annual Report
for information relating to executed leases that have not yet commenced.

In December 2020, we entered into a five-year agreement with a third-party cloud provider for compute power. The agreement contains a minimum payment

obligation, which totals $60 million over the five years after the date we entered into the agreement. There is no annual commitment.

We enter into agreements in the normal course of business with CRO vendors for research and preclinical studies, professional consultants for expert advice,
and other vendors for various products and services. These contracts do not contain any minimum purchase commitments and are cancelable at any time by us,
generally upon 30 days prior written notice, and therefore we believe that our non-cancelable obligations under these agreements are not material. We have also
agreed to pay volume-based royalties to third-parties for use of software functionality under various licensing and related agreements.

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Cash Flows

The following table presents a summary of our cash flows for the periods shown:

Net cash (used in) provided by operating activities
Net cash used in investing activities
Net cash provided by financing activities

Net (decrease) increase in cash and cash equivalents and restricted cash

Operating activities

2021

Year Ended December 31,
2020
(in thousands)

2019

  $

  $

(70,669)   $
(16,812)  
7,952   
(79,529)   $

16,757 
(381,721)
541,274 
176,310 

 $

 $

(26,059)
(53,855)
28,684 
(51,230)

During the year ended December 31, 2021, operating activities used approximately $70.7 million in cash primarily resulting from net loss of $101.2 million,
which included an $11.4 million non-cash gain from changes in fair value, $26.5 million in stock-based compensation costs and $9.0 million of other non-cash
operating expenses included in net loss, including depreciation and investment accretion costs, and a $1.8 million loss on equity investment that is classified as an
investing activity. Changes in our operating assets and liabilities provided cash of approximately $4.7 million.

During the year ended December 31, 2020, operating activities provided approximately $16.8 million of cash. Cash provided by operating activities increased
primarily from changes in our operating assets and liabilities, which provided cash of approximately $59.2 million primarily due to an increase of $59.7 million in
deferred revenue, of which approximately $54.0 million is related to our agreement with BMS, and $12.5 million of non-cash operating expenses included in net
loss, including depreciation and stock-based compensation costs. These increases are partially offset by our net loss of $26.6 million and $28.3 million non-cash
gain from changes in fair value.

During the year ended December 31, 2019, operating activities used approximately $26.1 million of cash, primarily resulting from net loss of $25.7 million,
which included a $9.9 million non-cash gain from changes in fair value and a $0.9 million gain on equity investment that  is  classified  as  an  investing  activity,
partially offset by $6.2 million of non-cash operating expenses included in net loss, including depreciation and stock-based compensation costs. Changes in our
operating assets and liabilities provided cash of approximately $4.2 million.

Investing activities

During the year ended December 31, 2021, investing activities used approximately $16.8 million of cash, consisting of $22.1 million used for purchases of
marketable  securities,  net  of  maturities,  $7.2  million  used  for  purchases  of  property  and  equipment  and  $3.7  million  used  to  make  equity  investments  in  Ajax
Therapeutics, Inc. and ShouTi, partially offset by $15.7 million provided by the sale of our equity stake in Relay and $0.4 million provided by the distribution of
funds from Petra in connection with the Petra merger.

During the year ended December 31, 2020, investing activities used approximately $381.7 million of cash, primarily for purchases of marketable securities.

During the year ended December 31, 2019, investing activities used approximately $53.9 million of cash, primarily for purchases of marketable securities.

Financing activities

During the year ended December 31, 2021, financing activities provided approximately $8.0 million of cash, primarily attributable to proceeds from stock

option exercises.

During  the  year  ended  December  31,  2020,  financing  activities  provided  approximately  $541.3  million  of  cash,  primarily  attributable  to  proceeds  from

issuances of our common stock in our initial public and follow-on offerings.

During  the  year  ended  December  31,  2019,  financing  activities  provided  approximately  $28.7  million  of  cash,  primarily  attributable  to  proceeds  from

issuances of our Series E preferred stock.

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Seasonality

Generally, the first and fourth quarter of each year have typically been our largest quarters for software products and services revenue, primarily due to the
timing of customer renewals of on-premise software arrangements, for which revenue is recognized at a single point in time. Seasonality has been a less significant
factor for our hosted software arrangements, for which revenue is recognized ratably over time. Seasonality has not been a factor for our drug discovery revenues.
Historical seasonality may not be indicative of future periods.

Critical Accounting Policies and Significant Judgments and Critical Accounting Estimates

Critical  accounting  policies  are  those  that  are  both  most  important  to  the  portrayal  of  a  company's  financial  condition  and  results,  and  that  require
management's  most  difficult,  subjective,  and  complex  judgments,  often  as  a  result  of  the  need  to  make  estimates  about  the  effect  of  matters  that  are  inherently
uncertain. Our management’s discussion and analysis of our financial condition and results of operations is based on our consolidated financial statements, which
have been prepared in accordance with U.S. GAAP. The preparation of these consolidated financial statements requires us to make judgments and estimates that
affect  the  reported  amounts  of  assets,  liabilities,  revenues,  and  expenses  and  the  disclosure  of  contingent  assets  and  liabilities  in  our  consolidated  financial
statements and the accompanying notes. We base our estimates on historical experience, known trends and events, and our beliefs of what could occur in the future
considering available information. Actual results may differ from these estimates under different assumptions or conditions. On an ongoing basis, we evaluate our
judgments  and  estimates  in  light  of  changes  in  circumstances,  facts,  and  experience.  The  effects  of  material  revisions  in  estimates,  if  any,  are  reflected  in  the
consolidated financial statements prospectively from the date of change in estimates.

While our significant accounting policies are described in more detail in Note 2 – Significant Accounting Policies to our consolidated financial statements
appearing in Item 8 of this Annual Report, we believe the following critical accounting estimates used in the preparation of our consolidated financial statements
require  the  most  difficult,  subjective  and  complex  judgments  and  estimates  and  have  had,  or  are  reasonably  likely  to  have  a  material  impact  on  our  financial
condition or results of operations.

Revenue

We  recognize  revenue  in  accordance  with  ASC  606,  Revenue  from  Contracts  with  Customers,  except  for  contracts  that  are  within  the  scope  of  other
standards, such as contribution grants and collaboration arrangements. In accordance with ASC 606, we recognize revenue when our customer obtains control of
promised goods or services, in an amount that reflects the consideration which we expect to receive in exchange for those goods or services. To determine revenue
recognition for arrangements that we determine are within the scope of ASC 606, we perform the following five steps: (i) identify the contract(s) with a customer;
(ii) identify the performance obligations in the contract; (iii) determine the transaction price; (iv) allocate the transaction price to the performance obligations in the
contract; and (v) recognize revenue when or as we satisfy a performance obligation.

Significant management judgment is applied to determine the allocation of the transaction price and measurement of progress, including (1) the constraint on
variable  consideration,  (2)  the  allocation  of  the  transaction  price  to  the  performance  obligations  using  their  standalone  selling  price,  or  SSP,  basis,  and  (3)  the
appropriate input or output based method to recognize collaboration revenue and the extent of progress to date.

Variable  consideration:  Our  revenue  may  include  upfront  payments  for  the  performance  of  services  in  the  future,  which  have  both  fixed  and  variable
consideration. We include the unconstrained amount of estimated variable consideration in the transaction price. The amount included in the transaction price is
constrained  to  the  amount  for  which  it  is  probable  that  a  significant  reversal  of  cumulative  revenue  recognized  will  not  occur.  At  the  end  of  each  subsequent
reporting  period,  we  re-evaluate  the  estimated  variable  consideration  included  in  the  transaction  price  and  any  related  constraint  and,  if  necessary,  adjust  our
estimate of the overall transaction price.

Research and development, regulatory or commercial milestones in our collaboration agreements may include some, but not necessarily all, of the following

types of events:

•

•

•

completion of preclinical research and development work leading to selection of product candidates;

initiation of Phase 1, Phase 2, and Phase 3 clinical trials;

filing of regulatory applications for marketing approval in the United States, Europe or Japan;

• marketing approval in major markets, such as the United States, Europe, or Japan;

•

commercial milestones and/or commercial royalties; and

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•

achievement of certain other technical, scientific, or development criteria.

At  the  inception  of  each  arrangement  that  includes  research,  development,  or  regulatory  milestone  payments,  we  evaluate  whether  the  milestones  are
considered probable of being reached and estimate the amount to be included in the transaction price using the most likely amount method. If it is probable that a
significant revenue reversal would not occur, the associated milestone value is included in the transaction price. Milestone payments that are not within our control
or that of the licensee, such as regulatory approvals, are not considered probable of being achieved until those approvals are received. The transaction price is then
allocated to each performance obligation on an SSP basis, for which we recognize revenue as or when the performance obligations under the contract are satisfied.
At the end of each subsequent reporting period, we re-evaluate the probability of achievement of such development milestones and any related constraint, and if
necessary,  adjust  our  estimate  of  the  overall  transaction  price.  Any  such  adjustments  are  recorded  on  a  cumulative  catch-up  basis,  which  may  affect  license,
collaboration, and other revenues and earnings in the period of adjustment. The process of successfully achieving the criteria for the milestone payments is highly
uncertain.  Consequently,  there  is  a  risk  that  we  may  not  earn  all  of  the  milestone  payments  from  each  of  our  collaborators.  We  recognized  $6.3  million,  $11.9
million, and $12.1 million from drug discovery milestones for the years ended December 31, 2021, 2020, and 2019, respectively.

Software performance obligations and transaction price allocation: At contract inception, we assess the goods or services promised within each contract that
falls under the scope of ASC 606 to identify distinct performance obligations, which requires significant judgment based on the nature of each transaction. We
allocate the transaction price to each distinct performance obligation on an SSP basis. We determine the SSP using information that includes historical discounting
practices, market conditions, cost-plus analysis, and other observable inputs. We typically have more than one SSP for individual performance obligations due to
the stratification of those items by classes of customers and circumstances. In these instances, we may use information such as the size and geographic region of the
customer  in  determining  the  SSP.  We  may  also  estimate  SSP  based  on  management  judgment  by  considering  available  data  such  as  internal  cost  and  margin
objectives,  pricing  strategies,  market/competitive  conditions,  historical  profitability  data,  as  well  as  other  observable  inputs.  We  establish  SSP  ranges  for  our
products and services and reassesses them periodically. The determination of SSP required significant management judgment.

Collaboration agreement transaction price allocation and measurement of progress: At the inception of each arrangement, we utilize judgment to assess the
nature of the performance obligations to determine whether they are distinct or a single combined performance obligation. We allocate the transaction price to each
performance obligation based on the relative SSP of each performance obligation at inception, which will be determined based on each performance obligation’s
estimated SSP. We determine the SSP at contract inception of the research activities based on internal estimates of the costs to perform the services, inclusive of a
reasonable profit margin. Significant judgment is used to determine the inputs for total costs to perform the research activities, which may include the length of
time  required,  the  internal  hours  expected  to  be  incurred  on  the  services  and  the  number  and  costs  of  various  studies  that  will  be  performed  by  third-parties  to
complete the research plan. Revenue is recognized on a proportional performance basis over the period of service, using input-based measurements to estimate the
performance. Changes to these assumptions may have a material effect on the amount and timing of revenue recognized. We recognized revenue of $14.6 million,
$1.0 million, and zero related to collaboration agreements with proportional performance measurement for the years ended December 31, 2021, 2020, and 2019,
respectively.

Stock-Based Compensation

Compensation expense related to stock-based transactions, including employee, consultant, and non-employee director stock option awards, is measured and
recognized in the consolidated financial statements based on fair value. The fair value of each option award is estimated on the grant date using the Black Scholes
option-pricing model. Expense is recognized on a straight-line basis over the vesting period of the award. Forfeitures are accounted for in the period in which the
awards are forfeited.

We estimate the fair value of our option awards to employees, directors and non-employees using the Black-Scholes option pricing model, which requires the
input  of  subjective  assumptions,  including  the  expected  stock  price  volatility  and  the  calculation  of  expected  term  of  the  award.  Due  to  the  lack  of  complete
company-specific  historical  and  implied  volatility  data  for  the  full  expected  term  of  the  stock-based  awards,  we  base  our  estimate  of  expected  volatility  on  a
representative  group  of  publicly  traded  companies.  For  these  analyses,  we  selected  companies  with  comparable  characteristics  to  our  own,  including  enterprise
value,  risk  profiles,  position  within  the  industry  and  with  historical  share  price  information  sufficient  to  meet  the  expected  life  of  the  stock-based  awards.  We
compute historical volatility data using the daily closing prices for the selected companies’ shares during the equivalent period of the calculated expected term of
the stock-based awards. We will continue to apply this process until a sufficient amount of historical information regarding the volatility of our own stock price
becomes available. We have estimated the expected term of our employee stock option using historical exercise data.  

Our weighted average volatility was, 59%, 60% and 57% for the years ended December 31, 2021, 2020, and 2019, respectively, and our expected term was

4.66, 4.49 and 6.05 for the years ended December 31, 2021, 2020, and 2019, respectively.

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We  will  continue  to  use  judgment  in  evaluating  the  assumptions  related  to  our  stock-based  compensation  on  a  prospective  basis.  As  we  continue  to
accumulate  additional  data  related  to  our  common  stock,  we  may  have  refinements  to  our  estimates,  which  could  materially  impact  our  future  stock-based
compensation expense.

Recent Accounting Pronouncements

See  Note  2  to  our  consolidated  financial  statements  appearing  elsewhere  in  this  Annual  Report  for  a  discussion  of  recently  issued  accounting

pronouncements.

Item 7A. Quantitative and Qualitative Disclosures About Market Risk.

Our primary exposure to market risk is interest rate sensitivity, which is affected by changes in the general level of U.S. interest rates, particularly because our
investments, including cash equivalents and marketable securities, are in the form of U.S. Treasury and corporate bonds and a money market fund that is invested
in U.S. Treasury and corporate bonds. Due to the nature of these investments, an immediate 10% change in interest rates would not have a material effect on the
fair market value of this investment portfolio.

We are also exposed to market risk related to changes in foreign currency exchange rates. We maintain bank accounts denominated in Japanese yen, British
pound sterling, Indian rupee, and Korean Republic won to accommodate deposits of amounts due from certain customers. We also contract with certain vendors
that  are  located  outside  of  the  United  States  whose  invoices  are  denominated  in  foreign  currencies.  We  are  subject  to  fluctuations  in  foreign  currency  rates  in
connection  with  these  arrangements.  We  do  not  currently  hedge  our  foreign  currency  exchange  rate  risk.  Our  cash  balances  and  outstanding  vendor  invoices
denominated in foreign currencies were not material as of December 31, 2021, 2020, and 2019, and our market risk associated with foreign currency exchange rates
was deemed insignificant. An immediate 10% change in foreign exchange rates would not have a material effect on our consolidated financial statements.

Inflation  generally  affects  us  by  increasing  our  cost  of  labor  and  target  development  costs.  We  do  not  believe  that  inflation  had  a  material  effect  on  our

business, financial condition, or results of operations for the years ended December 31, 2021, 2020, and 2019.

Item 8. Financial Statements and Supplementary Data.

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INDEX TO CONSOLIDATED FINANCIAL STATEMENTS

Reports of Independent Registered Public Accounting Firm

Consolidated Balance Sheets as of December 31, 2021 and 2020

Consolidated Statements of Operations for the Years ended December 31, 2021, 2020, and 2019

Consolidated Statements of Comprehensive Loss for the Years ended December 31, 2021, 2020, and 2019

Consolidated Statements of Convertible Preferred Stock and Stockholders’ Equity (Deficit) for the Years ended December 31, 2021, 2020, and 2019

Consolidated Statements of Cash Flows for the Years ended December 31, 2021, 2020, and 2019

Notes to Consolidated Financial Statements

F-2

F-5

F-6

F-7

F-8

F-10

F-11

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To the Stockholders and Board of Directors
Schrödinger, Inc.:

Opinion on the Consolidated Financial Statements

Report of Independent Registered Public Accounting Firm

We have audited the accompanying consolidated balance sheets of Schrödinger, Inc. and subsidiaries (the Company) as of December 31, 2021 and 2020, the related
consolidated statements of operations, comprehensive loss, convertible preferred stock and stockholders’ equity (deficit), and cash flows for each of the years in the
three-year period ended December 31, 2021, and the related notes (collectively, the consolidated financial statements). In our opinion, the consolidated financial
statements present fairly, in all material respects, the financial position of the Company as of December 31, 2021 and 2020, and the results of its operations and its
cash flows for each of the years in the three-year period ended December 31, 2021, in conformity with U.S. generally accepted accounting principles.

We also have audited, in accordance with the standards of the Public Company Accounting Oversight Board (United States) (PCAOB), the Company’s internal
control over financial reporting as of December 31, 2021, based on criteria established in Internal Control – Integrated Framework (2013) issued by the Committee
of Sponsoring Organizations of the Treadway Commission, and our report dated February 24, 2022 expressed an unqualified opinion on the effectiveness of the
Company’s internal control over financial reporting.

Basis for Opinion

These consolidated financial statements are the responsibility of the Company’s management. Our responsibility is to express an opinion on these consolidated
financial statements based on our audits. We are a public accounting firm registered with the PCAOB and are required to be independent with respect to the
Company in accordance with the U.S. federal securities laws and the applicable rules and regulations of the Securities and Exchange Commission and the PCAOB.

We conducted our audits in accordance with the standards of the PCAOB. Those standards require that we plan and perform the audit to obtain reasonable
assurance about whether the consolidated financial statements are free of material misstatement, whether due to error or fraud. Our audits included performing
procedures to assess the risks of material misstatement of the consolidated financial statements, whether due to error or fraud, and performing procedures that
respond to those risks. Such procedures included examining, on a test basis, evidence regarding the amounts and disclosures in the consolidated financial
statements. Our audits also included evaluating the accounting principles used and significant estimates made by management, as well as evaluating the overall
presentation of the consolidated financial statements. We believe that our audits provide a reasonable basis for our opinion.

Critical Audit Matters

The critical audit matters communicated below are matters arising from the current period audit of the consolidated financial statements that were communicated or
required to be communicated to the audit committee and that: (1) relate to accounts or disclosures that are material to the consolidated financial statements and (2)
involved our especially challenging, subjective, or complex judgments. The communication of critical audit matters does not alter in any way our opinion on the
consolidated financial statements, taken as a whole, and we are not, by communicating the critical audit matters below, providing separate opinions on the critical
audit matters or on the accounts or disclosures to which they relate.

Estimation of total costs to perform for Bristol-Myers Squibb Company collaboration and license agreement

As discussed in Note 3(c) to the consolidated financial statements, the Company recorded revenue of $13.7 million during the year ended December 31, 2021
related to the Bristol-Myers Squibb Company (“BMS”) collaboration and license agreement on a proportional performance basis. The Company measures progress
towards completion at the end of each reporting period based on measuring proportional performance. The proportional performance is determined using input-
based measurements of total costs of research activities incurred for the agreement relative to the total estimate of costs of research activities for the agreement.

We identified the estimation of total costs to perform research activities for the BMS collaboration and license agreement as a critical audit matter. There was
subjective auditor judgment in evaluating the Company’s estimate of total costs to perform research activities.

F-2

 
 
 
Table of Contents

The following are the primary procedures we performed to address this critical audit matter. We evaluated the design and tested the operating effectiveness of
certain internal controls related to the Company’s process to account for the BMS collaboration and license agreement, including controls related to the
determination of total costs to perform research activities. We evaluated the Company’s estimate of costs to be incurred by:

— Comparing the estimated length of time required to complete the research plan to both industry publications and actual time incurred to complete the various
phases for a selection of the Company’s other research programs

— Comparing the estimated internal employee hours and external contract research organizations costs to be incurred by phase to other research programs
completed by the Company

—Attending the quarterly forecast review meetings to evaluate factors impacting total costs to perform research activities

— Inspecting minutes of Joint Steering Committee meetings between the Company and BMS to evaluate factors impacting total costs to perform research activities
and compared it with the outcome of the inquiries stated above

Identification of performance obligations in complex or unusual software revenue arrangements

As discussed in Note 3(a) to the consolidated financial statements, the Company reported on-premise software revenue of $74.6 million and hosted software
revenue of $11.1 million for the year ended December 31, 2021. As discussed in Note 3(d), the Company’s contracts with customers often include promises to
transfer multiple software products and services, including training, professional services, technical support services, and rights to unspecified updates. At contract
inception, the Company assesses the products and services promised within each contract to identify distinct performance obligations that should be accounted for
separately.

We identified the determination of distinct performance obligations in complex or unusual software revenue arrangements as a critical audit matter. There was
subjective auditor judgment in evaluating whether promised products and services in complex or unusual software revenue arrangements are separate performance
obligations or inputs into a combined performance obligation.

The following are the primary procedures we performed to address this critical audit matter. We evaluated the design and tested the operating effectiveness of
certain internal controls related to the software revenue process, including controls related to the determination of distinct performance obligations. For a selection
of complex or unusual software revenue arrangements, we evaluated whether the performance obligations identified by the Company were capable of being distinct
in the context of the contract by obtaining an understanding of the Company’s product and service offerings, obtaining and inspecting contracts, and evaluating the
application of the revenue recognition accounting guidance for the selected contract.

We have served as the Company’s auditor since 2010.

Portland, Oregon
February 24, 2022

/s/ KPMG LLP

F-3

 
Table of Contents

Report of Independent Registered Public Accounting Firm

To the Stockholders and Board of Directors
Schrödinger, Inc.:

Opinion on Internal Control Over Financial Reporting

We have audited Schrödinger, Inc. and subsidiaries' (the Company) internal control over financial reporting as of December 31, 2021, based on criteria established
in Internal Control – Integrated Framework (2013) issued by the Committee of Sponsoring Organizations of the Treadway Commission. In our opinion, the
Company maintained, in all material respects, effective internal control over financial reporting as of December 31, 2021, based on criteria established in Internal
Control – Integrated Framework (2013) issued by the Committee of Sponsoring Organizations of the Treadway Commission.

We also have audited, in accordance with the standards of the Public Company Accounting Oversight Board (United States) (PCAOB), the consolidated balance
sheets of the Company as of December 31, 2021 and 2020, the related consolidated statements of operations, comprehensive loss, convertible preferred stock and
stockholders’ equity (deficit), and cash flows for each of the years in the three-year period ended December 31, 2021, and the related notes (collectively, the
consolidated financial statements), and our report dated February 24, 2022 expressed an unqualified opinion on those consolidated financial statements.

Basis for Opinion

The Company’s management is responsible for maintaining effective internal control over financial reporting and for its assessment of the effectiveness of internal
control over financial reporting, included in the accompanying Management’s Annual Report on Internal Control Over Financial Reporting. Our responsibility is to
express an opinion on the Company’s internal control over financial reporting based on our audit. We are a public accounting firm registered with the PCAOB and
are required to be independent with respect to the Company in accordance with the U.S. federal securities laws and the applicable rules and regulations of the
Securities and Exchange Commission and the PCAOB.

We conducted our audit in accordance with the standards of the PCAOB. Those standards require that we plan and perform the audit to obtain reasonable assurance
about whether effective internal control over financial reporting was maintained in all material respects. Our audit of internal control over financial reporting
included obtaining an understanding of internal control over financial reporting, assessing the risk that a material weakness exists, and testing and evaluating the
design and operating effectiveness of internal control based on the assessed risk. Our audit also included performing such other procedures as we considered
necessary in the circumstances. We believe that our audit provides a reasonable basis for our opinion.

Definition and Limitations of Internal Control Over Financial Reporting

A company’s internal control over financial reporting is a process designed to provide reasonable assurance regarding the reliability of financial reporting and the
preparation of financial statements for external purposes in accordance with generally accepted accounting principles. A company’s internal control over financial
reporting includes those policies and procedures that (1) pertain to the maintenance of records that, in reasonable detail, accurately and fairly reflect the transactions
and dispositions of the assets of the company; (2) provide reasonable assurance that transactions are recorded as necessary to permit preparation of financial
statements in accordance with generally accepted accounting principles, and that receipts and expenditures of the company are being made only in accordance with
authorizations of management and directors of the company; and (3) provide reasonable assurance regarding prevention or timely detection of unauthorized
acquisition, use, or disposition of the company’s assets that could have a material effect on the financial statements.

Because of its inherent limitations, internal control over financial reporting may not prevent or detect misstatements. Also, projections of any evaluation of
effectiveness to future periods are subject to the risk that controls may become inadequate because of changes in conditions, or that the degree of compliance with
the policies or procedures may deteriorate.

We have served as the Company’s auditor since 2010.

Portland, Oregon
February 24, 2022

/s/ KPMG LLP

F-4

 
 
 
Table of Contents

SCHRÖDINGER, INC. AND SUBSIDIARIES
Consolidated Balance Sheets
(in thousands, except for share and per share amounts)

Assets

December 31, 2021

December 31, 2020

Current assets:

Cash and cash equivalents
Restricted cash
Marketable securities
Accounts receivable, net of allowance for doubtful accounts of $108 and $60
Unbilled and other receivables, net for allowance for unbilled receivables of $30 and $0
Prepaid expenses

Liabilities and Stockholders’ Equity

Total current assets
Property and equipment, net
Equity investments
Right of use assets
Other assets

Total assets

Current liabilities:

Accounts payable
Accrued payroll, taxes, and benefits
Deferred revenue
Lease liabilities
Other accrued liabilities

Total current liabilities

Deferred revenue, long-term
Lease liabilities, long-term
Other liabilities, long-term

Total liabilities

Commitments and contingencies (Note 6)
Stockholders’ equity:

Preferred stock, $0.01 par value. Authorized 10,000,000 shares; zero shares issued and
   outstanding at December 31, 2021 and December 31, 2020, respectively
Common stock, $0.01 par value. Authorized 500,000,000 shares;
   61,834,515 and 60,713,534 shares issued and outstanding at December 31, 2021
   and December 31, 2020, respectively
Limited common stock, $0.01 par value. Authorized 100,000,000 shares;
   9,164,193 shares issued and outstanding at December 31, 2021 and
   December 31, 2020, respectively
Additional paid-in capital
Accumulated deficit
Accumulated other comprehensive (loss) income

Total stockholders’ equity of Schrödinger stockholders

Noncontrolling interest

Total stockholders’ equity

Total liabilities and stockholders’ equity

See accompanying notes to consolidated financial statements.

F-5

  $

  $

  $

  $

  $

  $

  $

120,267 
3,000 
456,212 
31,744 
8,807 
5,030 
625,060 
10,025 
43,167 
75,384 
2,851 
756,487 

8,079 
18,405 
55,368 
2,042 
7,317 
91,211 
30,064 
77,827 
300  
199,402 

— 

618  

92 
786,964 
(229,952)  
(651)  

557,071 
14 
557,085 
756,487 

  $

202,296 
500 
440,395 
31,423 
3,955 
4,409 
682,978 
5,140 
45,664 
10,129 
2,352 
746,263 

8,398 
12,000 
45,403 
4,543 
2,861 
73,205 
41,164 
7,221 
654 
122,244 

— 

607 

92 
752,558 
(129,559)
317 
624,015 
4 
624,019 
746,263  

 
 
 
 
 
 
 
 
  
 
 
  
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
  
 
 
  
 
 
  
 
 
  
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
  
 
 
  
 
 
  
 
 
  
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
SCHRÖDINGER, INC. AND SUBSIDIARIES
Consolidated Statements of Operations
(in thousands, except for share and per share amounts)

Table of Contents

Revenues:

Software products and services
Drug discovery

Total revenues

Cost of revenues:

Software products and services
Drug discovery

Total cost of revenues
Gross profit

Operating expenses:

Research and development
Sales and marketing
General and administrative

Total operating expenses
Loss from operations

Other income:

(Loss) gain on equity investments
Change in fair value
Interest income

Total other income
Loss before income taxes

Income tax expense (benefit)

Net loss
Net loss attributable to noncontrolling interest

Net loss attributable to Schrödinger common and
   limited common stockholders
Net loss per share attributable to Schrödinger
   common and limited common stockholders, basic and diluted:
Weighted average shares used to compute net loss
   per share attributable to Schrödinger common and
   limited common stockholders, basic and diluted:

See accompanying notes to consolidated financial statements.

F-6

2021

Year Ended December 31,
2020

2019

  $

  $

113,236 
24,695 
137,931 

 $

92,530 
15,565 
108,095 

26,495 
45,816 
72,311 
65,620 

90,904 
22,150 
64,009 
177,063 
(111,443)

(1,781)
11,359 
1,057 
10,635 
(100,808)
411 
(101,219)
(826)

18,003 
26,620 
44,623 
63,472 

64,695 
17,795 
41,898 
124,388 
(60,916)

4,108 
28,263 
2,253 
34,624 
(26,292)
345 
(26,637)
(2,174)

  $

  $

(100,393)

  $

(24,463)

 $

(1.42)

  $

(0.41)

 $

66,735 
18,808 
85,543 

13,646 
22,804 
36,450 
49,093 

39,404 
21,364 
27,040 
87,808 
(38,715)

943 
9,922 
1,878 
12,743 
(25,972)
(291)
(25,681)
(1,110)

(24,571)

(4.09)

70,594,950 

60,024,658 

6,004,500  

 
 
 
 
 
 
 
 
 
 
 
 
 
 
  
 
 
  
  
  
   
   
  
   
   
  
   
  
   
  
  
  
   
   
  
   
   
  
   
   
  
   
   
  
   
  
   
  
  
  
   
   
  
   
   
  
   
   
  
   
   
  
   
   
  
   
  
   
  
  
  
   
   
  
   
   
  
   
   
  
   
   
  
   
   
  
   
   
  
   
   
  
   
   
  
   
   
  
 
Table of Contents

SCHRÖDINGER, INC. AND SUBSIDIARIES
Consolidated Statements of Comprehensive Loss
(in thousands)

Net loss attributable to Schrödinger common and
   limited common stockholders
Changes in market value of investments, net of tax:
Unrealized (loss) gain on marketable securities

Comprehensive loss

See accompanying notes to consolidated financial statements.

F-7

2021

Year Ended December 31,
2020

2019

  $

(100,393)   $

(24,463)

 $

(24,571)

  $

(968)  
(101,361)   $

301 
(24,162)

 $

25 
(24,546)

 
 
 
 
 
 
 
 
 
 
 
 
 
 
    
 
  
  
  
 
 
 
  
 
 
Table of Contents

SCHRÖDINGER, INC. AND SUBSIDIARIES
Consolidated Statements of Convertible Preferred Stock and Stockholders’ Equity (Deficit)
(in thousands, except for share amounts)

Series E preferred
stock

Series D preferred
stock

Series C preferred
stock

Series B preferred
stock

Series A preferred
stock

    Common stock

Limited common
stock

Additional

paid-in   Accumulated 

Shares

  Amount  

Shares

  Amount  

Shares

  Amount  

Shares

  Amount  

Shares

  Amount    

Shares

  Amount  

Shares

  Amount  

capital

deficit

loss (income)  

interest

Balance at
December 31, 2018   53,669,659   $

79,377     39,540,611   $ 22,000     47,242,235   $ 19,844     29,468,101   $ 9,840     134,704,785   $ 30,626       5,906,976   $

59    

—   $

—   $

8,915   $

(80,525 ) $

(9 ) $

—   $

(71,560 )

  Accumulated    
other
comprehensive 

Non
controlling  

Total
stockholders’  
  equity (deficit) 

—    

—    

—    

—    

—    

—    

—    

—    

—    

—      

—    

—    

—    

—    

—    

—    

25    

—    

25  

  20,126,118    

29,893    

—    

—    

—    

—    

—    

—    

—    

—      

—    

—    

—    

—    

—    

—    

—    

—    

—  

—    

—    

—    

—    

—    

—    

—    

—    

—    

—    

—    

—      

214,845    

2    

547    

—    

—    

—    

—    

—    

—    

—    

—      

—    

—    

—    

—    

2,193    

—    

—    

noncontrolling
interest
Net loss

—    
—    

—    
—    

—    
—    

—    
—    

—    
—    

—    
—    

—    
—    

—    
—    

—    
—    

—      
—      

—    
—    

—    
—    

—    
—    

—    
—    

—    
—    

—    
(24,571 )  

Balance at
December 31, 2019   73,795,777     109,270     39,540,611     22,000     47,242,235     19,844     29,468,101    

9,840     134,704,785     30,626       6,121,821    

61    

—    

—    

11,655    

(105,096 )  

—    

—    

—    
—    

16    

—    

—    

549  

2,193  

1,151    
(1,110 )  

1,151  
(25,681 )

41    

(93,323 )

—    

—    

—    

—    

—    

—    

—    

—    

—    

—      

—    

—    

—    

—    

—    

—    

301    

—    

301  

—    

—    

—    

—    

—    

—    

—    

—    

—    

—    

—    

—       1,398,177    

14    

—    

—    

4,169    

—    

—    

—    

—    

—    

—    

—    

—      

—    

—    

—    

—    

10,545    

—    

—    

—    

—    

—    

—    

4,183  

10,545  

—    

—    

—    

—    

—    

—    

—    

—    

—    

—       13,664,704    

136    

—    

—    

209,497    

—    

—    

—    

209,633  

—    

—    

—    

—    

—    

—    

—    

—    

—    

—       5,250,000    

53    

—    

—    

325,547    

—    

—    

—    

325,600  

  (73,795,777 )   (109,270 )   (17,844,124 )  

(9,928 )  

—    

—    

—    

—     (134,704,785 )   (30,626 )     30,278,832    

303    

—    

—    

149,521    

—    

—    

—    

149,824  

—    

—     (21,696,487 )   (12,072 )   (47,242,235 )   (19,844 )   (29,468,101 )  

(9,840 )  

—    

—      

—    

—     13,164,193    

132    

41,624    

—    

—    

—    

41,756  

—    

—    

—    

—    

—    

—    

—    

—    

—    

—       4,000,000    

40     (4,000,000 )  

(40 )  

—    

—    

—    

—    

—  

—    
—    

—    

—    
—    

—    

—    
—    

—    
—    

—    
—    

—    
—    

—    
—    

—    
—    

—    
—    

—      
—      

—    
—    

—    
—    

—    
—    

—    
—    

—    

—    
(24,463 )  

—    
—    

2,137    
(2,174 )  

2,137  
(26,637 )

—    

—    

—    

—    

—    

—    

—    

—       60,713,534    

607     9,164,193    

92    

752,558    

(129,559 )  

317    

4    

624,019  

F-8

Change in
unrealized
   loss on
marketable
   securities
Issuances of
Series E
   preferred
stock, net
   of issuance
costs
   of $127
Issuances of
common
   stock upon
stock
   option
exercise
Stock-based
compensation  
Contributions
by

Change in
unrealized
   loss on
marketable
   securities
Issuances of
common
   stock upon
stock
   option
exercise
Stock-based
compensation  
Issuances of
common
   stock upon
initial
   public
offering, net
  of issuance
costs
   of $22,667
Issuances of
common
   stock upon
follow-on
   offering, net
of
   issuance
costs of
   $20,901
Conversion of
   convertible
   preferred
stock into
   common
stock
Exchange of
   convertible
   preferred
stock into
   limited
common
   stock
Conversion of
limited
   common
stock into
   common
stock
Contributions
by
   non-
controlling
interest
Net loss

Balance at
December 31, 2020  

 
 
 
 
 
 
 
 
 
 
 
 
 
 
   
 
 
 
   
 
   
 
 
   
 
 
 
 
 
 
 
 
 
 
 
 
 
 
     
     
  
 
 
 
 
 
 
 
 
 
     
 
Table of Contents

Change in unrealized
   loss on marketable
   securities
Issuances of common
   stock upon stock
   option exercise
Stock-based compensation
Contributions by
   non-controlling interest
Net loss

Balance at December 31, 2021

  —  

—  

—  

—  

—  

—  

—  

—  

—  

—  

—  

—  

—  

—  

—  

  —  
  —  

—  
—  

—  
—  

—  
—  

—  
—  

—  
—  

—  
—  

—  
—  

—  
—  

—  
—  

1,120,981  
—  

—  
  —  
  —  
—  
  —   $ —  

—  
—  
—  
—  
—   $ —  

—  
—  
—  
—  
—   $ —  

—  
—  
—  
—  
—   $ —  

—  
—  
—  
—  
—   $ —  

—  
—  

    61,834,515   $

11  
—  

—  
—  
618  

—  
—  

—  
—  

  9,164,193   $

—  
—  

7,916  
26,490  

—  
—  
92   $ 786,964   $ (229,952 ) $

—  
(100,393 )

—  

—  

—  
—  

(968 )

—  

(968 )

—  
—  

—  
—  

7,927  
26,490  

—  
—  
(651 ) $

836  
(826 )

14   $

836  
(101,219 )
557,085  

See accompanying notes to consolidated financial statements.

F-9

 
 
 
 
 
 
 
 
 
 
 
   
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
   
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
   
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
   
 
 
 
 
   
 
 
 
 
 
 
 
 
 
 
 
 
 
   
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Table of Contents

SCHRÖDINGER, INC. AND SUBSIDIARIES

Consolidated Statements of Cash Flows

(in thousands)

Cash flows from operating activities:

Net loss
Adjustments to reconcile net loss to net cash (used in) provided by

operating activities:

Loss (gain) on equity investments
Noncash revenue from equity investments
Fair value adjustments
Depreciation
Stock-based compensation
Noncash research and development expenses
Noncash investment accretion
Loss on disposal of property and equipment
Decrease (increase) in assets:
Accounts receivable, net
Unbilled and other receivables
Reduction in the carrying amount of right of use assets
Prepaid expenses and other assets

(Decrease) increase in liabilities:

Accounts payable
Accrued payroll, taxes, and benefits
Deferred revenue
Lease liabilities
Other accrued liabilities

Net cash (used in) provided by operating activities

Cash flows from investing activities:

Purchases of property and equipment
Purchases of equity investments
Distribution from equity investment
Proceeds from sale of equity investments
Purchases of marketable securities
Proceeds from sale and maturity of marketable securities

Net cash used in investing activities

Cash flows from financing activities:

Issuances of common stock upon initial public offering, net
Issuances of common stock upon follow-on public offering, net
Issuances of Series E preferred stock, net
Issuances of common stock upon stock option exercise
Contribution by noncontrolling interest
Deferred offering costs

Net cash provided by financing activities
Net (decrease) increase in cash and cash equivalents and restricted cash

Cash and cash equivalents and restricted cash, beginning of year
Cash and cash equivalents and restricted cash, end of year

Supplemental disclosure of cash flow and noncash information

Cash paid for income taxes

Supplemental disclosure of non-cash investing and financing activities

Accrued deferred offering costs
Purchases of property and equipment in accounts payable
Acquisitions of right of use assets in exchange for lease obligations
Right of use assets recognized on adoption
Reclassification of deferred financing costs to additional paid-in capital

See accompanying notes to consolidated financial statements.

  $

  $

F-10

2021

Year Ended December 31,
2020

2019

  $

(101,219)

  $

(26,637)

 $

(25,681)

1,781 
(107)  
(11,359)  
2,847 
26,490 
811 
5,270 
140 

(321)  
(5,187)  
5,799 
(1,121)  

(411)  
6,405 
(1,028)  
(2,949)  
3,490 
(70,669)

(7,167)  
(3,700)  
375 
15,735 
(414,802)  
392,747 
(16,812)  

— 
— 
— 
7,927 
25 
— 
7,952 
(79,529)
202,796 
123,267 

  $

(4,108)
(397)
(28,263)
3,658 
10,545 
2,137 
646 
— 

(12,747)
3,468 
5,342 
187 

4,882 
4,966 
59,705 
(5,417)
(1,210)
16,757 

(2,538)
(2,869)
4,582 
— 
(519,668)
138,772 
(381,721)

211,491 
325,600 
— 
4,183 
— 
— 
541,274 
176,310 
26,486 
202,796 

 $

448 

  $

381 

 $

— 
705 
71,054 
— 
— 

— 
8 
2,709 
— 
1,858 

(943)
(186)
(9,922)
3,640 
2,193 
1,051 
(506)
— 

(5,038)
(1,556)
4,177 
410 

(294)
2,948 
6,715 
(4,025)
958 
(26,059)

(1,836)
— 
943 
— 
(110,187)
57,225 
(53,855)

— 
— 
29,893 
549 
100 
(1,858)
28,684 
(51,230)
77,716 
26,486 

139 

2,142 
90 
464 
16,475 
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Table of Contents

SCHRÖDINGER, INC. AND SUBSIDIARIES

Notes to Consolidated Financial Statements

For the years ended December 31, 2021, 2020, and 2019

(in thousands, except for share and per share amounts)

(1)

Description of Business

Schrödinger, Inc. (the “Company”) has developed a differentiated, physics-based software platform that enables discovery of high-quality, novel molecules
for drug development and materials applications more rapidly, at lower cost, and with, the Company believes, a higher likelihood of success compared to traditional
methods. The Company sells its software to biopharmaceutical and industrial companies, academic institutions, and government laboratories. The Company also
applies  its  computational  platform  to  a  broad  pipeline  of  drug  discovery  and  development  programs  in  collaboration  with  biopharmaceutical  companies.  In
addition, the Company uses its platform to advance a pipeline of internal drug discovery programs.

On February 10, 2020, the Company completed an initial public offering (“IPO”), in which the Company issued and sold 11,882,352 shares of its common
stock at a public offering price of $17.00 per share.  The underwriters fully exercised their option to purchase an additional 1,782,352 shares of the Company’s
common stock at the public offering price less underwriting discounts. The Company raised $209.6 million in net proceeds after deducting underwriting discounts
and commissions and offering expenses payable by the Company.

Immediately  prior  to  the  closing  of  the  IPO,  preferred  stockholders  voluntarily  exchanged  98,406,823  shares  of  preferred  stock  for  an  aggregate  of
13,164,193 shares of limited common stock.  In addition, upon the closing of the IPO, the remaining 226,344,686 shares of preferred stock automatically converted
into an aggregate of 30,278,832 shares of common stock.

On August 17, 2020, the Company completed a follow-on public offering, in which the Company issued and sold 4,500,000 shares of its common stock at
a public offering price of $66.00 per share. The underwriters fully exercised their option to purchase an additional 750,000 shares of the Company’s common stock
at  the  public  offering  price  less  underwriting  discounts.  The  Company  raised  $325.6  million  in  net  proceeds  after  deducting  underwriting  discounts  and
commissions and offering expenses payable by the Company. In addition, a stockholder of the Company sold 500,000 shares of common stock. The Company did
not receive any proceeds from the sale of shares of common stock by the selling stockholder.

(2)

(a)

Significant Accounting Policies

Recently Issued Accounting Pronouncements

In January 2020, the Financial Accounting Standards Board (“FASB”) issued Accounting Standard Update (“ASU”) No. 2020-01, Investments—Equity
Securities  (Topic  321),  Investments—Equity  Method  and  Joint  Ventures  (Topic  323),  and  Derivatives  and  Hedging  (Topic  815)  —Clarifying  the  Interactions
between Topic 321, Topic 323, and Topic 815,  which  clarifies  the  accounting  related  to  equity  investments  and  derivatives.  This  guidance  was  effective  for  the
Company in the first quarter of 2021 on a prospective basis, and early adoption was permitted. The Company adopted this new standard effective January 1, 2021
with no material impact on its consolidated financial statements.

In  August  2018,  the  FASB  issued  ASU  No.  2018-15,  Intangibles-Goodwill and Other-Internal-Use Software  (Topic  350)  –  Customer’s  Accounting  for
Implementation  Costs  Incurred  in  a  Cloud  Computing  Arrangement  That  is  a  Service  Contract.  This  standard  aligns  the  requirements  for  capitalizing
implementation costs incurred in a hosting arrangement that is a service contract with the requirements for capitalizing implementation costs incurred to develop or
obtain internal-use software. The standard is effective for annual periods beginning after December 15, 2020, and interim periods within annual periods beginning
after  December  15,  2021,  with  early  adoption  permitted.  The  Company  adopted  this  new  standard  effective  January  1,  2021  with  no  material  impact  on  its
consolidated financial statements.

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In  June  2016,  the  FASB  issued  ASU  No.  2016-13,  Financial  Instruments-Credit  Losses  (Topic  326)  –  Measurement  of  Credit  Losses  on  Financial
Instruments, which requires the measurement and recognition of expected credit losses for financial assets held at amortized cost. ASU No. 2016-13 replaces the
existing incurred loss impairment model with an expected loss model which requires the use of forward-looking information to calculate credit loss estimates. It
also eliminates the concept of other-than-temporary impairment and requires credit losses related to certain available-for-sale debt securities to be recorded through
an allowance for credit losses rather than as a reduction in the amortized cost basis of the securities. These changes generally result in earlier recognition of credit
losses.  The Company adopted this new standard effective January 1, 2021 with no material impact on its consolidated financial statements.

In October 2021, the FASB issues ASU No. 2021-08, Business Combinations (Topic 805) – Accounting for Contract Assets and Contract Liabilities from
Contracts  with  Customers,  which  requires  the  measurement  and  recognition  of  contract  assets  and  contract  liabilities  acquired  in  a  business  combination  in
accordance with Accounting Standard Codification (“ASC”) 606, Revenue from Contracts with Customers (Topic 606). This update replaces the existing guidance
requiring contract assets and contract liabilities to be measured and recognized at fair value. The standard is effective on a prospective basis for annual periods
beginning after December 15, 2022, including interim periods within the fiscal year, with early adoption permitted. The Company plans to early adopt this new
standard effective January 1, 2022 and does not expect a material impact on its consolidated financial statements.

(b)

Basis of Presentation and Use of Estimates

The preparation of financial statements in conformity with U.S. generally accepted accounting principles (“U.S. GAAP”) requires management to make
estimates and assumptions that affect the reported amounts of assets and liabilities, disclosure of contingent assets and liabilities at the date of the consolidated
financial  statements,  and  the  reported  amounts  of  revenues  and  expenses  during  the  reporting  period.  Significant  estimates  include  the  assumptions  used  in  the
allocation of revenue, estimates regarding the progress of completing performance obligations under collaboration agreements, and the valuation of stock-based
compensation. Actual results could differ from those estimates, and such differences may be material to the consolidated financial statements.

(c)

Principles of Consolidation

The Company’s consolidated financial statements include the accounts of Schrödinger, Inc., its wholly owned subsidiaries, and its variable interest entity.
All  intercompany  balances  and  transactions  have  been  eliminated  in  consolidation.  The  functional  currency  for  foreign  entities  is  the  United  States  dollar.  The
Company accounts for investments over which it has significant influence, but not a controlling financial interest, using the equity method.

(d)

Cash and Cash Equivalents and Marketable Securities and Restricted Cash

Included in cash and cash equivalents were cash equivalents of $90,477 and $185,614 as of December 31, 2021 and 2020, respectively, which consisted of
money market funds and certificates of deposit, and are stated at cost, which approximates market value. The Company classifies all highly liquid investments with
an  original  maturity  of  90  days  or  less  to  be  cash  equivalents.  The  Company  classifies  all  marketable  securities,  which  consist  of  fixed  income  securities,  as
available for sale securities.

At times, cash balances held at financial institutions were in excess of the Federal Deposit Insurance Corporation’s insured limits; however, the Company

primarily places its cash with high-credit quality financial institutions.

Restricted  cash  consists  of  letters  of  credit  held  with  the  Company’s  financial  institution  related  to  facility  leases  and  is  classified  as  current  in  the

Company’s balance sheets based on the maturity of the underlying letters of credit.

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(e)

Accounts Receivable

Accounts  receivable  are  stated  at  original  invoice  amount  less  an  allowance  for  doubtful  accounts.  Management  estimates  the  allowance  for  doubtful
accounts by evaluating individual customer receivables and considering a customer’s financial condition, credit history, and current economic conditions. Account
balances  are  considered  delinquent  if  payment  is  not  received  by  the  due  date.  Accounts  receivable  are  written  off  when  deemed  uncollectible.  Recovery  of
accounts  receivable  previously  written  off  is  recorded  when  received.  Changes  in  the  balance  of  accounts  deemed  uncollectible  were  deemed  immaterial  as  of
December 31, 2021 and 2020. Interest is not charged on accounts receivable.

(f)

Fair Value of Financial Instruments

The carrying values of cash and cash equivalents, accounts receivable, accounts payable, and accrued liabilities approximate fair value due to their short

maturities.

(g)

Property and Equipment

Property and equipment are stated at cost. The Company did not capitalize any interest during 2021 and 2020. Maintenance and repairs are expensed as

incurred.

Depreciation  is  calculated  using  the  straight‑line  method  over  the  estimated  useful  lives  of  the  assets,  which  range  from  3  to  7  years.  Amortization  of

leasehold improvements is calculated using the straight‑line method over the remaining life of the lease or the useful life of the asset, whichever is shorter.

Property and equipment are reviewed for impairment as discussed below under Accounting for the Impairment of Long‑Lived Assets.

(h)

Accounting for the Impairment of Long‑Lived Assets

Long-lived  assets,  such  as  property  and  equipment  subject  to  amortization,  are  reviewed  for  impairment  whenever  events  or  changes  in  circumstances
indicate that the carrying amount of an asset may not be recoverable. If circumstances require a long-lived asset or asset group be tested for potential impairment,
the Company first compares undiscounted cash flows expected to be generated by that asset or asset group to its carrying value. If the carrying value of the long-
lived asset or asset group is not recoverable on an undiscounted cash flow basis, an impairment is recognized to the extent that carrying value exceeds fair value.
Fair value is determined using various valuation techniques, including discounted cash flow models, quoted market values, and third-party independent appraisals,
depending on the nature of the asset. No impairment was identified for the years ended December 31, 2021, 2020, and 2019.

(i)

Warranties

The Company typically warrants that its products will perform in a manner consistent with the product specifications provided to the customer for a period
of 30 days. Historically, the Company has not been required to make payments under these obligations. Therefore, no liabilities for such obligations are presented
in the consolidated financial statements.

(j)

Concentrations

Financial instruments that potentially subject the Company to concentrations of credit risk consist primarily of trade receivables.

The  Company  does  not  require  customers  to  provide  collateral  to  support  accounts  receivable.  If  deemed  necessary,  credit  reviews  of  significant  new
customers may be performed prior to extending credit. The determination of a customer’s ability to pay requires judgment, and failure to collect from a customer
can adversely affect revenue, cash flows, and results of operations.

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Table of Contents

As of December 31, 2021, three customers accounted for 17%, 15%, and 11% of total accounts receivable, respectively. As of December 31, 2020, two
customers accounted for 17% and 14% of total accounts receivable, respectively. For the year ended December 31, 2021, one customer accounted for 14% of total
revenues.  For  the  year  ended  December  31,  2020,  no  customer  accounted  for  more  than  10%  of  total  revenues.  For  the  year  ended  December  31,  2019,  one
customer accounted for 12% of total revenues.

(k)

Royalties

Royalties represent a component of cost of revenues and consist of royalties paid to owners of intellectual property used in or bundled with the Company’s
software. Generally, royalties are incurred and recorded at the time a customer enters into a binding purchase agreement, although some royalty agreements are
based instead on cash collections. Royalty expense was $9,826, $7,663, and $7,352 for the years ended December 31, 2021, 2020, and 2019, respectively.

(l)

Software Development Costs

Costs to develop new software products and substantial enhancements to existing software products are expensed as incurred. Historically, the Company
has  not  capitalized  any  software  development  costs  because  the  software  development  process  was  essentially  completed  concurrent  with  the  establishment  of
technological feasibility.

(m)

Research and Development and Advertising

Research and development and advertising costs are expensed as incurred. The Company did not incur any significant advertising costs in 2021, 2020, or

2019.

(n)

Stock‑Based Compensation

The Company calculates stock‑based compensation expense utilizing fair value–based methodologies and recognizes expense over the vesting period of

such awards.

(o)

Commissions

Commissions represent a component of sales and marketing expense and consist of the variable compensation paid to the Company’s sales representatives.
Generally, sales commissions are earned and recorded as expense at the time that a customer has entered into a binding purchase agreement. Commissions paid to
sales representatives are recoverable only in the case that the Company cannot collect against any invoiced fee associated with a sales order. Commission expense
was $1,829, $1,362, and $754 in 2021, 2020, and 2019, respectively.

(p)

Income Taxes

The Company records deferred tax assets and liabilities for the expected future tax consequences of temporary differences between the financial statement
carrying amounts and the tax basis of the assets and liabilities. Deferred tax assets are reduced by a valuation allowance when it is estimated to become more likely
than not that a portion of the deferred tax assets will not be realized. Accordingly, the Company currently maintains a full valuation allowance against existing net
deferred tax assets.

The Company recognizes the effect of income tax positions only if such positions are deemed “more likely than not” capable of being sustained. Interest

and penalties accrued on unrecognized tax benefits are included within income tax expense in the consolidated financial statements.

(q)

Comprehensive Loss

Comprehensive loss includes net loss and changes in equity related to changes in unrealized gains or losses on marketable securities.

F-14

Table of Contents

(r)

Equity Investments

In the normal course of business, the Company has entered, and may continue to enter, into collaboration agreements with private companies to perform
drug design services for such companies in exchange for equity ownership stakes in such companies. If it is determined that the Company has control over the
investee, the investee is consolidated in the financial statements. If the investee is consolidated with the Company and less than 100% of the equity is owned by the
Company, the Company will present non-controlling interest to represent the portion of the investee owned by other investors. If it is determined that the Company
does not have control over the investee, the Company evaluates the investment for the ability to exercise significant influence.

Equity  investments  over  which  the  Company  has  significant  influence  may  be  accounted  for  under  equity  method  accounting  in  accordance  with  ASC
Topic 323, Equity Method and Joint Ventures. If it is determined that the Company does not have significant influence over the investee, and there is no readily
determinable  fair  value  for  the  investment,  the  equity  investment  may  be  accounted  for  at  cost  minus  impairment  in  accordance  with  ASC  Topic  321,  Equity
Securities.

For further information regarding the Company’s equity investments, see Note 5, Fair Value Measurements, Note 10, Noncontrolling Interest, and Note 12,

Equity Investments.

(s)

Net (Loss) Income per Share Attributable to Common and Limited Common Stockholders

The outstanding equity of the Company consists of common stock and limited common stock. Under the Company’s certificate of incorporation, the rights
of  the  holders  of  common  stock  and  limited  common  stock  are  identical,  except  with  respect  to  voting  and  conversion.  Holders  of  limited  common  stock  are
precluded from voting such shares in any election of directors or on the removal of directors. Limited common stock may be converted into common stock at any
time at the option of the stockholder.

Undistributed earnings allocated to the participating securities are subtracted from net income in determining net (loss) income attributable to common and
limited  common  stockholders.  Basic  net  (loss)  income  per  share  is  computed  by  dividing  net  (loss)  income  attributable  to  common  and  limited  common
stockholders by the weighted-average number of shares of common and limited common stock outstanding during the period.

For the calculation of diluted net income, net income attributable to common and limited common stockholders for basic net income is adjusted by the
effect of dilutive securities, including awards under the Company’s equity compensation plans. Diluted net income per share attributable to common and limited
common stockholders is computed by dividing the resulting net income attributable to common and limited common stockholders by the weighted-average number
of fully diluted shares of common and limited common stock outstanding.

(3)

Revenue Recognition

Revenue is recognized upon transfer of control of promised products or services to customers in an amount that reflects the consideration to which the
Company expects to be entitled in exchange for promised goods or services. The Company’s performance obligations are satisfied either over time or at a point in
time.

The following table illustrates the timing of the Company’s revenue recognition:

Software products and services – point in time
Software products and services – over time
Drug Discovery – point in time
Drug Discovery – over time

2021

Year Ended December 31,
2020

2019

55.5%  
26.6 
3.3 
14.6 

55.0%   
30.6 
6.7 
7.7 

49.9%
28.1 
8.6 
13.4

F-15

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
  
 
 
 
 
  
 
 
 
 
  
 
Table of Contents

(a)

Software

The Company enters into contracts that can include various combinations of licenses, products and services, some of which are distinct and are accounted
for as separate performance obligations. For contracts with multiple performance obligations, the Company allocates the transaction price of the contract to each
performance obligation on a relative standalone selling price (“SSP”) basis. Revenue is recognized net of any sale and value-added taxes collected from customers
and subsequently remitted to governmental authorities.

The  Company’s  software  business  derives  revenue  from  five  sources:  (i)  on-premise  software  license  fees,  (ii)  hosted  software  subscription  fees,

(iii) software maintenance fees, (iv) professional services fees, and (v) contributions.

On-premise software. The Company’s on-premise software license arrangements grant customers the right to use its software on their own in-house servers
or their own cloud instances for a specified term, typically for one year. The Company recognizes revenue for on-premise software license fees upfront, either upon
delivery of the license or the effective date of the agreement, whichever is later. In instances where the timing of delivery differs from the timing of invoicing, the
Company  considers  whether  a  significant  financing  component  exists.  The  Company  has  elected  the  practical  expedient  to  not  assess  for  significant  financing
where the term is less than one year. The Company’s updates and upgrades are not integral to maintaining the utility of the software licenses. Payments typically
are received upfront or annually.

Hosted  software.  Hosted  software  revenue  consists  primarily  of  fees  to  provide  the  Company’s  customers  with  hosted  licenses,  which  allows  these
customers to access the Company’s cloud-based software solution on their own hardware without taking control of licenses.  Hosted software is recognized ratably
over the term of the arrangement.

Software  maintenance.  Software  maintenance  includes  technical  support,  updates,  and  upgrades.  Software  maintenance  revenue  is  considered  to  be  a

separate performance obligation and is recognized ratably over the term of the arrangement.

Professional services. Professional services, such as training, technical support, installation, or assisting customers with modeling, generally are not related
to the core functionality of the Company’s software and are recognized as revenue when resources are consumed. The Company has historically estimated project
status with relative accuracy, although a number of internal and external factors can affect such estimates, including labor rates, utilization and efficiency variances.
Payments for services are due in advance or upon consumption of resources.

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Table of Contents

Software contribution revenue. Software contribution revenue consists of funds received under a non-reciprocal agreement with Gates Ventures, LLC.  The
agreement is an unconditional non-exchange contribution without restrictions and the initial contribution was invoiced upon execution of the agreement.  Revenue
was recognized upon execution of the agreement and on the first anniversary of the agreement when invoiced in accordance with ASC Topic 958, Not-for-Profit
Entities as the agreement is not an exchange transaction.

The  agreement  with  Gates  Ventures,  LLC  covers  the  period  from  June  23,  2020  through  June  22,  2023  for  total  consideration  of  up  to  $3,000.  The
Company  received  $1,000  in  connection  with  its  entry  into  the  agreement  in  the  second  quarter  of  2020,  and  $1,000  in  the  second  quarter  of  2021  on  the  first
anniversary  of  its  entry  into  the  agreement.  The  Company  is  also  entitled  to  receive  an  additional  $1,000  payment  on  or  around  the  second  anniversary  of  the
agreement, subject to the Company providing certain progress reports to the Trustees of Columbia University in the City of New York. As of December 31, 2021,
the Company had no deferred revenue balance related to this agreement.

The following table presents the revenue recognized from the sources of software products and services revenue:

On-premise software
Hosted software
Software maintenance
Professional services

Revenue from contracts with customers

Software contribution

Total software revenue

(b)

Drug Discovery

2021

Year Ended December 31,
2020

2019

  $

  $

74,598    $
11,076   
17,294   
9,268   
112,236   
1,000   
113,236    $

58,311 
9,192 
14,465 
9,562 
91,530 
1,000 
92,530 

 $

 $

42,647 
7,418 
11,643 
5,027 
66,735 
— 
66,735

Drug  discovery  services.  Revenue  from  drug  discovery  and  collaboration  services  contracts  is  recognized  either  over  time,  typically  by  using  costs
incurred  or  hours  expended  to  measure  progress,  or  at  a  point  in  time  based  on  the  achievement  of  milestones.  Payments  for  services  are  generally  due  upon
achieving milestones stated in a contract, upfront at the start of a contract, or upon consumption of resources. Services may at times include variable consideration
and milestone payments. The Company has estimated the amount of consideration that is variable using the most likely amount method. The Company evaluates
milestones on a case-by-case basis, including whether there are factors outside the Company’s control that could result in a significant reversal of revenue, and the
likelihood and magnitude of a potential reversal. If achievement of a milestone is not considered probable, the Company constrains (reduces) variable consideration
to exclude the milestone payment until it is probable to be achieved. As of December 31, 2021, 2020, and 2019, milestones not yet achieved that were determined
to be probable of achievement totaled $2,250, $250, and $1,500, respectively, and $2,250, $85, and $1,500 of those milestones were recognized as revenue for the
years ended December 31, 2021, 2020, and 2019.

Drug discovery contribution revenue. Drug discovery contribution  revenue  consists  of  funds  received  under  an  agreement  with  Bill  and  Melinda  Gates
Foundation on a cost reimbursement basis, to perform services aimed at accelerating drug discovery in women’s health, which began in November 2021. Revenue
is recognized as conditions are met in accordance with ASC Topic 958, Not-for-Profit Entities. As of December 31, 2021, there was a $1,129 deferred revenue
balance related to this agreement.

Drug discovery services revenue from contracts with customers
Drug discovery contribution

Total drug discovery revenue

F-17

2021

Year Ended December 31,
2020

2019

  $

  $

24,584    $
111   
24,695    $

15,565 
— 
15,565 

 $

 $

18,808 
— 
18,808

 
 
 
 
 
 
 
 
 
 
 
 
 
 
  
 
 
 
  
 
 
 
  
 
 
 
  
 
 
 
  
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
  
 
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(c)

Collaboration and License Agreement

On  November  22,  2020,  the  Company  entered  into  an  exclusive,  worldwide  collaboration  and  license  agreement  with  Bristol-Myers  Squibb  Company
(“BMS”),  pursuant  to  which  the  Company  and  BMS  have  agreed  to  collaborate  in  the  discovery,  research  and  preclinical  development  of  new  small  molecule
compounds for disease indications in oncology, neurology, and immunology therapeutics areas. The Company will be responsible, at its own cost and expense, for
the discovery of small molecule compounds directed to five specified biological targets pursuant to a mutually agreed research plan for each such target. The initial
targets included HIF-2 alpha and SOS1/KRAS, which were two of the Company’s internal programs. In November 2021, the Company and BMS mutually agreed
to replace the HIF-2 alpha target with another precision oncology target. Following the replacement election, all rights to the HIF-2 alpha target program reverted to
us. Once a development candidate meeting specified criteria for a target under the agreement has been identified by the Company, BMS will be solely responsible
for the further development, manufacturing and commercialization of such development candidate at its own cost and expense.

Under  the  terms  of  the  agreement,  BMS  paid  the  Company  an  initial  upfront  fee  payment  of  $55,000.  The  Company  also  is  entitled  to  receive  up  to
$2,700,000 in total milestone payments across all potential targets, consisting of: a) up to $585,000 in milestone payments per oncology target, including $360,000
in the aggregate for the achievement of certain specified research, development, and regulatory milestones and $225,000 in the aggregate for the achievement of
certain specified commercial milestones; and b) up to $482,000 in milestone payments per neurology and immunology target, including $257,000 in the aggregate
for the achievement of certain specified research, development, and regulatory milestones and $225,000 in the aggregate for the achievement of certain specified
commercial milestones.

The  Company  is  also  entitled  to  a  tiered  percentage  royalty  on  annual  net  sales  ranging  from  mid-single  digits  to  low-double  digits,  subject  to  certain
specified reductions. Royalties are payable by BMS on a licensed product-by-licensed product and country-by-country basis until the later of the expiration of the
last valid claim covering the licensed product in such country, expiration of all applicable regulatory exclusivities in such country for such licensed product and the
tenth anniversary of the first commercial sale of such licensed product in such country.

The  Company  assessed  the  collaboration  and  license  agreement  in  accordance  with  ASC  606  and  concluded  that  BMS  is  a  customer  based  on  the
agreement structure. At inception, the Company identified one performance obligation for each of the five programs under the agreement, which includes research
activities for each program and a license grant for the underlying intellectual property. The Company determined that the license grant for intellectual property is
not separable from the research activities, as the research activities are expected to significantly modify or enhance the license grant over the period of service, and
therefore are not distinct in the context of the contract.

The Company determined that the transaction price at the onset of the agreement is $55,000. Additional consideration to be paid to the Company upon the
achievement of future milestone payments were excluded from the transaction price as they represent milestone payments that are not considered probable as of the
inception date such that there is not a significant risk of revenue reversal.

The Company has allocated the transaction price of $55,000 to each performance obligation based on the SSP of each performance obligation at inception,
which was determined based on each performance obligation’s estimated standalone selling price. The Company determined the estimated standalone selling price
at contract inception of the research activities based on internal estimates of the costs to perform the services, inclusive of a reasonable profit margin. Significant
inputs used to determine the total costs to perform the research activities included the length of time required, the internal hours expected to be incurred on the
services and the number and costs of various studies that will be performed to complete the research plan.

Revenue associated with the research activities is recognized on a proportional performance basis over the period of service for research activities, using
input-based measurements of total costs of research incurred to estimate the proportion performed. Progress towards completion is remeasured at the end of each
reporting period.

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During the years ended December 31, 2021 and 2020, the Company recognized $13,749 and $988, respectively, associated with the agreement based on
the research activities performed. As of December 31, 2021 and 2020, there was $40,263 and $54,012 of deferred revenue related to the agreement, which was
classified as either current or non-current in the consolidated balance sheet based on the period the services are expected to be performed. There was no outstanding
receivable for this collaboration as of December 31, 2021.

(d)

Significant Judgments

Significant  judgments  and  estimates  are  required  under  ASC  Topic  606.  Due  to  the  complexity  of  certain  contracts,  the  actual  revenue  recognition

treatment required under Topic 606 for the Company’s arrangements may be dependent on contract-specific terms and may vary in some instances.

The  Company’s  contracts  with  customers  often  include  promises  to  transfer  multiple  software  products  and  services,  including  training,  professional
services, technical support services, and rights to unspecified updates. Determining whether licenses and services are distinct performance obligations that should
be accounted for separately, or are not distinct and therefore should be accounted for together, requires significant judgment. In some arrangements, such as most of
the Company’s term-based software license arrangements, the Company has concluded that the licenses and associated services are distinct from each other. In
other  arrangements,  including  collaboration  services  arrangements,  the  licenses  and  certain  services  may  not  be  distinct  from  each  other.  The  Company’s  time-
based software arrangements may include multiple software licenses and a right to updates or upgrades to the licensed software products, and technical support.
The Company has concluded that such promised goods and services are separate distinct performance obligations.

The Company is required to estimate the total consideration expected to be received from contracts with customers, including any variable consideration.
Once  the  estimated  transaction  price  is  established,  amounts  are  allocated  to  the  performance  obligations  that  have  been  identified.  The  transaction  price  is
allocated to each separate performance obligation on a SSP basis.

Judgment is required to determine the SSP for each distinct performance obligation. The Company rarely licenses or sells products on a standalone basis,
so  the  Company  is  required  to  estimate  the  range  of  SSPs  for  each  performance  obligation.  In  instances  where  the  SSP  is  not  directly  observable  because  the
Company does not sell the license, product, or service separately, the Company determines the SSP using information that includes historical discounting practices,
market conditions, cost-plus analysis, and other observable inputs. The Company typically has more than one SSP for individual performance obligations due to the
stratification  of  those  items  by  classes  of  customers  and  circumstances.  In  these  instances,  the  Company  may  use  information  such  as  the  size  and  geographic
region of the customer in determining the SSP. Professional service revenue is recognized as costs and hours are incurred, and judgment is required in estimating
both the project status and the costs incurred or hours expended.

If a group of agreements are so closely related to each other that they are, in effect, part of a single arrangement, such agreements are deemed to be one
arrangement  for  revenue  recognition  purposes.  The  Company  exercises  significant  judgment  to  evaluate  the  relevant  facts  and  circumstances  in  determining
whether the separate agreements should be accounted for separately or as, in substance, a single arrangement. The Company’s judgments about whether a group of
contracts comprises a single arrangement can affect the allocation of consideration to the distinct performance obligations, which could have an effect on results of
operations for the periods involved.

Judgment is required to determine the total costs to perform research activities, which include the length of time required, the internal hours expected to be

incurred on the services, and the number and costs of various studies that may be performed by third-parties to complete the research plan.

Generally, the Company has not experienced significant returns or refunds to customers.

The  Company’s  estimates  related  to  revenue  recognition  require  significant  judgment  and  a  change  in  these  estimates  could  have  an  effect  on  the

Company’s results of operations during the periods involved.

F-19

Table of Contents

(e)

Contract Balances

The timing of revenue recognition may differ from the timing of invoicing to customers and these timing differences result in receivables, contract assets,
or contract liabilities (deferred revenue) on the consolidated balance sheets. The Company records a contract asset when revenue is recognized prior to invoicing. A
deferred  revenue  liability  is  recorded  when  revenue  is  expected  to  be  recognized  subsequent  to  invoicing.  For  the  Company’s  time-based  software  agreements,
customers are generally invoiced at the beginning of the arrangement for the entire term, though when the term spans multiple years the customers may be invoiced
on  an  annual  basis.  For  certain  drug  discovery  agreements  where  the  milestones  are  deemed  probable  in  a  period  prior  to  when  the  milestone  is  achieved,  the
Company records a contract asset for the full value of the milestone.

Contract assets are included in unbilled and other receivables within the consolidated balance sheets and are transferred to receivables when the Company

invoices the customer.

Contract balances were as follows:

Contract assets
Deferred revenue, short-term:
Software products and services
Drug discovery

Deferred revenue, long-term:

Software products and services
Drug discovery

As of
December 31,
2021

As of
December 31,
2020

  $

8,271    $

32,945   
22,423   

3,938   
26,126   

3,589 

28,218 
17,185 

1,976 
39,188

For the years ended December 31, 2021 and 2020, respectively, the Company recognized $42,127 and $24,921 of revenue that was included in deferred
revenue at the end of the preceding period. All other deferred revenue activity is due to the timing of invoices in relation to the timing of revenue, as described
above.  The  Company  expects  to  recognize  as  revenue  approximately  65%  of  its  December  31,  2021  deferred  revenue  balance  in  the  next  12  months  and  the
remainder thereafter. Additionally, contracted but unsatisfied performance obligations that had not yet been billed to the customer or included in deferred revenue
were $26,694 as of December 31, 2021.

Payment  terms  and  conditions  vary  by  contract  type,  although  terms  typically  require  payment  within  30  to  60  days.  In  instances  where  the  timing  of
revenue recognition differs from that of invoicing, the Company has determined that its contracts generally do not include a significant financing component. The
primary  purpose  of  invoicing  terms  is  to  provide  customers  with  simplified  and  predictable  ways  of  purchasing  the  Company’s  products  and  services,  not  to
facilitate financing arrangements.

(f)

Deferred Sales Commissions

The Company has applied the practical expedient for sales commission expense, as any material compensation paid to sales representatives to obtain a

contract relates to a period of one year or less. Therefore, the Company has not capitalized any costs related to sales commissions.

(4)

Property and Equipment

Property and equipment consisted of the following:

Computers and equipment
Leasehold improvements
Furniture and fixtures

Less accumulated depreciation

As of December 31,

2021

2020

  $

  $

16,059    $
2,276   
4,045   
22,380   
(12,355)  
10,025    $

12,718 
4,385 
1,839 
18,942 
(13,802)
5,140

F-20

 
 
 
 
 
 
 
 
 
 
 
 
    
 
  
 
 
 
 
 
 
 
 
    
 
  
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Table of Contents

Depreciation expense for 2021, 2020, and 2019 was $2,847, $3,658, and $3,625, respectively, and is included within cost of revenues and research and

development, sales and marketing, and general and administrative expenses within the consolidated statements of operations.

(5)

Fair Value Measurements

Various inputs are used in determining the fair value of the Company’s financial assets and liabilities. These inputs are summarized into the following three

broad categories:

Level 1 – quoted prices in active markets for identical securities

Level 2 – other significant observable inputs, including quoted prices for similar securities, interest rates, credit risk, etc.

Level 3 – significant unobservable inputs, including the Company’s own assumptions in determining fair value

The inputs or methodology used for valuing securities are not necessarily an indication of the risk associated with investing in those securities. Marketable
securities, which consist primarily of corporate and U.S. government agency bonds, are classified as available for sale and fair value does not differ significantly
from carrying value as of December 31, 2021 and 2020. The following table presents information about the Company’s assets and liabilities measured at fair value
as of December 31, 2021:

Assets:
Marketable securities
Equity investments
Total

Level 1

Level 2

Level 3

Total

  $

  $

—    $

456,212    $

39,561   
39,561    $

—   

456,212    $

—    $

1,887   
1,887    $

456,212 
41,448 
497,660

The following table presents information about the Company’s assets and liabilities measured at fair value as of December 31, 2020:

Assets:
Marketable securities
Equity investments
Total

Level 1

Level 2

Level 3

Total

  $

  $

—    $

440,395    $

45,570   
45,570    $

—   

440,395    $

—    $
—   
—    $

440,395 
45,570 
485,965

Fair value of the Company’s investments in Nimbus Therapeutics, LLC (“Nimbus”) and ShouTi Inc. (“ShouTi”), classified as Level 3 in the fair value
hierarchy, was determined under the hypothetical liquidated book value method (“HLBV method”), as further described in Note 12, Equity Investments. Significant
unobservable inputs used under the HLBV method include Nimbus’ and ShouTi’s annual financial statements and the Company’s respective liquidation priorities.
The following table sets forth changes in fair value of the Company’s Level 3 investments:

As of December 31, 2019
Cash contributions
Unrealized loss

As of December 31, 2020

Cash contributions
Unrealized loss

As of December 31, 2021

F-21

  $

  $

Amount

108 
2,869 
(2,977)
- 
2,000 
(113)
1,887

 
 
 
 
 
 
 
 
 
 
 
 
 
    
 
    
 
    
 
  
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
    
 
    
 
    
 
  
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Table of Contents

Unrealized  gains  and  losses  arising  from  changes  in  fair  value  of  the  Company’s  equity  investments  are  classified  within  change  in  fair  value  in  the
consolidated  statements  of  operations.  During  the  years  ended  December  31,  2021  and  2020,  there  were  no  transfers  between  Level  1,  Level  2  and  Level  3
investments. See Note 12, Equity Investments, for further information.

(6)

(a)

Commitments and Contingencies

Leases

The  Company  leases  office  space  under  operating  leases  that  expire  at  various  dates  through  2037.  The  Company  has  elected  the  package  of  practical
expedients  under  the  transition  guidance  of  ASC  Topic  842,  Leases,  to  exclude  short-term  leases  from  the  balance  sheet  and  to  combine  lease  and  non-lease
components.

Upon  inception  of  a  lease,  the  Company  determines  if  an  arrangement  is  a  lease,  if  it  includes  options  to  extend  or  terminate  the  lease,  and  if  it  is
reasonably certain that the Company will exercise the options. Lease cost, representing lease payments over the term of the lease and any capitalizable direct costs
less any incentives received, is recognized on a straight-line basis over the lease term as lease expense.

In  determining  the  present  value  of  lease  payments,  the  Company  uses  its  incremental  borrowing  rate  based  on  the  information  available  at  the  lease
commencement date if the rate implicit in the lease is not readily determinable. Upon execution of a new lease, the Company performs an analysis to determine its
incremental borrowing rate using its current borrowing rate, adjusted for various factors including level of collateralization and lease term. As of December 31,
2021, the remaining weighted average lease term was 15 years.

During the year ended December 31, 2021, the accounting commencement began for two new leases, which increased the right-of-use (“ROU”) assets and

lease liabilities by $71,054. ROU assets and lease liabilities were equal as no lease costs or incentives were associated with acquiring the leases.

On November 1, 2021, the Company entered into an office lease agreement for 16,727 square feet of office space located at One Main Street, Cambridge,
Massachusetts.  Under  the  terms  of  the  agreement,  the  Company  will  pay  base  rent  of  approximately  $135  per  month  with  a  3%  annual  rental  escalation.  The
Company estimates that the lease commencement date will occur during the three months ending June 30, 2022 and continue to the end of the lease, which is 10
years after commencement.

On November 30, 2021, the Company entered into an office lease agreement for 19,753 square feet of office space located at Salarpuria Sattva, Knowledge
City, Hyderabad, India. Under the terms of the agreement, the Company will pay base rent of approximately $20 per month from commencement to handover date
and $29 per month from handover date to termination of the lease. The Company estimates that the lease handover and commencement dates will occur during the
three months ending March 31, 2022 and continue to the end of the lease in June 2023.

Variable  and  short-term  lease  costs  were  immaterial  for  the  year  ended  December  31,  2021.  Additional  details  of  the  Company’s  operating  leases  are

presented in the following table:

Operating lease costs
Cash paid for operating leases

2021

  $

Year Ended December 31,
2020

7,627    $
4,561   

5,895    $
6,050   

2019

5,181 
5,108

F-22

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Table of Contents

Maturities of operating lease liabilities as of December 31, 2021 under noncancelable operating leases were as follows:

Year ending December 31:

2022
2023
2024
2025
2026
Thereafter

Total future minimum lease payments

Less: imputed interest
Present value of future minimum lease payments
Less: current portion of operating leases payments

Lease liabilities, long-term

(b)

Legal Matters

  $

  $

2,087 
8,809 
9,632 
9,241 
8,758 
93,656 
132,183 
(52,314)
79,869 
(2,042)
77,827

From time to time, the Company may become involved in routine litigation arising in the ordinary course of business. While the results of such litigation
cannot be predicted with certainty, management believes that the final outcome of such matters is not likely to have a material adverse effect on the Company’s
financial position or results of operations or cash flows.

(7)

Income Taxes

Income tax expense is comprised of the following:

Current:

Federal
State
Foreign

Current income tax expense (benefit)
Deferred:
Federal
State

Deferred income tax expense (benefit)

Components of loss before income taxes by tax jurisdiction were as follows:

United States
Foreign

Loss before income taxes

2021

Year ended December 31,
2020

2019

—    $
67   
344   
411   

—   
—   
—   
411    $

— 
178 
167 
345 

— 
— 
— 
345 

 $

 $

583 
(95)
(779)
(291)

— 
— 
— 
(291)

2021

Year ended December 31,
2020

2019

(101,341)   $
1,359   
(99,982)   $

(24,567)
449 
(24,118)

 $

 $

(25,385)
523 
(24,862)

  $

  $

  $

  $

Reconciliation of income tax expense at the applicable statutory income tax rates to the effective income tax rate is as follows:

F-23

 
 
 
   
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
    
 
  
  
  
 
 
 
  
 
 
 
  
 
 
 
  
 
 
    
 
  
  
  
 
 
 
  
 
 
 
  
 
 
 
  
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
  
Table of Contents

Statutory federal income tax rate
State taxes, net of federal benefits
Withholding tax
Section 162(m) limitation
Stock compensation
Return-to-provision adjustments
Research and development credit
Tax contingencies, net of reversals
Change in valuation allowance
Other

Effective income tax rate

2021

Year ended December 31,
2020

2019

21.0%  
4.9 
— 
(5.2)
12.4 
(1.7)
6.3 
(0.7)
(37.2)
(0.2)
(0.4)%  

21.0%   
14.2 
— 
(12.8)
68.5 
(1.3)
6.2 
(0.6)
(95.0)
(1.6)
(1.4)%   

21.0%
4.2 
(2.3)
— 
0.2 
3.2 
5.2 
(0.5)
(31.3)
(0.6)
(0.9)%

The income tax expense for the years ended December 31, 2021 and December 31, 2020 primarily related to state taxes and taxes in foreign jurisdictions.
Income tax benefit for the year ended December 31, 2019 primarily related to alternative minimum tax credits previously utilized that are refundable under the Tax
Cuts and Jobs Act of 2017 (the “2017 Tax Act”).

The total change in valuation allowance for the year ended December 31, 2021 was $37,149, which primarily was due to the generation of net operating

losses.

Tax effects of temporary differences that give rise to significant portions of deferred income tax assets and deferred income tax liabilities were as follows:

Deferred income tax assets:

Net operating loss carryforwards
Accrued expenses
Deferred Revenue
Lease Liabilities
Credits

Gross deferred tax assets

Less valuation allowance

Net deferred tax assets

Deferred income tax liabilities:

Unrealized gain on equity investments
Prepaid expenses
Depreciation and amortization

Net deferred income tax assets

2021

As of December 31,
2020

2019

  $

67,985    $
10,309   
10,632   
18,773   
14,559   
122,258   
(95,304)  
26,954   

(8,545)  
(969)  
(17,440)  

  $

—    $

51,498 
7,918 
394 
2,165 
8,752 
70,727 
(58,155)
12,572 

(10,185)
(889)
(1,498)
— 

 $

 $

26,119 
6,164 
500 
433 
7,468 
40,684 
(35,251)
5,433 

(1,984)
(441)
(3,008)
—

As of December 31, 2021, the Company had federal and state net operating loss (“NOL”) carryforwards of $283,314 and $148,130, respectively. These
carryforwards, with the exception of federal NOLs generated post 2017, will expire between 2022 and 2041 if not used by the Company to reduce income taxes
payable in future periods. Utilization of post 2017 federal NOL carryforwards are limited to 80% of taxable income generated in a given year and carry forward
indefinitely. As of December 31, 2021, the Company had federal and state research and development tax credit carryforwards of $15,459 and $977, respectively.
These carryforwards will expire between 2022 and 2041 if not used by the Company to reduce income taxes payable in future periods.

Pursuant to Internal Revenue Code Sections 382 and 383, the utilization of NOLs and other tax attributes may be substantially limited due to cumulative
changes in ownership greater than 50% that may have occurred or could occur during applicable testing periods. The Company has performed an analysis through
March 31, 2021 and

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Table of Contents

determined that such an ownership change has occurred. There was no material impact to the financial statements due to this ownership change.

The Company has not recognized a deferred tax liability for the undistributed earnings of its foreign operations as the Company considers these earnings to

be indefinitely reinvested.

In response to the COVID-19 pandemic, the Coronavirus Aid, Relief and Economic Security Act (the “CARES Act”) was signed into law in March 2020.
The  CARES  Act  lifts  certain  deduction  limitations  originally  imposed  by  the  2017  Tax  Act.  With  the  enactment  of  the  CARES  Act,  the  Company  has  not
recognized a quantitative or qualitative impact for the years ended December 31, 2021, 2020, and 2019.

The Company classifies interest and penalties related to unrecognized tax benefits within income tax expense in the consolidated statement of operations.

Following is a reconciliation of total gross unrecognized tax benefits:

Balance, January 1
Additions for tax positions taken in prior years
Reductions for tax positions taken in prior years
Additions for tax positions related to the current year

Balance, December 31

2021

Year ended December 31,
2020

2019

  $

  $

1,046    $
282   
(20)  
394   
1,702    $

902    $
25   
(16)  
135   
1,046    $

781 
24 
(12)
109 
902

The Company does not anticipate any significant increases or decreases in its uncertain tax positions within the next 12 months.

The Company and its subsidiaries file U.S. federal income tax returns and various state, local and foreign income tax returns. As of December 31, 2021,
the Company’s statutes of limitations are open for all federal and state years tax returns filed after the years ended December 31, 2016 and 2015, respectively. Net
operating loss and credit carryforwards for all years are subject to examination and adjustments for the three years following the year in which the carryforwards
are utilized. The Company is not currently under Internal Revenue Service or state examination.

(8)

(a)

Stockholders’ Equity (Deficit)

Common Stock

As of December 31, 2021, the Company had authorized 500,000,000 shares of common stock with a par value of $0.01 per share. Holders of common
stock are entitled to one vote per share, to receive dividends, if and when declared by the board of directors, and upon liquidation or dissolution, to receive a portion
of the assets available for distributions to stockholders, subject to preferential amounts owed to holders of the Company’s preferred stock, if any.

Common stockholders have no preemptive or other subscription rights and there are no redemption or sinking fund provisions with respect to such shares.
The rights, preferences and privileges of holders of the common stock are subject to and may be adversely affected by the right of the holders of shares of any
series of preferred stock that the Company may designate and issue in the future.

(b)

Limited Common Stock

As of December 31, 2021, the Company had authorized 100,000,000 shares of limited common stock with a par value of $0.01 per share.

F-25

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Table of Contents

Holders of limited common stock are entitled to one vote per share, however, the holders of limited common stock shall not be entitled to vote such shares in any
election  of  directors  or  on  the  removal  of  directors.  Holders  of  limited  common  stock  are  entitled  to  receive  dividends,  if  and  when  declared  by  the  board  of
directors, and upon liquidation or dissolution, to receive a portion of the assets available for distributions to stockholders, subject to preferential amounts owed to
holders of the Company’s preferred stock, if any.  Holders of the Company’s limited common stock have the right to convert each share of limited common stock
into one share of the Company’s common stock.

Limited common stockholders have no preemptive or other subscription rights and there are no redemption or sinking fund provisions with respect to such
shares. The rights, preferences and privileges of holders of the limited common stock are subject to and may be adversely affected by the right of the holders of
shares of any series of preferred stock that the Company may designate and issue in the future.

(c)

Preferred Stock

As  of  December  31,  2021,  the  Company  had  authorized  10,000,000  shares  of  undesignated  preferred  stock  with  a  par  value  of  $0.01  per  share.    The
Company’s board of directors has the discretion to determine the rights, preferences, privileges, and restrictions, including voting rights, dividend rights, conversion
rights, redemption privileges, and liquidation preferences, of each series of preferred stock.

(9)

Stock-Based Compensation

Stock Incentive Plans

As of December 31, 2021, the Company’s stock incentive plans included the 2010 Stock Plan (the “2010 Plan”), the 2020 Equity Incentive Plan (the “2020
Plan”), and the 2021 Inducement Equity Incentive Plan (the "2021 Plan”) (together, the “Plans”). The 2020 Plan provides for the award of incentive stock options,
nonstatutory  stock  options,  stock  appreciation  rights,  restricted  stock  awards,  restricted  stock  units,  and  other  stock-based  awards  to  employees,  directors,
consultants or advisors.

The 2021 Plan provides for the award of incentive stock options, nonstatutory stock options, stock appreciation rights, restricted stock awards, restricted
stock units, and other stock-based awards to persons who were not previously an employee or director of the Company or who are commencing employment with
the Company following a bona fide period of non-employment, in either case, as an inducement material to such person’s entry into employment with the Company
and in accordance with the requirements of the Nasdaq Stock Market Rule 5635(c)(4). Neither consultants nor advisors are eligible to participate in the 2021 Plan.

The 2010 Plan provided for the granting of incentive stock options and nonstatutory stock options to employees, directors, consultants, or advisors. As of
the  effective  date  of  the  2020  Plan,  no  further  awards  will  be  made  under  the  2010  Plan.  Any  options  or  awards  outstanding  under  the  2010  Plan  remain
outstanding and effective. Shares of common stock subject to outstanding awards granted under the 2010 Plan that expire, terminate, or are otherwise surrendered,
cancelled, forfeited, or repurchased by the Company are available for issuance under the 2020 Plan.

Stock Options

Stock  options  must  be  granted  at  an  exercise  price  not  less  than  100%  of  the  fair  market  value  per  share  at  the  grant  date.  The  board  of  directors  or
compensation committee determines the exercise price of the Company’s stock options based on the closing price of the common stock as reported on the Nasdaq
Global Select Market on the day of the grant. The maximum contractual term of options granted under the Plans is typically 10 years, options generally vest over
four years with 25% of the shares underlying the option vesting at the end of the first year and the remaining vesting monthly over the following three years.

During 2021, 2020, and 2019, 1,120,981, 1,398,177, and 214,845 options under the Plans were exercised for total proceeds of $7,927, $4,183, and $549,

respectively.

The fair value of each option award is determined on the date of grant using the Black Scholes Merton option-pricing model. The calculation of fair value
includes  several  assumptions  that  require  management’s  judgment.  The  expected  terms  of  options  granted  to  employees  during  2021,  2020,  and  2019  were
calculated using an average of historical exercises. Estimated volatility for 2021, 2020, and 2019 incorporates a calculated volatility derived from the historical
closing prices of shares of common stock of similar entities whose share prices were publicly available

F-26

Table of Contents

for the expected term of the option. The risk-free interest rate is based on the U.S. Treasury constant maturities in effect at the time of grant for the expected term of
the option. The Company accounts for forfeitures as they occur, as such, the Company does not estimate forfeitures at the time of grant.

As of December 31, 2021, there were 2,283,037 shares available for grant under the Plans. Following are the weighted average valuation assumptions used

for options:

Valuation assumptions

Expected dividend yield
Expected volatility
Expected term (years)
Risk-free interest rate

2021

2020

2019

Year Ended December 31,

—%  
59%  

4.66 
0.71%  

—%  
60%  

4.49 
1.46%  

—%
57%

6.05 
2.33%

The following table presents classification of stock-based compensation expense within the consolidated statements of operations:

Cost of sales
Research and development
Sales and marketing
General and administrative

Total stock-based compensation

Stock option activity was as follows:

Beginning, January 1, 2021

Granted
Exercised
Forfeited
Expired

Balance, December 31, 2021

Exercisable, December 31, 2021

Year Ended December 31,

2021

2020

2019

  $

  $

3,858    $
7,440   
1,281   
13,911   
26,490    $

1,384    $
3,050   
516   
5,595   
10,545    $

376 
460 
311 
1,046 
2,193

Number of
shares
7,257,460    $
1,696,327   
(1,120,981)  
(149,346)  
(3,119)  
7,680,341   

3,473,716   

Weighted
average
exercise
price

Weighted
average
remaining
contractual
term (years)

Aggregate
intrinsic
value

12.14   
93.13   
7.00   
41.47   
1.70   
30.19   

10.83   

7.67    $

6.75    $

35,584 

83,306

The  weighted  average  grant  date  fair  value  per  share  of  options  granted  during  2021,  2020,  and  2019  was  $45.07, $9.55, and $2.93, respectively.  The

intrinsic value of options exercised during 2021, 2020, and 2019 was $71,308, $87,946, and $546, respectively.

As  of  December  31,  2021,  there  was  $78,355 of  unrecognized  compensation  cost  related  to  unvested  stock  options  granted  under  the  Plans,  which  is
expected to be recognized over a weighted average period of 2.87 years. The fair value of shares vested during 2021, 2020, and 2019 was $19,080, $3,153, and
$1,734, respectively.

(10)

Noncontrolling Interest

The Company reviews each legal entity formed by parties related to the Company to determine whether or not the Company has a variable interest in the
entity and whether or not the entity would meet the definition of a variable interest entity (“VIE”) in accordance with ASC Topic 810, Consolidation. If the entity is
a VIE, the

F-27

 
 
 
 
 
 
 
 
 
 
 
 
 
  
 
 
  
 
 
  
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
   
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
    
 
  
 
 
 
    
 
  
 
 
 
 
    
 
  
 
 
 
 
    
 
  
 
 
 
 
    
 
  
 
 
 
 
 
 
 
 
 
Table of Contents

Company assesses whether or not the Company is the primary beneficiary of that VIE based on a number of factors, including (i) which party has the power to
direct the activities that most significantly affect the VIE’s economic performance, (ii) the parties’ contractual rights and responsibilities pursuant to any contractual
agreements  and  (iii)  which  party  has  the  obligation  to  absorb  losses  or  the  right  to  receive  benefits  from  the  VIE.  If  the  Company  determines  it  is  the  primary
beneficiary  of  a  VIE,  the  Company  consolidates  the  financial  statements  of  the  VIE  into  the  Company’s  consolidated  financial  statements  at  the  time  that
determination is made. The Company evaluates whether it continues to be the primary beneficiary of any consolidated VIEs on a quarterly basis. If the Company
were to determine that it is no longer the primary beneficiary of a consolidated VIE, or no longer has a variable interest in the VIE, it would deconsolidate the VIE
in the period that the determination is made.

If the Company determines it is the primary beneficiary of a VIE that meets the definition of a business, the Company measures the assets, liabilities and
noncontrolling interests of the newly consolidated entity at fair value in accordance with ASC Topic 805, Business Combinations at the date the reporting entity
first becomes the primary beneficiary.

In  October  2018,  Faxian  Therapeutics,  LLC  (“Faxian”)  was  formed  in  the  United  States.  In  April  2019,  upon  consummation  of  the  joint  venture,  the
Company  and  WuXi  AppTech  ("WuXi"),  each  received  a  50%  equity  interest  in  the  entity  in  exchange  for  their  contributions  to  the  entity.  The  Company
determined that Faxian was a VIE and concluded that it is the primary beneficiary of the VIE. As such, the Company has consolidated Faxian's results into the
consolidated financial statements, and eliminated WuXi's ownership as a non-controlling interest.

(11)

Net Loss per Share Attributable to Common and Limited Common Stockholders

The following table presents the calculation of basic and diluted net loss per share attributable to common and limited common stockholders for the years

presented (in thousands, except for share and per share data):

Numerator:

Net loss attributable to Schrödinger common
   and limited common stockholders

Denominator:

Weighted average shares used to compute net
   loss per share attributable to Schrödinger common
   and limited common stockholders, basic and diluted:
Net loss per share attributable to Schrödinger common
   and limited common stockholders, basic and diluted:

2021

Year Ended December 31,
2020

2019

  $

(100,393)   $

(24,463)   $

(24,571)

70,594,950   

60,024,658   

6,004,500 

  $

(1.42)   $

(0.41)   $

(4.09)

Since the Company was in a loss position for all years presented, basic net loss per share is the same as diluted net loss per share as the inclusion of all
potential  common  shares  outstanding  would  have  been  anti-dilutive.  Potentially  dilutive  securities  that  were  not  included  in  the  diluted  per  share  calculations
because they would be anti-dilutive were as follows:

Convertible preferred stock
Shares subject to outstanding common stock options

2021

Year Ended December 31,
2020

—   
7,680,341   
7,680,341   

— 
7,257,460 
7,257,460 

2019
42,734,884 
4,805,562 
47,540,446

F-28

 
 
 
 
 
 
 
 
 
 
 
 
 
    
 
  
  
  
 
   
   
   
   
   
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
  
 
 
 
  
 
 
 
 
  
 
 
Table of Contents

(12)

Equity Investments

(a)

Nimbus

The  Company  provides  collaboration  services  for  Nimbus  under  the  terms  of  a  master  services  agreement  executed  on  May  18,  2010,  as  amended.
Collaboration agreements are separate from the transaction that resulted in equity ownership and related fees are paid in cash to the Company. As Nimbus is a
limited liability company and the Company is not a passive investor due to its collaboration with Nimbus on a number of drug discovery targets, the Company's
management determined that it has significant influence over the entity and therefore accounts for the investment as an equity method investment.

The  Company  has  concluded  that  the  carrying  value  of  its  equity  investment  in  Nimbus  should  reflect  its  contractual  rights  to  substantive  profits.  The
Company further determined that the HLBV method for valuing contractual rights to substantive profits provides the best representation of its financial position in
Nimbus.

The  HLBV  method  is  a  balance  sheet-oriented  approach  to  equity  method  accounting.  Under  the  HLBV  method,  the  Company  determines  its  share  of
earnings or losses by comparing its claim on the book value at the beginning and end of each reporting period. This claim is calculated as the amount that the
Company would receive (or be obligated to pay) if the investee were to liquidate all of its assets at recorded amounts, determined as of the balance sheet date in
accordance with U.S. GAAP, and distribute the resulting cash to creditors and investors in accordance with their respective priorities.

The carrying value of the Nimbus investment was zero as of December 31, 2021 and December 31, 2020. The Company has no obligation to fund Nimbus
losses  in  excess  of  its  initial  investment.  The  Company  reported  losses  of  zero,  $2,977,  and  $4,180  on  the  Nimbus  investment  during  2021,  2020,  and  2019,
respectively.

(b)

Morphic

The Company accounts for its investment in Morphic Holding, Inc. (“Morphic”) at fair value based on the share price of Morphic’s common stock at the

measurement date.

During 2021, 2020, and 2019 the Company reported gains of $11,548, $13,685, and $14,102 on the Morphic investment, respectively. As of December 31,

2021 and December 31, 2020, the carrying value of the Company’s investment in Morphic was $39,561 and $28,013, respectively.

(c)

Petra

Prior to May 2020, the Company had concluded that its equity investment in Petra Pharma Corporation (“Petra”) should be valued as a non-marketable

equity security as the Company did not exercise significant influence over Petra.

During  May  2020,  Petra  entered  into  a  merger  agreement  with  a  third  party.  In  connection  with  the  merger,  the  Company  received  $4,582  of  merger
consideration  in  exchange  for  the  Company’s  shares  of  Petra  common  stock  and  is  eligible  to  receive  potential  earn-outs  tied  to  the  achievement  of  specified
development,  regulatory,  and  commercial  milestones.  The  Company  is  also  eligible  to  receive  $361  in  escrow  payments.  During  2021,  the  Company  received
escrow payments of $335.

(d)

Ravenna

In  connection  with  the  Petra  merger,  the  Company  received  2,676,191  shares  of  common  stock  of  Ravenna  Pharmaceuticals,  Inc.  (“Ravenna”).  The
Company  concluded  that  its  equity  investment  in  Ravenna  should  be  valued  as  a  non-marketable  equity  security  as  the  Company  does  not  exercise  significant
influence over Ravenna. As of each of December 31, 2021 and December 31, 2020, the carrying value of the Company’s investment in Ravenna was $19 and $94,
respectively. The Company reported losses of $75, zero, and zero on the Ravenna investment during 2021, 2020, and 2019, respectively.

F-29

 
Table of Contents

(e)

Relay

In July 2020, Relay successfully completed an initial public offering. The Company accounts for its investment in Relay at fair value based on the share
price  of  Relay’s  common  stock  at  the  measurement  date.  In  January  2021,  the  Company  disposed  of  its  equity  stake  in  Relay  for  aggregate  consideration  of
$15,735, resulting in a loss of $1,821 for 2021. The Company reported a gain of $17,556 on the Relay investment for the year ended December 31, 2020. There
was no gain or loss on the Relay investment for 2019, as Relay was not a public company during this period.

(f)

Ajax

In May 2021, the Company purchased 631,377 shares of Series B preferred stock of Ajax Therapeutics, Inc. (“Ajax”) for $1,700 in cash. The Company
has concluded that its equity investment in Ajax should be valued as a non-marketable equity security as the Company does not exercise significant influence over
Ajax. As of December 31, 2021 and December 31, 2020, the carrying value of the Company’s investment in Ajax was $1,700 and zero, respectively.

(g)

ShouTi

In July 2021, the Company purchased 494,035 shares of Series B preferred stock of ShouTi for $2,000 in cash. As ShouTi is structured as a company
limited by shares, incorporated under the laws of the Cayman Islands and the Company is not a passive investor due to its collaboration with ShouTi on a number
of drug discovery targets, the Company’s management determined that it has significant influence over the entity and therefore accounts for the investment as an
equity method investment.

The Company has determined that the HLBV method for valuing contractual rights to substantive profits provides the best representation of its financial
position  in  ShouTi.  The  carrying  value  of  ShouTi  was  $1,887 and  zero  as  of  December  31,  2021  and  December  31,  2020,  respectively.  The  Company  has  no
obligation  to  fund  ShouTi  losses  in  excess  of  its  initial  investment.  The  Company  recorded  a  loss  of  $113  on  the  ShouTi  investment  during  the  year  ended
December 31, 2021.

(13)

Employee Benefit Plan

The  Company  offers  a  401(k)  employee  savings  plan  to  its  U.S.‑based  employees.  The  Company  made  discretionary  matching  contributions  equal  to
100% of the first 4.0% of compensation contributed by employees for the years ended December 31, 2021, 2020, and 2019. Matching contributions during 2021,
2020, and 2019 were $2,592, $1,748, and $1,492, respectively.

(14)

Related Party Transactions

(a)

D. E. Shaw

For  the  years  ended  December  31,  2021,  2020,  and  2019,  the  Company  licensed  technology  and  purchased  services  for  $7,940,  $7,281,  and  $5,190,
respectively, from companies controlled by David E. Shaw and/or affiliates of companies controlled by David E. Shaw (the “D. E. Shaw entities”), stockholders of
the Company. In addition, D. E. Shaw entities purchased certain products and services from, and provided cost reimbursements to, the Company totaling $318,
$226,  and  $195  for  the  years  ended  December  31,  2021,  2020,  and  2019,  respectively.  As  of  December  31,  2021  and  2020,  the  Company  had  net  payables  of
$2,637 and $3,464, respectively, to D.E. Shaw entities.

(b)

Board Member

For the years ended December 31, 2021, 2020, and 2019, the Company paid consulting fees of $390, $364, and $361, respectively, to a member of its

board of directors.

F-30

Table of Contents

(c)

Bill and Melinda Gates Foundation

For the years ended December 31, 2021, 2020, and 2019, the Bill & Melinda Gates Foundation, an entity under common control with Bill and Melinda
Gates Foundation Trust, a stockholder of the Company, issued a grant under which it agreed to pay the Company directly for certain licenses and services provided
to a specified group of third-party organizations. Revenue recognized for services provided by the Company under this grant were $1,160, $2,094, and $1,065 for
the  years  ended  December  31,  2021,  2020,  and  2019,  respectively.  As  of  December  31,  2021  and  2020,  the  Company  had  net  receivables  of  $165  and  $543,
respectively, due from the Bill & Melinda Gates Foundation.

In the fourth quarter of 2021, the Company recognized $111 in drug discovery contribution revenue related to funds received under an agreement with the
Bill & Melinda Gates Foundation, aimed at accelerating drug discovery in women’s health. As of December 31, 2021, the Company had no receivables due under
this agreement from the Bill & Melinda Gates Foundation.

The Company received $1,000 in contribution revenue in connection with its entry into an agreement with Gates Ventures, LLC in the second quarter of
2020, and $1,000 in contribution revenue in the second quarter of 2021 on the first anniversary of its entry into the agreement. Gates Ventures, LLC is an entity
under control of William H. Gates III, who may be deemed to be the beneficial owner of more than 5% of the Company’s voting securities. As of December 31,
2021 and 2020, the Company had no net receivables due from Gates Ventures, LLC.

(d)

ShouTi

During  the  year  ended  December  31,  2021,  the  Company  entered  into  multiple  software  agreements  with  ShouTi  and  its  subsidiary  for  approximately

$650. The Company recognized revenue of approximately $129 in the aggregate related to these agreements during the year ended December 31, 2021.

(15)

Segment Reporting

The Company has determined that its chief executive officer (“CEO”) is its chief operating decision maker (“CODM”). The Company’s CEO evaluates the
financial  performance  of  the  Company  based  on  two  reportable  segments:  Software  and  Drug  Discovery.  The  Software  segment  is  focused  on  licensing  the
Company’s software to transform molecular discovery. The Drug Discovery segment is focused on building a portfolio of preclinical and clinical drug programs,
internally and through collaborations. 

The  CODM  reviews  segment  performance  and  allocates  resources  based  upon  segment  revenue  and  segment  gross  profit  of  the  Software  and  Drug
Discovery reportable segments.  Segment gross profit is derived by deducting operational expenditures, with the exception of research and development, sales and
marketing, and general and administrative activities from U.S. GAAP revenue. Operational expenditures are expenditures made that are directly attributable to the
reportable segment. These expenditures are allocated to the segments based on headcount. The reportable segment expenditures include compensation, supplies,
and services from contract research organizations.

Certain cost items are not allocated to the Company’s reportable segments. These cost items primarily consist of compensation and general operational
expenses  associated  with  the  Company’s  research  and  development,  sales  and  marketing,  and  general  and  administrative.    These  costs  are  incurred  by  both
segments and due to the integrated nature of the Company’s Software and Drug Discovery segments, any allocation methodology would be arbitrary and provide
no meaningful analysis.

F-31

Table of Contents

All segment revenue is earned in the United States and there are no intersegment revenues. Additionally, the Company reports assets on a consolidated
basis and does not allocate assets to its reportable segments for purposes of assessing segment performance or allocating resources. Presented below is financial
information with respect to the Company’s reportable segments for the periods presented:

Segment revenues:
Software
Drug discovery

Total segment revenues

Segment gross profit:
Software
Drug discovery

Total segment gross profit

Unallocated:

Research and development
Sales and marketing
General and administrative
(Loss) gain on equity investments
Change in fair value
Interest income
Income tax (expense) benefit

Consolidated net loss

2021

Year Ended December 31,
2020

2019

  $

  $

  $

  $

113,236    $
24,695   
137,931    $

86,741    $
(21,121)  
65,620   

(90,904)  
(22,150)  
(64,009)  
(1,781)  
11,359   
1,057   
(411)  
(101,219)   $

92,530 
15,565 
108,095 

74,527 
(11,055)
63,472 

(64,695)
(17,795)
(41,898)
4,108 
28,263 
2,253 
(345)
(26,637)

 $

 $

 $

 $

The following table sets forth revenues by geographic area for the years ended December 31, 2021, 2020, and 2019:

United States
Europe
Japan
Rest of World

(16)

Subsequent Events

2021

Year Ended December 31,
2020

2019

  $

  $

90,398    $
27,810   
8,565   
11,158   
137,931    $

60,737    $
24,370   
14,558   
8,430   
108,095    $

66,735 
18,808 
85,543 

53,089 
(3,996)
49,093 

(39,404)
(21,364)
(27,040)
943 
9,922 
1,878 
291 
(25,681)

47,622 
17,504 
14,367 
6,050 
85,543

On  January  14,  2022,  we  acquired  117,840  shares  of  XTAL  BioStructures,  Inc.  for  $6.5  million, a  company  that  provides  structural  biology  services,
including  biophysical  methods,  protein  production  and  purification,  and  X-ray  crystallography,  which  includes  $6.0  million  in  upfront  purchase  price,  plus  an
adjustment for working capital, less cash acquired.

F-32

 
 
 
 
 
 
 
 
 
 
 
 
 
    
 
  
  
  
 
 
 
  
 
 
    
 
  
  
  
 
 
 
  
 
 
 
  
 
 
    
 
  
  
  
 
 
 
  
 
 
 
  
 
 
 
  
 
 
 
  
 
 
 
  
 
 
 
  
 
 
 
  
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Table of Contents

Item 9. Changes in and Disagreements With Accountants on Accounting and Financial Disclosure.

None.

Item 9A. Controls and Procedures.

Evaluation of Disclosure Controls and Procedures

Our management, with the participation of our principal executive officer and principal financial officer, has evaluated the effectiveness of our disclosure
controls  and  procedures  (as  defined  in  Rules  13a-15(e)  and  15d-15(e)  under  the  Securities  Exchange  Act  of  1934,  as  amended,  or  the  Exchange  Act,  as  of
December 31, 2021. The term “disclosure controls and procedures,” means controls and other procedures of a company that are designed to ensure that information
required to be disclosed by a company in the reports that it files or submits under the Exchange Act is recorded, processed, summarized and reported, within the
time periods specified in the Securities and Exchange Commission’s rules and forms. Disclosure controls and procedures include, without limitation, controls and
procedures designed to ensure that information required to be disclosed by a company in the reports that it files or submits under the Exchange Act is accumulated
and  communicated  to  the  company’s  management,  including  its  principal  executive  and  principal  financial  officers,  or  persons  performing  similar  functions,  as
appropriate to allow timely decisions regarding required disclosure. Management recognizes that any controls and procedures, no matter how well designed and
operated,  can  provide  only  reasonable  assurance  of  achieving  their  objectives  and  management  necessarily  applies  its  judgment  in  evaluating  the  cost-benefit
relationship  of  possible  controls  and  procedures.  Based  on  such  evaluation  of  our  disclosure  controls  and  procedures  as  of  December  31,  2021,  our  principal
executive  officer  and  principal  financial  officer  have  concluded  that  as  of  such  date,  our  disclosure  controls  and  procedures  were  effective  at  the  reasonable
assurance level.

Management’s Annual Report on Internal Control Over Financial Reporting and Attestation Report of Registered Public Accounting Firm

Our management is responsible for establishing and maintaining adequate internal control over financial reporting (as defined in Rules 13a-15(f) and 15d-
15(f)  under  the  Exchange  Act).  Our  internal  control  over  financial  reporting  is  a  process  designed  under  the  supervision  of  our  principal  executive  officer  and
principal financial officer, and effected by our board of directors, management and other personnel, to provide reasonable assurance regarding the reliability of our
financial  reporting  and  the  preparation  of  financial  statements  for  external  purposes  in  accordance  with  generally  accepted  accounting  principles.  Management
assessed  our  internal  control  over  financial  reporting  as  of  December  31,  2021.  Management  based  its  assessment  on  criteria  established  in  Internal  Control  -
Integrated  Framework  issued  by  the  Committee  of  Sponsoring  Organizations  of  the  Treadway  Commission  (2013  Framework).  Based  on  the  results  of  its
evaluation,  management  concluded  that  our  internal  control  over  financial  reporting  was  effective  as  of  December  31,  2021.  Our  independent  registered  public
accounting firm, KPMG, LLP, has issued an attestation report on the effectiveness of our internal control over financial reporting, which is included in Item 8 of
this Annual Report.

Changes in Internal Control Over Financial Reporting

There  has  been  no  change  in  our  internal  control  over  financial  reporting  (as  defined  in  Rules  13a-15(f)  and  15d-15(f)  under  the  Exchange  Act)  that

occurred during the fourth quarter of 2021 that has materially affected, or is reasonably likely to materially affect, our internal control over financial reporting.

Inherent Limitations on Effectiveness of Controls

Our management, including our principal executive officer and principal financial officer, do not expect that our disclosure controls and procedures or our
internal  control  over  financial  reporting  will  prevent  all  errors  and  all  fraud.  A  control  system,  no  matter  how  well  conceived  and  operated,  can  provide  only
reasonable,  not  absolute,  assurance  that  the  objectives  of  the  control  system  are  met.  Further,  the  design  of  a  control  system  must  reflect  the  fact  that  there  are
resource constraints, and the benefits of controls must be considered relative to their costs. Because of the inherent limitations in all control systems, no evaluation
of controls can provide absolute assurance that all control issues and instances of fraud, if any, have been detected. These inherent limitations include the realities
that judgments in decision-making can be faulty, and that breakdowns can occur because of a simple error or mistake. Additionally, controls can be circumvented
by the individual acts of some persons, by collusion of two

113

 
 
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or more people or by management override of the controls. The design of any system of controls is also based in part upon certain assumptions about the likelihood
of future events, and there can be no assurance that any design will succeed in achieving its stated goals under all potential future conditions, over time, controls
may  become  inadequate  because  of  changes  in  conditions,  or  the  degree  of  compliance  with  policies  or  procedures  may  deteriorate.  Because  of  the  inherent
limitations in a cost-effective control system, misstatements due to error or fraud may occur and not be detected.

Item 9B. Other Information

None.

Item 9C. Disclosure Regarding Foreign Jurisdictions that Prevent Inspections

Not Applicable.

114

 
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PART III

Item 10. Directors, Executive Officers and Corporate Governance.

The information required by this Item 10 is incorporated herein by reference from the information that will be contained in our proxy statement related to
the 2022 Annual Meeting of Stockholders, which we intend to file with the Securities and Exchange Commission within 120 days of the end of our fiscal year
ended December 31, 2021 pursuant to General Instruction G(3) of Form 10-K.

We have adopted a written code of business conduct and ethics that applies to our directors, officers, and employees, including our principal executive
officer, principal financial officer, principal accounting officer or controller, or persons performing similar functions. We have posted a current copy of the code on
our website, www.schrodinger.com. In addition, we intend to post on our website all disclosures that are required by law or Nasdaq listing standards concerning
any amendments to, or waivers from, any provision of the code. Our website is not incorporated by reference into this Annual Report and you should not consider
any information contained in or accessible from our website to be a part of this Annual Report.

Item 11. Executive Compensation.

The information required by this Item 11 is incorporated herein by reference from the information that will be contained in our proxy statement related to
the 2022 Annual Meeting of Stockholders, which we intend to file with the Securities and Exchange Commission within 120 days of the end of our fiscal year
ended December 31, 2021 pursuant to General Instruction G(3) of Form 10-K.

Item 12. Security Ownership of Certain Beneficial Owners and Management and Related Stockholder Matters.

The information required by this Item 12 is incorporated herein by reference from the information that will be contained in our proxy statement related to
the 2022 Annual Meeting of Stockholders, which we intend to file with the Securities and Exchange Commission within 120 days of the end of our fiscal year
ended December 31, 2021 pursuant to General Instruction G(3) of Form 10-K.

Item 13. Certain Relationships and Related Transactions, and Director Independence.

The information required by this Item 13 is incorporated herein by reference from the information that will be contained in our proxy statement related to
the 2022 Annual Meeting of Stockholders, which we intend to file with the Securities and Exchange Commission within 120 days of the end of our fiscal year
ended December 31, 2021 pursuant to General Instruction G(3) of Form 10-K.

Item 14. Principal Accountant Fees and Services.

The information required by this Item 14 is incorporated herein by reference from the information that will be contained in our proxy statement related to
the 2022 Annual Meeting of Stockholders, which we intend to file with the Securities and Exchange Commission within 120 days of the end of our fiscal year
ended December 31, 2021 pursuant to General Instruction G(3) of Form 10-K.

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PART IV

Item 15. Exhibits and Financial Statement Schedules.

(1)

Financial Statements

The following documents are included on pages F-2 through F-9 attached hereto and are filed as part of this Annual Report.

Reports of Independent Registered Public Accounting Firm

Consolidated Balance Sheets as of December 31, 2021 and 2020

Consolidated Statements of Operations for the Years ended December 31, 2021, 2020, and 2019

Consolidated Statements of Comprehensive Loss for the Years ended December 31, 2021, 2020, and 2019

Consolidated Statements of Convertible Preferred Stock and Stockholders’ Equity (Deficit) for the Years ended December 31, 2021, 2020, and 2019

Consolidated Statements of Cash Flows for the Years ended December 31, 2021, 2020, and 2019

Notes to Consolidated Financial Statements

(2)

Financial Statement Schedules

Page
F-2

F-5

F-6

F-7

F-8

F-10

F-11

All financial statement schedules have been omitted because they are not applicable, not required, or the information required is shown in the consolidated

financial statements or the notes thereto.

(3)

Exhibits

The exhibits filed as part of this Annual Report are listed below.

Exhibit
Number

Description of Exhibit

Form File No. Exhibit

Filing Date

Filed
Herewith

3.1

3.2

4.1

4.2

4.3

 Restated Certificate of Incorporation

 Amended and Restated Bylaws

 Specimen Stock Certificate evidencing the shares of common stock

 Amended and Restated Share Exchange Agreement, dated January 24, 2020, by and
between the Registrant and Bill & Melinda Gates Foundation Trust

 Description of Securities Registered Under Section 12 of the Exchange Act

10.1 

 Amended and Restated Investors’ Rights Agreement, dated as of November 9, 2018, by
and among the Registrant and the other parties thereto, as amended

10.2+

 2010 Stock Plan, as amended

10.3+

 Form of Notice of Stock Option Grant and Stock Option Agreement under 2010 Stock
Plan

116

8-K

8-K

S-1/A

S-1/A

10-K

S-1/A

S-1

S-1

001-
39206

001-
39206

333-
235890

333-
235890

001-
39206

333-
235890

333-
235890

333-
235890

3.1

3.2

4.1

4.2

4.3

2/10/2020

2/10/2020

1/27/2020

1/27/2020

3/4/2021

10.1

1/27/2020

10.2

1/10/2020

10.3

1/10/2020

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
X

X

Table of Contents

10.4+

 2020 Equity Incentive Plan

  S-1/A

333-
235890

10.4

1/27/2020

10.5+

10.6+

10.7+

 Form of Stock Option Agreement and Form of Restricted Stock Unit Agreement for
U.S. Participants under the 2020 Equity Incentive Plan

 Form of Restricted Stock Unit Agreement for Non-U.S. Participants under the 2020
Equity Incentive Plan

 2020 Employee Stock Purchase Plan

  S-1/A

10.8+

 Second Amended and Restated Director Compensation Policy

10.9+

 Senior Executive Incentive Compensation Plan

10.10+

10.11+

10.12+

10.13+

10.14+

10.15+

10.16+

10.17+

10.18+

10.19

10.20

10.21

10.22†

10.23†

10.24†

Amended and Restated Executive Severance and Change in Control Benefits Plan

 Employment Agreement, dated May 11, 2010, by and between the Registrant and Ramy
Farid

 Employment Agreement, dated November 14, 2018, by and between the Registrant and
Joel Lebowitz

 Employment Agreement, dated May 14, 2018, by and between the Registrant and Karen
Akinsanya

 Employment Agreement, dated April 27, 2010, by and between the Registrant and
Yvonne Tran

 Employment Agreement, dated September 11, 2006, by and between the Registrant and
Patrick Lorton

 Employment Agreement, dated March 9, 2009, by and between the Registrant and
Robert Abel

 Consultant Agreement, dated July 1, 1999, between the Registrant and Richard A.
Friesner, as amended

 Form of Indemnification Agreement between the Registrant and each of its Executive
Officers and Directors

 Office Lease Agreement, dated April 5, 2021, by and between the Registrant and
SPUSV5 1540 Broadway, LLC

 Lease, dated August  6, 2008, between One Main Place Portland – Oregon, Inc.,
Landlord, and Registrant, Tenant, as amended

 Office Lease Amendment, dated May 6, 2021, by and between Registrant and
MADISON-OFC ONE MAIN PLACE OR LLC

 Agreement, dated as of May  5, 1994, between The Trustees of Columbia University in
the City of New York and Registrant, as amended

 Agreement, dated as of July  15, 1998, between The Trustees of Columbia University in
the City of New York and Registrant, as amended

 Agreement, dated as of September 2001, between The Trustees of Columbia University
in the City of New York and Schrödinger, LLC, as amended

117

10-K

S-1

10-Q

S-1

S-1

S-1

S-1

S-1

S-1

10-Q

S-1

8-K

S-1

10-Q

S-1

S-1

S-1

333-
235890

001-
39206

333-
235890

001-
39206

333-
235890

333-
235890

333-
235890

333-
235890

333-
235890

333-
235890

001-
39206

333-
235890

001-
39206

333-
235890

001-
39206

333-
235890

333-
235890

333-
235890

10.6

1/27/2020

10.7

3/4/2021

10.8

1/10/2020

10.3

8/12/2021

10.10

1/10/2020

10.11

1/10/2020

10.14

1/10/2020

10.16

1/10/2020

10.17

1/10/2020

10.19

1/10/2020

10.4

8/12/2021

10.21

1/10/2020

10.1

4/8/2021

10.23

1/10/2020

10.2

8/12/2021

10.24

1/10/2020

10.25

1/10/2020

10.26

1/10/2020

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
  
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
333-
235890

333-
235890

333-
235890

333-
235890

333-
235890

333-
235890

333-
235890

001-
39206

001-
39206

001-
39206

001-
39206

001-
39206

001-
39206

001-
39206

10.27

1/10/2020

10.28

1/10/2020

10.29

1/10/2020

10.30

1/10/2020

10.31

1/10/2020

10.32

1/10/2020

10.33

1/27/2020

10.2

8/10/2020

10.2

11/12/2020

10.37

3/4/2021

10.38

3/4/2021

10.39

3/4/2021

10.40

3/4/2021

10.41

3/4/2021

Table of Contents
10.25†

 Agreement, dated as of June  19, 2003, between The Trustees of Columbia University
in the City of New York and Schrödinger, LLC

10.26†

10.27†

10.28†

10.29†

10.30†

 Software and Patent License Agreement, dated May  27, 2008, between The Trustees
of Columbia University in the City of New York and Schrödinger, LLC

 Services Royalty Amendment, dated November  1, 2008, by and between The Trustees
of Columbia University in the City of New York and Schrödinger, LLC

 Services Agreement, dated June  25, 2013, between D.E. Shaw India Software Private
Limited and Schrödinger, LLC, as amended

 License and Software Development Agreement, dated March 14, 2013, by and between
D. E.  Shaw Research LLC and Schrödinger, LLC

 Amended and Restated License and Software Development Agreement, dated May  20,
2014, by and between D. E. Shaw Research, LLC and Schrödinger, LLC

10.31+

 Global Bonus Plan

10.32†

10.33

10.34†

 Independent Contractor Agreement, dated June 23, 2020, by and between the Registrant
and Gates Ventures, LLC

 Stock Option Agreement for Non-U.S. Participants under the 2020 Equity Incentive
Plan

 Collaboration and License Agreement, dated November 22, 2020, by and between the
Registrant and Bristol-Myers Squibb Company

10.35+

 2021 Inducement Equity Incentive Plan

S-1

S-1

S-1

S-1

S-1

S-1

  S-1/A

10-Q

10-Q

10-K

10-K

10.36+

 Nonstatutory Stock Option Agreement under 2021 Inducement Equity Incentive Plan  

10-K

10.37+

10.38+

21.1

23.1

31.1

31.2

 Restricted Stock Unit Agreement for U.S. Participants under 2021 Inducement Equity
Incentive Plan

 Restricted Stock Unit Agreement for Non-U.S. Participants under 2021 Inducement
Equity Incentive Plan

10-K

10-K

 Subsidiaries of the Registrant

 Consent of KPMG LLP, independent registered public accounting firm

 Certification of Principal Executive Officer Pursuant to Rules 13a-14(a) and 15d-14(a)
under the Securities Exchange Act of 1934, as Adopted Pursuant to Section 302 of the
Sarbanes-Oxley Act of 2002

 Certification of Principal Financial Officer Pursuant to Rules 13a-14(a) and 15d-14(a)
under the Securities Exchange Act of 1934, as Adopted Pursuant to Section 302 of the
Sarbanes-Oxley Act of 2002

32.1#

 Certification of Principal Executive Officer Pursuant to 18 U.S.C. Section 1350, as
Adopted Pursuant to Section 906 of the Sarbanes-Oxley Act of 2002

118

X

X

X

X

X

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
X

X

X
X
X
X
X
X

Table of Contents

32.2#

101.INS

101.SCH
101.CAL
101.DEF
101.LAB
101.PRE
104

 Certification of Principal Financial Officer Pursuant to 18 U.S.C. Section 1350, as
Adopted Pursuant to Section 906 of the Sarbanes-Oxley Act of 2002

 Inline XBRL Instance Document – the instance document does not appear in the
Interactive Data File because its XBRL tags are embedded within the Inline XBRL
document.
 Inline XBRL Taxonomy Extension Schema Document.
 Inline XBRL Taxonomy Extension Calculation Linkbase Document
 Inline XBRL Taxonomy Extension Definition Linkbase Document.
 Inline XBRL Taxonomy Extension Label Linkbase Document.
 Inline XBRL Taxonomy Extension Presentation Linkbase Document
 Cover page formatted as Inline XBRL and contained in Exhibit 101.

†

#

+

 Portions of this exhibit have been omitted pursuant to Item 601(b)(10)(iv) of Regulation
S-K.
 The certifications attached as Exhibits 32.1 and 32.2 that accompany this Annual
Report, are deemed furnished and not filed with the Securities and Exchange
Commission and are not to be incorporated by reference into any filing of Schrödinger,
Inc. under the Securities Act of 1933, as amended, or the Securities Exchange Act of
1934, as amended, whether made before or after the date of this Annual Report,
irrespective of any general incorporation language contained in such filing.

 Management contract or compensatory plan or arrangement filed in response to Item
15(a)(3) of the Instructions to the Annual Report on Form 10-K.

Item 16. Form 10-K Summary

None.

119

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
  
 
 
 
 
 
 
 
 
 
 
 
 
 
  
 
 
 
 
 
 
 
 
Table of Contents

SIGNATURES

Pursuant to the requirements of Section 13 or 15(d) of the Securities Exchange Act of 1934, as amended, the Registrant has duly caused this report to be

signed on its behalf by the undersigned, thereunto duly authorized.

Date:  February 24, 2022

  SCHRÖDINGER, INC.

  By:

 /s/ Ramy Farid

Ramy Farid, Ph.D.
President and Chief Executive Officer

Pursuant to the requirements of the Securities Exchange Act of 1934, as amended, this report has been signed below by the following persons on behalf of

the Registrant in the capacities and on the dates indicated.

Name

/s/ Ramy Farid
Ramy Farid, Ph.D.

/s/ Joel Lebowitz
Joel Lebowitz

/s/ Jenny Herman
Jenny Herman

/s/ Michael Lynton
Michael Lynton

/s/ Jeffrey Chodakewitz
Jeffrey Chodakewitz, M.D.

/s/ Richard Friesner
Richard Friesner, Ph.D.

/s/ Gary Ginsberg
Gary Ginsberg

/s/ Rosana Kapeller-Libermann
Rosana Kapeller-Libermann, M.D., Ph.D.

/s/ Gary Sender
Gary Sender

/s/ Nancy Thornberry
Nancy Thornberry

Title

President and Chief Executive Officer, Director
(Principal Executive Officer)

Chief Financial Officer
(Principal Financial Officer)

Senior Vice President, Finance and Corporate Controller
(Principal Accounting Officer)

Date

February 24, 2022

February 24, 2022

February 24, 2022

Chairman of the Board

February 24, 2022

February 24, 2022

February 24, 2022

February 24, 2022

February 24, 2022

February 24, 2022

February 24, 2022

Director

Director

Director

Director

Director

Director

120

 
 
 
   
 
 
   
 
 
   
 
   
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
   
 
 
 
   
 
 
 
 
Schrödinger, Inc.

STOCK OPTION AGREEMENT

Exhibit 10.5

Schrödinger, Inc. (the “Company”) hereby grants the following stock option pursuant to its 2020 Equity Incentive Plan. The terms and conditions attached

hereto are also a part hereof.

Notice of Grant

Name of optionee (the “Participant”):
Grant Date:
Incentive Stock Option or Nonstatutory Stock Option:
Number of shares of the Company’s Common Stock subject to this option
(“Shares”):
Option exercise price per Share:1
Number, if any, of Shares that vest immediately on the grant date:
Shares that are subject to vesting schedule:
Vesting Start Date:
Final Exercise Date: 2

Vesting Schedule:

Vesting Date:

  Number of Options that Vest:

All vesting is dependent on the Participant remaining an Eligible Participant, as provided herein.

This option satisfies in full all commitments that the Company has to the Participant with respect to the issuance of stock, stock options or other equity

securities.

Signature of Participant

Street Address

City/State/Zip Code

  Schrödinger, Inc.

  By:

Name of Officer
Title:

1 

2 

This must be at least 100% of the Grant Date Fair Market Value (as defined in the Plan) of the Common Stock on the date of grant (110% in the case of a
Participant that owns more than 10% of the total combined voting power of all classes of stock of the Company or its parent or subsidiary (a “10%
Shareholder”)) for the option to qualify as an incentive stock option (an “ISO”) under Section 422 of the Code.

The Final Exercise Date must be no more than 10 years (5 years in the case of a 10% Shareholder) from the date of grant for the option to qualify as an ISO.
The correct approach to calculate the final exercise date is to use the day immediately prior to the date ten years out from the date of the stock option award
grant (5 years in the case of a 10% stockholder).

 
 
   
   
   
   
  
 
   
   
   
   
   
 
 
   
 
   
 
   
 
 
 
   
   
 
 
 
              
   
   
 
 
 
   
 
 
 
 
 
 
 
 
   
   
 
 
 
 
Schrödinger, Inc.

Stock Option Agreement
Incorporated Terms and Conditions

1.

Grant of Option.

This agreement evidences the grant by the Company, on the grant date (the “Grant Date”) set forth in the Notice of Grant that forms part of this agreement

(the “Notice of Grant”), to the Participant of an option to purchase, in whole or in part, on the terms provided herein and in the Company’s 2020 Equity Incentive
Plan (the “Plan”), the number of Shares set forth in the Notice of Grant of common stock, $0.01 par value per share, of the Company (“Common Stock”), at the
exercise price per Share set forth in the Notice of Grant. Unless earlier terminated, this option shall expire at 5:00 p.m., Eastern time, on the Final Exercise Date set
forth in the Notice of Grant (the “Final Exercise Date”).

The option evidenced by this agreement is intended to be an incentive stock option as defined in Section 422 of the Internal Revenue Code of 1986, as

amended, and any regulations promulgated thereunder (the “Code”) to the maximum extent permitted by law, solely to the extent designated as an incentive stock
option in the Notice of Grant. Except as otherwise indicated by the context, the term “Participant”, as used in this option, shall be deemed to include any person
who acquires the right to exercise this option validly under its terms.

2.

Vesting Schedule.

This option will become exercisable (“vest”) in accordance with the vesting schedule set forth in the Notice of Grant.

The right of exercise shall be cumulative so that to the extent the option is not exercised in any period to the maximum extent permissible it shall continue

to be exercisable, in whole or in part, with respect to all Shares for which it is vested until the earlier of the Final Exercise Date or the termination of this option
under Section 3 hereof or the Plan.

3.

Exercise of Option.

(a) Form of Exercise. Each election to exercise this option shall be in writing, in the form of the Stock Option Exercise Notice attached as Annex A, signed
by the Participant, and received by the Company at its principal office, accompanied by this agreement, or in such other form (which may be electronic or through a
third party equity plan administrator) as is approved by the Company, together with payment in full in the manner provided in the Plan. The Participant may
purchase less than the number of shares covered hereby, provided that no partial exercise of this option may be for any fractional share.

(b) Continuous Relationship with the Company Required. Except as otherwise provided in this Section 3, this option may not be exercised unless the

Participant, at the time he or she exercises this option, is, and has been at all times since the Grant Date, an employee, director or officer of, or consultant or advisor
to, the Company or any other entity the employees, officers, directors, consultants, or advisors of which are eligible to receive option grants under the Plan (an
“Eligible Participant”).

(c) Termination of Relationship with the Company. If the Participant ceases to be an Eligible Participant for any reason, then, except as provided in

paragraphs (d) and (e) below, the right to exercise this option shall terminate three months after such cessation (but in no event after the Final Exercise
Date), provided that this option shall be exercisable only to the extent that the Participant was entitled to exercise this option on the date of such cessation.
Notwithstanding the foregoing, if the Participant, prior to the Final Exercise Date, violates the restrictive covenants (including, without limitation, the non-
competition, non-solicitation, or confidentiality provisions) of any employment contract, any non-competition, non-solicitation, confidentiality or assignment
agreement to which the Participant is a party, or any other agreement between the Participant and the Company, the right to exercise this option shall terminate
immediately upon such violation.

 
 
 
 
 
 
(d) Exercise Period Upon Death or Disability. If the Participant dies or becomes disabled (within the meaning of Section 22(e)(3) of the Code) prior to the
Final Exercise Date while he or she is an Eligible Participant and the Company has not terminated such relationship for “cause” as specified in paragraph (e) below,
this option shall be exercisable, within the period of one year following the date of death or disability of the Participant, by the Participant (or in the case of death
by an authorized transferee), provided that this option shall be exercisable only to the extent that this option was exercisable by the Participant on the date of his or
her death or disability, and further provided that this option shall not be exercisable after the Final Exercise Date.

(e) Termination for Cause. If, prior to the Final Exercise Date, the Participant’s employment or other relationship with the Company is terminated by the
Company for Cause (as defined in below), the right to exercise this option shall terminate immediately upon the effective date of such termination of employment
or other relationship. If, prior to the Final Exercise Date, the Participant is given notice by the Company of the termination of his or her employment or other
relationship by the Company for Cause, and the effective date of such employment or other relationship termination is subsequent to the date of delivery of such
notice, the right to exercise this option shall be suspended from the time of the delivery of such notice until the earlier of (i) such time as it is determined or
otherwise agreed that the Participant’s employment or other relationship shall not be terminated for Cause as provided in such notice or (ii) the effective date of
such termination of employment or other relationship (in which case the right to exercise this option shall, pursuant to the preceding sentence, terminate upon the
effective date of such termination of employment or other relationship). If the Participant is party to an employment, consulting or severance agreement with the
Company which agreement, plan or arrangement contains a definition of “cause” for termination of employment, “Cause” shall have the meaning ascribed to such
term in such agreement, plan or arrangement. Otherwise, “Cause” shall mean willful misconduct by the Participant or willful failure by the Participant to perform
his or her responsibilities to the Company (including, without limitation, breach by the Participant of any provision of any employment, consulting, advisory,
nondisclosure, non-competition or other similar agreement between the Participant and the Company), as determined by the Company, which determination shall
be conclusive. The Participant’s employment shall be considered to have been terminated for Cause if the Company determines, within 30 days after the
Participant’s resignation, that termination for Cause was warranted.

4.

Tax Matters.

(a) Withholding. No Shares will be issued pursuant to the exercise of this option unless and until the Participant pays to the Company, or makes provision

satisfactory to the Company for payment of, any federal, state or local withholding taxes required by law to be withheld in respect of this option.

(b) Disqualifying Disposition. If this option is an incentive stock option and the Participant disposes of Shares acquired upon exercise of this option within

two years from the Grant Date or one year after such Shares were acquired pursuant to exercise of this option, the Participant shall notify the Company in writing
of such disposition.

5.

Transfer Restrictions; Clawback.

(a) This option may not be sold, assigned, transferred, pledged or otherwise encumbered by the Participant, either voluntarily or by operation of law,

except by will or the laws of descent and distribution, and, during the lifetime of the Participant, this option shall be exercisable only by the Participant.

(b) In accepting this option, the Participant agrees to be bound by any clawback policy that the Company has in place or may adopt in the future.

6.

Provisions of the Plan.

This option is subject to the provisions of the Plan (including the provisions relating to amendments to the Plan), a copy of which is furnished to the

Participant with this option.

[Remainder of Page Intentionally Left Blank]

 
 
 
 
 
ANNEX A

Schrödinger, Inc.

Stock Option Exercise Notice

Schrödinger, Inc.
120 West 45th Street
17th Floor
New York, NY 10036-4041

Dear Sir or Madam:

I,                 (the “Participant”), hereby irrevocably exercise the right to purchase shares of the Common Stock, $0.01 par value per share (the “Shares”), of
Schrödinger, Inc. (the “Company”) at $                 per share pursuant to the Company’s 2020 Equity Incentive Plan and a stock option agreement with the Company
dated (the “Option Agreement”). Enclosed herewith is a payment of $                , the aggregate purchase price for the Shares. The certificate for the Shares should
be registered in my name as it appears below or, if so indicated below, jointly in my name and the name of the person designated below, with right of survivorship.

Dated:                                                                      

Signature
Print Name:

Address:

Name and address of persons in whose name the Shares are to be jointly registered (if applicable):

 
 
 
 
   
   
   
   
 
 
 
 
   
   
   
   
   
   
 
 
 
   
   
 
   
   
 
 
 
 
   
   
 
 
   
 
 
 
 
   
   
 
 
Schrödinger, Inc.

RESTRICTED STOCK UNIT AGREEMENT

Schrödinger, Inc. (the “Company”) hereby grants the following restricted stock units pursuant to its 2020 Equity Incentive Plan.  The terms and

conditions attached hereto are also a part hereof.

Notice of Grant

Name of recipient (the “Participant”):

Grant Date:

Number of restricted stock units (“RSUs”) granted:

Number, if any, of RSUs that vest immediately on the grant
date:

RSUs that are subject to vesting schedule:

Vesting Start Date:

Vesting Schedule:

Vesting Date:

Number of RSUs that Vest:

All vesting is dependent on the Participant remaining an Eligible Participant, as provided herein.

This grant of RSUs satisfies in full all commitments that the Company has to the Participant with respect to the issuance of stock, stock options or

other equity securities.

Signature of Participant

Street Address

City/State/Zip Code

Schrödinger, Inc.

By:

Name of Officer

Title:

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Schrödinger, Inc.

Restricted Stock Unit Agreement
Incorporated Terms and Conditions

1.

Award of Restricted Stock Units. In consideration of services rendered and to be rendered to the Company, by the Participant, the Company
has granted to the Participant, subject to the terms and conditions set forth in this Restricted Stock Unit Agreement (this “Agreement”) and in the Company’s 2020
Equity Incentive Plan (the “Plan”), an award with respect to the number of restricted stock units (the “RSUs”) set forth in the Notice of Grant that forms part of this
Agreement (the “Notice of Grant”).  Each RSU represents the right to receive one share of common stock, $0.01 par value per share, of the Company (the
“Common Stock”) upon vesting of the RSU, subject to the terms and conditions set forth herein.  

2.

Vesting.  The RSUs shall vest in accordance with the Vesting Schedule set forth in the Notice of Grant (the “Vesting Schedule”).  Any

fractional shares resulting from the application of any percentages used in the Vesting Schedule shall be rounded down to the nearest whole number of RSUs.  As
soon as practicable after the vesting of the RSU, the Company will deliver to the Participant, for each RSU that becomes vested, one share of Common Stock,
subject to the payment of any taxes pursuant to Section 7.  The Common Stock will be delivered to the Participant as soon as practicable following each vesting
date, but in any event within 30 days of such date.  

3.

Forfeiture of Unvested RSUs Upon Cessation of Service.  In the event that the Participant ceases to be an Eligible Participant (as defined

below) for any reason or no reason, with or without cause, all of the RSUs that are unvested as of the time of such cessation shall be forfeited immediately and
automatically to the Company, without the payment of any consideration to the Participant, effective as of such cessation.  The Participant shall have no further
rights with respect to the unvested RSUs or any Common Stock that may have been issuable with respect thereto.  The Participant shall be an “Eligible Participant”
if he or she is an employee, director or officer of, or consultant or advisor to, the Company or any other entity the employees, officers, directors, consultants or
advisors of which are eligible to receive awards of RSUs under the Plan.

4.

Restrictions on Transfer.  The Participant shall not sell, assign, transfer, pledge, hypothecate, encumber or otherwise dispose of, by

operation of law or otherwise (collectively “transfer”) any RSUs, or any interest therein. The Company shall not be required to treat as the owner of any RSUs or
issue any Common Stock to any transferee to whom such RSUs have been transferred in violation of any of the provisions of this Agreement.

5.

Rights as a Stockholder.  The Participant shall have no rights as a stockholder of the Company with respect to any shares of Common Stock

that may be issuable with respect to the RSUs until the issuance of the shares of Common Stock to the Participant following the vesting of the RSUs.  

6.

Agreement.  

Provisions of the Plan.  This Agreement is subject to the provisions of the Plan, a copy of which is furnished to the Participant with this

7.

Tax Matters.  

(a)

Acknowledgments; No Section 83(b) Election.  The Participant acknowledges that he or she is responsible for obtaining the
advice of the Participant’s own tax advisors with respect to the award of RSUs and the Participant is relying solely on such advisors and not on any statements or
representations of the Company or any of its agents with respect to the tax consequences relating to the RSUs.  The Participant understands that the Participant (and
not the Company) shall be responsible for the Participant’s tax liability that may arise in connection with the acquisition, vesting and/or disposition of the
RSUs.  The Participant acknowledges that no election under Section 83(b) of the Internal Revenue Code of 1986, as amended, (the “Code”) is available with
respect to RSUs.  

Withholding.  The Participant acknowledges that, regardless of any action taken by the Company, the ultimate liability for all
income tax, social insurance, payroll tax, fringe benefits tax, payment on account or other tax-related items related to the Participant’s participation in the Plan and
legally applicable or

(b)

 
 
deemed applicable to the Participant (“Tax-Related Items”), is and remains the Participant’s responsibility and may exceed the amount actually withheld by the
Company.  The Participant acknowledges and agrees that prior to the relevant taxable or tax withholding event and at such time as the Participant is not aware of
any material nonpublic information about the Company or the Common Stock and the Participant is not subject to any restriction on trading activities with respect
to the Common Stock pursuant to any Company insider trading or other policy, the Participant shall execute the instructions set forth in Schedule A attached hereto
(the “Automatic Sale Instructions”) as the means of satisfying the withholding obligations for Tax-Related Items (the “Sell-to-Cover Withholding”).  Further, the
Participant agrees to pay to the Company, including through withholding from the Participant’s wages or other cash compensation paid to the Participant by the
Company, any amount of Tax-Related Items that the Company may be required to withhold or account for as a result of the Participant’s participation in the Plan
that cannot be satisfied by the Sell-to-Cover Withholding.  If the Participant fails to comply with his or her obligations in connection with the Tax-Related Items,
the Company may refuse to issue or deliver the shares or the proceeds of the sale of shares of Common Stock.  

8.

Miscellaneous.

(a)

Section 409A.  The RSUs awarded pursuant to this Agreement are intended to be exempt from or comply with the

requirements of Section 409A of the Code and the Treasury Regulations issued thereunder (“Section 409A”).  The delivery of shares of Common Stock on the
vesting of the RSUs may not be accelerated or deferred unless permitted or required by Section 409A.

(b)

Participant’s Acknowledgements.  The Participant acknowledges that he or she:  (i) has read this Agreement; (ii) has been
represented in the preparation, negotiation and execution of this Agreement by legal counsel of the Participant’s own choice or has voluntarily declined to seek
such counsel; (iii) understands the terms and consequences of this Agreement; (iv) is fully aware of the legal and binding effect of this Agreement; and (v) agrees
that in accepting this award, he or she will be bound by any clawback policy that the Company may adopt in the future.

 
 
 
 
 
Schedule A

Automatic Sale Instructions

The undersigned hereby consents and agrees that any taxes due on a vesting date as a result of the vesting of RSUs on such date shall be paid through an automatic
sale of shares as follows:

(a)

Upon any vesting of RSUs pursuant to Section 2 hereof, the Company shall arrange for the sale of such number of shares of Common

Stock issuable with respect to the RSUs that vest pursuant to Section 2 as is sufficient to generate net proceeds sufficient to satisfy the Company’s minimum
statutory withholding obligations with respect to the income recognized by the Participant upon the vesting of the RSUs (based on minimum statutory withholding
rates for all tax purposes, including payroll and social security taxes, that are applicable to such income), and the net proceeds of such sale shall be delivered to the
Company in satisfaction of such tax withholding obligations.

(b)

The Participant hereby appoints the Chief Executive Officer, the Chief Financial Officer and the Chief Legal Officer (or a person holding a

similar title), and any of them acting alone and with full power of substitution, to serve as his or her attorneys in fact to arrange for the sale of the Participant’s
Common Stock in accordance with this Schedule A.  The Participant agrees to execute and deliver such documents, instruments and certificates as may reasonably
be required in connection with the sale of the shares pursuant to this Schedule A.

(c)

The Participant represents to the Company that, as of the date hereof, he or she is not aware of any material nonpublic information about
the Company or the Common Stock and is not subject to any restriction on trading activities with respect to the Common Stock pursuant to any Company insider
trading policy or other policy.  The Participant and the Company have structured this Agreement, including this Schedule A, to constitute a “binding contract”
relating to the sale of Common Stock, consistent with the affirmative defense to liability under Section 10(b) of the Securities Exchange Act of 1934 under Rule
10b5-1(c) promulgated under such Act.

The Company shall not deliver any shares of Common Stock to the Participant until it is satisfied that all required withholdings have been made.

_______________________________

Participant Name:  ________________

Date:  __________________________

 
 
 
 
 
 
 
 
 
 
Schrödinger, Inc.

Exhibit 10.6

RESTRICTED STOCK UNIT AGREEMENT FOR NON-U.S. PARTICIPANTS

Schrödinger, Inc. (the “Company”) hereby grants the following restricted stock units pursuant to its 2020 Equity Incentive

Plan.  The terms and conditions attached hereto are also a part thereof.

Notice of Grant

Name of recipient (the “Participant”):
Grant Date:
Number of restricted stock units (“RSUs”)
granted:
Number, if any, of RSUs that vest immediately on
the grant date:
RSUs that are subject to vesting schedule:
Vesting Start Date:

Vesting Schedule:

Vesting Date:

Number of RSUs that Vest:

All vesting is dependent on the Participant remaining an Eligible Participant, as provided herein.

This grant of RSUs satisfies in full all commitments that the Company has to the Participant with respect to the issuance of

stock, stock options or other equity securities.

Schrödinger, Inc.

Signature of Participant

Street Address

City/State/Zip Code

By:

Name of Officer
Title:

402562279-v3\NA_DMS

1

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Schrödinger, Inc.

Restricted Stock Unit Agreement for Non-U.S. Participants
Incorporated Terms and Conditions

1.

Award of Restricted Stock Units.  The Company hereby grants to the Participant, subject to the terms and conditions
set  forth  in  this  Restricted  Stock  Unit  Agreement  for  Non-U.S.  Participants,  including  any  additional  terms  and  conditions  for  the
Participant’s country included in the appendix attached hereto (this “Agreement”) and in the Company’s 2020 Equity Incentive Plan (the
“Plan”), an award with respect to the number of restricted stock units (the “RSUs”) set forth in the Notice of Grant that forms part of
this  Agreement  (the  “Notice of Grant”).    Each  RSU  represents  the  right  to  receive  one  share  of  common  stock,  $0.01  par  value  per
share, of the Company (the “Common Stock”) upon vesting of the RSU, subject to the terms and conditions set forth herein.  

2.

Vesting.  The RSUs shall vest in accordance with the Vesting Schedule set forth in the Notice of Grant (the “Vesting
Schedule”).  Any fractional shares resulting from the application of any percentages used in the Vesting Schedule shall be rounded down
to the nearest whole number of RSUs.  As soon as practicable after the vesting of the RSU, the Company will deliver to the Participant,
for  each  RSU  that  becomes  vested,  one  share  of  Common  Stock,  subject  to  the  payment  of  any  taxes  pursuant  to  Section  7.    The
Common Stock will be delivered to the Participant as soon as practicable following each vesting date, but in any event within 30 days of
such date.  

3.

Forfeiture of Unvested RSUs Upon Cessation of Service.  In the event that the Participant ceases to be an Eligible

Participant (as defined below) for any reason or no reason, with or without cause, all of the RSUs that are unvested as of the time of
such cessation shall be forfeited immediately and automatically to the Company, without the payment of any consideration to the
Participant, effective as of such cessation.  The Participant shall have no further rights with respect to the unvested RSUs or any
Common Stock that may have been issuable with respect thereto.  The Participant shall be an “Eligible Participant” if he or she is an
employee, director or officer of, or consultant or advisor to, the Company or any other entity the employees, officers, directors,
consultants or advisors of which are eligible to receive awards of RSUs under the Plan.  

For purposes of the RSUs, the Participant’s status as an Eligible Participant will be considered terminated as of the date the

Participant is no longer actively providing services to the Company, the Employer or any of the other affiliates of the Company
(regardless of the reason for such termination and whether or not later found to be invalid or in breach of employment laws in the
jurisdiction where the Participant is employed or engaged or the terms of the Participant’s employment or service agreement, if any),
and unless otherwise expressly provided in this Agreement or determined by the Company, the Participant’s right to vest in the RSUs
under the Plan, if any, will terminate as of such date and will not be extended by any notice period (e.g., the period of service would not
include any contractual notice period or any period of “garden leave” or similar period mandated under employment laws in the
jurisdiction where the participant is employed or providing services or the terms of the Participant’s employment or service agreement,
if any); the Committee shall have the exclusive discretion to determine when

2

 
 
the Participant is no longer actively providing services for purposes of the RSU grant (including whether the Participant may still be
considered to be providing services while on a leave of absence).

4.

Restrictions on Transfer.  The Participant shall not sell, assign, transfer, pledge, hypothecate, encumber or otherwise
dispose  of,  by  operation  of  law  or  otherwise  (collectively  “transfer”)  any  RSUs,  or  any  interest  therein.  The  Company  shall  not  be
required to treat as the owner of any RSUs or issue any Common Stock to any transferee to whom such RSUs have been transferred in
violation of any of the provisions of this Agreement.

5.

Rights as a Stockholder.  The Participant shall have no rights as a stockholder of the Company with respect to any
shares  of  Common  Stock  that  may  be  issuable  with  respect  to  the  RSUs  until  the  issuance  of  the  shares  of  Common  Stock  to  the
Participant following the vesting of the RSUs.  

6.

Provisions of the Plan.  This Agreement is subject to the provisions of the Plan, a copy of which is furnished to the

Participant with this Agreement.  

7.

Nature of Grant.  In accepting the grant, the Participant acknowledges, understands and agrees that:

amended, suspended or terminated by the Company at any time, to the extent permitted by the Plan;

(a)

the Plan is established voluntarily by the Company, it is discretionary in nature and it may be modified,

other right to receive future grants of RSUs, or benefits in lieu of RSUs, even if RSUs have been granted in the past;

(b)

the  grant  of  the  RSUs  is  exceptional,  voluntary  and  occasional  and  does  not  create  any  contractual  or

Company;

(c)

(d)

all  decisions  with  respect  to  future  RSUs  or  other  grants,  if  any,  will  be  at  the  sole  discretion  of  the

the  RSU  grant  and  participation  in  the  Plan  shall  not  create  a  right  to  employment  or  other  service

relationship with the Company;

the  RSU  grant  and  participation  in  the  Plan  shall  not  be  interpreted  as  forming  or  amending  an
employment  or  service  contract  with  the  Company  or  the  Employer,  and  shall  not  interfere  with  the  ability  of  the  Company,  the
Employer or any affiliate of the Company, as applicable, to terminate the Participant’s employment relationship (if any);

(e)

(f)

(g)

the Participant is voluntarily participating in the Plan;

the RSUs and the shares of Common Stock subject to the RSUs, and the income from and value of same,

are not intended to replace any pension rights or compensation;

not part of normal or expected compensation for purposes of,

(h)

the RSUs and the shares of Common Stock subject to the RSUs, and the income and value of same, are

3

 
including  but  not  limited  to,  calculating  any  severance,  resignation,  termination,  redundancy,  dismissal,  end-of-service  payments,
bonuses, holiday pay, long-service awards, pension or retirement or welfare benefits or similar payments;

unless otherwise agreed with the Company in writing, the RSUs and the shares of Common Stock subject
to the RSUs, and the income and value of same, are not granted as consideration for, or in connection with, the service the Participant
may provide as a director of a subsidiary of the Company;

(i)

(j)
predicted with certainty;

the future value of the underlying shares of Common Stock is unknown, indeterminable and cannot be

(k)

no  claim  or  entitlement  to  compensation  or  damages  shall  arise  from  forfeiture  of  the  RSUs  resulting
from  the  termination  of  the  Participant’s  employment  or  other  service  relationship  (for  any  reason  whatsoever,  whether  or  not  later
found to be invalid or in breach of employment laws in the jurisdiction where the Participant is employed or engaged or the terms of the
Participant’s employment agreement, if any); and

(l)

neither the Company, the Employer nor any other subsidiary or affiliate of the Company shall be liable
for any foreign exchange rate fluctuation between the Participant’s local currency and the United States Dollar that may affect the value
of the RSU or of any amounts due to me pursuant to the settlement of the RSU or the subsequent sale of any shares of Common Stock
acquired upon settlement.

8.

Tax Matters.  

(a)

Acknowledgments;  Responsibility  for  Taxes.    The  Participant  acknowledges  that,  regardless  of  any
action taken by the Company or, if different, the Participant’s employer (the “Employer”), the ultimate liability for all income tax, social
insurance, payroll tax, fringe benefits tax, payment on account or other tax-related items related to the Participant’s participation in the
Plan and legally applicable or deemed applicable to the Participant (“Tax-Related Items”), is and remains the Participant’s responsibility
and  may  exceed  the  amount  actually  withheld  by  the  Company  or  the  Employer.    The  Participant  further  acknowledges  that  the
Company  and/or  the  Employer:  (i)  make  no  representations  or  undertakings  regarding  the  treatment  of  any  Tax-Related  Items  in
connection with any aspect of this award of RSUs; and (ii) do not commit to and are under no obligation to structure the terms of the
grant  or  any  aspect  of  the  RSUs  to  reduce  or  eliminate  the  Participant’s  liability  for  Tax-Related  Items  or  achieve  any  particular  tax
result.  Further, if the Participant is subject to Tax-Related Items in more than one jurisdiction, the Participant acknowledges that the
Company and/or the Employer (or former employer, as applicable) may be required to withhold or account for Tax-Related Items in
more than one jurisdiction.

(b)

Withholding.  Prior to the relevant taxable or tax withholding event and at such time as the Participant is
not aware of any material nonpublic information about the Company or the Common Stock and the Participant is not subject to any
restriction  on  trading  activities  with  respect  to  the  Common  Stock  pursuant  to  any  Company  insider  trading  or  other  policy,  the
Participant shall execute the instructions set forth in Schedule A attached hereto (the

4

 
“Automatic  Sale  Instructions”)  as  the  means  of  satisfying  the  withholding  obligations  for  Tax-Related  Items  (the  “Sell-to-Cover
Withholding”). In the event the Sell-to-Cover Withholding results in over-withholding, the Participant may receive a refund of any over-
withheld amount in cash and will have no entitlement to the stock equivalent, or if not refunded, the Participant may seek a refund from
the local tax authorities.  In the event of under-withholding, the Participant may be required to pay any additional Tax-Related Items
directly  to  the  applicable  tax  authority,  to  the  Company  or  to  the  Employer.  The  Participant  agrees  to  pay  to  the  Company  or  the
Employer, as applicable, including through withholding from the Participant’s wages or other cash compensation paid to the Participant
by the Company and/or the Employer, any amount of Tax-Related Items that the Company or the Employer may be required to withhold
or account for as a result of the Participant’s participation in the Plan that cannot be satisfied by the Sell-to-Cover Withholding.  If the
Participant fails to comply with his or her obligations in connection with the Tax-Related Items, the Company may refuse to issue or
deliver the shares or the proceeds of the sale of shares of Common Stock.  

9.

Data  Privacy.    If  the  Participant  would  like  to  participate  in  the  Plan,  the  Participant  will  need  to  review  the
information  provided  in  this  Section  9  and  declare  with  its  signature  under  this  Agreement  consent  to  processing  of  Participant’s
personal data for such processing activities requiring consent.

If the Participant is based in the EEA+ (as defined below), the Participant has the right to withdraw his or her consent for
such processing activities at any time and declares that he or she has read the transparency document on the website of the Company or,
if different, the Participant’s Employer. The withdrawal of consent does not affect the lawfulness of processing based on consent before
its withdrawal. Other processing activities (e.g., the transfer of personal data to tax authorities) are based on other legal grounds, e.g., a
legal  obligation  to  which  the  controller  is  subject,  or  a  legitimate  interest  pursued  by  the  controller  or  by  a  third  party.  For  such
processing activities consent is not needed or given by the Participant.

(a)

EEA+  Controller  and  Representative.  If  the  Participant  is  based  in  the  European  Union  (“EU”),  the  European
Economic Area, or the United Kingdom (collectively “EEA+”), the Participant should note that the Company, with its registered address
at 1540 Broadway, 24th Floor, New York, New York 10036, United States of America, is the controller responsible for the processing of
the Participant’s personal data in connection with the Agreement and the Plan. The Company’s representative in the EEA+ by means of
Art.  27  GDPR  is  Prof.  Dr.  h.c.  Heiko  Jonny  Maniero,  DGD  Deutsche  Gesellschaft  für  Datenschutz  GmbH,  Fraunhoferring  3,  85238
Petershausen. The representative can be reached by email at heiko.maniero@dg-datenschutz.de.

(b)

Data Collection and Usage. The Company collects, uses and otherwise processes certain personal data about the
Participant, including, but not limited to, the Participant’s name, home address and telephone number, email address, date of birth, social
insurance number, passport or other identification number (e.g., resident registration number), salary, nationality, job title, any shares of
stock  or  directorships  held  in  the  Company,  details  of  all  options  or  any  other  entitlement  to  shares  of  stock  awarded,  canceled,
exercised,  vested,  unvested  or  outstanding  in  the  Participant’s  favor,  which  the  Company  receives  from  the  Participant,  Participant’s
Employer or otherwise in connection with this Agreement or the Plan (“Data”), for

5

  
the purposes of implementing, administering and managing the Plan and allocating shares of Common Stock pursuant to the Plan.

If the Participant is based in the EEA+, the legal basis, where required, for the processing of Data by the Company is: (i) the
consent of the Participant; or (ii) the necessity of the data processing for the Company to (1) perform its contractual obligations under
this Agreement, (2) comply with legal obligations established in the EEA+, or (3) pursue the legitimate interest of complying with legal
obligations established outside of the EEA+.

If the Participant is based outside of the EEA+, the legal basis, where required, for the processing of Data by the Company is

the Participant’s consent, as further described below.

(c)

Stock  Plan  Administration  Service  Providers.  The  Company  grants  access  to  Data  to  TD  Ameritrade,  Inc.,  an
independent  service  provider,  which  is  assisting  the  Company  with  the  implementation,  administration  and  management  of  the  Plan
(“Broker”).  In  the  future,  the  Company  may  select  a  different  service  provider  and  share  Data  with  such  other  provider  serving  in  a
similar manner. Broker will open an account for the Participant to receive and trade shares of Common Stock acquired under the Plan.
The  Participant  may  be  asked  to  agree  on  separate  terms  and  data  processing  practices  with  Broker,  with  such  agreement  being  a
condition of participating in the Plan.

(d)

International Data Transfers. In the event the Participant resides, works or is otherwise located outside of the U.S.,
Data  will  be  transferred  from  the  Participant’s  country  to  the  U.S.,  where  the  Company  and  its  service  providers  are  based.  The
Participant understands and acknowledges that the U.S. might not provide a level of protection of personal data equivalent to the level
of protection in the Participant’s country.

If  the  Participant  is  based  in  the  EEA+,  the  legal  basis,  where  required,  for  the  transfer  of  Data  from  the  EEA+  to  the
Company  and  for  the  access  to  Data  granted  by  the  Company  to  Broker  or,  as  the  case  may  be,  a  different  service  provider  of  the
Company in the U.S. is to satisfy the Company’s contractual obligations under the terms of this Agreement and/or its use of the standard
data protection clauses adopted by the EU Commission.

If the Participant is based outside of the EEA+, the Company’s legal basis, where required, for the transfer of Data from the
Participant’s country to the Company and for the access to Data granted by the Company to Broker or, as the case may be, a different
service provider of the Company is the Participant’s consent, as further described below.

(e)

Data Retention. The Company will hold and use the Data only as long as is necessary to implement, administer and
manage the Participant’s participation in the Plan, or as required to comply with legal or regulatory obligations, including under tax and
security laws.

(f)

Data Subject Rights. The Participant may have a number of rights under data privacy laws in his or her jurisdiction.
Depending on where the Participant is based and subject to the conditions set out in applicable law, such rights may include the right to
request from the Company access to and rectification, erasure or portability of Data, to restrict or object to the processing of Data, lodge
a complaint with a supervisory authority and/or to receive a list with the names and addresses of any potential recipients of Data. To
receive additional information

6

regarding  these  rights  or  to  exercise  these  rights,  the  Participant  can  contact  the  Company’s  data  privacy  representative  at
heiko.maniero@dg-datenschutz.de.

(g)

Necessary  Disclosure  of  Personal  Data.  The  Participant  understands  that  providing  the  Company  with  Data  is
necessary  for  the  performance  of  the  Agreement  and  that  the  Participant’s  refusal  to  provide  Data  would  make  it  impossible  for  the
Company to perform its contractual obligations and may affect the Participant’s ability to participate in the Plan.

(h)

Voluntariness and Consequences of Consent Denial or Withdrawal. Participation in the Plan is voluntary and the
Participant  is  providing  any  consents  referred  to  herein  on  a  purely  voluntary  basis.  The  Participant  understands  that  he  or  she  may
withdraw any such consent at any time with future effect for any or no reason. If the Participant does not consent, or if the Participant
later  seeks  to  withdraw  his  or  her  consent,  the  Participant’s  salary  from  or  employment  and  career  with  the  Employer  will  not  be
affected; the only consequence of refusing or withdrawing the Participant’s consent is that the Company would not be able to grant the
options or other awards to the Participant or administer or maintain the options. For more information on the consequences of refusal to
consent  or  withdrawal  of  consent,  the  Participant  should  contact  the  Company’s  data  privacy  representative  at  heiko.maniero@dg-
datenschutz.de.

If  the  Participant  is  based  outside  of  the  EEA+,  by  accepting  the  options  and  indicating  consent  via  the  Company’s  online
acceptance  procedure,  the  Participant  explicitly  declares  his  or  her  consent  to  the  entirety  of  the  Data  processing  operations
described in this Section 9 including, without limitation, access to Data provided by the Company to Broker or, as the case may be,
a different service provider of the Company in the U.S.

10.

Miscellaneous.

(a)

Section  409A.    The  RSUs  awarded  pursuant  to  this  Agreement  are  intended  to  be  exempt  from  or
comply  with  the  requirements  of  Section  409A  of  the  Code  and  the  Treasury  Regulations  issued  thereunder  (“Section  409A”).    The
delivery of shares of Common Stock on the vesting of the RSUs may not be accelerated or deferred unless permitted or required by
Section 409A.

(b)

No Advice Regarding Grant.  The Company is not providing any tax, legal or financial advice, nor is the

Company making any recommendations regarding participation in the Plan, or the acquisition or sale of the underlying shares of
Common Stock.  The Participant understands and agrees that he or she should consult with his or her own personal tax, legal and
financial advisors regarding participation in the Plan before taking any action related to the Plan.

(c)

Governing Law and Venue.  The provisions of this Agreement shall be governed by and interpreted in
accordance with the laws of the State of Delaware, excluding choice-of-law principles of the law of such state that would require the
application of the laws of a jurisdiction other than the State of Delaware. For purposes of litigating any dispute that arises directly or
indirectly  from  the  relationship  of  the  parties  evidenced  by  this  grant  or  this  Agreement,  the  parties  hereby  submit  to  the  exclusive
jurisdiction of the State of New York and agree that such litigation shall be conducted only in the courts of New York County, New
York,

7

or the federal courts for the United States for the Southern District of New York, and no other courts, where this grant is made and/or to
be performed.

(d)

Entire Agreement; Enforcement of Rights.  This Agreement, together with the Plan, sets forth the entire
agreement  and  understanding  of  the  parties  relating  to  the  subject  matter  herein  and  supersedes  all  prior  discussions,  agreements,
commitments, or negotiations between the parties. No adverse modification or amendment of this Agreement, nor any waiver of any
rights under this Agreement, will be effective unless in writing and signed by the parties to this Agreement (which may be electronic).
The failure by either party to enforce any rights under this Agreement will not be construed as a waiver of any rights of such party.

(e)

Severability.  If one or more provisions of this Agreement are held to be unenforceable under applicable
laws, the parties agree to renegotiate such provision in good faith.  In the event that the parties cannot reach a mutually agreeable and
enforceable  replacement  for  such  provision,  then  (a)  such  provision  shall  be  excluded  from  this  Agreement,  (b)  the  balance  of  this
Agreement  shall  be  interpreted  as  if  such  provision  were  so  excluded,  and  (c)  the  balance  of  this  Agreement  shall  be  enforceable  in
accordance with its terms.

(f)

Consent to Electronic Delivery and Participation.  The Company may, in its sole discretion, decide to
deliver any documents related to current or future participation in the Plan by electronic means.  The Participant hereby consents to
receive such documents by electronic delivery and agrees to participate in the Plan through an on-line or electronic system established
and maintained by the Company or a third party designated by the Company.  

(g)

Language.  The Participant acknowledges that the Participant is proficient in the English language and,
accordingly, understands the provisions of this Agreement and the Plan.  If the Participant has received this Agreement, or any other
document related to the RSUs and/or the Plan translated into a language other than English and if the meaning of the translated version
is different than the English version, the English version will control.

(h)

Compliance with Law. Notwithstanding any other provision of the Plan or this Agreement, unless there
is an exemption from any registration, qualification or other legal requirement applicable to the shares of Common Stock, the Company
shall not be required to deliver any shares issuable upon settlement of the RSU prior to the completion of any registration or
qualification of the shares under any local, state, federal or foreign securities or exchange control law or under rulings or regulations of
the U.S. Securities and Exchange Commission (“SEC”) or of any other governmental regulatory body, or prior to obtaining any
approval or other clearance from any local, state, federal or foreign governmental agency, which registration, qualification or approval
the Company shall, in its absolute discretion, deem necessary or advisable.  The Participant understands that the Company is under no
obligation to register or qualify the shares with the SEC or any state or foreign securities commission or to seek approval or clearance
from any governmental authority for the issuance or sale of the shares.  Further, the Participant agrees that the Company shall have
unilateral authority to amend the Agreement without the Participant’s consent to the extent necessary to comply with securities or other
laws applicable to issuance of shares.

8

(i)

Country-Specific Provisions.  The RSUs shall be subject to any special terms and conditions set forth in
the Appendix for the Participant’s country.  Moreover, if the Participant relocates to one of the countries included in the Appendix, the
special terms and conditions for such country will apply to the Participant to the extent the Company determines that the application of
such  terms  and  conditions  is  necessary  or  advisable  for  legal  or  administrative  reasons.    The  Appendix  constitutes  part  of  this
Agreement.

(j)

Imposition  of  Other  Requirements.    The  Company  reserves  the  right  to  impose  other  requirements  on
Participant’s participation in the Plan, on the RSUs, and on any shares of Common Stock issued upon the vesting of the RSUs, to the
extent the Company determines it is necessary or advisable for legal or administrative reasons, and to require the Participant to accept
any additional agreements or undertakings that may be necessary to accomplish the foregoing.

(k)

Insider  Trading/Market  Abuse  Laws.    The  Participant  may  be  subject  to  insider  trading  restrictions
and/or market abuse laws in applicable jurisdictions, including, but not limited to, the United States and the Participant’s country, which
may affect the Participant’s ability to accept, acquire, sell, or otherwise dispose of shares of Common Stock, rights to shares of Common
Stock (e.g.,  RSUs),  or  rights  linked  to  the  value  of  shares  of  Common  Stock  under  the  Plan  during  such  times  as  the  Participant  is
considered to have “inside information” regarding the Company (as defined by the laws in the applicable jurisdictions).  Insider trading
laws and regulations may prohibit the cancellation or amendment of orders the Participant placed before the Participant possessed inside
information.  Furthermore, the Participant could be prohibited from (i) disclosing the inside information to any third party, which may
include  fellow  employees  and  (ii)  “tipping”  third  parties  or  causing  them  otherwise  to  buy  or  sell  securities.   Any  restrictions  under
these  laws  or  regulations  are  separate  from  and  in  addition  to  any  restrictions  that  may  be  imposed  under  the  Company’s  trading
policy.  Neither the Company nor any of its affiliates will be responsible for such restrictions or liable for the failure on the Participant’s
part to know and abide by such restrictions.  The Participant should consult with his or her own personal advisor regarding compliance
with such restrictions.  

(l)

Participant’s  Acknowledgements.    The  Participant  acknowledges  that  he  or  she:  (i)  has  read  this
Agreement;  (ii)  has  been  represented  in  the  preparation,  negotiation  and  execution  of  this  Agreement  by  legal  counsel  of  the
Participant’s  own  choice  or  has  voluntarily  declined  to  seek  such  counsel;  (iii)  understands  the  terms  and  consequences  of  this
Agreement;  (iv)  is  fully  aware  of  the  legal  and  binding  effect  of  this  Agreement;  and  (v)  agrees  that  in  accepting  this  award,  to  the
extent permitted by law, he or she will be bound by any clawback policy that the Company may adopt in the future.

9

Schrödinger, Inc.

COUNTRY-SPECIFIC APPENDIX TO

RESTRICTED STOCK UNIT AGREEMENT FOR NON-U.S. PARTICIPANTS

Capitalized terms used but not defined in this Country-Specific Appendix (the “Appendix”) shall have the same meanings assigned to
them in the Plan or the Agreement.

Terms and Conditions

This Appendix, which is part of the Agreement, includes additional terms and conditions that govern the RSUs if the Participant works
and/or resides in one of the countries listed below.  If the Participant is a citizen or resident of a country other than the one in which he
or she is currently working (or is considered as such for local law purposes), or if the Participant transfers employment or residency to a
different country after receiving the RSUs, the Company will, in its discretion, determine the extent to which the terms and conditions
contained herein will be applicable to the recipient.  

Notifications

This  Appendix  also  includes  information  regarding  certain  other  issues  about  which  the  Participant  should  be  aware  with  respect  to
participation  in  the  Plan.    The  information  is  based  on  the  securities,  exchange  control  and  other  laws  in  effect  in  the  respective
countries  as  of  August  2021.    Such  laws  are  often  complex  and  change  frequently.   As  a  result,  the  recipient  should  not  rely  on  the
information  noted  herein  as  the  only  source  of  information  relating  to  the  consequences  of  participation  in  the  Plan  because  the
information may be out-of-date when the RSUs vest and/or when the Participant sells any shares of Common Stock acquired under the
Plan.

In addition, the information contained herein is general in nature and may not apply to the Participant’s particular situation.  As a result,
the Company is not in a position to assure the Participant of any particular result.  Accordingly, the Participant is strongly advised to
seek appropriate professional advice as to how the relevant laws in the recipient’s country may apply to his or her situation.

If the Participant is a citizen or resident of a country other than the one in which he or she is currently working (or is considered as such
for local law purposes), or transfers employment/residency to a different country after receiving the RSUs, the notifications contained in
this Appendix may not be applicable to the Participant in the same manner.  

10

 
AUSTRALIA

Notifications

Tax Conditions.  Subdivision 83A-C of the Income Tax Assessment Act 1997 (Cth) applies to the RSUs granted under the Plan, such
that the RSU grant is intended to be subject to deferred taxation.  

Securities Law Information.  This grant of RSUs is intended to comply with the provisions of the Corporations Act 2001, ASIC
Regulatory Guide 49 and ASIC Class Order CO 14/1000. Additional details are set forth in the Australian Offer Document provided
herewith.

Exchange Control Information.  If the Participant is an Australian resident, exchange control reporting is required for cash transactions
exceeding AUD10,000 and international fund transfers.  If an Australian bank is assisting with the transaction, the bank will file the
report on the Participant’s behalf.  If there is no Australian bank involved with the transfer, the Participant will be required to file the
report.

FRANCE

Terms and Conditions

Consent to Receive Information in English.  By accepting the RSUs, the Participant confirms that he or she has read and understood the
Plan  and  the  Agreement,  including  all  terms  and  conditions  included  therein,  which  were  provided  in  the  English  language.    The
Participant accepts the terms of those documents accordingly.

En acceptant les RSUs, le Titulaire de les RSUs confirme avoir lu et compris le Plan et le Contrat y relatifs, incluant tous leurs termes et
conditions, qui ont été transmis en langue anglaise. Le Titulaire de les RSUs accepte les dispositions de ces documents en connaissance
de cause.

Notifications

Tax Information.  The RSUs are not intended to qualify for special tax and social security treatment applicable to restricted stock units
granted under Section L.225-197-1 to L.225-197-6 of the French Commercial Code, as amended.

Foreign  Asset/Account  Reporting  Information.    If  the  Participant  holds  cash  or  shares  of  Common  Stock  outside  of  France,  the
Participant  must  declare  all  foreign  bank  and  brokerage  accounts  (including  any  accounts  that  were  opened  or  closed  during  the  tax
year) on an annual basis, on form No. 3916, together with his or her income tax return.  It is the Participant’s responsibility to comply
with  French  foreign  asset  and  account  reporting  requirements,  and  neither  the  Company  nor  the  Employer  will  be  liable  for  any
resulting fines or penalties.

11

 
 
 
 
 
 
GERMANY

Notifications

Exchange Control Information.  If the Participant remits funds in excess of €12,500 out of or into Germany, such cross-border payment
must be reported monthly to the German Federal Bank (Bundesbank).  The Participant is responsible for the reporting obligation and
should file the report (“Allgemeine Meldeportal Statistik”) electronically by the fifth day of the month following the month in which the
payment is made. A copy of the report can be accessed via the Bundesbank’s website at www.bundesbank.de and is available in both
German and English.

Foreign  Asset/Account  Reporting  Information.    If  the  acquisition  of  shares  of  Common  Stock  under  the  Plan  leads  to  a  “qualified
participation” at any point during the calendar year, the Participant will need to report the acquisition when he or she files his or her tax
return  for  the  relevant  year.   A  qualified  participation  is  attained  if  (i)  the  value  of  the  shares  of  Common  Stock  acquired  exceeds
€150,000 or (ii) in the unlikely event the Participant holds shares of Common Stock exceeding 10% of the Company’s total Common
Stock.  The  Participant  is  responsible  for  complying  with  this  reporting  obligation  and  should  confer  with  his  or  her  personal  tax
advisor to determine his or her obligations in this regard.

INDIA

Notifications

Exchange  Control  Information.  Indian  residents  are  required  to  repatriate  the  proceeds  from  the  sale  of  shares  of  Common  Stock  to  India  within
specified  timeframes.  The  Participant  must  retain  the  foreign  inward  remittance  certificate  received  from  the  bank  where  the  foreign  currency  is
deposited in the event that the Reserve Bank of India or the Employer requests proof of repatriation.  It is the Participant’s responsibility to comply
with these requirements. Neither the Company nor the Employer will be liable for any fines or penalties resulting from the Participant’s failure to
comply with any applicable laws.

Foreign Asset/Account Reporting Information. Indian residents are required to declare any foreign bank accounts and any foreign financial assets
(including  shares  of  Common  Stock  held  outside  of  India)  in  their  annual  tax  returns.    The  Participant  is  responsible  for  complying  with  this
reporting obligation and should confer with his or her personal tax advisor to determine his or her obligations in this regard.

IRELAND

Notifications

Director  Notification  Obligation.  If  the  Participant  is  a  director,  shadow  director,  or  secretary  of  an  Irish  affiliate,  the  Participant  is
required to notify such Irish affiliate in writing if the Participant receives or disposes of an interest in the Company representing more
than  1%  of  the  Company’s  voting  share  capital  (e.g.,  RSUs,  shares  of  Common  Stock,  etc.),  if  the  Participant  becomes  aware  of  the
event giving rise to such notification requirement, or if the Participant

12

 
 
 
 
becomes a director, shadow director, or secretary of an Irish affiliate if such an interest exists at the time. This notification requirement
also applies with respect to the interests of a spouse or children under the age of 18 (whose interests will be attributed to the director,
shadow director, or secretary).

JAPAN

Notifications

Foreign Asset / Account Reporting Information. The Participant will be required to report details of any assets held outside of Japan as
of December 31st to the extent such assets have a total net fair market value exceeding ¥50 million.  Such report will be due by March
15th each year.  The Participant is responsible for complying with this reporting obligation and should confer with their personal tax
advisor to determine the Participant’s obligations in this regard.

SOUTH KOREA

Notifications

Foreign  Asset  /  Account  Reporting  Information.  The  Participant  must  declare  all  foreign  financial  accounts  (e.g.,  non-Korean  bank
accounts, brokerage accounts) to the Korean tax authority and file a report with respect to such accounts in June of the following year if
the monthly balance of such accounts exceeds KRW 500 million (or an equivalent amount in foreign currency) on any month-end date
during a calendar year. The Participant is responsible for complying with this reporting obligation and should confer with their personal
tax advisor to determine the Participant’s obligations in this regard.

UNITED KINGDOM

Terms and Conditions

Tax Matters.  The following provision supplements Section 8 of the Agreement:

Without  limitation  to  Section  8  of  the  Agreement,  the  Participant  agrees  that  the  Participant  is  liable  for  all  Tax-Related  Items  and
hereby  covenants  to  pay  all  such  Tax-Related  Items,  as  and  when  requested  by  the  Company  or  the  Employer  or  by  Her  Majesty’s
Revenue and Customs (“HMRC”) (or any other tax authority or any other relevant authority).  The Participant also agrees to indemnify
and keep indemnified the Company and the Employer against any Tax-Related Items that they are required to pay or withhold or have
paid or will pay to HMRC (or any other tax authority or any other relevant authority) on the Participant’s behalf.  

Notwithstanding the foregoing, if the Participant is a director or an executive officer of the Company (within the meaning of such terms
for purposes of Section 13(k) of the Exchange Act), the Participant acknowledges that the Participant may not be able to indemnify the
Company or the Employer for the amount of any income tax not collected from or paid by the Participant, as it may be considered a
loan.  In this case, the amount of any income tax not collected within 90 days of the end of the U.K. tax year in which the event giving
rise to the Tax-Related Item(s)

13

 
 
 
 
 
occurs  may  constitute  an  additional  benefit  to  the  Participant  on  which  additional  income  tax  and  National  Insurance  contributions
(“NICs”) may be payable.  The Participant will be responsible for reporting and paying any income tax due on this additional benefit
directly to HMRC under the self-assessment regime and for reimbursing the Company or the Employer (as appropriate) for the value of
any employee NICs due on this additional benefit, which the Company or the Employer may recover from the Participant by any of the
means referred to in the Plan or Section 8 of the Agreement.

14

Schedule A

Automatic Sale Instructions

The undersigned hereby consents and agrees that any taxes due on a vesting date as a result of the vesting of RSUs on such date shall be
paid through an automatic sale of shares as follows:

(a)

Upon any vesting of RSUs pursuant to Section 2 hereof, the Company shall arrange for the sale of such number of

shares of Common Stock issuable with respect to the RSUs that vest pursuant to Section 2 as is sufficient to generate net proceeds
sufficient to satisfy the Company’s minimum statutory withholding obligations (or, for Participants outside the United States, applicable
statutory withholding obligations) with respect to the income recognized by the Participant upon the vesting of the RSUs (based on
minimum statutory withholding rates (or, for Participants outside the United States, applicable statutory withholding rates) for all tax
purposes, including payroll and social security taxes, that are applicable to such income), and the net proceeds of such sale shall be
delivered to the Company in satisfaction of such tax withholding obligations.  

(b)

The Participant hereby appoints the Chief Executive Officer, the Chief Financial Officer and the Chief Legal
Officer (or a person holding a similar title), and any of them acting alone and with full power of substitution, to serve as his or her
attorneys in fact to arrange for the sale of the Participant’s Common Stock in accordance with this Schedule A.  The Participant agrees
to execute and deliver such documents, instruments and certificates as may reasonably be required in connection with the sale of the
shares pursuant to this Schedule A.

(c)

The Participant represents to the Company that, as of the date hereof, he or she is not aware of any material

nonpublic information about the Company or the Common Stock and is not subject to any restriction on trading activities with respect to
the Common Stock pursuant to any Company insider trading policy or other policy.  The Participant and the Company have structured
this Agreement, including this Schedule A, to constitute a “binding contract” relating to the sale of Common Stock, consistent with the
affirmative defense to liability under Section 10(b) of the Securities Exchange Act of 1934 under Rule 10b5-1(c) promulgated under
such Act.

The  Company  shall  not  deliver  any  shares  of  Common  Stock  to  the  Participant  until  it  is  satisfied  that  all  required

withholdings have been made.

_______________________________

Participant Name:  ________________

Date:  __________________________

15

 
 
 
 
 
 
 
 
 
 
 
List of Subsidiaries

Exhibit 21.1

Jurisdiction of Incorporation

Name                                                                          
Schrödinger, LLC
Schrödinger GmbH
Synaptic Science LLC
Schrödinger, KK
Reo Discovery Limited
Faxian Therapeutics, LLC
Schrödinger Technologies Ltd
India                                                                                               Schrodinger Korea LLC
XTAL BioStructures, Inc.

                          Massachusetts

   Delaware
   Germany
   Delaware
   Japan
   Ireland
   Delaware

           United Kingdom                                                     Schrödinger India Private Limited                                          

                          South Korea

 
 
   
  
 
 
Consent of Independent Registered Public Accounting Firm

Exhibit 23.1

The Board of Directors
Schrödinger, Inc.:

We consent to the incorporation by reference in the registration statements (No. 333-236297 and 333-253864) on Form S-8 and in the registration
statement (No. 333-253865) on Form S-3 of our reports dated February 24, 2022, with respect to the consolidated financial statements of
Schrödinger, Inc. and the effectiveness of internal control over financial reporting.

Portland, Oregon
February 24, 2022

/s/ KPMG LLP

 
 
CERTIFICATION OF PRINCIPAL EXECUTIVE OFFICER
PURSUANT TO RULES 13a-14(a) AND 15d-14(a) UNDER THE SECURITIES
EXCHANGE ACT OF 1934, AS ADOPTED PURSUANT TO SECTION 302 OF THE SARBANES-OXLEY ACT OF 2002

I, Ramy Farid, certify that:

EXHIBIT 31.1

1.

2.

3.

4.

I have reviewed this Annual Report on Form 10-K of Schrödinger, Inc.;

Based on my knowledge, this report does not contain any untrue statement of a material fact or omit to state a material fact necessary to
make the statements made, in light of the circumstances under which such statements were made, not misleading with respect to the
period covered by this report;

Based on my knowledge, the financial statements, and other financial information included in this report, fairly present in all material
respects the financial condition, results of operations and cash flows of the registrant as of, and for, the periods presented in this report;

The registrant’s other certifying officer(s) and I are responsible for establishing and maintaining disclosure controls and procedures (as
defined in Exchange Act Rules 13a-15(e) and 15d-15(e)) and internal control over financial reporting (as defined in Exchange Act Rules
13a-15(f) and 15d-15(f)) for the registrant and have:

a.

b.

c.

d.

Designed such disclosure controls and procedures, or caused such disclosure controls and procedures to be designed under our
supervision, to ensure that material information relating to the registrant, including its consolidated subsidiaries, is made
known to us by others within those entities, particularly during the period in which this report is being prepared;

Designed such internal control over financial reporting, or caused such internal control over financial reporting to be designed
under our supervision, to provide reasonable assurance regarding the reliability of financial reporting and the preparation of
financial statements for external purposes in accordance with generally accepted accounting principles;

Evaluated the effectiveness of the registrant’s disclosure controls and procedures and presented in this report our conclusions
about the effectiveness of the disclosure controls and procedures, as of the end of the period covered by this report based on
such evaluation; and

Disclosed in this report any change in the registrant’s internal control over financial reporting that occurred during the
registrant’s most recent fiscal quarter (the registrant’s fourth fiscal quarter in the case of an annual report) that has materially
affected, or is reasonably likely to materially affect, the registrant’s internal control over financial reporting; and

5.

The registrant’s other certifying officer(s) and I have disclosed, based on our most recent evaluation of internal control over financial
reporting, to the registrant’s auditors and the audit committee of the registrant’s board of directors (or persons performing the equivalent
functions):

a.

All significant deficiencies and material weaknesses in the design or operation of internal control over financial reporting
which are reasonably likely to adversely affect the registrant’s ability to record, process, summarize and report financial
information; and

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
b.

Any fraud, whether or not material, that involves management or other employees who have a significant role in the
registrant’s internal control over financial reporting.

Date: February 24, 2022

/s/ Ramy Farid
 President and Chief Executive Officer (Principal Executive Officer)

 
 
 
 
 
 
CERTIFICATION OF PRINCIPAL FINANCIAL OFFICER
PURSUANT TO RULES 13a-14(a) AND 15d-14(a) UNDER THE SECURITIES
EXCHANGE ACT OF 1934, AS ADOPTED PURSUANT TO SECTION 302 OF THE SARBANES-OXLEY ACT OF 2002

I, Joel Lebowitz, certify that:

EXHIBIT 31.2

1.

2.

3.

4.

I have reviewed this Annual Report on Form 10-K of Schrödinger, Inc.;

Based on my knowledge, this report does not contain any untrue statement of a material fact or omit to state a material fact necessary to
make the statements made, in light of the circumstances under which such statements were made, not misleading with respect to the
period covered by this report;

Based on my knowledge, the financial statements, and other financial information included in this report, fairly present in all material
respects the financial condition, results of operations and cash flows of the registrant as of, and for, the periods presented in this report;

The registrant’s other certifying officer(s) and I are responsible for establishing and maintaining disclosure controls and procedures (as
defined in Exchange Act Rules 13a-15(e) and 15d-15(e)) and internal control over financial reporting (as defined in Exchange Act Rules
13a-15(f) and 15d-15(f)) for the registrant and have:

a.

b.

c.

d.

Designed such disclosure controls and procedures, or caused such disclosure controls and procedures to be designed under our
supervision, to ensure that material information relating to the registrant, including its consolidated subsidiaries, is made
known to us by others within those entities, particularly during the period in which this report is being prepared;

Designed such internal control over financial reporting, or caused such internal control over financial reporting to be designed
under our supervision, to provide reasonable assurance regarding the reliability of financial reporting and the preparation of
financial statements for external purposes in accordance with generally accepted accounting principles;

Evaluated the effectiveness of the registrant’s disclosure controls and procedures and presented in this report our conclusions
about the effectiveness of the disclosure controls and procedures, as of the end of the period covered by this report based on
such evaluation; and

Disclosed in this report any change in the registrant’s internal control over financial reporting that occurred during the
registrant’s most recent fiscal quarter (the registrant’s fourth fiscal quarter in the case of an annual report) that has materially
affected, or is reasonably likely to materially affect, the registrant’s internal control over financial reporting; and

5.

The registrant’s other certifying officer(s) and I have disclosed, based on our most recent evaluation of internal control over financial
reporting, to the registrant’s auditors and the audit committee of the registrant’s board of directors (or persons performing the equivalent
functions):

a.

All significant deficiencies and material weaknesses in the design or operation of internal control over financial reporting
which are reasonably likely to adversely affect the registrant’s ability to record, process, summarize and report financial
information; and

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
b.

Any fraud, whether or not material, that involves management or other employees who have a significant role in the
registrant’s internal control over financial reporting.

Date: February 24, 2022

/s/ Joel Lebowitz
 Chief Financial Officer (Principal Financial Officer)

 
 
 
 
 
 
CERTIFICATION OF PRINCIPAL EXECUTIVE OFFICER PURSUANT TO 18 U.S.C. SECTION 1350, AS ADOPTED PURSUANT TO
SECTION 906 OF THE SARBANES-OXLEY ACT OF 2002

Pursuant to 18 U.S.C. Section 1350, as adopted pursuant to Section 906 of the Sarbanes-Oxley Act of 2002, the undersigned officer of

Schrödinger, Inc. (the “Company”) hereby certifies, to his knowledge, that:

(i)

(ii)

the accompanying Annual Report on Form 10-K of the Company for the fiscal year ended December 31, 2021 (the “Report”)
fully complies with the requirements of Section 13(a) or Section 15(d), as applicable, of the Securities Exchange Act of 1934,
as amended; and

the information contained in the Report fairly presents, in all material respects, the financial condition and results of
operations of the Company.

Exhibit 32.1

Date: February 24, 2022

/s/ Ramy Farid
 President and Chief Executive Officer (Principal Executive Officer)

 
 
 
 
 
 
 
 
 
 
 
CERTIFICATION OF PRINCIPAL FINANCIAL OFFICER PURSUANT TO 18 U.S.C. SECTION 1350, AS ADOPTED PURSUANT TO
SECTION 906 OF THE SARBANES-OXLEY ACT OF 2002

Pursuant to 18 U.S.C. Section 1350, as adopted pursuant to Section 906 of the Sarbanes-Oxley Act of 2002, the undersigned officer of

Schrödinger, Inc. (the “Company”) hereby certifies, to his knowledge, that:

(i)

(ii)

the accompanying Annual Report on Form 10-K of the Company for the fiscal year ended December 31, 2021 (the “Report”)
fully complies with the requirements of Section 13(a) or Section 15(d), as applicable, of the Securities Exchange Act of 1934,
as amended; and

the information contained in the Report fairly presents, in all material respects, the financial condition and results of
operations of the Company.

Exhibit 32.2

Date: February 24, 2022

/s/ Joel Lebowitz
 Chief Financial Officer (Principal Financial Officer)