You should read the following discussion and analysis of our financial condition
and results of operations together with our condensed consolidated financial
statements and related notes appearing elsewhere in this Quarterly Report. Some
of the information contained in this discussion and analysis or set forth
elsewhere in this Quarterly 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 Part II, Item 1A. "Risk
Factors" of this Quarterly 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.

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 have recently
advanced our first drug discovery program in the area of oncology, which is our
MALT1 inhibitor program, into investigational new drug, or IND, enabling
studies.

We generate revenues from sales of our software solutions and from upfront
payments, research funding and milestone payments from our drug discovery
collaborations, and have received distributions on account of, or proceeds from
the sale of, our equity stakes in our collaborators, all of which we have used
to support our research and development and other operating expenses.
Furthermore, we have also financed our operations from sales of our equity
securities.

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
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 collaboration includes HIF-2 alpha and SOS1/KRAS, which
are two of our internal pipeline programs. 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

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commercialized by BMS ranging from mid-single digits to low-double digits, subject to certain specified reductions. See "Collaboration and License Agreement" in Note 3 to our condensed consolidated financial statements 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 $29.8 million and $23.1 million during the three months
ended June 30, 2021 and 2020, respectively, representing year-over-year growth
of 29%. Our net loss attributable to Schrödinger common stockholders and limited
common stockholders was $34.6 million and $3.4 million for the three months
ended June 30, 2021 and 2020, 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 the six months ended June 30, 2021 and 2020. 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 drug discovery programs, the COVID-19 pandemic could delay the
progress of certain programs, particularly ones that are in clinical studies or
preparing to enter clinical studies. Delays in these programs could result in
delays in achieving 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.

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 Part II, Item 1A."Risk Factors -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 Quarterly 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, 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.



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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.

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 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.

Contribution. 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 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



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 $3.3 million
and $5.7 million were included in our drug discovery revenue for the three and
six months ended June 30, 2021, 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.

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.

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 for this collaboration since late 2017, we have
recognized and expect to continue to recognize revenues in the future

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if and when milestones are achieved. Generally, drug discovery costs of revenue for collaborations are incurred in advance of the revenue milestone achievement.

We expect our drug discovery costs of revenue to trend higher over time as our discovery collaborations advance.

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
at a very early stage, 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. Most operating costs of our sales
offices in Europe and Japan are included in sales and marketing expense. 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.

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Gain (Loss) on Equity Investments



Gain (loss) 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.

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, 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 may fluctuate significantly in future periods.



Interest Income

Interest income consists of interest earned on our cash equivalents and marketable securities.

Income Tax Expense



Income tax expense 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 three and six months ended June 30, 2021 and 2020

The following table summarizes our unaudited results of operations data for the three and six months ended June 30, 2021 and 2020:





                                        Three Months Ended June 30,                 Change               Six Months Ended June 30,                Change
                                         2021                 2020              $            %             2021               2020            $            %
                                                     (in thousands)
Revenues:
Software products and services      $       24,052       $       20,900     $   3,152       15%        $      50,392       $   44,712     $   5,680       13%
Drug discovery                               5,732                2,192         3,540       161%              11,519            4,554         6,965       153%
Total revenues                              29,784               23,092         6,692       29%               61,911           49,266        12,645       26%
Cost of revenues:
Software products and services               5,641                3,862         1,779       46%               11,547            7,863         3,684       47%
Drug discovery                              12,163                5,647         6,516       115%              22,220           12,195        10,025       82%
Total cost of revenues                      17,804                9,509         8,295       87%               33,767           20,058        13,709       68%
Gross profit                                11,980               13,583        (1,603 )     -12%              28,144           29,208        (1,064 )     -4%
Operating expenses:
Research and development                    21,092               16,657         4,435       27%               42,540           30,357        12,183       40%
Sales and marketing                          5,380                4,362         1,018       23%               10,619            9,151         1,468       16%
General and administrative                  15,850                9,651         6,199       64%               29,239           18,587        10,652       57%
Total operating expenses                    42,322               30,670        11,652       38%               82,398           58,095        24,303       42%
Loss from operations                       (30,342 )            (17,087 )     (13,255 )     78%              (54,254 )        (28,887 )     (25,367 )     88%
Other (expense) income:
Gain (loss) on equity investments                -                4,156        (4,156 )     N/M               (1,781 )          4,156        (5,937 )     N/M
Change in fair value                        (4,918 )              8,359       (13,277 )     N/M               19,906            5,280        14,626       N/M
Interest income                                357                  570          (213 )     N/M                  777            1,269          (492 )     N/M
Total other (expense) income                (4,561 )             13,085       (17,646 )     N/M               18,902           10,705         8,197       N/M
Loss before income taxes                   (34,903 )             (4,002 )     (30,901 )     N/M              (35,352 )        (18,182 )     (17,170 )     N/M
Income tax expense                              67                   64             3       N/M                  141              155           (14 )     N/M
Net loss                                   (34,970 )             (4,066 )     (30,904 )     N/M              (35,493 )        (18,337 )     (17,156 )     N/M
Net loss attributable to
  noncontrolling interest                     (326 )               (716 )         390       N/M                 (820 )         (1,161 )         341       N/M
Net loss attributable to
  Schrödinger stockholders          $      (34,644 )     $       (3,350 )   $ (31,294 )     N/M        $     (34,673 )     $  (17,176 )   $ (17,497 )     N/M




Revenues



                                 Three Months Ended June 30,                Change                 Six Months Ended June 30,                Change
                                  2021                 2020             $            %             2021                2020             $            %
                                              (in thousands)                                                   (in thousands)
Revenues:
On-premise software          $       14,452       $       11,105     $  3,347       30%        $      31,807       $      26,704     $  5,103       19%
Hosted software                       2,704                2,312          392       17%                5,304               4,446          858       19%
Software maintenance                  4,176                3,551          625       18%                8,281               7,088        1,193       17%
Professional services                 1,720                2,932       (1,212 )     -41%               4,000               5,474       (1,474 )     -27%
Revenue from contracts
with customers                       23,052               19,900        3,152       16%               49,392              43,712        5,680       13%
Contribution                          1,000                1,000            -        0%                1,000               1,000            -        0%
Total software products
and services                         24,052               20,900        3,152       15%               50,392              44,712        5,680       13%
Drug discovery                        5,732                2,192        3,540       161%              11,519               4,554        6,965       153%
Total revenues               $       29,784       $       23,092     $  6,692       29%        $      61,911       $      49,266     $ 12,645       26%


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On-premise software. The increase in revenues for on-premise software was
primarily attributable to increased sales from new and existing customers, the
timing of multi-year agreements, and timing of revenue for customer renewals
during the three and six months ended June 30, 2021, as compared to the three
and six months ended June 30, 2020.

Hosted software. The increase in hosted software revenues for the three and six
months ended June 30, 2021 as compared to the three and six months ended June
30, 2020 was due to increased spend from existing hosted customers, as well as
new customers purchasing hosted software subscriptions, for which revenue is
recognized over time.

Software maintenance. The increase in revenues for software maintenance for the
three and six months ended June 30, 2021 as compared to the three and six months
ended June 30, 2020 was primarily due to the increase in on-premise software
sales during prior periods, for which software maintenance revenue is recognized
over time.

Professional services. The decrease in revenues from professional services for
the three and six months ended June 30, 2021 as compared to the three and six
months ended June 30, 2020 was primarily due to timing of technology and
modeling services, for which revenue is recognized as services are performed.

Contributions. Contribution revenue for the three and six months ended June 30, 2021 and for the three and six months ended June 30, 2020 was due to funds received under an agreement with Gates Ventures, LLC, which began in June 2020.



Drug discovery. The increase in revenues for drug discovery 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 the three and six months ended June 30, 2021 as compared to the
three and six months ended June 30, 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.

Cost of Revenues



                                    Three Months Ended June 30,               Change                Six Months Ended June 30,                Change
                                      2021                2020            $           %             2021                2020             $            %
                                                (in thousands)                                                  (in thousands)
Cost of revenues:
Software products and services   $        5,641       $      3,862     $ 1,779       46%        $      11,547       $       7,863     $  3,684       47%
Gross margin                                 77 %               82 %                                       77 %                82 %
Drug discovery                           12,163              5,647       6,516       115%              22,220              12,195       10,025       82%




Software products and services. The increase in cost of revenues for software
products and services during the three months ended June 30, 2021 compared to
the three months ended June 30, 2020 was attributable to increases of
approximately $1.5 million in personnel-related expenses, approximately $0.2
million in cloud computing expenses, and approximately $0.1 million in royalty
expenses.



The increase in cost of revenues for software products and services during the
six months ended June 30, 2021 compared to the six months ended June 30, 2020
was attributable to increases of approximately $3.1 million in personnel-related
expenses, approximately $0.4 million in cloud computing expenses, and
approximately $0.2 million in royalty expenses.

Software products and services gross margin. The decrease in software gross margin during the three months ended June 30, 2021 compared to the three months ended June 30, 2020 reflects our investment to support the rollout of large-scale deployments of our platform.



Drug discovery. The increase in cost of revenues for drug discovery during the
three months ended June 30, 2021 compared to the three months ended June 30,
2020 was due to an approximately $4.0 million increase in CRO costs associated
with the expansion and progression of collaboration drug discovery programs, an
approximately $2.3 million increase in personnel-related expenses, and an
approximately $0.2 million increase in royalty expenses.

The increase in cost of revenues for drug discovery during the six months ended
June 30, 2021 compared to the six months ended June 30, 2020 was due to an
approximately $6.3 million increase in CRO costs associated with the expansion
and progression of collaboration drug discovery programs, an approximately $3.6
million increase in personnel-related expenses, and an approximately $0.3
million increase in cloud computing expenses, which was offset by decreases of
approximately $0.2 million in other expenses.

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Research and Development Expense





                                 Three Months Ended June 30,               Change                Six Months Ended June 30,                Change
                                  2021                 2020             $           %            2021                2020             $            %
                                             (in thousands)                                                  (in thousands)
Research and development     $       21,092       $       16,657     $ 4,435       27%       $      42,540       $      30,357     $ 12,183       40%




The increase in research and development expense during the three months ended
June 30, 2021 compared to the three months ended June 30, 2020, was due to an
approximately $3.5 million increase in personnel-related expenses, an
approximately $0.9 million increase in CRO costs associated with the expansion
and progression of internal drug discovery programs, and an approximately $0.4
million increase in cloud computing expenses, which was offset by decreases of
approximately $0.4 million in other expenses.

The increase in research and development expense during the six months ended
June 30, 2021 compared to the six months ended June 30, 2020 was due to an
approximately $7.6 million increase in personnel-related expenses, an
approximately $4.2 million increase in CRO costs associated with the expansion
and progression of internal drug discovery programs, and an approximately $0.8
million increase in cloud computing expenses, which was offset by decreases of
approximately $0.4 million in other expenses.

Sales and Marketing Expense



                                Three Months Ended June 30,              Change               Six Months Ended June 30,               Change
                                 2021                2020             $           %            2021                2020            $           %
                                            (in thousands)                                                (in thousands)
Sales and marketing          $       5,380       $       4,362     $ 1,018       23%       $      10,619       $      9,151     $ 1,468       16%




The increase in sales and marketing expense during the three months ended
June 30, 2021 compared to the three months ended June 30, 2020 was attributable
to an approximately $0.8 million increase in personnel-related expenses and an
approximately $0.2 million increase in travel and marketing expense.

The increase in sales and marketing expense during the six months ended June 30,
2021 compared to the six months ended June 30, 2020 was attributable to an
approximately $1.9 million increase in personnel-related expenses, offset by an
approximately $0.4 million decrease in travel and marketing expense due to
COVID-19.

General and Administrative Expense





                                Three Months Ended June 30,              Change                Six Months Ended June 30,                Change
                                  2021                2020            $           %            2021                2020             $            %
                                            (in thousands)                                                 (in thousands)

General and administrative $ 15,850 $ 9,651 $ 6,199

     64%       $      29,239       $      18,587     $ 10,652       57%




The increase in general and administrative expense during the three months ended
June 30, 2021 compared to the three months ended June 30, 2020 was attributable
to an increase of approximately $4.5 million in personnel-related expenses and
an increase of approximately $1.2 million in other expenses, primarily
reflecting costs necessary to build a public company infrastructure, and
approximately $0.5 million of non-comparable costs related to the disposal of
our equity stake in Relay.

The increase in general and administrative expense during the six months ended
June 30, 2021 compared to the six months ended June 30, 2020 was attributable to
an increase of approximately $8.0 million in personnel-related expenses and an
increase of approximately $2.2 million in other expenses, primarily reflecting
costs necessary to build and maintain a public company infrastructure, and
approximately $0.5 million of non-comparable costs related to the disposal of
our equity stake in Relay.

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Gain (Loss) on Equity Investments





                                    Three Months Ended June 30,                     Six Months Ended June 30,
                                      2021              2020         Change          2021                2020          Change
                                                 (in thousands)                                 (in thousands)

Gain (loss) on equity investments $ - $ 4,156 $ (4,156 ) $ (1,781 ) $ 4,156 $ (5,937 )

The loss on equity investments during the six months ended June 30, 2021 was primarily due to the realized loss on the disposal of our equity stake in Relay.



The gain on equity investments during the three and six months ended June 30,
2020 represents realized gains in the form of a cash distribution received from
the Petra Pharma Corporation, or Petra, merger on account of our equity stake in
Petra.

Change in Fair Value



                                      Three Months Ended June 30,                         Six Months Ended June 30,
                                        2021                2020          Change           2021                2020          Change
                                                   (in thousands)                                     (in thousands)

Change in fair value               $       (4,918 )     $      8,359     $ (13,277 )   $      19,906       $      5,280     $ 14,626




The change in fair value during the three months ended June 30, 2021 was due to
a loss on our investment in Morphic of $4.9 million. The change in fair value
during the three months ended June 30, 2020 was due to a gain on our investment
in Morphic of $10.3 million, offset by a loss in our investment in Nimbus of
$2.0 million.

The change in fair value during the six months ended June 30, 2021 was due to a
gain on our investment in Morphic of $19.9 million. The change in fair value
during the six months ended June 30, 2020 was due to a gain on our investment in
Morphic of $8.3 million offset by a loss on our investment of Nimbus of $3.0
million.

Interest Income



                                       Three Months Ended June 30,                        Six Months Ended June 30,
                                       2021                  2020           Change         2021               2020         Change
                                                    (in thousands)                                    (in thousands)
Interest income                    $         357         $         570     $   (213 )   $       777         $   1,269     $   (492 )

Interest income decreased during the three and six months ended June 30, 2021 compared to the three and six months ended June 30, 2020 primarily due to a significant reduction in interest rates as well as a decrease in the cash invested in marketable securities.



Income Tax Expense



                                       Three Months Ended June 30,                           Six Months Ended June 30,
                                       2021                   2020          Change           2021                 2020          Change
                                                    (in thousands)                                       (in thousands)
Income tax expense                 $         67           $         64     $       3     $        141         $        155     $    (14 )




Due to the full valuation allowance on our U.S. federal and state deferred tax
assets, income tax expense primarily represents our income tax obligations in
certain foreign jurisdictions in which we conduct business.

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Critical Accounting Policies and Significant Judgments and Estimates



Detailed information about our critical accounting policies and estimates is set
forth in Part II, Item 7 of our Annual Report on Form 10-K for the year ended
December 31, 2020, which is incorporated by reference into this Quarterly Report
on Form 10-Q. There have been no significant changes to these policies during
the six months ended June 30, 2021.

Liquidity and Capital Resources



Historically we have incurred substantial operating losses and expect to
continue to incur significant operating losses for the foreseeable future. We
have not maintained profitability and may never become profitable in the future.
As of June 30, 2021, we had an accumulated deficit of $164.2 million. 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. Our primary use of cash is to fund
operating expenses, which consist of research and development, sales and
marketing, and general and administrative expenditures. Cash used to fund
operating expenses is impacted by the timing of when we pay operating expenses
to vendors and collect amounts due from customers and collaborators, which is
reflected in changes in our operating assets and liabilities, including accounts
payable, accrued expenses, prepaid expenses, deferred revenue, and accounts
receivable.

We generate revenues from sales of our software solutions and from upfront
payments, research funding and milestone payments from our drug discovery
collaborations, and have received distributions on account of, or proceeds from
the sale of, our equity stakes in our collaborators, all of which we have used
to support our research and development and other operating expenses.
Furthermore, we have financed our operations from sales of our equity
securities.

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. In addition, 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
June 30, 2021, no securities have been sold under the Form S-3.

As of June 30, 2021, we had cash, cash equivalents, restricted cash, and marketable securities of $616.6 million. Cash in excess of immediate requirements is invested in accordance with our investment policy, primarily with a view towards capital preservation and liquidity.

Cash Flows



The following table presents a summary of our cash flows for the periods shown:



                                                           Six Months Ended June 30,
                                                            2021                2020
                                                                 (in thousands)
Net cash used in operating activities                   $     (40,293 )     $    (14,829 )
Net cash used in investing activities                         (47,097 )         (112,500 )
Net cash provided by financing activities                       5,293       

211,723


Net (decrease) increase in cash and cash equivalents
and restricted cash                                     $     (82,097 )     $     84,394




Operating activities

During the six months ended June 30, 2021, operating activities used
approximately $40.3 million of cash, primarily due to a net loss of $35.5
million, which included $19.9 million non-cash gain from changes in fair value
and $16.1 million of non-cash operating expenses, including depreciation and
stock-based compensation costs, and $1.8 million of non-cash loss on equity
investments. Changes in our operating assets and liabilities used cash of
approximately $2.8 million.

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During the six months ended June 30, 2020, operating activities used
approximately $14.8 million of cash, primarily resulting from net loss of $18.3
million, which included $4.2 million of non-cash gain on equity investments and
a $5.9 million non-cash gain from changes in fair value, partially offset by
$7.1 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 $5.9 million.

Investing activities



During the six months ended June 30, 2021, investing activities used
approximately $47.1 million of cash, consisting of $58.1 million used for
purchases of marketable securities, net of maturities, $3.4 million used for
purchases of property and equipment and $1.7 million used to purchase an equity
investment in Ajax Therapeutics, Inc., 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 six months ended June 30, 2020, investing activities used
approximately $112.5 million of cash, consisting of $112.9 million used for
purchases of marketable securities, net of maturities, $2.9 million used for the
purchase of additional shares of Nimbus, and $1.3 million used for purchases of
property and equipment, partially offset by a $4.6 million cash distribution
received from our investment in Petra.

Financing activities

During the six months ended June 30, 2021, financing activities provided approximately $5.3 million of cash primarily attributable to proceeds received upon stock option exercises.

During the six months ended June 30, 2020, financing activities provided approximately $211.7 million of cash, primarily attributable to proceeds from our initial public offering of our common stock.

Funding Requirements



We believe that our existing cash, cash equivalents, and marketable securities
will be sufficient to fund our operations and capital expenditure requirements
for at least the next 12 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 co-founded companies
and other 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.

In addition, 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.
For example, 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. Under the terms of the agreement, we received an
upfront payment of $55 million from BMS, and we are eligible to receive up to
$2.7 billion in total milestone payments 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. However, under this agreement and any
other future arrangements, the potential amounts we may be entitled to and the
likelihood and timing of such payments, including at what stage of discovery or
development we may choose to pursue such arrangements, is uncertain.

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.

Off-Balance Sheet Arrangements



During the periods presented, we did not have, and currently we do not have, any
off-balance sheet arrangements, as defined under the rules and regulations of
the SEC.

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Contractual Obligations and Commitments



The following table summarizes our contractual obligations as of June 30, 2021:



                                                                                       More
                                              Less than      1 to 3      3 to 5        than
                                  Total        1 Year         Years       Years       5 Years
                                                        (in thousands)

Operating lease obligations(1) $ 9,260 $ 2,560 $ 5,099 $ 1,588 $ 13

(1) Operating lease obligations consist of our continuing rent obligations

through January 2029, primarily for our principal offices located in New

York, New York and Portland, Oregon, which expire in August 2021 and August

2026, respectively.




In December 2020, we entered 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
new agreement. These amounts are not included in the table above because there
is not an annual commitment.

In April 2021, we entered into an office lease agreement, or the Lease, with
SPUSV5 1540 Broadway, LLC, or the Landlord, pursuant to which we will lease
approximately 108,849 square feet of office space located at 1540 Broadway, New
York, New York for our corporate headquarters. Under the terms of the Lease,
subject to specified exceptions, including an initial 16 month rent abatement
period, or the Rent Abatement Period, we will pay an initial annual base rent of
(i) $7.6 million, or $0.6 million per month, for the first 60 months following
the Rent Abatement Period, (ii) $8.3 million, or $0.7 million per month, for
months 61 through 120 following the Rent Abatement Period, and (iii) $8.9
million, or $0.7 million per month, for months 121 through 180 following the
Rent Abatement Period. In addition, we have agreed to pay our proportionate
share of the Landlord's annual operating expenses associated with the premises
in excess of certain base year thresholds, calculated as set forth in the Lease.
The term of the Lease will continue until January 1, 2038, subject to specified
adjustments. These amounts are not included in the table above as the Lease term
commences subsequent to June 30, 2021.

In May 2021, we entered into an amendment to our office lease in Portland,
Oregon, or the Amendment, for 8,537 square feet of additional office space.
Under the terms of the Amendment, we will pay an additional base rent of
approximately $23 thousand per month with a 3% annual rental escalation. The
term of the Amendment continues until September 30, 2026. These amounts are not
included in the table above as the Amendment lease term commences subsequent to
June 30, 2021.

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. We have not included these
payments in the table of contractual obligations above since the 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.

Emerging Growth Company Status



We currently qualify as an "emerging growth company" as defined in the Jumpstart
Our Business Startups Act of 2012, or JOBS Act. An emerging growth company may
take advantage of reduced reporting requirements that are not otherwise
applicable to public companies. These provisions include, but are not limited
to:

• not being required to comply with the auditor attestation requirements on

the effectiveness of our internal control over financial reporting;

• not being required to comply with any requirement that may be adopted by the


      PCAOB regarding mandatory audit firm rotation or a supplement to the
      auditor's report providing additional information about the audit and the
      financial statements (auditor discussion and analysis);


   •  reduced disclosure obligations regarding executive compensation
      arrangements; and


• exemptions from the requirements of holding a nonbinding advisory vote on

executive compensation and stockholder approval of any golden parachute

payments not previously approved.




The JOBS Act provides that an emerging growth company can take advantage of an
extended transition period for complying with new or revised accounting
standards, until those standards apply to private companies. We have elected to
take advantage of the benefits of this extended transition period and,
therefore, we will not be subject to the same new or revised accounting
standards as other public companies that are not emerging growth companies. Our
financial statements may therefore not be comparable to those of

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companies that comply with such new or revised accounting standards. Until the
date that we are no longer an emerging growth company or affirmatively and
irrevocably opt out of the exemption provided by Section 7(a)(2)(B) of the
Securities Act of 1933, as amended, upon issuance of a new or revised accounting
standard that applies to our financial statements and that has a different
effective date for public and private companies, we will disclose the date on
which we will adopt the recently issued accounting standard.

Based on the market value of our common stock and limited common stock held by
non-affiliates as of June 30, 2021, we will cease to qualify as an emerging
growth company, effective as of December 31, 2021, and as such, we will no
longer be allowed to take advantage of the reduced reporting requirements that
are applicable to emerging growth companies.

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