Item 7. Management’s Discussion and Analysis
Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations
Overview
Absci is a data-first generative AI drug creation company that combines AI with scalable wet lab technologies to create better biologics for patients, faster. With the data to train, the AI to create, and the wet lab to validate, our Integrated Drug Creation platform aims to engineer better biologics with design-in functionality and best-in-class properties.
Antibody-based therapeutics represent an extraordinary medical and economic opportunity, yet the biopharmaceutical industry faces significant challenges in bringing these life-changing medicines to patients. Our Integrated Drug Creation platform is designed to improve upon traditional biologic drug discovery by using AI to simultaneously optimize multiple drug characteristics that may be important to development and therapeutic benefit. This has the potential to significantly shorten time to clinic and increase the probability of success. Our approach expands the possibilities in biopharmaceuticals — shifting from a paradigm of drug discovery to drug creation — with the goal of bringing best-in-class and first-in-class antibody therapeutics to the patients who need them.
Generative AI depends on massive training datasets to generate quality results. For example, GPT-4, a well-known generative AI model, was trained on data at scale readily available through public sources such as the internet. Such a data set does not exist for drug discovery. For this reason, current AI drug discovery mainly focuses on small-molecule drugs. Their simpler structure allows the synthesis and screening of million-member chemical libraries, which can then provide training data for generative AI models. In contrast, using AI models to design biologic drugs is more challenging because the existing biological datasets are much smaller, meaning there is less training data available for developing highly predictive AI models. Biologic drugs, however, are inherently more selective than small molecules and hence have in general better safety profiles in patients. Hence, building large training data sets for biologic drugs interactions offers the potential for AI models to design highly specific, safe therapeutics for a wide variety of disease targets less addressable by small molecules.
Our AI models accelerate the design and optimization of antibody candidates with potentially novel, best-in-class attributes. We then use our proprietary wet lab assays to validate those antibody candidates at scale. This combination of in silico modeling with wet lab testing allows us to generate immense real-world datasets that we harness to train and refine our deep learning models.
Through iterative AI predictions, wet lab validation, and AI training we enable a virtuous cycle that we believe will accelerate us toward fully in silico biologic drug discovery. With the data to learn, the AI to create, and the wet lab to validate, Absci can create billions of antibody designs and screen millions of ranked antibody sequences in weeks, allowing us to go from AI-designed antibodies to wet lab-validated candidates in as little as six weeks. Our unique Integrated Drug Creation approach has the potential to significantly shorten preclinical development timelines from 5-7 years in benchmarked timelines to 18-24 months, enabling us to build a strong pipeline of both partnered and wholly-owned candidates that can expand therapeutic possibilities.
Our business model is to use our platform for rapid creation of biologic drug candidates by:
Establishing partnerships with stakeholders in the drug discovery and development life cycle: We create drug candidates with partners, including pharmaceutical and biotechnology companies who are responsible for preclinical and clinical testing of biologic candidates generated through our platform. Our partnerships will provide us with the opportunity to participate in the future success of the biologic candidates generated utilizing our platform, including through potential clinical, regulatory and commercial milestone payments as well as royalties on net sales of approved products. We aim to assemble economic interests in a diversified portfolio of partnered pipeline assets of biologics across multiple indications.
Developing our own proprietary asset pipeline: We aim to create therapeutic assets comprising our own internal program pipeline. With the ability to find targets and develop potential best-in-class
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assets, we intend to develop promising assets to value inflection points, anywhere from preclinical validation through clinical trials, before partnering or selling them. We may enter into clinical trials and/or manufacturing partnerships to advance specific therapeutic assets to target such value inflection points. We believe that by developing our own pipeline, we will create optionality for enhanced monetization and validation of our platform.
Our evolving business model is underpinned by a strategic shift towards diversifying our program portfolio through both partnered drug creation programs and internal asset development programs. Our approach is to balance the portfolio between partnered programs that broaden our reach into various indications and provide R&D and upfront funding, and internal programs for which we have more control and the potential for partnerships or asset sales that provide more significant economic returns. The cornerstone of this business model evolution lies in the diversification of risk and potential return on investment. Engaging in drug creation partnerships may enable us to reach broader indications and markets, whereas internal asset development may be more advantageous in terms of greater control over program selection, development timeline, and return on investment. Our dual-faceted model not only secures a focused set of indications but also gives us greater optionality, enhancing our ability to pivot and adapt as the programs progress. We believe we will grow and diversify our portfolio of programs through our model, ultimately driving innovation and delivering value for all stakeholders.
Total revenue was $5.7 million for the years ended December 31, 2023 and 2022, which included an increase in technology development revenue of $1.2 million due to timing of project-based milestones achieved and the mix of ongoing programs utilizing our Integrated Drug Creation platform and a decrease in collaboration revenue of $1.2 million due to completion of our collaboration program in 2022. For the year ended December 31, 2023 we incurred a net loss of $110.6 million, which includes a non-cash goodwill impairment charge of $21.3 million. Research and development expenses decreased by $10.8 million, or 18%, for the year ended December 31, 2023 compared to the year ended December 31, 2022. As of December 31, 2023, we had an accumulated deficit of $406.5 million and cash and cash equivalents and short-term investments totaling $97.7 million.
We expect to continue to incur significant expenses in connection with our ongoing activities, including as we:
• implement an effective business development strategy to drive adoption of our Integrated Drug Creation platform by new and existing partners;
• develop our internal proprietary asset pipeline of lead drug candidates;
• continue to engage in research and development efforts and scale our drug creation activities to meet potential demand at a reasonable cost;
• develop, acquire, in-license or otherwise obtain technologies that enable us to expand our platform capabilities;
• attract, retain and motivate highly qualified personnel; and
• implement operational, financial and management information systems.
In September 2023, we announced a plan to realign internal investments and operations to further focus on and allocate resources to our internal pipeline of drug creation programs and our Integrated Drug Creation platform. In connection with this decision, we announced a reduction in our global workforce of 15%.
Our corporate headquarters and primary research and development facilities are located in Vancouver, Washington in a 77,974 square foot facility that includes general administrative office space and laboratory space. Our AI Research Lab is located in New York, New York and our Innovation Center is located in Zug, Switzerland. Additionally, we have a research and development presence in Belgrade, Serbia.
Key Factors Affecting Our Results of Operations and Future Performance
We believe that our future financial performance will be primarily driven by multiple factors as described below, each of which presents growth opportunities for our business. These factors also pose important challenges that we must successfully address in order to sustain our growth and improve our results of
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operations. Our ability to successfully address these challenges is subject to various risks and uncertainties, including those described in the section of this Annual Report titled “Risk Factors”.
• Establish new partnerships: Our potential to grow revenue and long-term earnings will require us to successfully identify and establish drug creation arrangements with new partners.
• Increase the number of programs under existing partnerships: The execution of our long-term strategy relies substantially on the value our partners believe can be recognized from our programs. Our continued growth depends on our ability to expand the scope of our existing partnerships and add new molecules for drug creation partnerships with current partners.
• Create our proprietary asset pipeline. We are in the process of selectively creating our own lead drug candidates and intend to advance them up to value inflection points anywhere from preclinical validation through clinical trials. In some cases we may out-license or transfer drug candidates for clinical advancement by a partner, with the expectation of a greater share in the economics relative to the milestones and royalties we may secure for our core platform technology development licenses.
• Successfully complete our drug creation activities and enter licensing arrangements with our partners: Our business model depends upon entering into licensing arrangements with our partners to advance the drug candidates which we generate through clinical development to commercialization. Both our ability to successfully complete drug creation activities to meet the needs of a partner, and the partner’s prioritization of the subject program, impact the likelihood and timing of any election by a partner to enter into a licensing arrangement. There is no assurance that a partner will elect to license.
• Our partners successfully developing and commercializing the drug candidates generated with our technology: Our business model is dependent on the eventual progression of biologic drug candidates discovered or initially developed utilizing our Integrated Drug Creation platform into clinical trials and commercialization. Given the nature of our relationships with our partners, we often do not fully control the progression, clinical development, regulatory strategy, public disclosure or eventual commercialization, if approved, of our partnered product candidates. As a result, our future success and our potential eligibility to receive milestone payments and royalties are significantly dependent on our partners’ efforts over which we have no control. The timing and scope of any approval that may be required by the U.S. Food and Drug Administration (FDA), or any other regulatory body, for drugs that are developed based on molecules discovered and/or manufactured using our Integrated Drug Creation platform technologies can significantly impact our results of operations and future performance
• Continued significant investments in our research and development of new technologies and platform expansion: We are seeking to further refine and expand our platform and the scope of our capabilities, which may or may not be successful. This includes, but is not limited to, novel target identification, de novo discovery, incorporation of non-standard amino acids (Bionic protein creation), and application of artificial intelligence across our Integrated Drug Creation platform. We may also invest significantly in developing our own proprietary lead drug candidates and advancing them through preclinical, or later, validation. We expect to incur significant expenses to advance these research and development efforts or to invest in or acquire complementary technologies, but these efforts may not be successful.
• Drive commercial adoption of our Integrated Drug Creation platform capabilities: Driving the adoption of our Integrated Drug Creation platform across existing and new markets will require significant investment. We plan to further invest in research and development to support the expansion of our platform capabilities including new molecules to existing partners or help deliver our platform to new markets.
Key Business Metrics
We continue to identify key business metrics to evaluate our business, measure our performance, identify trends affecting our business, formulate financial projections and make strategic decisions. We believe that the following metrics are the most important for understanding our current business trajectory. These metrics may change or may be substituted for additional or different metrics as our business develops. For example, as our business matures and to the extent drug candidates generated with our technologies enter clinical
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development, or as we may enter partnerships addressing programs over multiple years, or as certain programs may be discontinued by partners, we anticipate updating these metrics to reflect such changes.
December 31, December 31,
2023 2022
Partners, Cumulative (1)
24 19
Programs, Cumulative (2)
59 47
Active Programs (3)
16 16
(1) Partners represents the unique number of partners with whom we have executed drug creation agreements. We view this metric as an indication of our ability to execute our business development activities and level of our market penetration.
(2) Programs represents the number of molecules we have addressed or are addressing with our platform. We view this metric as an indication of the robustness of our technology and the commercial success of our platform.
(3) Active Programs represents drug creation programs that are subject to ongoing technology development activities intended to determine if the program can be pursued by our partner for future clinical development, as well as any program for which our partner obtains and maintains a license to our technology to advance the program after completion of the drug creation phase. There is no assurance, however, that our partners will advance any drug candidates that are currently the subject of Active Programs into further preclinical or clinical development or that our partners will elect to license our technologies upon completion of the drug creation phase in a timely manner, or at all. In light of the inherent risks and uncertainties associated with drug development, we anticipate that our partners may from time to time abandon or terminate the development of one or more drug candidates generated from our platform. As we are notified of such terminations, we will remove the subject programs from our Active Programs count.
As of December 31, 2023, our Active Programs are as follows:
Partner Contract Date Active Programs
Therapeutic Area
PrecisionLife
December 2023 5 Undisclosed
Almirall
November 2023 2 Dermatology
AstraZeneca
November 2023 1 Oncology
Undisclosed July 2023
1 Undisclosed
Undisclosed
March 2023 1 Undisclosed
Merck
January 2022 3 Undisclosed
Merck
December 2019 1 Undisclosed
Alpha Cancer Technologies
August 2019 1 Oncology
SFJ Pharmaceuticals April 2019
1 Hematology
Total Active Programs
16
Our Integrated Drug Creation platform is primarily utilized in our partnerships for drug creation across indications using AI to simultaneously optimize multiple drug characteristics that may be important to development and therapeutic benefit. One of our Active Programs with an undisclosed partner is leveraging our platform capabilities to optimize pharmacokinetic properties for a Phase II candidate and one of our Active Programs with an undisclosed partner is leveraging our platform capabilities including our antibody library. We also have three Active Programs focused on our legacy model of developing production cell lines for drug candidates that our partners are developing. Two of these legacy cell line development Active Programs are preclinical and one is in Phase 3 clinical development (PhaseBio Pharmaceuticals’ drug candidate, bentracimab, assumed by SFJ Pharmaceuticals, Inc. in January 2023).
We have negotiated license agreements, or expected to negotiate license agreements upon completion of certain drug creation activities, with potential downstream milestone payments and royalties for all Active
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Programs. We have not negotiated terms for a sufficient number of royalty- and milestone-bearing licenses, however, to enable us to make accurate predictions regarding our potential revenue and financial performance.
Internal Pipeline
Our biologics pipeline reflects our differentiated capabilities in de novo antibody creation, multi-parameteric lead optimization, and reverse immunology. We’re developing a diversified portfolio of programs with a focus on cytokine biology as we scale our Integrated Drug Creation platform and strive to impact millions of lives.
Internal Asset Programs
As of December 31, 2023, we have identified three wholly-owned internal asset programs focusing on cytokine biology as well as several undisclosed internal pipeline programs under evaluation.
Program Name
Target Description
ABS-101
Candidate targeting TL1A in inflammatory bowel disease
ABS-201
Lead and optimization stage for an undisclosed therapeutic target in dermatology
ABS-301
Lead and optimization stage for an undisclosed therapeutic target in immuno-oncology
We are aware of clinical stage assets targeting TL1A that are being developed by Merck, Roche and Sanofi. For purposes of comparing the anticipated attributes of ABS-101 to these competitive product candidates, we generated putative clinical competitor molecules and performed a head to head comparison against several potential ABS-101 molecules. In these preclinical studies, ABS-101 potential candidates exhibited properties consistent with a potentially superior product profile by demonstrating equal or superior potency data from multiple biophysical and cellular assays, in addition to improved developability properties. We believe these attributes support the program’s potential to create an efficacious candidate conducive to subcutaneous dosing. Furthermore, in vitro and preliminary in vivo PK studies confirm the potential for extended half-life, supporting the objective for significantly improved dosing intervals. While we are encouraged by these preclinical results, we cannot assure you that similar results will be obtained in clinical studies of ABS-101. Additionally, while we endeavored to create molecules with the same attributes as those of competitive product candidates under development, we cannot assure you that the molecules we created are similar or better than those being developed by our competitors, nor can we assure you that direct comparisons of our clinical product candidate to those of our competitors will produce similar results.
In February 2024, we initiated IND-enabling studies to further evaluate certain properties of ABS-101. Based on these IND-enabling studies, we plan to submit an IND in the first quarter of 2025 and potentially initiate a Phase 1 clinical trial in the first half of 2025.
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Our Active Programs, internal asset programs, and historical programs demonstrate our platform’s capabilities to successively address broad ranges of biologics and modalities.
Components of Results of Operations
Revenue
Our revenue currently consists primarily of fees earned from our partners in conjunction with drug creation partnership agreements utilizing our integrated drug creation platform, which are delineated as technology development revenue in our results of operations. These fees are earned and paid at various points throughout the terms of these agreements including upfront, upon the achievement of specified project-based milestones, and throughout the program.
We expect revenue to increase over time as we enter into additional drug creation partnership agreements. We expect revenue to increase over time as we grant licenses to our partners for the clinical and commercial use of intellectual property rights to the biological assets we create, and as the partners advance product candidates into and through clinical development and commercialization. We expect that our revenue will fluctuate from period to period due to the timing of executing additional partnerships, the uncertainty of the timing of milestone achievements and our dependence on the program decisions of our partners.
Operating Expenses
Research and development
Research and development expenses include the cost of materials, personnel-related costs (comprised of salaries, benefits and share-based compensation) for personnel performing research and development functions, consulting fees, equipment and allocated facility costs (including occupancy and information technology). These expenses are exclusive of depreciation and amortization. Research and development activities consist of continued development of our Integrated Drug Creation platform, internal pipeline, and drug creation for partners. We derive improvements to our platform from each type of activity. Research and development efforts apply to our platform broadly and across programs.
We expect research and development expenses to increase in absolute dollars over the long-term as we enter into additional drug creation partnerships, continue to invest in platform enhancements, and develop and advance our internal asset pipeline.
Selling, general, and administrative
Selling, general, and administrative expenses include personnel-related costs (comprised of salaries, benefits and share-based compensation) for executive, business development, alliance management, legal, finance, marketing and other administrative functions. Marketing and business development expenses include costs associated with attending conferences and all promotion efforts of our Integrated Drug Creation platform. Professional service expenses such as external legal expenses, accounting and tax service expenses, and other consultants, and allocated facilities costs (including occupancy and information technology) are also included within selling, general and administrative expenses. These expenses are exclusive of depreciation and amortization.
We expect our selling costs to increase in absolute dollars as we continue to grow our business development efforts and increase marketing activities to drive awareness and adoption of our platform. We expect general and administrative expenses to continue to stabilize as we more effectively control costs associated with operating as a public company, including expenses related to legal, accounting, regulatory, maintaining compliance with exchange listing and requirements of the U.S. Securities and Exchange Commission (SEC), director and officer insurance premiums and investor relations. Following an initial reduction due to the September 2023 realignment and resulting reduction in our global workforce, we expect these expenses to vary from period to period as a percentage of revenue in the near term, and to decrease as a percentage of revenue in the long term.
We have a comprehensive intellectual property portfolio directed towards the many aspects of our Integrated Drug Creation platform, including those related to our proprietary cell lines and protein expression technologies, non-standard amino acid technology, proprietary screening assays, antibody discovery methods, and generative AI models. We regularly file patent applications to protect innovations arising from our research and development. We also hold trademarks and trademark applications in the United States and
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foreign jurisdictions. Costs to secure and defend our intellectual property are expensed as incurred and are classified as selling, general and administrative expenses.
Depreciation and amortization
Depreciation and amortization expense consists of the depreciation expense of our property and equipment and amortization of our intangibles. Our equipment is used most actively as part of our lab operations.
We expect depreciation expense to stabilize following the completion of the build-out of our primary facility, though it may fluctuate in the future in line with continued growth and compute demands in absolute dollars if we purchase additional equipment.
Goodwill impairment
Goodwill is tested for impairment on an annual basis in the fourth fiscal quarter, or sooner if an indicator of impairment exists. We performed a quantitative impairment evaluation of goodwill as of June 30, 2023 and recorded a full impairment charge in the amount of $21.3 million.
Other income (expense)
Interest expense
Interest expense, net, consists primarily of interest related to borrowings under our term debt and financed laboratory equipment.
Other income
Other income consists primarily of interest income from our cash, cash equivalents and short-term investments.
Results of Operations
The results of operations presented below should be reviewed in conjunction with our consolidated financial statements and notes included elsewhere in this Annual Report. The following tables set forth our results of operations for the periods presented (In thousands):
For the Years Ended December 31,
2023 2022
Revenues
Technology development revenue $ 5,718 $ 4,529
Collaboration revenue — 1,218
Total revenues 5,718 5,747
Operating expenses
Research and development 48,067 58,908
Selling, general and administrative 37,832 40,552
Depreciation and amortization 13,999 13,037
Goodwill impairment 21,335 —
Total operating expenses 121,233 112,497
Operating loss (115,515) (106,750)
Other income (expense)
Interest expense (1,010) (972)
Other income, net 6,059 2,357
Total other income, net 5,049 1,385
Loss before income taxes (110,466) (105,365)
Income tax (expense) benefit (100) 461
Net loss $ (110,566) $ (104,904)
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Comparison of the Years Ended December 31, 2023 and 2022
The following table summarizes our results of operations for the years ended December 31, 2023 and 2022 (In thousands, except for percentages):
Revenue
For the Years Ended December 31,
2023 2022 $ Change % Change
Revenues
Technology development revenue $ 5,718 $ 4,529 $ 1,189 26 %
Collaboration revenue — 1,218 (1,218) (100) %
Total revenues $ 5,718 $ 5,747 $ (29) (1) %
Technology development revenue increased by $1.2 million, or 26%, for the year ended December 31, 2023 compared to the year ended December 31, 2022, driven by a combination of overall program progress, the timing of project-based milestones achieved, and the mix of ongoing programs activity.
Collaboration revenue decreased by $1.2 million, or 100%, for the year ended December 31, 2023 compared to the year ended December 31, 2022. In September 2021, the JMA was amended to shorten the term to approximately three years, ending in October 2022.
Operating expenses
The following table summarizes our operating expenses for the years ended December 31, 2023 and 2022 (In thousands, except for percentages):
For the Years Ended December 31,
2023 2022 $ Change % Change
Operating expenses
Research and development $ 48,067 $ 58,908 $ (10,841) (18) %
Selling, general and administrative 37,832 40,552 (2,720) (7) %
Depreciation and amortization 13,999 13,037 962 7 %
Goodwill impairment 21,335 — 21,335 100 %
Total operating expenses $ 121,233 $ 112,497 $ 8,736 8 %
Research and development
Research and development expenses decreased by $10.8 million, or 18%, for the year ended December 31, 2023 compared to the year ended December 31, 2022. The decrease was primarily attributable to a decrease in laboratory operational costs of $8.0 million and a $2.8 million decrease in personnel costs, including stock-based compensation.
Selling, general and administrative expenses
Selling, general, and administrative expenses decreased by $2.7 million, or 7%, for the year ended December 31, 2023 compared to the year ended December 31, 2022. The decrease was primarily driven by decreased stock-based compensation of $1.1 million and decreased insurance and other administrative costs of $2.2 million.
Depreciation and amortization
Depreciation and amortization expense increased by $1.0 million, or 7%, for the year ended December 31, 2023 compared to the year ended December 31, 2022. The increase was primarily due to a full year of depreciation for the year ended December 31, 2023 on leasehold improvement additions in 2022.
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Goodwill impairment
We performed a quantitative impairment evaluation of goodwill as of June 30, 2023 and recorded an impairment charge in the amount of $21.3 million during the second quarter. See Note 6: Goodwill and intangibles, net to our consolidated financial statements in this Annual Report on Form 10-K for further discussion.
Other income (expense)
The following table summarizes our other income (expense) for the years ended December 31, 2023 and 2022 (In thousands, except for percentages):
For the Years Ended December 31,
2023 2022 $ Change % Change
Other income (expense)
Interest expense $ (1,010) $ (972) $ (38) 4 %
Other income, net 6,059 2,357 3,702 157 %
Total other income, net $ 5,049 $ 1,385 $ 3,664 265 %
Interest expense
Interest expense was $1.0 million for the years ended December 31, 2023 and 2022, remaining consistent between periods.
Other income, net
Other income, net , was $6.1 million income for the year ended December 31, 2023 compared to $2.4 million income for the year ended December 31, 2022, representing a change of $3.7 million, or 157%, primarily attributable to increases in investment income from cash, cash equivalents and short-term investments.
Liquidity and Capital Resources
Overview
As of December 31, 2023, we had $97.7 million of cash,cash equivalents and short-term investments.
We have incurred net operating losses since inception. As of December 31, 2023, our accumulated deficit was $406.5 million. To date, we have funded operations through issuances and sales of equity securities and debt, in addition to revenue generated from our drug creation agreements. We believe that our cash, cash equivalents and short-term investments will be sufficient to meet our operating expenses, working capital and capital expenditure needs over at least the next 12 months following the date of this filing.
Our future capital requirements will depend on many factors, including, but not limited to our ability to raise additional capital through equity or debt financing, our ability to successfully secure additional partnerships under contract with new partners and increase the number of programs covered under contracts with existing partners, the successful preclinical and clinical development by our partners of product candidates generated using our Integrated Drug Creation platform, the successful commercialization by our partners of any such product candidates that are approved, and the progress of any IND-enabling studies for our internal program assets. If we are unable to execute on our business plan and adequately fund operations, or if our business plan requires a level of spending in excess of cash resources, we may be required to negotiate partnerships in which we receive greater near-term payments at the expense of potential downstream revenue. Alternatively, we may need to seek additional equity or debt financing, which may not be available on terms acceptable to us or at all. To the extent that we raise additional capital through the sale of equity or convertible debt securities, the ownership interest of our stockholders will be diluted, and the terms of these securities may include liquidation or other preferences that adversely affect the rights of our common stockholders. Debt financing and preferred equity financing, if available, may involve agreements that include covenants 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 are unable to generate sufficient revenue or raise additional capital when desired, our business, financial condition, results of operations and prospects would be adversely affected.
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Sources of liquidity
Since our inception, we have financed our operations primarily from the issuance and sale of our redeemable convertible preferred stock, issuances of equity securities, borrowings under long-term debt agreements, and to a lesser extent, cash flow from operations.
Initial public offering
In July 2021, we completed our initial public offering (IPO) and issued 14.4 million shares of our common stock, including 1.9 million shares pursuant to the full exercise of the underwriters’ option to purchase additional shares, at a price of $16.00 per share and received net proceeds of $210.1 million from the IPO.
Equipment financing
In 2022, we received a total of $12.0 million of proceeds from equipment financing arrangements. Terms of the agreements require monthly payments over 42-48 month periods with imputed interest rates ranging from 8%-10%. As of December 31, 2023, the combined outstanding balance on these agreements is $7.9 million.
Shelf registration statement on form S-3
On August 24, 2022, we filed a shelf registration statement on Form S-3 (the Shelf Registration Statement) with the SEC relating to the registration of up to an aggregate of $250.0 million in shares of our common stock, preferred stock, debt securities, warrants and units or any combination thereof. The Shelf Registration Statement was declared effective by the SEC on September 2, 2022.
On June 16, 2023, we entered into a Sales Agreement with Cowen and Company, LLC, as Sales Agent, with respect to an “at the market offering” program under which we may offer and sell, from time to time at our sole discretion, shares of our common stock, par value $0.0001 per share, having an aggregate offering price of up to $100.0 million through the Sales Agent. We will pay the Sales Agent a commission up to 3.0% of the gross sales proceeds of any shares sold under the Sales Agreement.To date, we have not issued any securities or received any proceeds from the sale of any securities registered pursuant to the Sales Agreement. There can be no assurance that any financing will be available on terms acceptable to us.
On March 1, 2024, the Company closed the sale of an aggregate of 19,205,000 shares of its common stock, pursuant to an underwriting agreement with Morgan Stanley & Co. LLC and Cowen and Company, LLC at a public offering price of $4.50 per share, before underwriting discounts and commissions. The total estimated net proceeds to the Company from the offering are expected to be approximately $80.8 million after deducting underwriting discounts and commissions and estimated offering expenses payable by the Company.
Cash Flows
The following summarizes our cash flows (In thousands):
For the Years Ended December 31,
2023 2022
Net cash provided by (used in)
Operating activities (64,636) (81,339)
Investing activities 81,944 (126,982)
Financing activities (4,483) 5,237
Net increase (decrease) in cash, cash equivalents, and restricted cash $ 12,825 $ (203,084)
Cash flows from operating activities
In the year ended December 31, 2023, net cash used in operating activities was $64.6 million and consisted primarily of a net loss of $110.6 million adjusted for non-cash items, including depreciation and amortization expense of $14.0 million, stock-based compensation of $11.4 million, goodwill impairment of $21.3 million, and a net decrease in operating assets and liabilities in the amount of $1.5 million.
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In the year ended December 31, 2022, net cash used in operating activities was $81.3 million and consisted primarily of a net loss of $104.9 million adjusted for non-cash items, including depreciation and amortization expense of $13.0 million, stock-based compensation of $12.5 million, and a net increase in operating assets and liabilities in the amount of $1.5 million.
Cash flows from investing activities
In the year ended December 31, 2023, net cash provided by investing activities was $81.9 million. The net cash provided resulted primarily from maturities of short-term investments of $229.9 million, partially offset by cash used for purchases of short-term investments of $147.3 million and purchases of lab equipment of $0.9 million.
In the year ended December 31, 2022, net cash used in investing activities was $127.0 million primarily from purchases of short-term investments of $108.6 million, purchases of lab equipment of $16.2 million as we expanded our operations and overall capacity and cash paid as part of our acquisition of Totient, Inc. of $8.0 million, partially offset by cash provided by maturities of short-term investments of $5.0 million.
Cash flows from financing activities
In the year ended December 31, 2023, net cash used in financing activities was $4.5 million. The net cash used resulted primarily from principal payments of $5.3 million made for financed equipment, partially offset by proceeds from the issuance of common stock of $0.9 million from stock option exercises and our 2021 ESPP.
In the year ended December 31, 2022, net cash provided by financing activities was $5.2 million primarily from proceeds from equipment financing agreements of $12.0 million and proceeds from the issuance of common stock of $0.7 million, partially offset by cash used for principal payments of $7.5 million made for financed equipment and long-term debt.
Income taxes
Our effective income tax rate from continuing operations was (0.1)% and 0.4% for the year ended December 31, 2023 and 2022, respectively. The difference between the effective rate and the statutory rate is primarily attributed to the change in the valuation allowance against net deferred tax assets.
We estimate an annual effective income tax rate based on projected results for the year and apply this rate to income before taxes to calculate income tax expense. When applicable, the income tax provision also includes adjustments for discrete tax items. Any refinements made due to subsequent information that affects the estimated annual effective income tax rate are reflected as adjustments in the current period.
Critical Accounting Estimates
Our management’s discussion and analysis of our financial condition and results of operations is based on our financial statements, which have been prepared in accordance with United States Generally Accepted Accounting Principles (US GAAP). The preparation of these financial statements requires us to make estimates and assumptions that affect the reported amounts of assets and liabilities and the disclosure of contingent assets and liabilities at the date of the financial statements, as well as the reported expenses incurred during the reporting periods. Our estimates are based on our historical experience and on various other factors that we believe are reasonable under the circumstances, the results of which form the basis for making judgments about the carrying value of assets and liabilities that are not readily apparent from other sources. Actual results may differ from these estimates under different assumptions or conditions.
While our significant accounting policies are described in more detail in Note 2: Summary of significant accounting policies, we believe that the accounting policies discussed below are critical to understanding our historical and future performance, as these policies relate to the more significant areas involving management’s judgments and estimates. Critical accounting policies and estimates are those that we consider the most important to the portrayal of our financial condition and results of operations because they require our most difficult, subjective or complex judgments, often as a result of the need to make estimates about the effect of the matters that are inherently uncertain.
Long-lived asset impairment
We tested long-lived assets for recoverability as of June 30, 2023 by comparing the estimated future cash flows (on an undiscounted basis) to be generated from the use and residual value of the entity wide asset
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group to its carrying value and concluded that the long-lived assets were not impaired. For details regarding the interim impairment assessment performed for long-lived assets see Note 6: Goodwill and intangibles, net.
Goodwill
Goodwill is tested for impairment on an annual basis in the fourth fiscal quarter, or sooner if an indicator of impairment exists. We may elect to first assess qualitative factors to determine whether it is more-likely-than-not that the fair value of goodwill at the reporting unit level is less than the carrying amount. The qualitative assessment includes our consideration of relevant events and circumstances that would affect our single reporting unit, including macroeconomic, industry and market conditions, our overall financial performance, and trends in the market price of our common stock. We perform a qualitative assessment of goodwill at the reporting unit level by comparing the carrying amount to the estimated fair value of the reporting unit, including an estimated control premium. Assumptions are subject to change as a result of changing economic and competitive conditions.
We performed a quantitative impairment evaluation of goodwill as of June 30, 2023 and recorded an impairment charge of $21.3 million reported as goodwill impairment on the consolidated statement of operations and comprehensive loss. For details regarding the impairment assessments performed for goodwill see Note 6: Goodwill and intangibles, net.
Revenue recognition
We recognize revenue as control of our products and services are transferred to our customers in an amount that reflects the consideration expected to be received in exchange for those products and services. This process involves identifying the contract with a customer, determining the performance obligations in the contract, determining the contract price, allocating the contract price to the distinct performance obligations in the contract, and recognizing revenue when or as the performance obligations are satisfied. A performance obligation is considered distinct from other obligations in a contract when it provides a benefit to the customer either on its own or together with other resources that are readily available to the customer and is separately identified in the contract. We consider a performance obligation satisfied once control of a good or service has been transferred to the customer, meaning the customer has the ability to use and obtain the benefit of the good or service. Technology development revenue includes revenue associated to the discovery, development and technology readiness phases of drug creation agreements. We refer to our customers as “partners” when describing our relationship in an agreement.
Technology development revenue
Our drug creation agreements generally include multiple stages of drug creation that combined represent a single performance obligation. The primary goal of the drug creation phase includes target creation, lead or candidate creation, and development or optimization of a lead candidate or set of lead candidates. For the drug creation phase partners may request a scope that includes, but is not limited to: a specified disease area, a target for creation of a new biologic, or supply a specified lead candidate for AI-driven optimization. These agreements may include options for additional goods and services such as readying the technology to transfer to the partner and licensing terms. The transaction prices for these arrangements include fixed and variable consideration for the single performance obligation as well as variable consideration for success-based achievements. Any variable consideration is constrained to the extent that it is probable that a significant reversal of cumulative revenue will not occur. Primarily all of our contracts with our partners include an enforceable right to payment. While there is no alternative use for the asset created, the agreement’s terms vary as to whether an enforceable right to payment exists for performance completed as of that date.
We measure progress toward the completion of the performance obligations satisfied over time using an input method based on an overall estimate of the effort incurred to date at each reporting period to satisfy a performance obligation. This method provides an appropriate depiction of completed progress toward fulfilling our performance obligations for each respective arrangement. In certain drug creation agreements that require a portion of the contract consideration to be received in advance at the commencement of the contract, such advance payment is initially recorded as a contract liability.
Contingent Consideration
We utilized the acquisition method of accounting for our business combination related to the Totient acquisition which included allocating the purchase price of the acquisition to the various tangible and
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intangible assets acquired and liabilities assumed based on their estimated fair values. The contingent consideration of $15.0 million held in escrow is included in restricted cash on the consolidated balance sheets. The contingent consideration shall be paid upon the achievement of the milestone of either entering into agreements meeting certain financial criteria with third parties using, or relating to, Totient technology or the first commercial sale of a Totient product. We utilize a probability-weighted approach to estimate the fair value of the liability included in accrued expenses on the consolidated balance sheets. Changes in fair value of the contingent consideration liability are included within research and development expense on the consolidated statements of operations and comprehensive loss.
Emerging Growth Company Status
We are an emerging growth company, as defined in the JOBS Act. Under the JOBS Act, emerging growth companies can delay adopting new or revised accounting standards issued subsequent to the enactment of the JOBS Act until such time as those standards apply to private companies. Section 107 of the JOBS Act provides that an emerging growth company may take advantage of the extended transition period provided in Section 7(a)(2)(B) of the Securities Act of 1933 for complying with new or revised accounting standards issued subsequent to the enactment of the JOBS Act until such time as those standards apply to private companies. Section 107 of the JOBS Act provides that we can elect to opt out of the extended transition period at any time, which election is irrevocable. We have elected to use this extended transition period for complying with new or revised accounting standards that have different effective dates for public and private companies until the earlier of the date we (i) are no longer an emerging growth company or (ii) affirmatively and irrevocably opt out of the extended transition period provided in the JOBS Act. As a result, our financial statements may not be comparable to companies that comply with new or revised accounting pronouncements as of public company effective dates.
Subject to certain conditions, as an emerging growth company, we may rely on certain other exemptions and reduced reporting requirements, including without limitation (i) providing an auditor’s attestation report on our system of internal controls over financial reporting pursuant to Section 404(b) of the Sarbanes-Oxley Act and (ii) complying with any requirement by the Public Company Accounting Oversight Board (PCAOB) regarding mandatory audit firm rotation or a supplement to the auditor’s report providing additional information about the audit and the consolidated financial statements, known as the auditor discussion and analysis. We will remain an emerging growth company until the earlier of (a) the last day of the fiscal year in which we have total annual gross revenue of $1.235 billion or more; (b) December 31, 2026, the last day of the fiscal year following the fifth anniversary of the date of the completion of our IPO; (c) the date on which we have issued more than $1.0 billion in nonconvertible debt during the previous three years; or (d) the date on which we are deemed to be a large accelerated filer under the rules of the SEC.
Item 7A. Quantitative and Qualitative Disclosure About Market Risk
Not applicable.