Thank you for standing by. Welcome to Schrödinger's Conference Call to review Fourth Quarter and Full Year 2022 Financial Results. My name is Liz, and I will be your operator for today's call. At this time, all participants are in a listen-only mode. After the speaker's presentation, there will be a question-and-answer session. Please be advised that this call is being recorded at the company's request. I would now like to introduce your host for today's conference is Ms. Jaren Madden, Senior Vice President of Investor Relations and Corporate Affairs. Please go ahead.

Thank you, and good afternoon, everyone. Welcome to today's call during which we will provide an update on the company and review our fourth quarter and full year 2022 financial results. Earlier today, we issued a press release summarizing our financial results and progress across the company, which is available on our website at schrödinger.com. Here with me on our call today are Ramy Farid, Chief Executive Officer; Geoff Porges, Chief Financial Officer; and Karen Akinsanya, President of R&D, Therapeutics. Following our prepared remarks, we will open the call for Q&A. I'd like to remind you that during today's call, management will make statements related to our business that are forward-looking and made pursuant to the Safe Harbor provisions of the Private Securities Litigation Reform Act of 1995, including, without limitation, statements related to our outlook for the full year 2023 and for the first quarter ending March 31, 2023, our strategic plans to accelerate the growth of our software business and advance our collaborative and proprietary drug discovery programs, the timing of potential IND submissions and the initiation of clinical trials for our proprietary drug discovery programs, the clinical potential and favorable properties of our compounds, our expectations related to the use of cash resources, as well as our future operating expenses. These forward-looking statements reflect our views about our plans, intentions, expectations, strategies and prospects, which are based on the information currently available to us and on assumptions we have made. Actual results may differ materially from what we project today due to a number of important factors, including the considerations described in the Risk Factors section and elsewhere in the filings we make with the SEC, including our Form 10-K for the year ended December 31, 2022. These forward-looking statements represent our views only as of today and we caution you that we may not update them in the future, whether as a result of new information, future events or otherwise. With that, I'd like to turn the call over to Ramy.

Thanks, Jaren, and thank you everyone for joining us today. Our strong fourth quarter performance exceeded our revenue expectations and capped a tremendous year at Schrödinger. In 2022, we continued to expand and enhance the capabilities of our computational platform, made strong progress in our existing collaboration, entered into new collaborations and advanced our first internal development candidate SGR-1505 to the clinic. Total revenue for the year was $181 million, a 31% increase over 2021. Software revenue grew by 20% year-over-year, as we successfully implemented a number of commercial initiatives for facilitating broader adoption and scale up of our platform. We are also seeing an inflection in drug discovery revenue with drug discovery revenue of $45.4 million in 2022, which is nearly double that of the prior year. Progress at collaborator companies in which we hold equity stakes further validates our platform and underscores the strength of our business model. Earlier this month, we received a $111.3 million cash distribution from Nimbus following Takeda's acquisition of Nimbus' TYK2 inhibitor following positive results from Phase 2b trial in psoriasis. We began working with Nimbus in 2009. We are delighted to see this program partnered with Takeda and advancing toward pivotal trials. We are also co-founders of Structure Therapeutics, a clinical stage company that successfully completed an IPO earlier this month. As you will hear from Karen, our pipeline continues to progress and has expanded into neurology. We now have 15 collaborative projects and 18 proprietary programs. We expect to provide additional details around some of our undisclosed programs later this year. Our computational platform is the foundation of our company and a key driver for our continued success. We have world-class computational chemistry, computer science and machine learning development teams that continue to push the boundaries of molecular design to advance our platform. This includes advances to increase hit rates and hit discovery to enhance the predictive accuracy of a wide range of key drug-like properties and to broaden our exploration of available chemical space. We are also advancing technology to further enable the discovery of novel biologics. Looking ahead, we are very excited about the opportunities we have this year. We believe we can continue to grow our software business by increasing adoption among the largest companies in the pharmaceutical and materials industries, as well as increasing the adoption by emerging biotech companies. We also have a growing number of both collaborative and proprietary programs and expect continued progress across the pipeline this year. Before turning the call over to Geoff to review our fourth quarter and full year 2022 financial results, I'd like to take the opportunity to express my deep gratitude to our exceptionally talented and dedicated employees, who are absolutely critical to our overall success.

Thanks, Ramy and good afternoon, everyone. As Ramy explained, we had a great fourth quarter an excellent year in 2022. Revenue growth was strong and ultimately exceeded our expectations, software profitability increased, drug discovery revenue almost doubled, our portfolio expanded and advanced, and we added two new collaborations. Our operating expense growth was lower than we forecast at the start of the year and our cash burn was towards the low end of the range of our expectations for the year. Our balance sheet remains strong and with the addition of the cash distributions from Nimbus and our expectations for declining cash burn in the future, we believe that we have sufficient capital to fund our operations for the foreseeable future. I will start off by outlining our Q4 results and will then take you through the highlights of our full year 2022 results and conclude with our initial financial guidance for 2023. Software revenue for Q4 was $47.8 million, an increase of 24% compared to Q4 2021. This increase reflects significant step-ups in adoption of our technology by existing customers, as well as the effect of combined collaboration software agreements and other new commercial strategies implemented during the quarter. Increases in adoption and multiyear contract renewals late in the quarter were significantly above our expectations at the start of the period and more than offset the previously expected headwind to revenue growth from multiyear contracts signed in Q4 2021. Drug discovery revenue for the quarter was $9 million, compared to $7.6 million in the same quarter of 2021. Revenue increased in the quarter compared to the prior year due to the progress of projects in recognition of revenue for new collaborations found in the period. Total revenue was $56.8 million in the quarter, an increase of 23% which is driven by both software and discovery revenue growth. Moving now to expenses, during the quarter, the gross margin on our software revenue was 83%. We have seen improvements in our gross margin on software due to changes in our royalty obligations this year, as well as the positive impact of accelerated purchases by existing customers during the quarter. The cost of delivering our drug discovery revenue was $10 million in Q4 2022 and declined compared to the $11.5 million in Q4 2021. The loss ratio for our discovery revenue was 11%, which was significantly lower than the 51% loss ratio in Q4 of 2021. The improving cost ratio of our discovery revenue mainly reflects the shift of our activities and staff to proprietary programs from collaborations, the progress in percentage completion during the period of existing collaborations and the timing during the quarter for the initiation of new collaboration programs. While the profitability of our discovery revenue is likely to fluctuate from quarter to quarter, we do expect the profitability of our discovery revenue to continue to improve, as more programs advance to later stages of development, the milestones increase in size and our ongoing research and development obligations to such programs are declining costs. Overall, gross margin was 58%, compared to 57% in Q4 2021 based on improved profitability for software and reduced loss ratio in the drug discovery business. R&D expenses were $34.5 million in Q4 2023, compared to $25.1 million in Q4 2021. The main drivers of the increase were increased headcount, increased CRO expenses and increased technology investments. Compared to Q3, R&D expenses were 5% higher based on increased headcount and increases in technology expenses. Sales and marketing expenses for Q4 were $9.4 million, compared to $6 million in Q4 2021. The increase was mainly due to higher staffing and increases in associated expenses, as travel resumed compared to 2021. Compared to Q3, sales and marketing expense increased by 31% based on headcount and year-end incentive compensation allowances. G&A expense for Q4 was $23.3 million, compared to $17.8 million in Q4 2021. The increase was mainly due to higher headcount, as well as increases in professional services, software and facilities. G&A expenses flat between Q3 and Q4 2022. For Q4, total operating expenses were $67.2 million, compared to $48.9 million in Q4 2021. The increase was due to increases in R&D and to a lesser extent increases in sales and marketing and G&A. Our operating loss for Q4 was $28.5 million, compared to $22.5 million in Q4 2021. Other income and expenses were $1.2 million in Q4 2022, compared to an expense of $7.9 million in Q4 2021. Our reported net loss was $27.2 million in Q4 2022, compared to a loss of $30.7 million in Q4 2021. The net loss per share in Q4 was $0.38, compared to a net loss of $0.43 per share in Q4 2021 and a net loss of $0.56 per share in Q3 2022. During Q4, our operating cash used was $25 million and our cash and cash resources declined by $23 million during the quarter. Our share count for the purposes of reporting was 71.3 million. I will now summarize our full year financial results. For the full year, software revenue was $135.6 million, an increase of 20% compared to the prior year. The increase was driven by seasonal increases in sales to our existing customers, including, but not exclusively, our big pharma clients. For the full year, drug discovery revenue was $45.4 million, compared to $24.7 million in 2021. This 84% increase was driven by the progress we are making in existing collaborations and the initial revenue recognized from new collaborations during the year. In 2022, drug discovery revenue associated with our collaboration with BMS was just under half of that drug discovery revenue compared to slightly more than half in 2021. Going forward, revenue from this collaboration will transition from the amortization of the upfront milestone to the recognition of revenue associated with downstream development milestones. Total revenue for the year was $180.9 million, compared to $137.9 million in 2021. The 31% increase in total revenue was driven by both software and discovery revenue growth. For the full year, our software gross margin was 78%, compared to 76% for 2021. Our software gross margin for the year improved due to lower royalty obligations and favorable operating leverage on our fixed costs. Our drug discovery loss ratio was 11% for 2022, compared to 85% in 2021 as collaboration revenue increased faster than the cost of delivery. Our overall gross margin for 2022 was 56% compared to 48% in 2021. The increase was due to the improvement in software gross margin and lower losses on our drug discovery revenue. For the full year, R&D expense was $126.4 million, an increase of 39%, compared to $91 million reported in 2021. The increase was mainly driven by higher headcount and increases in CRO expenses and technology. As in recent years, our R&D investment is approximately balanced between our technology platform and our proprietary drug portfolio. For the full year, sales and marketing expense was $30.6 million, compared to $22.1 million in 2021. This increase of 38% was driven by higher headcount and associated costs. For 2022, G&A expense was $91 million, compared to $64 million in 2021. The increase was largely due to increased headcount and associated costs, higher professional services costs and increases in lease costs associated with new facilities in the U.S. and certain international locations. Travel costs have also increased compared to 2021. For the year, total operating expenses increased to $248 million, compared to $177 million in 2021. The increase was driven by increases in R&D, sales and marketing and G&A that were mostly associated with increased headcount and higher professional services costs including CRO expenses. For the full year, our net loss was $149 million, compared to a net loss of $100 million in 2021. For the full year, our net loss per share was $2.10, compared to $1.42 for 2021. For the year, our operating cash used was $120 million and our cash and short-term investments declined by $123 million to $456 million at year-end. We expect our cash position to be significantly increased by the distributions from Nimbus in the first half of 2023 and given the trajectory of our cash burn and our available resources, we believe that our cash reserves are sufficient to fund our operations for the foreseeable future. I will now share our initial financial guidance for the full year in Q1 of 2023. We expect software revenue growth for 2023 to be in the range of 13% to 17%. As in 2022, we expect this growth to be skewed towards Q4 and to come predominantly from existing customers, where we continue to see strong demand for increased adoption of our technology. We are very confident about the long-term growth outlook and opportunities for our software business, which is why we are providing annual growth rate guidance going forward. While our largest customers are now purchasing over $5 million of software each year, this high level of adoption has only been reached by a handful of global biopharmaceutical companies that have embraced digital technologies in their discovery efforts. Most of the industry is still deploying our technology at only modest scale. Biotech companies are still among our leading customers and although there are very few such companies joining their rank through IPOs and some are being acquired, our biotech customers are generally maintaining or increasing their purchases. Given the timing of renewals and the strength of our contracting in Q4, our best estimate today is that software revenue in Q1 2023 will be in the range of $31 million to $35 million. We expect drug discovery revenue to be in the range of $70 million to $90 million for 2023. We continue to have the goal of achieving discovery revenue of $100 million or greater in 2023. However, our guidance reflects uncertainty about the timing of achieving major milestones in existing collaborations and caution about counting on new deals and collaborations and the revenue they can generate at this stage in the year. For Q1, we expect discovery revenue to be in the range of $30 million to $34 million based on the expected achievement of development milestones in our existing collaborations. We expect our software gross margin to be similar to our reported gross margin in 2022. I believe that this outlook is likely to be sustainable beyond 2023. Our improved gross margin outlook is based on favorable trends in our royalty obligations and operating leverage as we increase the scale of our technology deployments. Operating expense growth in 2023 is likely to be significantly lower than the 40% growth in 2022 and similar to expected revenue growth in 2023. Based on the expected timing and amount of cash distributions from Nimbus and the outlook for other events, we anticipate that our cash position at the end of 2023 will be more favorable than our cash position at the end of 2022. We expect to report a GAAP profit in Q1 2023 based on the positive contributions to other income during the period from our Nimbus distributions. We expect our current balance of tax credits and NOLs to be sufficient to cover the tax liabilities for this period and do not anticipate having cash tax obligations this year. We also anticipate that while we may report a positive net profit in 2023, our current forecast reverts to operating losses in 2024. Our goal is to substantially reduce our operating losses between 2022 and 2025, and we believe this goal is achievable, even as we continue to invest in our platform and our portfolio of proprietary and collaborative programs. I will now turn the call over to Karen for an update on our drug discovery programs.

Thank you, Geoff, and good afternoon, everyone. We continue to make important progress across our pipeline throughout the year. We ended 2022 with 15 ongoing programs, eligible for royalties, up from 30 in the previous year. The number of collaborators since 2018 has increased to 17, up from 15 in the prior year. Our strategy is to have a mix of collaborative projects and proprietary programs, some of which are wholly-owned and some of which are partnered to create a balanced portfolio and help manage R&D risk across the pipeline. I will start with an update on our most advanced wholly-owned programs beginning with SGR-1505, our MALT1 inhibitor. A Phase 1 dose escalation study is open to patient enrollment across multiple sites in the U.S. and the team expects to open additional sites globally in the coming months. This study is designed to evaluate the safety, pharmacokinetics, pharmacodynamics and early signs of clinical activity of SGR-1505 as a monotherapy in patients with relapsed or refractory B-cell malignancies. Once the recommended dose is determined, an expansion cohort is planned to evaluate SGR-1505 in combination with other therapies such as BTK and BCL-2 inhibitors. As a result of the significant number of investigational drugs for advanced B-cell malignancies, recruiting relapsed refractory patients into our Phase 1 trial is challenging. Our sites are working hard on screening patients and we are looking forward to the initiation of dosing. Our team is actively evaluating opportunities to accelerate gathering safety and pharmacology data for SGR-1505. Moving to our CDC7 program, a target in the DNA repair pathway, we presented new preclinical data at the American Society of Hematology Annual Meeting in December. The data demonstrated that SGR-2921 exhibits strong anti-tumor activity in vivo across multiple preclinical tumor models, including cell-derived xenograft model as a monotherapy and in combination with standard of care. We are advancing SGR-2921 through IND enabling studies and are on track for an IND submission to the FDA this year. Turning to our Wee1 program. We are pleased to announce that we have selected SGR-3515 as our development candidate. SGR-3515 demonstrates strong anti-tumor activity with limited off-target effects in preclinical models. We look forward to further characterizing SGR-3515 as we move through IND enabling studies. Clinical data from other companies' Wee1 programs has provided evidence of clinical activity in several forms of cancer with high unmet need, including proof of concept in uterine and ovarian cancers. Our pipeline extends beyond oncology and includes programs in immunology and in urology. The development of neuroscience therapeutics has been incredibly challenging and therefore, has lagged behind oncology for many years. We believe this is an area where our platform can provide a significant competitive advantage. Our scientists are making important computational advances in the ability to make accurate predictions about key properties required for successful drug development in this area, such as the ability to penetrate the blood-brain barrier. This new method is now being leveraged internally, as we expand our portfolio in neurology and has resulted in the addition of both collaborative and wholly owned programs in neuroscience. We recently announced that we are advancing a LRRK2 program, which is a promising target with disease-modifying potential in Parkinson's disease. This program meets all the criteria we use for target selection. It is genetically validated with biomarker proof of concept achieved by others in the clinic. We have generated multiple proprietary cryo-EM structures of LRRK2 that are providing insight into overcoming drug design challenges. Our structural biology insights provide an opportunity to improve on the profiles of other LRRK2 inhibitors by enhancing selectivity and minimizing drug-drug interactions. We also recently announced a multi-component agreement with Otsuka Pharmaceutical Co. that includes the collaboration to discover small molecules for an emerging CNS disease target, as well as knowledge transfer and an expanded licensing agreement. For the CNS program, Schrödinger will be responsible for drug design through lead optimization and Otsuka will be responsible for all other drug discovery and clinical development activities. And finally on the neuroscience front, we recently added a new program in neurology to our existing collaboration with BMS. Our multi-target collaboration with BMS is proceeding very well. We expect our first program within this partnership to advance to development candidate status soon, which is included in the first quarter 2023 drug discovery guidance Geoff provided. We are proud to be delivering a development candidate approximately two years after beginning our partnership together. We continue to focus on initiating new programs that we may elect to partner or advance independently to key inflection points. We have several undisclosed programs at various discovery stages up through lead optimization in the areas of oncology, immunology and neurology. We expect to share more details about these programs later this year. In summary, we are pleased with the progress we have made over the past year and expect continued advancements in 2023 across our pipeline of collaborative and proprietary programs. We are excited about the work we are doing to bring new medicines to patients more efficiently, and we look forward to updating you on our R&D activities throughout the year. I will now turn it back over to Ramy.

Thanks, Karen. As you can hear, we are very excited about the year ahead, and at this time, we would be happy to take your questions.

Our first question comes from the line of Do Kim with Piper Sandler.

Great. Good afternoon and thanks for taking my questions. First, on the fourth quarter software sales and 2023 guidance, looking at the renewals and the multiyear agreements that drove fourth quarter upside. How should we think about the range of years for these multiyear agreements and the dynamics of those renewals, was the interest driven by the customer in renewing early and should we assume that the renewals for next year would be lower?

Hi, Do. Thanks. This is Ramy. Thanks for the question. So, first, the beginning part of your question, a typical multiyear deal lasts two years to three years and while it is the case that some of the growth in Q4, the extraordinary growth that we saw in Q4 came from some multiyear deals, it's important to understand that actually that wasn't all of them and all of the sources of the growth. We had a number of opportunities and believe me, it was hard work, it wasn't easy. We think that the strength of the business, the strength of the technology allowed us to close several deals before the end of the year that took a lot of work. So let me emphasize also, these multiyear deals have been ongoing, we have been doing them for a while, we do them for strategic reasons. It's often something of mutual interest for us and the customer. But we still feel very confident that despite the lumpiness that the multiyear deals cause, we still feel very good about the guidance that we are giving 13% to 17% growth for the year, despite some of the lumpiness, which you can view as headwinds that some of the multiyear deals cause, given the reason being, we have been doing them for a while. Some multiyear deals may have happened in 2022, and there were some in 2020 and 2021 that of course will not come up for renewal in 2023. Hope that makes sense?

Yeah. That's helpful.

Sorry, Do. I just want to add something. First thing is, we signaled that multiyear deals were a headwind coming into the fourth quarter compared to the fourth quarter of 2021 and I think you can see that we more than overcame that particular headwind and indeed some of the others we flagged at the start of the quarter. As Ramy pointed out, we did sign some multiyear deals in the fourth quarter of 2022 that, as I indicated, broadly offset the multiyear deal contribution in the fourth quarter of 2021, but obviously there was significantly more growth than that in what we reported in the fourth quarter. That was very much from existing customers, and those customers indicated interest in stepping up their deployment of our software. This is very important. They, in all cases, went from being significant customers to being significantly larger customers. And I don't want to specifically identify them, but we have indicated for the first time that we have four customers with annual contract value over $5 million in 2022 and had two in 2021. So that trend is headed in the right direction and is consistent with what I have alluded to in the fourth quarter, which is existing customers having positive experiences with the technology and stepping up their purchases. Now, in a fraction of those cases, they elected to implement multiyear agreements, but the biggest driver of the step-up in the fourth quarter was customers saying they want to increase their purchase of software at scale of deployment of the technology. So I hope that gives you a little bit more color. And then quickly for a commentary on 2023, clearly, we are going to have to once more overcome the effect of the multiyear contracts in 2022, when we get to the end of 2023, and indeed we have some multiyear contracts from 2021, obviously, given what Ramy said about two years and even through 2020 given three years, but I think you could see that the trends in the business are sufficiently strong that we are confident that we can overcome those contracts. And in many cases, our expectation is that those customers will renew their multiyear agreements, and we are optimistic that they will renew their multiyear agreements at a higher level, because clearly once they have been using our technology for three years on a pretty expansive basis, it will be quite disruptive for them to stop using the technology at the end of the calendar year. So I hope that gives you more color.

Yeah. That's definitely helpful to make things a lot clearer. I just want to follow up on the drug discovery side of the guidance, it sounded like the guidance is more of a probability adjusted range and the goal remains at $100 million. Does that unadjusted if you hit on all these milestones come to $100 million or more?

Yeah. That's clearly an important question, Do. There are multiple paths to greater than $100 million and we knew that at the start of 2022 and those paths still exist now in 2023. And so if we are successful with both the execution of projects within our control and if our partners complete projects in their control and we are successful with business development initiatives then, yes, we would achieve that objective. But at this stage of the year, we think it's sensible to be giving guidance about what we really know and have a high degree of certainty about and that's the basis for the guidance that we provided today.

Great. Perfect. Congrats on all the progress and thanks for taking my questions.

Thanks, Do.

Our next question comes from the line of David Lebowitz with Citi.

Thank you very much for taking my question. I guess first, on the TYK2 asset, those licensed and you receiving via equity payments and gains for, how would the guidance for drug discovery have been different, if at all, had that deal not occurred?

Hi, David. The TYK2 distribution doesn't have any effect on the drug discovery revenue. So our cash outlook would be quite different had the TYK2 distribution not occurred, but that is not reported through our discovery revenue line. As I indicated in my prepared remarks, it will be reported through our other income line.

What I meant to say was, had it been kept binding this, the deal never occurred, would the guidance for drug discovery have been potentially different?

No.

No is the answer, sorry.

Okay.

But now we understand your question.

Yeah. And then back on the multiyear partnerships. I know the dynamic of a lot of these partnerships is tend to be a larger upfront payment, and over time, it's more steady beyond that. Is it the same dynamic with the multiyear versus the single year? Is there a mechanism for the customers to, I guess, upsize mid-contract if so. I am just trying to figure out how to look at this and its impact going forward?

Absolutely, that's a great question. It may not be obvious that there is less interaction with the customer when signing a multiyear deal, such as a three-year agreement, but that's not the case at all. We have numerous examples of customers during the contract term realizing something that most customers discover eventually: they don't have enough licenses. This is where our growth is coming from. As Geoff mentioned in his remarks, the majority of our customers are under-utilizing the software. Once they start using it at a reasonable scale and seek the results they're observing from their peers and from us, they feel the need to increase their software licenses to access more technology. These discussions are ongoing. This can occur at any point during the year or the term, even within a multiyear agreement, and we have examples of this happening.

Got it.

Yeah.

And last question on enrollment in your study, do you have any thoughts on when we might actually be able to see data based on what you have seen thus far?

Hi, David. So as we described in our remarks, the enrollment is ongoing, sites are being activated and we are working hard with our sites and investigators to bring in patients and gather the data that we have described safety, pharmacology and preliminary efficacy data. I suspect that by the end of this year into next year, we will be in a position to talk more about the data that's available to us that we will be able to describe in more detail with you and others. So we are working on it and we look forward to sharing updates in the future.

Thank you for taking my questions.

Thanks a lot, David.

Our next question comes from the line of Michael Yee with Jefferies.

Hey, guys. Thanks for taking my question and congrats on the quarter. This is Yi Chen on for Mike. I want to ask on the pipeline assets two related questions. I guess, does the new guidance for drug discovery include. Is it consistent with the previous $100 million, you said that doesn't include out licensing the three lead oncology assets. Is that still the case here for with the new drug discovery guidance? And on the MALT1, it would be really nice if you could talk about, ultimately, how you think about the development of the drug moving forward, are you expecting single agent activity or is this more of a combination with existing drugs sort of play, you guys are going forward? Thank you.

Go ahead, Karen?

Thanks a lot. So, as you pointed out, the guidance that we have given for drug discovery does not include revenue from out licensing any of our mature assets, as Geoff described, from a range of ongoing discovery collaborations, as well as completed collaborations where we are eligible for future milestones. On your second question, with regard to MALT1, as you know, we are pretty excited about this target. We believe that based on our preclinical data, as well as what we are understanding is occurring in the clinic and other programs, we do expect to see some monotherapy activity from MALT1. However, we do also believe that based on data in the public domain and work that we are doing, that there is a substantial opportunity for MALT1 in combination with BTK inhibitors, with BCL2 inhibitors and potentially other agents that are being improved for the treatment of B-cell malignancies. So we remain very enthusiastic about MALT1 and look forward to sharing more about our program in the future.

Got it. Got it. Thank you. And just one quick follow-up, has the thinking around the strategy of outlicensing the mature assets changed at all or are you still thinking of outlicensing after obtaining some initial human data?

So as we shared in the past, we think this is very asset and landscape dependent. I think in general, we view ourselves as very capable of generating early clinical data. We also believe that some of our assets will do very well in partnership with other companies who have combination agents. However, I do want to emphasize that on an asset-by-asset basis, we will continue to evaluate whether it makes sense for Schrödinger to continue investing in these programs through development or whether it makes sense to partner them. So I think we will obviously have an opportunity to review that as these assets continue to progress in the clinic.

Understood. Thank you.

Our next question comes from the line of Gary Nachman with BMO Capital Markets.

Hi, guys. Good afternoon. So, first, just following up on the multiyear deals, I just want to be clear is that pulling forward some revenue and weighing a little bit on the 2023 software growth of 13% to 17%. And did you offer any discounts and rebate to encourage closing those agreements, maybe in the latter part of the year? And with respect to the 13% to 17% growth, Geoff, you said most of that is expected to be from existing customers, but could you potentially have some new customers as well that would help drive some of that growth? Just comment on how much is out there in terms of some of the new customers potentially? Thanks.

Let me start off by addressing the question about multiyear deals. In some respects, these deals do accelerate revenue recognition compared to annual contracts. Typically, when signed, more than a third of the multiyear deal’s revenue is recognized in the signing period, particularly in the first year. While I mentioned that part of the revenue growth in the fourth quarter stemmed from multiyear agreements, it is important to note that the bulk of the revenue came from our existing customers. We maintain that all of the top 20 pharmaceutical companies are our clients, and we have a very high customer retention rate. Our customer base increased from 1,600 to 1,750, which includes those with over $1,000 in annual contract value. Since all major pharmaceutical companies are already our customers, gaining 20 more won’t significantly change our overall performance. Therefore, our focus will need to be on enhancing technology adoption among these large clients. There are some customers that have annual contracts valued at over $5 million, but that segment is relatively small compared to the entire pharmaceutical industry. We see potential for these large clients to expand their usage and encourage their peers to follow suit. To sum up, while there has been a slight contribution to revenue in Q4 from deals that may have otherwise been reported later, there are ample opportunities for growth as outlined in our guidance. We are confident in our ability to mitigate any impacts from the multiyear agreements established in 2022. Regarding your question about rebates and discounts, we prefer not to publicly discuss our commercial strategies. However, we are excited about the increasing interest from our customers in scaling up technology deployment, which we believe will provide benefits for them and us. We will diligently work to facilitate this, aligning our interests with theirs for the large-scale implementation of our technology.

And I will just say that's perfect, and I will just add one extra thing just to remind you and we talked a lot about this before. Of course we have the material science business and there the growth really does come mostly of course given that's a younger business from adding new customers. And we continue to see that happening, we continue to expect that to continue to happen this year and beyond.

Okay. Great. That's helpful. And then just one other follow-up Ramy too, just talk a little bit more about the initiatives that have been progressing to accelerate the software utilization and adoption with your existing customers and just how much more of that's going to continue in 2023 and how much spend is associated with that if that's going to be ramping up as well in order to push some of those initiatives forward.

Yeah. Here's what the challenge we have, which we have talked about before. Our customers, of course, will scale up when they see the impact it has on their programs. But in order to see the impact, you have to use the software at a high scale. So we have this kind of chicken and egg cycle right there, we have to break into. What we have found is that there is incredibly effective, there are two things. One is they are starting to become really overwhelming validation or data to show that using the software at this really high scale has a profound impact on the timelines of projects, on the likelihood of their success, on the quality of the molecules. That's happening from our own programs. You heard Karen talk about speed. We talk a lot about the quality of molecules. You see the success of Nimbus and Morphic and Structure and other companies, we have been involved and it's becoming sort of overwhelming and a little hard to ignore. The validation is very clear. So that's become a very, very effective way to convince customers that they have to scale up. Now, the other strategy involves making sure that our customers once they get access to it. Remember, this is somewhat of a transformation of the way drug discovery is done. That's what this is about. This is about shifting chemistry resources to rely more on computation, making it so that smaller teams can work on more programs, because so many more calculations are running. Where are they going to learn all of that? That's by us engaging with them a little bit and transferring that know-how and in how we do things. We have been very successful in doing that product validation that training. But I have to tell you that what we are seeing, and Geoff talked about this, is that we don't think this requires very significant extra resources. A customer scaling up their usage of the software by a factor of 10 doesn't require us to spend anywhere near that amount of increase in effort, if that makes sense. So we continue to be able to see this kind of operational leverage and we are coming up with pretty clever ways to break into that sort of chicken and egg problem, which is clearly working, as you heard from some of the new KPIs that we have reported.

Yeah. That's great. Thank you.

Yeah. Yeah.

Our next question comes from the line of Vikram Purohit with Morgan Stanley.

Hey, guys. This is Will on for Vikram. Thanks for taking our question and congrats on the quarter. Just one from us on the new development candidate 3515, could you walk us through how you believe the candidate is differentiated at all or what aspects in particular the molecule you have been working to optimize?

Yeah. Happy to. So SGR-3515 is a very potent Wee1 inhibitor, so it has similar characteristics to other Wee1 inhibitors. But we believe, and this is what we have been working on for the past few years, is that it has an optimized selectivity profile, so you are well aware that the previous Wee1 inhibitors have off-target kinase activities. We believe we have optimized that kinase profile and that correlates very nicely with the in vivo data that we are seeing that really validates the profile and replicates what's been seen all the way through Phase 2 in terms of the activity and efficacy of Wee1 inhibitors in the clinic. Furthermore, we believe that Wee1 inhibition is going to be used in the clinic and on the marketplace eventually in combination with other agents. As a result of that, we think the drug-like properties, including things like drug-drug interactions, and other physical chemical properties are really important to maximize the potential opportunity for Wee1 inhibitors. We have been working on all of those aspects using the platform and we are very happy with the profile of the compound. So we look forward to moving this forward and studying its profile in the clinic.

Okay. That's great. Thanks very much and congrats again.

Thanks.

Thanks.

Our next question comes from the line of Chris Shibutani with Goldman Sachs.

Hi, everyone. This is Charlie on for Chris. Thank you so much for taking our questions and congrats on the great quarter and year. Just regarding the guidance, we had one quick one, regarding the expected reduction in year-over-year operating expenses. Just wondering what the drivers are there and where you see yourself saving on the spend during the course of the year there?

Yeah. Charlie, let me be clear. What we have said is the growth rate will be significantly lower. We reported 40% OpEx growth in 2022, 42% in 2021. We think in 2023 it will be significantly lower than that 40% and we expect it to be in line with revenue growth. We do think that we have opportunities to continue to deliver more operating leverage going forward. So it's not an absolute reduction. It's a reduction in growth. But let me then just address your question about where that reduction in growth is. I think the greatest reduction in growth will be in the G&A line. The least reduction in growth, I think, the most growth will continue to be in R&D as we support the platform and the portfolio that Karen has described and then somewhere in between will be the sales and marketing expense growth, and of course that's going to be most closely tied to the revenue growth result.

Thank you for the clarification. I'm happy to hear about the progress with the Wee1 inhibitors and wanted to ask about the R&D spending. Specifically, I'm curious about the indications you plan to pursue. Are you considering the proof of concept results we've seen from competitors in the Wee1 area, particularly for indications like uterine carcinoma, or will you be exploring new indications? Additionally, regarding the potency of Wee1, how should we view 3515 in comparison to competitors? Is it higher in potency, or is it more comparable but selective enough to allow for higher dosing without the risk of toxicities? Thank you for addressing our questions.

Yeah. So on 3515 and Wee1 inhibition, you are correct — quite correct that, there has been really impressive data in uterine serous carcinoma or in ovarian cancer, as well as a number of other solid tumors. We have been working with MD Anderson over the last two years and we basically launched that collaboration to understand more about the potential for sensitive population, sensitive tumor type. That collaboration is going very well and while we do believe that there is enough data in the public domain to enrich our Phase 1 trial with patients that we know respond based on existing clinical data, we are also excited to test some of the opportunities coming out of that collaboration. With respect to the potency, we do believe that compound is more potent. But more importantly, we think the combination of the on-target binding, as well as some of the optimized selectivity is leading to the profile that we actually presented at AACR, where we are seeing an ability to dose this compound intermittently and maintain efficacy while being able to stop dosing. So we think that actually this dosing regimen, as well as the characteristics of this molecule, has the potential to be quite interesting in the clinic. Of course, we need to test it in the clinic to see if that's the case, but it does have a differentiated profile relative to existing compounds, as well as being able to replicate what's already been seen in the clinic.

I think he might have…

Thank you, guys.

Yeah. Well, sorry, we are going to next question.

Our next question comes from Michael Ryskin with Bank of America.

Hi. This is Wolf Chanoff on for Mike. Thanks for taking the question. So I wanted to ask more about higher-level market trends. I know that you have signaled recently that you have seen trends with large pharma customers stabilize a bit, while biotechs remain under pressure due to the capital market environment. I am wondering if you can provide a little more color on each cohort and how they trended both in 4Q and how you expect them to perform throughout 2023? And then I have a quick follow-up.

Sure. So, I think we have been clear in the commentary and in the prepared remarks that existing customers really stepped up their purchases and grew the revenue upside in the fourth quarter and the continuation of those trends is captured in our guidance. Now I also indicated that they are mostly, not exclusively, pharmaceutical companies, but of course, there are significant biotech companies in that universe as well. And the reason that I like to point that out, to be honest, just because companies that are really committed to using our technology even with a relatively small number of projects can achieve annual contract value or purchase annual use that is in the same range as very large companies that have dozens, if not hundred or more development projects. So that's what gives us the conviction that many of those large companies still have a long way to go in terms of the step-up in the deployment of that technology as they attempt to become increasingly digital in their approach to drug discover. So I don't want to — I think there is some color there on mostly pharma, with some biotech. Now we go back to your question about the issues that we saw. We flagged up three issues going into the beginning of the quarter. One was international, so temporary effects of exchange, and I think you would see that, if you look at our K, the contribution from international markets was slightly less in 2022 than it had been in 2021. We think that is at least trying to stabilize if not start to reverse itself in 2022, because those customers in those locations won't face the headwinds that our technology becomes materially more expensive due to exchange. So we have said before, we don't think that is going to be an issue. We think that we should be in good shape there. Secondly, we flagged up the lack of emerging biotech companies, and that continues to be the case. We are seeing new customers, but they are purchasing at relatively small levels particularly in the back half of 2022. So clearly our number went from 1,600 to 1,750, so by definition, new customers but not new, very large customers, who are not brand new de novo very large customers. So I think that the thesis of that with challenging capital markets for biotech companies and limited number of new companies being created, portion about the use of capital, I think that is playing out and that continues to be the case. The last thing that identified any of the quarter in my last time was the issue, the uncertainty in big pharma companies and there have been some interesting things that have occurred across pharma coming to the end of the year and the beginning of the year. They signal some portion about pricing, about their portfolios, and changes in hiring et cetera. That didn't really materialize at the end of the quarter. At the end of the quarter, those customers stepped up and indicated that our technology was a high priority for them and for a number of them stepped up materially in terms of the scale of their deployment and even the pre-purchasing. So they indicated with that purchase that we are core to their drug discovery enterprises for a number of years and we chase the multiyear contract at the core of their drug discovery activities by virtue of the scale of deployment of technology. So the uncertainty that we had about the pharma purchases, I think, clarified and so as we went through the quarter and got to the very end of the quarter, and I think that’s behind the optimism we have and you hear from us about the outlook for 2023. I hope that answers the question.

It does. And just on a related note, I was wondering if you have seen any shift in client behavior spending tied to the Inflation Reduction Act. Has it changed your longer-term internal pipeline strategy? I know you have spoken about this a bit, but we have heard some mixed messaging from across the industry recently.

Yes. Look, again, if you look at the 10-K that we filed today, we definitely flagged this up for something that we hear as well. But it's not something that we hear in our direct discussions with our customers. It's something we hear through the same channels that you hear, conference calls like this, investor events, press releases, things coming out of trade groups, et cetera. But it's not something that we are seeing to a significant degree from our customers. Now, I will add that adapting our technology and expanding its capabilities to biologics is a strategic priority for us. And as you have heard from Ramy and maybe he can comment on this now, we have made a lot of progress there. And there's no doubt that companies are adding to the biologics component of their portfolios, but there are companies that are saying no small molecules. So we think that our technology has a lot of utilities. Ramy, if you want to add to that.

Yeah. No. I think you said it perfectly. And we are looking forward to continuing to report on the progress we are making on extending the technology to biologics. We have been in that space for a long time. We continue to invest in it. These physics-based methods are agnostic to the modality and we are starting to leverage that fact, and I think you will be hearing from us in the coming years on pretty significant progress and the ability to use the software to design better biologics.

Great. Thank you, guys.

Our next question comes from Jack Sedell with Craig-Hallum.

Hi, this is Jack on for Matt. Thanks for taking our question. I was curious, last quarter you discussed your cash burn moderating a bit as revenues continue to grow, and at that time, you had probably about four years of cash on the balance sheet. With the infusion you are receiving from the TYK2 sale, it puts you closer to five years of cash on hand. Does that increase your interest in M&A opportunities or funding additional internal candidates and your plans for new infusion of cash?

I apologize, Jack. I didn't hear you terribly well, but I think what you are asking is that our capital allocation priorities changing as a result of the additional capital that we are receiving from Nimbus, is that the…

In particular M&A.

Yeah. Is that the right.

Yeah. That's correct.

Great. So, well, I think that, we are very happy about the cash distribution. I think that with both our cash burn moderating and with the additional distribution, we think — I think your math is not incorrect, but at a certain point, we have five years, we have got six years, it's a long time, right, and a lot of things are going to happen between now and then. So our highest priorities for our capital allocation are continuing to innovating the platform and add to the capabilities of that technology, which we think is highly proprietary and highly differentiated and value creating. And secondly, to continue to invest in the opportunities that emerge from the deployment of the technology, both in our own portfolio and in the portfolios of companies that we have partnered with or being co-founders of in the case of, for example, Structure. Those are the highest priorities. Now, we are certainly going to be curious and open-minded and opportunistic if opportunities emerge that bring us technology that we think is highly complementary to our current technologies or accelerator path forward and the clinical development organization or add very exciting targets that we can deploy our technology against. We are certainly going to be receptive to that, but that's not the primary direction of our capital allocation strategy.

That's very helpful. Thank you.

I am showing no further questions at this time. That concludes today's call. You may now disconnect.