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Computational Biology Global Market Report 2024

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    Report

  • 200 Pages
  • January 2024
  • Region: Global
  • The Business Research Company
  • ID: 5767458
Computational biology refers to the field of science that teaches students how to use computer science, statistics, and mathematics to solve biological problems. A wide range of biological disciplines, including genomics/genetics, biophysics, cell biology, biochemistry, and evolution, are included in computational biology.

The main types of computational biology are in-house and contract. The in-house market consists of sales of computational biological solutions that are performed within a company. The firm uses its own employees and time to perform a business activity, such as financing or brokering. The various tools applied are databases, infrastructure (hardware), and analysis software and services that are used in applications such as cellular and biological simulation, drug discovery and disease modelling, and clinical trials. The industries that have adopted computational biology are research, the pharmaceutical industry, and commercial applications.

The computational biology market research report is one of a series of new reports that provides computational biology market statistics, including computational biology industry global market size, regional shares, competitors with a computational biology market share, detailed computational biology market segments, market trends and opportunities, and any further data you may need to thrive in the computational biology industry. This computational biology market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.

The computational biology market size has grown rapidly in recent years. It will grow from $6.96 billion in 2023 to $8.27 billion in 2024 at a compound annual growth rate (CAGR) of 18.8%. The growth in the historic period can be attributed to multi-omics integration, personalized medicine and precision healthcare, genomic sequencing revolution, handling biological big data.

The computational biology market size is expected to see exponential growth in the next few years. It will grow to $17.86 billion in 2028 at a compound annual growth rate (CAGR) of 21.2%. The growth in the forecast period can be attributed to cloud computing and high-performance computing (hpc), quantitative and predictive biology adoption, collaborative interdisciplinary research, advancements in bioinformatics and computational tools. Major trends in the forecast period include advancements in data science and bioinformatics, genomic sequencing technologies, machine learning and ai in bioinformatics, drug discovery and development, personalized medicine and precision healthcare.

Government funding has been the major driver in the computational biology market. Governments across the globe are funding infrastructure and academic courses to improve the capabilities of computational biologics in R&D, educational institutions, and other sectors. The rapid growth in government funding is expected to boost the demand for computational biological solutions, as they are widely used in R&D, clinical research, and other development activities. For instance, in April 2023, according to National Cancer Institute (NCI), a US-based government agency, in the fiscal year 2021, the NCI had a total budget of $6.4 billion, which included $195 million in funding from the CURES Act. This represented a 1.6 percent increase, equivalent to $99.3 million, compared to the preceding fiscal year. Therefore, government funding is driving the computational biology market growth.

The increasing demand for personalized medicine is expected to propel the growth of computational biology going forward. Personalized medicine, also known as precision medicine, is an approach to medical treatment and healthcare that takes into account individual variability in genes, environment, and lifestyle when developing treatment plans for patients. Personalized medicine relies on analyzing an individual's genetic data to tailor medical treatments. Computational biology plays a vital role in interpreting this genetic information, enabling the development of targeted therapies, optimizing treatment regimens, and predicting treatment outcomes. It helps stratify patients into specific subgroups, reduces healthcare costs, and aligns with regulatory and clinical guidelines. For instance, in 2022, according to the Personalized Medicine Coalition, a US-based professional membership organization, the Food and Drug Administration’s Center for Drug Evaluation and Research (CDER) approved 37 new molecular entities (NMEs) in 2022. Out of the 35 therapeutic NMEs, approximately 34%, which amounts to 12 of them, are classified as personalized medicines by the Personalized Medicine Coalition (PMC). Therefore, the increasing demand for personalized medicine is driving the growth of the computational biology market.

Major companies operating in the computational biology market are developing new solutions for proteomics research to gain a competitive edge in the market. Proteomics research is a field of scientific study focused on the comprehensive analysis of proteins in a biological system. For instance, in May 2023, Biognosys AG, a Switzerland-based biotechnology company launched Spectronaut 18 and unveiled significant scientific and technological enhancements for its exclusive proteomics research software and offerings. Spectronaut 18 offers high throughput and efficiency in data-independent acquisition (DIA) proteomics analysis. The company's TrueDiscovery platform accelerates biomarker discovery in fields like oncology and neuroscience by providing unparalleled depth and sensitivity in proteomics. TrueTarget enables high-resolution drug target identification and deconvolution, and Biognosys' iRT Kit, recommended for real-time system suitability monitoring, is now supported in combination with Bruker ProteoScape software.

Major companies operating in the computational biology market are developing advanced biosimulation solutions to gain a competitive edge in the market. Biosimulation software refers to a category of computer programs and tools used in the field of computational biology and pharmacology to simulate and model biological systems and processes. For instance, in June 2022, Certara, a US-based software development company launched new versions of its Immunogenicity (IG), Immuno-oncology (IO), and Vaccine Simulators to enhance the predictability of novel biologic therapies in drug development. These simulators are built on quantitative systems pharmacology (QSP) and use computational modeling and experimental data to understand drug interactions with biological systems and disease processes. They assist in creating virtual patients, conducting computer-based trials, and predicting drug behavior in patients, streamlining the drug development process and minimizing risks. Certara's IG Simulator assesses immunogenicity in various biologic therapies, the IO Simulator optimizes cancer therapy combinations, and the Vaccine Simulator determines vaccine dosing strategies.

In March 2022, ZS Associates, a US-based provider of professional services acquired Intomics for an undisclosed amount. Through this acquisition, ZS Associates is focused on diversifying their business activities and offering its clients innovative solutions. Intomics is a Denmark-based provider of bioinformatics solutions and system biology.

Major companies operating in the in the computational biology market report are Accelrys Inc., Certara L. P, Chemical Computing Group Inc., Compugen Ltd., Entelos Inc., Genedata AG, Insilico Biotechnology AG, Dassault Systèmes SE, Instem PLC, Rosa & Co. LLC, Simulation Plus Inc., Nimbus Discovery LLC, Rhenovia Pharma SAS, Leadscope Inc., DNAnexus, Altaris Capital Partner, Genialis Inc., Inari Agriculture Inc., BC Platforms, Ventus Therapeutics, Monte Rosa Therapeutics, Schrodinger Inc., Strand Life Sciences, Entos Pharmaceuticals, Numerate Inc., Insitro, Recursion Pharmaceuticals, Atomwise, Relay Therapeutics, Exscientia

North America was the largest region in the computational biology market in 2023. Asia-Pacific is expected to be the fastest-growing region in the forecast period. The regions covered in the computational biology market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa

The countries covered in the computational biology market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, USA, Italy, Canada, Spain.

The computational biology market includes revenues earned by entities by providing biological notions rigor and verifiability, as well as by offering a framework that connects diverse insights. The market value includes the value of related goods sold by the service provider or included within the service offering. Only goods and services traded between entities or sold to end consumers are included.

The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified)).

The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products.


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Table of Contents

1. Executive Summary2. Computational Biology Market Characteristics3. Computational Biology Market Trends And Strategies
4. Computational Biology Market - Macro Economic Scenario
4.1. Impact Of High Inflation On The Market
4.2. Ukraine-Russia War Impact On The Market
4.3. COVID-19 Impact On The Market
5. Global Computational Biology Market Size and Growth
5.1. Global Computational Biology Market Drivers and Restraints
5.1.1. Drivers Of The Market
5.1.2. Restraints Of The Market
5.2. Global Computational Biology Historic Market Size and Growth, 2018 - 2023, Value ($ Billion)
5.3. Global Computational Biology Forecast Market Size and Growth, 2023 - 2028, 2033F, Value ($ Billion)
6. Computational Biology Market Segmentation
6.1. Global Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
In House
Contract
6.2. Global Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Databases
Infrastructure (Hardware)
Analysis Software and Services
6.3. Global Computational Biology Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Cellular and Biological Simulation
Drug Discovery and Disease Modelling
Clinical Trials
6.4. Global Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Research
Pharmaceutical Industry
Commercial Applications
7. Computational Biology Market Regional And Country Analysis
7.1. Global Computational Biology Market, Split By Region, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
7.2. Global Computational Biology Market, Split By Country, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
8. Asia-Pacific Computational Biology Market
8.1. Asia-Pacific Computational Biology Market Overview
Region Information, Impact Of COVID-19, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies
8.2. Asia-Pacific Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
8.3. Asia-Pacific Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
8.4. Asia-Pacific Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
9. China Computational Biology Market
9.1. China Computational Biology Market Overview
9.2. China Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
9.3. China Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
9.4. China Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
10. India Computational Biology Market
10.1. India Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
10.2. India Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
10.3. India Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
11. Japan Computational Biology Market
11.1. Japan Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
11.2. Japan Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
11.3. Japan Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
12. Australia Computational Biology Market
12.1. Australia Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
12.2. Australia Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
12.3. Australia Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
13. Indonesia Computational Biology Market
13.1. Indonesia Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
13.2. Indonesia Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
13.3. Indonesia Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
14. South Korea Computational Biology Market
14.1. South Korea Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
14.2. South Korea Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
14.3. South Korea Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
15. Western Europe Computational Biology Market
15.1. Western Europe Computational Biology Market Overview
15.2. Western Europe Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
15.3. Western Europe Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
15.4. Western Europe Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
16. UK Computational Biology Market
16.1. UK Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
16.2. UK Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
16.3. UK Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
17. Germany Computational Biology Market
17.1. Germany Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
17.2. Germany Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
17.3. Germany Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
18. France Computational Biology Market
18.5. France Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
18.6. France Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
18.7. France Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
19. Italy Computational Biology Market
19.9. Italy Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
19.10. Italy Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
19.11. Italy Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
20. Spain Computational Biology Market
20.13. Spain Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
20.14. Spain Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
20.15. Spain Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
21. Eastern Europe Computational Biology Market
21.1. Eastern Europe Computational Biology Market Overview
21.2. Eastern Europe Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
21.3. Eastern Europe Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
21.4. Eastern Europe Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
22. Russia Computational Biology Market
22.1. Russia Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
22.2. Russia Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
22.3. Russia Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
23. North America Computational Biology Market
23.1. North America Computational Biology Market Overview
23.2. North America Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
23.3. North America Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
23.4. North America Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
24. USA Computational Biology Market
24.1. USA Computational Biology Market Overview
24.2. USA Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
24.3. USA Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
24.4. USA Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
25. Canada Computational Biology Market
25.1. Canada Computational Biology Market Overview
25.2. Canada Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
25.3. Canada Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
25.4. Canada Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
26. South America Computational Biology Market
26.1. South America Computational Biology Market Overview
26.2. South America Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
26.3. South America Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
26.4. South America Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
27. Brazil Computational Biology Market
27.1. Brazil Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
27.2. Brazil Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
27.3. Brazil Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
28. Middle East Computational Biology Market
28.1. Middle East Computational Biology Market Overview
28.2. Middle East Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
28.3. Middle East Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
28.4. Middle East Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
29. Africa Computational Biology Market
29.1. Africa Computational Biology Market Overview
29.2. Africa Computational Biology Market, Segmentation By Service, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
29.3. Africa Computational Biology Market, Segmentation By Tools, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
29.4. Africa Computational Biology Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
30. Computational Biology Market Competitive Landscape And Company Profiles
30.1. Computational Biology Market Competitive Landscape
30.2. Computational Biology Market Company Profiles
30.2.1. Accelrys Inc.
30.2.1.1. Overview
30.2.1.2. Products and Services
30.2.1.3. Strategy
30.2.1.4. Financial Performance
30.2.2. Certara L. P
30.2.2.1. Overview
30.2.2.2. Products and Services
30.2.2.3. Strategy
30.2.2.4. Financial Performance
30.2.3. Chemical Computing Group Inc.
30.2.3.1. Overview
30.2.3.2. Products and Services
30.2.3.3. Strategy
30.2.3.4. Financial Performance
30.2.4. Compugen Ltd.
30.2. 4.1. Overview
30.2. 4.2. Products and Services
30.2. 4.3. Strategy
30.2.4.4. Financial Performance
30.2.5. Entelos Inc.
30.2. 5.1. Overview
30.2. 5.2. Products and Services
30.2. 5.3. Strategy
30.2.5.4. Financial Performance
31. Global Computational Biology Market Competitive Benchmarking32. Global Computational Biology Market Competitive Dashboard33. Key Mergers And Acquisitions In The Computational Biology Market
34. Computational Biology Market Future Outlook and Potential Analysis
34.1 Computational Biology Market In 2028 - Countries Offering Most New Opportunities
34.2 Computational Biology Market In 2028 - Segments Offering Most New Opportunities
34.3. Computational Biology Market In 2028 - Growth Strategies
34.3.1 Market Trend Based Strategies
34.3.2 Competitor Strategies
35. Appendix
35.1. Abbreviations
35.2. Currencies
35.3. Historic And Forecast Inflation Rates
35.4. Research Inquiries
35.5. The Business Research Company
35.6. Copyright And Disclaimer

Executive Summary

Computational Biology Global Market Report 2024 provides strategists, marketers and senior management with the critical information they need to assess the market.

This report focuses on computational biology market which is experiencing strong growth. The report gives a guide to the trends which will be shaping the market over the next ten years and beyond.

Reasons to Purchase

  • Gain a truly global perspective with the most comprehensive report available on this market covering 50+ geographies.
  • Understand how the market has been affected by the COVID-19 and how it is responding as the impact of the virus abates.
  • Assess the Russia - Ukraine war’s impact on agriculture, energy and mineral commodity supply and its direct and indirect impact on the market.
  • Measure the impact of high global inflation on market growth.
  • Create regional and country strategies on the basis of local data and analysis.
  • Identify growth segments for investment.
  • Outperform competitors using forecast data and the drivers and trends shaping the market.
  • Understand customers based on the latest market shares.
  • Benchmark performance against key competitors.
  • Suitable for supporting your internal and external presentations with reliable high quality data and analysis
  • All data from the report will also be delivered in an excel dashboard format.

Description:

Where is the largest and fastest growing market for computational biology? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward? This report answers all these questions and many more.

The report covers market characteristics, size and growth, segmentation, regional and country breakdowns, competitive landscape, market shares, trends and strategies for this market. It traces the market’s historic and forecast market growth by geography.

Scope

  • Markets Covered: 1) By Services: In-house; Contract 2) By Tools: Databases; Infrastructure (Hardware); Analysis Software and Services 3) By Application: Cellular and Biological Simulation; Drug Discovery and Disease Modelling; Clinical Trials 4) By End Users: Research; Pharmaceutical Industry; Commercial Applications
  • Companies Mentioned: Accelrys Inc.; Certara L. P; Chemical Computing Group Inc.; Compugen Ltd.; Entelos Inc.
  • Countries: Australia; Brazil; China; France; Germany; India; Indonesia; Japan; Russia; South Korea; UK; USA; Canada; Italy; Spain
  • Regions: Asia-Pacific; Western Europe; Eastern Europe; North America; South America; Middle East; Africa
  • Time series: Five years historic and ten years forecast.
  • Data: Ratios of market size and growth to related markets, GDP proportions, expenditure per capita,
  • Data segmentations: country and regional historic and forecast data, market share of competitors, market segments.
  • Sourcing and Referencing: Data and analysis throughout the report is sourced using end notes.
  • Delivery format: PDF, Word and Excel Data Dashboard.

Companies Mentioned

  • Accelrys Inc.
  • Certara L. P
  • Chemical Computing Group Inc.
  • Compugen Ltd.
  • Entelos Inc.
  • Genedata AG
  • Insilico Biotechnology AG
  • Dassault Systèmes SE
  • Instem PLC
  • Rosa & Co. LLC
  • Simulation Plus Inc.
  • Nimbus Discovery LLC
  • Rhenovia Pharma SAS
  • Leadscope Inc.
  • DNAnexus
  • Altaris Capital Partner
  • Genialis Inc.
  • Inari Agriculture Inc.
  • BC Platforms
  • Ventus Therapeutics
  • Monte Rosa Therapeutics
  • Schrodinger Inc.
  • Strand Life Sciences
  • Entos Pharmaceuticals
  • Numerate Inc.
  • Insitro
  • Recursion Pharmaceuticals
  • Atomwise
  • Relay Therapeutics
  • Exscientia