The discovery and development process of a novel therapeutic candidate is often tedious and fraught with several challenges. The key concern associated with the overall process is the high attrition rate, which is often attributed to the trial-and-error approach followed for the drug discovery process. In fact, only a small proportion of pharmacological leads are translated into viable product candidates for clinical studies. In addition, experts believe that close to 90% of the product candidates considered in such studies fail to advance further in the development process. This, in turn, often results in a massive financial burden. In this context, it is estimated that a prescription drug takes around 10 to 15 years and an average investment of USD 1 to 2 billion, in order to traverse from the bench to the market. Moreover, around one-third of the aforementioned expenditure is incurred during the drug discovery phase alone. Therefore, to address the existing concerns, such as rising capital requirements and failure of late-stage programs, pharmaceutical players are currently exploring the implementation of Artificial Intelligence (AI) based tools to better inform their discovery and development operations, using available chemical and biological data. Specifically, AI is believed to be capable of processing and analyzing large volumes of clinical / medical data, as well as leverage it to better inform modern drug discovery efforts. In this context, deep learning algorithms have been demonstrated to be able to cross-reference published scientific literature (structured data) with electronic health records (EHRs) and clinical trial information (unstructured data), in order to generate actionable insights for target identification, hit generation and lead optimization.
At present, machine learning, deep learning, supervised learning, unsupervised learning and natural language processing are some of the key AI-based tools being deployed across different processes, including drug discovery, within the healthcare sector. The use of AI-enabled technologies in drug discovery operations is expected to not only improve the overall R&D productivity, but also reduce clinical failure of product candidates, by enabling accurate prediction of its safety and efficacy during early stages of development. Close to 210 companies currently claim to offer AI-based services, platforms and tools for drug discovery. Further, over USD 10 billion has been invested in this market by both private and public sector investors, in the last five years. Interestingly, close to 50% of the aforementioned amount was invested in the last two years, reflecting the increasing interest of stakeholders in AI-based tools for drug discovery. Additionally, close to 440 recently instances of collaborations have been reported between industry / academic stakeholders in order to advance the development of various AI-based solutions for drug discovery. Considering the active initiatives being undertaken by players based in this domain, we are led to believe that the opportunity for stakeholders in this niche, albeit upcoming, industry is likely to grow at a commendable pace in the foreseen future.
The ‘AI-based Drug Discovery Market (2nd Edition): Distribution by Drug Discovery Steps (Target Identification / Validation, Hit Generation / Lead Identification and Lead Optimization), Therapeutic Area (Oncological Disorders, CNS Disorders, Infectious Diseases, Respiratory Disorders, Cardiovascular Disorders, Endocrine Disorders, Gastrointestinal Disorders, Musculoskeletal Disorders, Immunological Disorders, Dermatological Disorders and Others) and Key Geographies (North America, Europe, Asia-Pacific, Latin America, MENA and Rest of the World): Industry Trends and Global Forecasts, 2022-2035’ report features an extensive study of the current landscape and future potential of the players engaged in offering AI-based services, platforms and tools for the discovery of novel drug candidates. The study features an in-depth analysis, highlighting the capabilities of AI-based drug discovery service / technology providers.
At present, machine learning, deep learning, supervised learning, unsupervised learning and natural language processing are some of the key AI-based tools being deployed across different processes, including drug discovery, within the healthcare sector. The use of AI-enabled technologies in drug discovery operations is expected to not only improve the overall R&D productivity, but also reduce clinical failure of product candidates, by enabling accurate prediction of its safety and efficacy during early stages of development. Close to 210 companies currently claim to offer AI-based services, platforms and tools for drug discovery. Further, over USD 10 billion has been invested in this market by both private and public sector investors, in the last five years. Interestingly, close to 50% of the aforementioned amount was invested in the last two years, reflecting the increasing interest of stakeholders in AI-based tools for drug discovery. Additionally, close to 440 recently instances of collaborations have been reported between industry / academic stakeholders in order to advance the development of various AI-based solutions for drug discovery. Considering the active initiatives being undertaken by players based in this domain, we are led to believe that the opportunity for stakeholders in this niche, albeit upcoming, industry is likely to grow at a commendable pace in the foreseen future.
Scope of the Report
The ‘AI-based Drug Discovery Market (2nd Edition): Distribution by Drug Discovery Steps (Target Identification / Validation, Hit Generation / Lead Identification and Lead Optimization), Therapeutic Area (Oncological Disorders, CNS Disorders, Infectious Diseases, Respiratory Disorders, Cardiovascular Disorders, Endocrine Disorders, Gastrointestinal Disorders, Musculoskeletal Disorders, Immunological Disorders, Dermatological Disorders and Others) and Key Geographies (North America, Europe, Asia-Pacific, Latin America, MENA and Rest of the World): Industry Trends and Global Forecasts, 2022-2035’ report features an extensive study of the current landscape and future potential of the players engaged in offering AI-based services, platforms and tools for the discovery of novel drug candidates. The study features an in-depth analysis, highlighting the capabilities of AI-based drug discovery service / technology providers.
Amongst other elements, the report features:
- A detailed overview of the overall landscape of companies offering AI-based services, platforms and tools for drug discovery, along with information on several relevant parameters, such as their year of establishment, company size (in terms of employee count), location of headquarters (North America, Europe, Asia-Pacific and Rest of the World) and type of company (service providers, technology providers and in-house players). The chapter also covers details related to the type of AI technology (artificial intelligence (undefined), deep learning, machine learning (undefined), natural language processing, data science, reinforcement learning, supervised learning and unsupervised learning), drug discovery steps (target discovery / identification / validation, lead identification / optimization / generation and ADME / toxicity testing), type of drug molecule (small molecules, biologics and both) and target therapeutic area (oncological disorders, neurological disorders, infectious diseases, immunological disorders, cardiovascular disorders, rare diseases, metabolic disorders, respiratory disorders, gastrointestinal disorders, musculoskeletal disorders, dermatological disorders, hematological disorders, ophthalmic disorders and other disorders).
- Elaborate profiles of prominent players (shortlisted based on a proprietary criterion) engaged in AI-based drug discovery domain, across North America, Europe and Asia-Pacific. Each profile provides an overview of the company, featuring information on the year of establishment, number of employees, location of their headquarters, key executives, details related to its AI-based drug discovery technology portfolio, recent developments and an informed future outlook.
- An analysis of partnerships inked between stakeholders engaged in this domain, during the period 2009-2022, covering research and development agreements, technology access / utilization agreements, acquisitions, technology licensing agreements, joint ventures / mergers, technology integration agreements, service agreements and other related agreements. Further, the partnership activity in this domain has been analyzed based on various parameters, such as year of partnership, type of partnership, target therapeutic area, focus area, type of partner company and most active players (in terms of number of partnerships). It also highlights the regional distribution of the partnership activity witnessed in this market.
- A detailed analysis of various investments, such as grants, awards, seed financing, venture capital financing, debt financing, capital raised from IPOs and subsequent offerings, that were undertaken by players engaged in this domain, during the period 2006-2022.
- An in-depth analysis of the various patents that have been filed / granted related to AI-based drug discovery technologies, from 2019 to February 2022, taking into consideration parameters, such as application year, geographical region, CPC symbols, emerging focus areas, type of applicant and leading players (in terms of size of intellectual property portfolio). It also includes a patent benchmarking analysis and a detailed valuation analysis.
- A qualitative analysis, highlighting the five competitive forces prevalent in this domain, including threats for new entrants, bargaining power of drug developers, bargaining power of AI-based drug discovery companies, threats of substitute technologies and rivalry among existing competitors.
- An elaborate valuation analysis of companies that are involved in the AI-based drug discovery market, based on our proprietary, multi-variable dependent valuation model to estimate the current valuation / net worth of industry players.
- An insightful analysis highlighting the likely cost saving potential associated with the use of AI in the drug discovery sector, based on information gathered from close to 15 countries, taking into consideration various parameters, such as pharmaceutical R&D expenditure, drug discovery expenditure / budget and adoption of AI across various drug discovery steps.
- One of the key objectives of the report was to evaluate the current opportunity and future potential associated with the AI-based drug discovery, over the coming 13 years. We have provided informed estimates of the likely evolution of the market in the short to mid-term and long term, for the period 2022-2035. Our year-wise projections of the current and future opportunity have further been segmented based on relevant parameters, such as [A] drug discovery steps (target identification / validation, hit generation / lead identification and lead optimization), [B] target therapeutic area (oncological disorders, CNS disorders, infectious diseases, respiratory disorders, cardiovascular disorders, endocrine disorders, gastrointestinal disorders, musculoskeletal disorders, immunological disorders, dermatological disorders and others) and [C] key geographical regions (North America, Europe, Asia-Pacific, MENA, Latin America and Rest of the world). To account for future uncertainties in the market and to add robustness to our model, we have provided three forecast scenarios, portraying the conservative, base and optimistic tracks of the market’s evolution.
The opinions and insights presented in the report were also influenced by discussions held with senior stakeholders in the industry. The report features detailed transcripts of interviews held with the following individuals:
- Steve Yemm (Chief Commercial Officer, Aigenpulse) and Satnam Surae (Chief Product Officer, Aigenpulse)
- Ed Addison (Co-founder, Chairman and Chief Executive Officer, Cloud Pharmaceuticals)
- Bo Ram Beck (Head Researcher, DEARGEN)
- Simon Haworth (Chief Executive Officer, Intelligent Omics)
- Immanuel Lerner (Chief Executive Officer and Co-Founder, Pepticom)
Key Questions Answered
- Who are the leading players engaged in the AI-based drug discovery market?
- Which of the key AI technologies are presently being most commonly adopted by drug discovery focused companies?
- What is the likely valuation / net worth of companies engaged in this domain?
- What is the likely cost saving potential associated with the use of AI in the drug discovery process?
- How is the intellectual property landscape for AI-based drug discovery technologies likely to evolve in the foreseen future?
- Which partnership models are most commonly adopted by stakeholders engaged in this industry?
- What is the overall trend of funding and investments within this domain?
- How is the current and future opportunity likely to be distributed across key market segments?
Please note: This report can be updated on request. Please contact our Customer Experience team using the Ask a Question widget on our website.
Table of Contents
1. PREFACE
3. INTRODUCTION
4. COMPETITIVE LANDSCAPE
5. COMPANY PROFILES: AI-BASED DRUG DISCOVERY PROVIDERS IN NORTH AMERICA
6. COMPANY PROFILES: AI-BASED DRUG DISOCVERY SERVICE PROVIDERS IN EUROPE
7. COMPANY PROFILES: AI-BASED DRUG DISOCVERY SERVICE PROVIDERS IN ASIA PACIFIC
8. PARTNERSHIPS AND COLLABORATIONS
9. FUNDING AND INVESTMENT ANALYSIS
10. PATENT ANALYSIS
11. PORTER’S FIVE FORCES ANALYSIS
12. COMPANY VALUATION ANALYSIS
13. AI-BASED HEALTHCARE INITIATIVES OF TECHNOLOGY GIANTS
14. COST SAVING ANALYSIS
15. MARKET FORECAST
17. EXECUTIVE INSIGHTS
18. APPENDIX I: TABULATED DATA
Companies Mentioned (Partial List)
A selection of companies mentioned in this report includes, but is not limited to:
- 3BIGS
- 3W Healthcare Fund
- 3W Partners
- 4B Technologies
- 5Y Capital
- 6 Dimensions Capital
- 8VC
- 99andBeyond
- A2A Pharmaceuticals
- A2i Therapeutics
- AARP Foundation
- AbbVie
- AbCellera
- Absci
- Abstract Ventures
- Accelerate Long Island
- Accenture
- Accutar Biotech
- Acellera
- Acequia Capital
- Acerand Therapeutics
- ACF Investors
- AcuraStem
- Adagene
- Adare Pharma Solutions
- ADC Therapeutics
- ADEL
- adMare BioInnovations
- Advantage Capital
- AdventHealth
- Adynxx
- Aganitha
- Agent Capital
- AI Therapeutics
- Ai Vedam Technologies
- AI VIVO
- Ai-biopharma
- Aiforia
- Aigenpulse
- Air Street Capital
- Ajou University
- Akashi Therapeutics
- Aktia Nordic Micro Cap
- Albany Molecular Research
- A-Level Capital
- Alexandria Real Estate Equities
- Alexandria Venture Investments
- Allcyte
- Allergan
- AllianThera Biopharma
- Allosteric Bioscience
- Almirall
- Alphanosos
- ALS Association
- ALS Investment Fund
- Altos Ventures
- Amadeus Capital Partners
- AME Cloud Ventures
- Amgen Ventures
- Amidi
- Ampel Biosolutions
- Amplify Partners
- Amplitude
- Amyloid Solution
- Anagenesis Biotechnologies
- Andreessen Horowitz
- Angios
- Anima Biotech
- Ansa Biotechnologies
- Antengene
- Antiverse
- Apeiron Therapeutics
- ApexQubit
- APRINOIA Therapeutics
- Aqemia
- Arbutus Biopharma
- ARCH Venture Partners
- Arctoris
- Ardigen
- Aria Pharmaceuticals
- Arpeggio
- ArrowMark Partners
- ARTIS Ventures
- Arzeda
- Asset Management Ventures
- Astellas Pharma
- Astia
- AstraZeneca
- Astrogen
- atai Life Sciences
- Ataxia
- Atinum Investment
- Atlantic Labs
- Atlas Venture
- Atomico
- Atomwise
- Atrius Health
- AUM Biosciences
- Auransa
- Aurinvest
- Autism Impact Fund
- AV8 Ventures
- AVIC Trust
- Avidity Partners
- B Capital Group
- BABEL Ventures
- Baidu Ventures
- Balderton Capital
- Bangarang
- BASSETTI
- Baupost
- Bavarian Nordic
- Bayer
- Beiersdorf
- BenevolentAI
- BERG
- Better Ventures
- Bezos Expeditions
- BigHat Biosciences
- Bill & Melinda Gates Foundation
- BioAge Labs
- Bioeconomy Capital
- BioFocus DPI
- Biogen
- BioLizard
- Biolojic Design
- BioMarin Pharmaceutical
- Biomea Fusion
- BioMotiv
- BioPharmics
- Biorelate
- Biortus
- Bios Partners
- BioSymetrics
- bioSyntagma
- biotx.ai
- BioVentures MedTech Funds
- Bioverge
- Biovista
- BioXcel Therapeutics
- BlackRock
- Bloomberg Beta
- Blue Bear Ventures
- Blue Oak Pharmaceuticals
- bluebird bio
- Boehringer Ingelheim
- Bold Capital Partners
- Bpifrance
- Brace Pharma Capital
- Brain Canada
- Breakout Labs
- BridgeBio Pharma
- Brigham and Women's Hospital
- Brightspark Ventures
- Bristol Myers Squibb
- btov
- Buck Institute for Research on Aging
- Builders VC
- Bulba Ventures
- Busolantix Investment
- BVF Partners
- C4X Discovery
- CaaS Capital Management
- Caffeinated Capital
- Califia Pharma
- California Institute for Biomedical Research
- California Institute for Regenerative Medicine
- CALYM Carnot Institute
- Cambia Health Solutions
- Cambridge Angels
- Cambridge Cancer Genomics
- Cambridge Crystallographic Data Center
- Cambridge Enterprise
- Cambridge Research for International Research
- Cambridge University Hospitals NHS Foundation Trust
- Cantos Ventures
- CARB-X
- CaroCure
- Casdin Capital
- Catalio Capital Management
- Catapult Ventures
- Cathay Innovation
- Causaly
- CB Clean Lux
- CDH Investments
- Celgene
- Cellarity
- Celsius Therapeutics
- Center for the Development of Industrial Technology (CDTI)
- CENTOGENE
- Cerebras
- Cerevel Therapeutics
- Charcot–Marie–Tooth
- Charles River Laboratories
- Chartered Group
- ChemAlive
- Chemaxon
- ChemDiv
- ChemPass
- Chiesi Farmaceutici
- Children's Tumor Foundation (CTF)
- China Canada Angels Alliance
- China Life Healthcare Fund
- China Oncology Focus
- Chinese Academy of Medical Sciences
- Cigna Ventures
- City Hill Ventures
- Civilization Ventures
- CJ HEALTHCARE
- Claremont Creek Ventures
- Clarus Ventures
- Cleveland Clinic
- CLI Ventures
- Cloud Pharmaceuticals
- CM-CIC Innovation
- CMT Research Foundation (CMTRF)
- Coatue
- Code Ocean
- Collaborations Pharmaceuticals
- Collaborative Drug Discovery
- Collective Scientific
- Colorcon Ventures
- Colt Ventures
- Computational biology
- Congressionally Directed Medical Research Programs (CDMRP)
- Conifer Point Pharmaceuticals
- Cormorant Asset Management
- Cortex Discovery
- Cosine
- Cota Capital
- Courier Therapeutics
- COVID-19 Vaccine Corporation (CVC)
- CPE
- CPP Investments
- CQDM
- Creative Destruction Lab
- Cresset
- CRV
- CrystalGenomics
- CTI Life Sciences Fund
- Cultivian Sandbox Ventures
- Cyclica
- CytoReason
- Daewoong Pharmaceuticals
- Daily Partners
- Danhua Venture Capital (DHVC)
- Dante Labs
- Data2Discovery
- Data4cure
- Datavant
- DCVC
- Deargen
- Debiopharm
- Deep Genomics
- Deep Knowledge Ventures
- Deep Track Capital
- DeepCure
- DeepMatter
- DeepTrait
- Deerfield Management
- DEFTA Partners
- Delin Ventures
- Denali Therapeutics
- Denovicon Therapeutics
- Denovium
- Department of Health and Social Care (DHSC)
- Development Bank of Wales
- DEXSTR
- Diamond Light Source
- Dolby Family Ventures
- Dow AgroSciences
- Driehaus Capital Management
- Drive Capital
- Droia Ventures
- Drugs for Neglected Diseases initiative (DNDi)
- dRx Capital
- DSC Investment
- Dualogics
- Dynamk Capital
- Dyno Therapeutics
- Echo Health Ventures
- EcoR1 Capital
- EDBI
- Edge Capital
- eFlasks
- EIC Accelerator
- Eight Roads Ventures
- EIT Climate-KIC
- Elevian
- Eli Lilly
- Elsevier
- Elucidata
- Empire State Development (ESD)
- Empirico
- Enamine
- Endogena Therapeutics
- Endure Capital
- Engine Biosciences
- Enterprise Ireland
- Envisagenics
- Epic Capital Management
- EPIC Ventures
- Epicombi Therapeutics
- Epredia
- EQRx
- Erasca
- e-therapeutics
- Euretos
- European Bank for Reconstruction and Development (EBRD)
- European Investment Bank
- European Union
- Eurostars
- Evaxion Biotech
- Everest Medicines
- Evotec
- Ewha Womans University
- Excelra
- Executive Agency for Small and Medium-sized Enterprises (EASME)
- Exelixis
- Exscientia
- Facio Therapies
- Farallon Capital
- Federal Economic Development Agency for Southern Ontario
- Felicis Ventures
- Ferring Pharmaceuticals
- Fidelity Asia Fund
- Fidelity Biosciences
- Fidelity Management & Research Company
- Financière Boscary
- FinLab EOS VC
- First Round Capital
- First Star Ventures
- Flagship Pioneering
- Foresite Capital
- Forma Therapeutics
- Formic Ventures
- Foundation for Angelman Syndrome Therapeutics (FAST)
- Founders Factory
- Founders Fund
- Fountain Therapeutics
- Fox Chase Cancer Center
- F-Prime Capital (Formerly known as Fidelity Biosciences)
- Frazier Life Sciences
- Frees Fund
- Friedreich’s Ataxia Research Alliance (FARA)
- Frontier Medicines
- FundersClub
- Future Ventures
- FutuRx
- G3 Therapeutics
- Galapagos
- Gaorong Capital
- Garage Capital
- Gatehouse Bio
- GC Pharma
- Genentech
- General Atlantic
- General Catalyst
- Genesen
- Genesis Therapeutics
- GenFleet Therapeutics
- Genialis
- GenoKey ApS
- Genomatica
- Genome Biologics
- Genomics England
- Genuity Science
- Gero
- Gi Global Health Fund LP
- Gilead Sciences
- GlaxoSmithKline
- Global Brain
- Global Founders Capital
- Global Genomics Series
- GM&C Life Sciences Fund
- GNS Healthcare
- Golden Ventures
- Goodman Capital
- Gopher Asset Management
- Gordian
- Government of Canada
- Government of Switzerland
- GP Healthcare Capital
- GPG Ventures
- Grand Challenges Canada
- GrayMatter
- Great Ormond Street Hospital
- Greater Paris University Hospitals - AP-HP
- Green Park & Golf Ventures
- GreenSky Capital
- Gritstone Oncology
- Grove Ventures
- GT Healthcare Capital Partners
- Guangdong Institute of Microbiology
- Gustave Roussy
- GV (formerly known as Google Ventures)
- Hafnium Labs
- Hampshire Hospitals NHS Foundation Trust
- Hana Ventures
- Hanmi Pharmaceutical
- Hansoh Pharma
- Harbour Antibodies
- Harbour BioMed
- Harris & Harris
- Harvard Innovation Labs
- Haystack Science
- HBM Healthcare Investments
- HCS Pharma
- Health Wildcatters
- HealthInc
- Healx
- Helmholtz Institute for Pharmaceutical Research Saarland (HIPS)
- Heritage Provider Network
- HEWLETT PACKARD
- Hibiskus BioPharma
- Hike Ventures
- Hinge Therapeutics
- Hiventures
- HLTH
- HOF Capital
- HotSpot Therapeutics
- Hoxton Ventures
- Huadong Medicine
- Human Capital
- Humonic
- Huons
- Hyperplane Venture Capital
- IA Ventures
- IBM Research
- IBM TechU
- ICHOR
- IDG Capital
- Iktos
- IMM Investment
- ImmuMap Services
- ImmuneMed
- Immunocure
- Impact Therapeutics
- Index Ventures
- IndieBio
- Indivumed
- Infinity Medical
- InfoChem (acquired by DeepMatter)
- InnoPharmaScreen
- Innophore
- Innoplexus
- Innospark Ventures
- Innova31
- Innovate NY Fund
- Innovate UK
- Innovation Endeavors
- Innovation Fund Denmark
- Innovative Medicines Initiative (IMI)
- Inovia Capital
- inSili.com
- Insiliance
- Insilico Medicine
- insitro
- Institut Pasteur
- Intel Capital
- Intellegens
- IntelliCyt
- Intelligent OMICS
- Intermountain Ventures
- Interprotein
- Intuition Systems
- InveniAI
- Invetx
- Invus
- Ionis Pharmaceuticals
- IP Group
- IPF Partners
- IQVIA
- Ireland Strategic Investment Fund (ISIF)
- IRICoR
- Iris Pharma
- Irving Investors
- I-STEM
- IT-translation
- IvyCap Ventures
- IWAKI SEIYAKU
- JADBio
- Janssen
- Jefferson Health
- Jiangsu Chia Tai Fenghai Pharmaceutical (CTFH)
- Jiangsu Hengrui Pharmaceuticals
- JLABS
- Johnson & Johnson
- Johnson & Johnson Innovation
- Jove Equity Partners
- Juvena Therapeutics
- Juvenescence
- JW Pharmaceutical
- K Cube Ventures
- Kadmon
- Kaiser Permanente
- KB Securities
- KDB Capital
- Kebotix
- Keen Eye
- Keio University
- KemPharm
- Kennedy Krieger Institute
- Kester Capital
- Khosla Ventures
- Kindred
- Kinetic Discovery
- King Star Capital
- King's College London
- Kinogen
- Koch Disruptive Technologies
- Kodiak Sciences
- Korea Atomic Energy Research Institute
- Korea Development Bank
- Korea Fixed-Income Investment Advisory
- Korea Investment Partners
- Korea Research Institute of Chemical Technology
- ksilink
- KTB Network
- Kuano
- Kyowa Kirin
- La Financiere Gaspard
- Labcyte
- LabGenius
- LabKey
- Lake Bleu Capital
- Lansdowne Partners
- Lantern Pharma
- LanzaTech
- Laurent and Benon
- Laurion Capital Management
- Lawrence Livermore National Laboratory
- Laxai Life Sciences
- LB Investment
- Leaps by Bayer
- Legend Capital
- Leland Stanford Junior University
- LEO Pharma
- Lequio Pharma
- Lhasa
- Life Sciences Institute
- LifeArc
- Lifeforce Capital
- LifeSci NYC
- LifeSci Venture Partners
- Lightspeed Venture Partners
- Lilly Asia Ventures
- Linguamatics
- Lodo Therapeutics
- Long Island Emerging Technologies Fund (LIETF)
- Longevity Fund
- Loup Ventures
- LSP
- Luminous Ventures
- Lundbeck
- Lux Capital
- Luxembourg Centre for Systems Biomedicine (LCSB)
- M12 - Microsoft's Venture Fund
- MAbSilico
- Macroceutics
- Madrona Venture
- Magnetic Ventures
- Maison Capital
- Manchester Tech Trust Angels
- Mannin Research
- Maple Capital Management
- Marathon Venture Capital
- MaRS Catalyst Fund
- Marshall Wace
- Maruho
- Massachusetts Institute of Technology
- Massachusetts Life Sciences Center
- MassBiologics
- MassChallenge
- Maxygen
- MBC BioLabs
- Medchemica
- Medirita
- Memorial Sloan Kettering Cancer Center
- Menlo Ventures
- Menten AI
- Merck
- Merck Accelerator
- Merck KGaA
- Mercury Fund
- Meridian Street Capital
- Micar Innovation
- Michigan State University
- Microsoft
- Mila
- Mind the Byte
- Mirae Assest Venture Investment
- Mirae Asset Capital Markets
- Mission: Cure
- MIT delta v
- Mitsui
- Model Medicines
- Moderna
- Molecular Health
- Molecule
- Molecule.one
- Moleculomics
- Molomics
- Monashee Investment Management
- Monsanto Growth Ventures
- Morningside
- Morpheus Ventures
- MPM Capital
- MRL Ventures Fund
- Mubadala
- Multiple Myeloma Research Foundation (MMRF)
- Muscular Dystrophy Association
- Mutuelle d'Assurances du Corps de Sante Francais (MACSF)
- myTomorrows
- Nan Fung Life Sciences
- Nanna Therapeutics
- Nantes University Hospital
- National Cancer Institute (NCI)
- National Center for Advancing Translational Sciences ( NCATS )
- National Centre for Research and Development
- National Fertilizers
- National Institute of Environmental Health Sciences (NIEHS)
- National Institute of General Medical Sciences (NIGMS)
- National Institute of Health (NIH)
- National Institute of Neurological Disorders and Stroke (NINDS)
- National Institute of Standards and Technology (NIST)
- National Institute on Aging (NIA)
- National Institutes of Health
- National Research Council Canada
- National Science Foundation (NSF)
- National Science Foundation Small Business Innovation Research (NSF SBIR)Program
- Nektar Therapeutics
- Nest.Bio Ventures
- Nestlé
- Netabolics
- Neuropore Therapies
- NeuroTheryX
- Neuroventi
- New Protein Capital
- New Wave Ventures
- New World TMT
- New York Medical College
- New York Ventures
- NewDo Venture
- Nex Cubed
- NineteenGale Therapeutics
- NJF Capital
- Nonacus
- Northern Powerhouse Investment Fund
- Notable Labs
- Novartis
- Novo Holdings
- Novo Nordisk
- Nucleai
- Numedii
- Numerate
- Nuritas
- NVIDIA
- O2H Ventures
- Oak Ridge National Laboratory
- Obvious Ventures
- OCA Ventures
- OccamzRazor
- Octopus Ventures
- Olaris
- OMNY Health
- OncoArendi Therapeutics
- Oncologie
- Oncology Venture (Acquired by Allarity Therapeutics)
- OneThree Biotech
- Ono Pharmaceutical
- Optibrium
- Optum Ventures
- OrbiMed
- OS Fund
- OSE Immunotherapeutics
- OSEO
- OurCrowd
- Overkill Ventures
- OVP Venture Partners
- Owkin
- Oxford Drug Design
- Oxford University
- Pacific Western Bank
- Panache Ventures
- PAQ Therapeutics
- Parinvest
- Parker Institute for Cancer Immunotherapy
- Parkinson’s UK
- ParticleX
- Partner Fund Management
- Pavilion Capital
- PEACCEL
- Pear VC
- Pending.AI
- Pentech Ventures
- Pepticom
- Peptilogics
- Peptone
- Peptris Technologies
- PercayAI
- Perceptive Advisors
- Pfizer
- Pfizer Venture Investments
- Pharmacelera
- Pharmavite
- PharmCADD
- PharmEnable
- Pharnext
- Pharos iBio
- Phenomic AI
- Phi-X Capital
- Phoenix Venture Partners
- PhoreMost
- Pi Campus
- PICC Capital
- Pictet
- Pikas
- Pivotal bioVenture Partners
- Plex
- Plug and Play Tech Center
- Polaris Partners
- Polaris Quantum Biotech
- Polyclone
- Polycystic Kidney Disease Charity
- Porton
- PostEra
- PrecisionLife
- Predictive Oncology
- Prefix Capital
- President International Development
- Presight Capital
- Primary Venture Partners
- Primavera Capital
- Prime Movers Lab
- Primordial Genetics
- PROSILICO
- ProteinQure
- ProteiQ Biosciences
- Public Sector Pension Investment Board (PSP Investments)
- QIAGEN
- Qiming Venture Partners
- Quantitative Medicine
- Quiet Capital
- QuLab
- RA Capital Management
- Radical ventures
- Ramen Ventures
- RaQualia Pharma
- Real Ventures
- RealHealthData
- Receptor.AI
- Recursion Pharmaceuticals
- Red Cell Partners
- Redalpine
- Redbiotec
- Redmile Group
- Redpoint Ventures
- Refactor Capital
- Regional Cancer Centre (RCC)
- Regional Council of Auvergne-Rhône-Alpes
- Rejuveron Life Sciences
- Relation Therapeutics
- Relay Therapeutics
- RELIEF THERAPEUTICS
- Remedium AI
- Reneo Capital
- Renren
- Repare Therapeutics
- REPROCELL
- Repurpose.AI
- Research Triangle Park
- Resonant Therapeutics
- Revelation Partners
- Reverie Labs
- ReviveMed
- Ridgeback Capital Investments
- Rigetti Computing
- Rising Tide Fund
- Rivas Capital
- Roche
- Rock Springs Capital
- Romulus Capital
- Rough Draft Ventures
- RRJ Capital
- RT Partners
- RwHealth
- Ryerson University
- Saehan Venture Capital
- Sage Partners
- Sage-N Research
- Saint Louis University
- Samsara BioCapital
- Samyang
- Sanabil Investments
- Sanford Burnham Prebys
- Sanofi
- Santen Pharmaceutical
- Sapir Venture Partners
- Sarepta Therapeutics
- SARomics Biostructures
- Saverna Therapeutics
- SciFi Technology Systems
- Scottish Mortgage Investment Trust
- Scripps Research
- SD Biosensor
- Sea Lane Ventures
- Searchbolt
- Sedec Therapeutics
- Selvita
- Sema4
- SEngine Precision Medicine
- Sensyne Health
- Sentauri
- Sequoia Capital
- Seraph Group
- Serra Ventures
- Servier
- Seventure Partners
- Sheba
- Sheffield Institute
- Shionogi
- Shivom
- Shuimu BioSciences
- Sidney Kimmel Comprehensive Cancer Center
- SIG
- SignalChem Lifesciences
- Signet Therapeutics
- Silexon
- Sinequa
- Singleron Biotechnologies
- Sino Biopharmaceutical
- Sinopia Biosciences
- Sinovation Ventures
- Sirenas
- SK Biopharmaceuticals
- SK Chemicals
- Small Business Innovation Research (SBIR)
- Smilegate Investment
- Socium
- Sofinnova Partners
- SoftBank Ventures
- SoftBank Vision Fund
- Solasta Ventures
- Solve ME/CFS Initiative
- SOM Biotech
- Sookmyung Women’s University
- Sosei Heptares
- SOSV
- SparkBeyond
- Sparta
- Spektron Systems
- Sphera Funds Management
- Spring Discovery
- SR One
- SR One Capital Management
- Sravathi AI
- SRI International
- Stage Venture Partners
- Standigm
- Stanford University School of Medicine
- StarFinder Capital Fund
- Startupbootcamp
- StartX
- STEM&More
- StemoniX
- Stonehaven
- Structura Biotechnology
- Sunfish Partners
- Sunwest Bank
- Susa Ventures
- Sustainable Conversion Ventures
- SV Angel
- SyndicateRoom
- SYNSIGHT
- Syntekabio
- Synthelis
- SYSTEMS ONCOLOGY
- T. Rowe Price
- Tachyon
- Taisho Pharmaceutical
- Takeda
- Tanabe Research Laboratories
- Tanarra Credit Partners
- TARA Biosystems
- Tasly Biopharmaceuticals
- Tavistock Group
- TB Alliance
- Team Builder Ventures
- Tech Incubation Program for Startup (TIPS)
- Techammer
- Tekla Capital Management
- Temasek
- Tencent
- TenOneTen ventures
- Tensor Ventures
- Terra Magnum Capital Partners
- Terray Therapeutics
- TeselaGen
- Teva Pharmaceutical
- TF Bioinformatics
- The BioCollective
- The Column Group
- The Cure Parkinson’s Trust (CPT)
- The Edge Software Consultancy
- The Heritage Group
- The Institute of Cancer Research
- The Johns Hopkins University School of Medicine
- The Michael J. Fox Foundation for Parkinson's Research (MJFF)
- The Pritzker Organization
- The Royal Wolverhampton NHS Trust
- The Syndicate
- Third Kind Venture Capital (3KVC)
- Third Rock Ventures
- Three Lakes Partners
- Tillotts Pharma
- Timewise Investment
- TLV Partners
- Top Technology Ventures
- Topspin Fund
- Toyohashi University of Technology
- Transcriptic
- Transilico
- Trinitas Capital Management
- True Ventures
- Truffle Capital
- TS Investment
- TSVC
- Turbine
- Twin Ventures
- Two Sigma Ventures
- U.S. Securities and Exchange Commission
- UCB Pharma
- Uncork Capital
- United States Department of Health and Human Services
- Universal Materials Incubator
- University College London
- University Hospital Institute Méditerranée Infection
- University of Barcelona
- University of California San Diego
- University of Cambridge
- University of Chicago
- University of Connecticut
- University of Dundee
- University of Florida
- University of Groningen
- University of Kentucky
- University of Leeds
- University of Manitoba
- University of Miami
- University of Michigan College of Pharmacy
- University of Milan
- University of Minnesota
- University of Nottingham
- University of Oxford
- University of Pittsburgh
- University of Toronto
- University of Wisconsin-Milwaukee Research Foundation
- University of North Carolina
- Unnatural Products
- UPPthera
- Upsher Smith
- Usynova Pharmaceuticals
- Valence Discovery
- Valo
- VantAI
- Vector Institute
- Vectr Ventures
- Verge Genomics
- VeriSIM
- Versant Ventures
- Vertex Ventures
- VIB
- Viking Global Investors
- Village Global
- Vingyani
- VisVires New Protein
- Vium
- Viva BioInnovator
- Vyant Bio (Formerly known as Cancer Genetics)
- Warburg Pincus
- Watson Foundation
- Wave
- West Lake Pharmaceutical Services
- Wheatsheaf
- WI Harper
- Wild Basin Investments
- Wisecube
- Woodford Investment Management
- Woodline Partners
- WorldQuant Ventures
- Wren Capital
- WRF Capital
- WuXi AppTec
- WuXi Biologics
- WuXi Healthcare Ventures
- Wuyuan Capital
- X-37
- Xbiome
- X-Chem
- XenoTherapeutics
- XtalPi
- Y Combinator
- Yael Capital
- Yahui Investment
- Yale School of Medicine
- Yayi Capital
- YiMei Capital
- YITU Technology
- Yonsei University College of Medicine
- YOZMA GROUP KOREA
- Yuhan Corporation
- Yunfeng Capital
- Zastra
- ZebiAI
- ZhenFund
- Zymergen3BIGS
- 3W Healthcare Fund
- 3W Partners
- 4B Technologies
- 5Y Capital
- 6 Dimensions Capital
- 8VC
- 99andBeyond
- A2A Pharmaceuticals
- A2i Therapeutics
- AARP Foundation
- AbbVie
- AbCellera
- Absci
- Abstract Ventures
- Accelerate Long Island
- Accenture
- Accutar Biotech
- Acellera
- Acequia Capital
- Acerand Therapeutics
- ACF Investors
- AcuraStem
- Adagene
- Adare Pharma Solutions
- ADC Therapeutics
- ADEL
- adMare BioInnovations
- Advantage Capital
- AdventHealth
- Adynxx
- Aganitha
- Agent Capital
- AI Therapeutics
- Ai Vedam Technologies
- AI VIVO
- Ai-biopharma
- Aiforia
- Aigenpulse
- Air Street Capital
- Ajou University
- Akashi Therapeutics
- Aktia Nordic Micro Cap
- Albany Molecular Research
- A-Level Capital
- Alexandria Real Estate Equities
- Alexandria Venture Investments
- Allcyte
- Allergan
- AllianThera Biopharma
- Allosteric Bioscience
- Almirall
- Alphanosos
- ALS Association
- ALS Investment Fund
- Altos Ventures
- Amadeus Capital Partners
- AME Cloud Ventures
- Amgen Ventures
- Amidi
- Ampel Biosolutions
- Amplify Partners
- Amplitude
- Amyloid Solution
- Anagenesis Biotechnologies
- Andreessen Horowitz
- Angios
- Anima Biotech
- Ansa Biotechnologies
- Antengene
- Antiverse
- Apeiron Therapeutics
- ApexQubit
- APRINOIA Therapeutics
- Aqemia
- Arbutus Biopharma
- ARCH Venture Partners
- Arctoris
- Ardigen
- Aria Pharmaceuticals
- Arpeggio
- ArrowMark Partners
- ARTIS Ventures
- Arzeda
- Asset Management Ventures
- Astellas Pharma
- Astia
- AstraZeneca
- Astrogen
- atai Life Sciences
- Ataxia
- Atinum Investment
- Atlantic Labs
- Atlas Venture
- Atomico
- Atomwise
- Atrius Health
- AUM Biosciences
- Auransa
- Aurinvest
- Autism Impact Fund
- AV8 Ventures
- AVIC Trust
- Avidity Partners
- B Capital Group
- BABEL Ventures
- Baidu Ventures
- Balderton Capital
- Bangarang
- BASSETTI
- Baupost
- Bavarian Nordic
- Bayer
- Beiersdorf
- BenevolentAI
- BERG
- Better Ventures
- Bezos Expeditions
- BigHat Biosciences
- Bill & Melinda Gates Foundation
- BioAge Labs
- Bioeconomy Capital
- BioFocus DPI
- Biogen
- BioLizard
- Biolojic Design
- BioMarin Pharmaceutical
- Biomea Fusion
- BioMotiv
- BioPharmics
- Biorelate
- Biortus
- Bios Partners
- BioSymetrics
- bioSyntagma
- biotx.ai
- BioVentures MedTech Funds
- Bioverge
- Biovista
- BioXcel Therapeutics
- BlackRock
- Bloomberg Beta
- Blue Bear Ventures
- Blue Oak Pharmaceuticals
- bluebird bio
- Boehringer Ingelheim
- Bold Capital Partners
- Bpifrance
- Brace Pharma Capital
- Brain Canada
- Breakout Labs
- BridgeBio Pharma
- Brigham and Women's Hospital
- Brightspark Ventures
- Bristol Myers Squibb
- btov
- Buck Institute for Research on Aging
- Builders VC
- Bulba Ventures
- Busolantix Investment
- BVF Partners
- C4X Discovery
- CaaS Capital Management
- Caffeinated Capital
- Califia Pharma
- California Institute for Biomedical Research
- California Institute for Regenerative Medicine
- CALYM Carnot Institute
- Cambia Health Solutions
- Cambridge Angels
- Cambridge Cancer Genomics
- Cambridge Crystallographic Data Center
- Cambridge Enterprise
- Cambridge Research for International Research
- Cambridge University Hospitals NHS Foundation Trust
- Cantos Ventures
- CARB-X
- CaroCure
- Casdin Capital
- Catalio Capital Management
- Catapult Ventures
- Cathay Innovation
- Causaly
- CB Clean Lux
- CDH Investments
- Celgene
- Cellarity
- Celsius Therapeutics
- Center for the Development of Industrial Technology (CDTI)
- CENTOGENE
- Cerebras
- Cerevel Therapeutics
- Charcot–Marie–Tooth
- Charles River Laboratories
- Chartered Group
- ChemAlive
- Chemaxon
- ChemDiv
- ChemPass
- Chiesi Farmaceutici
- Children's Tumor Foundation (CTF)
- China Canada Angels Alliance
- China Life Healthcare Fund
- China Oncology Focus
- Chinese Academy of Medical Sciences
- Cigna Ventures
- City Hill Ventures
- Civilization Ventures
- CJ HEALTHCARE
- Claremont Creek Ventures
- Clarus Ventures
- Cleveland Clinic
- CLI Ventures
- Cloud Pharmaceuticals
- CM-CIC Innovation
- CMT Research Foundation (CMTRF)
- Coatue
- Code Ocean
- Collaborations Pharmaceuticals
- Collaborative Drug Discovery
- Collective Scientific
- Colorcon Ventures
- Colt Ventures
- Computational biology
- Congressionally Directed Medical Research Programs (CDMRP)
- Conifer Point Pharmaceuticals
- Cormorant Asset Management
- Cortex Discovery
- Cosine
- Cota Capital
- Courier Therapeutics
- COVID-19 Vaccine Corporation (CVC)
- CPE
- CPP Investments
- CQDM
- Creative Destruction Lab
- Cresset
- CRV
- CrystalGenomics
- CTI Life Sciences Fund
- Cultivian Sandbox Ventures
- Cyclica
- CytoReason
- Daewoong Pharmaceuticals
- Daily Partners
- Danhua Venture Capital (DHVC)
- Dante Labs
- Data2Discovery
- Data4cure
- Datavant
- DCVC
- Deargen
- Debiopharm
- Deep Genomics
- Deep Knowledge Ventures
- Deep Track Capital
- DeepCure
- DeepMatter
- DeepTrait
- Deerfield Management
- DEFTA Partners
- Delin Ventures
- Denali Therapeutics
- Denovicon Therapeutics
- Denovium
- Department of Health and Social Care (DHSC)
- Development Bank of Wales
- DEXSTR
- Diamond Light Source
- Dolby Family Ventures
- Dow AgroSciences
- Driehaus Capital Management
- Drive Capital
- Droia Ventures
- Drugs for Neglected Diseases initiative (DNDi)
- dRx Capital
- DSC Investment
- Dualogics
- Dynamk Capital
- Dyno Therapeutics
- Echo Health Ventures
- EcoR1 Capital
- EDBI
- Edge Capital
- eFlasks
- EIC Accelerator
- Eight Roads Ventures
- EIT Climate-KIC
- Elevian
- Eli Lilly
- Elsevier
- Elucidata
- Empire State Development (ESD)
- Empirico
- Enamine
- Endogena Therapeutics
- Endure Capital
- Engine Biosciences
- Enterprise Ireland
- Envisagenics
- Epic Capital Management
- EPIC Ventures
- Epicombi Therapeutics
- Epredia
- EQRx
- Erasca
- e-therapeutics
- Euretos
- European Bank for Reconstruction and Development (EBRD)
- European Investment Bank
- European Union
- Eurostars
- Evaxion Biotech
- Everest Medicines
- Evotec
- Ewha Womans University
- Excelra
- Executive Agency for Small and Medium-sized Enterprises (EASME)
- Exelixis
- Exscientia
- Facio Therapies
- Farallon Capital
- Federal Economic Development Agency for Southern Ontario
- Felicis Ventures
- Ferring Pharmaceuticals
- Fidelity Asia Fund
- Fidelity Biosciences
- Fidelity Management & Research Company
- Financière Boscary
- FinLab EOS VC
- First Round Capital
- First Star Ventures
- Flagship Pioneering
- Foresite Capital
- Forma Therapeutics
- Formic Ventures
- Foundation for Angelman Syndrome Therapeutics (FAST)
- Founders Factory
- Founders Fund
- Fountain Therapeutics
- Fox Chase Cancer Center
- F-Prime Capital (Formerly known as Fidelity Biosciences)
- Frazier Life Sciences
- Frees Fund
- Friedreich’s Ataxia Research Alliance (FARA)
- Frontier Medicines
- FundersClub
- Future Ventures
- FutuRx
- G3 Therapeutics
- Galapagos
- Gaorong Capital
- Garage Capital
- Gatehouse Bio
- GC Pharma
- Genentech
- General Atlantic
- General Catalyst
- Genesen
- Genesis Therapeutics
- GenFleet Therapeutics
- Genialis
- GenoKey ApS
- Genomatica
- Genome Biologics
- Genomics England
- Genuity Science
- Gero
- Gi Global Health Fund LP
- Gilead Sciences
- GlaxoSmithKline
- Global Brain
- Global Founders Capital
- Global Genomics Series
- GM&C Life Sciences Fund
- GNS Healthcare
- Golden Ventures
- Goodman Capital
- Gopher Asset Management
- Gordian
- Government of Canada
- Government of Switzerland
- GP Healthcare Capital
- GPG Ventures
- Grand Challenges Canada
- GrayMatter
- Great Ormond Street Hospital
- Greater Paris University Hospitals - AP-HP
- Green Park & Golf Ventures
- GreenSky Capital
- Gritstone Oncology
- Grove Ventures
- GT Healthcare Capital Partners
- Guangdong Institute of Microbiology
- Gustave Roussy
- GV (formerly known as Google Ventures)
- Hafnium Labs
- Hampshire Hospitals NHS Foundation Trust
- Hana Ventures
- Hanmi Pharmaceutical
- Hansoh Pharma
- Harbour Antibodies
- Harbour BioMed
- Harris & Harris
- Harvard Innovation Labs
- Haystack Science
- HBM Healthcare Investments
- HCS Pharma
- Health Wildcatters
- HealthInc
- Healx
- Helmholtz Institute for Pharmaceutical Research Saarland (HIPS)
- Heritage Provider Network
- HEWLETT PACKARD
- Hibiskus BioPharma
- Hike Ventures
- Hinge Therapeutics
- Hiventures
- HLTH
- HOF Capital
- HotSpot Therapeutics
- Hoxton Ventures
- Huadong Medicine
- Human Capital
- Humonic
- Huons
- Hyperplane Venture Capital
- IA Ventures
- IBM Research
- IBM TechU
- ICHOR
- IDG Capital
- Iktos
- IMM Investment
- ImmuMap Services
- ImmuneMed
- Immunocure
- Impact Therapeutics
- Index Ventures
- IndieBio
- Indivumed
- Infinity Medical
- InfoChem (acquired by DeepMatter)
- InnoPharmaScreen
- Innophore
- Innoplexus
- Innospark Ventures
- Innova31
- Innovate NY Fund
- Innovate UK
- Innovation Endeavors
- Innovation Fund Denmark
- Innovative Medicines Initiative (IMI)
- Inovia Capital
- inSili.com
- Insiliance
- Insilico Medicine
- insitro
- Institut Pasteur
- Intel Capital
- Intellegens
- IntelliCyt
- Intelligent OMICS
- Intermountain Ventures
- Interprotein
- Intuition Systems
- InveniAI
- Invetx
- Invus
- Ionis Pharmaceuticals
- IP Group
- IPF Partners
- IQVIA
- Ireland Strategic Investment Fund (ISIF)
- IRICoR
- Iris Pharma
- Irving Investors
- I-STEM
- IT-translation
- IvyCap Ventures
- IWAKI SEIYAKU
- JADBio
- Janssen
- Jefferson Health
- Jiangsu Chia Tai Fenghai Pharmaceutical (CTFH)
- Jiangsu Hengrui Pharmaceuticals
- JLABS
- Johnson & Johnson
- Johnson & Johnson Innovation
- Jove Equity Partners
- Juvena Therapeutics
- Juvenescence
- JW Pharmaceutical
- K Cube Ventures
- Kadmon
- Kaiser Permanente
- KB Securities
- KDB Capital
- Kebotix
- Keen Eye
- Keio University
- KemPharm
- Kennedy Krieger Institute
- Kester Capital
- Khosla Ventures
- Kindred
- Kinetic Discovery
- King Star Capital
- King's College London
- Kinogen
- Koch Disruptive Technologies
- Kodiak Sciences
- Korea Atomic Energy Research Institute
- Korea Development Bank
- Korea Fixed-Income Investment Advisory
- Korea Investment Partners
- Korea Research Institute of Chemical Technology
- ksilink
- KTB Network
- Kuano
- Kyowa Kirin
- La Financiere Gaspard
- Labcyte
- LabGenius
- LabKey
- Lake Bleu Capital
- Lansdowne Partners
- Lantern Pharma
- LanzaTech
- Laurent and Benon
- Laurion Capital Management
- Lawrence Livermore National Laboratory
- Laxai Life Sciences
- LB Investment
- Leaps by Bayer
- Legend Capital
- Leland Stanford Junior University
- LEO Pharma
- Lequio Pharma
- Lhasa
- Life Sciences Institute
- LifeArc
- Lifeforce Capital
- LifeSci NYC
- LifeSci Venture Partners
- Lightspeed Venture Partners
- Lilly Asia Ventures
- Linguamatics
- Lodo Therapeutics
- Long Island Emerging Technologies Fund (LIETF)
- Longevity Fund
- Loup Ventures
- LSP
- Luminous Ventures
- Lundbeck
- Lux Capital
- Luxembourg Centre for Systems Biomedicine (LCSB)
- M12 - Microsoft's Venture Fund
- MAbSilico
- Macroceutics
- Madrona Venture
- Magnetic Ventures
- Maison Capital
- Manchester Tech Trust Angels
- Mannin Research
- Maple Capital Management
- Marathon Venture Capital
- MaRS Catalyst Fund
- Marshall Wace
- Maruho
- Massachusetts Institute of Technology
- Massachusetts Life Sciences Center
- MassBiologics
- MassChallenge
- Maxygen
- MBC BioLabs
- Medchemica
- Medirita
- Memorial Sloan Kettering Cancer Center
- Menlo Ventures
- Menten AI
- Merck
- Merck Accelerator
- Merck KGaA
- Mercury Fund
- Meridian Street Capital
- Micar Innovation
- Michigan State University
- Microsoft
- Mila
- Mind the Byte
- Mirae Assest Venture Investment
- Mirae Asset Capital Markets
- Mission: Cure
- MIT delta v
- Mitsui
- Model Medicines
- Moderna
- Molecular Health
- Molecule
- Molecule.one
- Moleculomics
- Molomics
- Monashee Investment Management
- Monsanto Growth Ventures
- Morningside
- Morpheus Ventures
- MPM Capital
- MRL Ventures Fund
- Mubadala
- Multiple Myeloma Research Foundation (MMRF)
- Muscular Dystrophy Association
- Mutuelle d'Assurances du Corps de Sante Francais (MACSF)
- myTomorrows
- Nan Fung Life Sciences
- Nanna Therapeutics
- Nantes University Hospital
- National Cancer Institute (NCI)
- National Center for Advancing Translational Sciences ( NCATS )
- National Centre for Research and Development
- National Fertilizers
- National Institute of Environmental Health Sciences (NIEHS)
- National Institute of General Medical Sciences (NIGMS)
- National Institute of Health (NIH)
- National Institute of Neurological Disorders and Stroke (NINDS)
- National Institute of Standards and Technology (NIST)
- National Institute on Aging (NIA)
- National Institutes of Health
- National Research Council Canada
- National Science Foundation (NSF)
- National Science Foundation Small Business Innovation Research (NSF SBIR)Program
- Nektar Therapeutics
- Nest.Bio Ventures
- Nestlé
- Netabolics
- Neuropore Therapies
- NeuroTheryX
- Neuroventi
- New Protein Capital
- New Wave Ventures
- New World TMT
- New York Medical College
- New York Ventures
- NewDo Venture
- Nex Cubed
- NineteenGale Therapeutics
- NJF Capital
- Nonacus
- Northern Powerhouse Investment Fund
- Notable Labs
- Novartis
- Novo Holdings
- Novo Nordisk
- Nucleai
- Numedii
- Numerate
- Nuritas
- NVIDIA
- O2H Ventures
- Oak Ridge National Laboratory
- Obvious Ventures
- OCA Ventures
- OccamzRazor
- Octopus Ventures
- Olaris
- OMNY Health
- OncoArendi Therapeutics
- Oncologie
- Oncology Venture (Acquired by Allarity Therapeutics)
- OneThree Biotech
- Ono Pharmaceutical
- Optibrium
- Optum Ventures
- OrbiMed
- OS Fund
- OSE Immunotherapeutics
- OSEO
- OurCrowd
- Overkill Ventures
- OVP Venture Partners
- Owkin
- Oxford Drug Design
- Oxford University
- Pacific Western Bank
- Panache Ventures
- PAQ Therapeutics
- Parinvest
- Parker Institute for Cancer Immunotherapy
- Parkinson’s UK
- ParticleX
- Partner Fund Management
- Pavilion Capital
- PEACCEL
- Pear VC
- Pending.AI
- Pentech Ventures
- Pepticom
- Peptilogics
- Peptone
- Peptris Technologies
- PercayAI
- Perceptive Advisors
- Pfizer
- Pfizer Venture Investments
- Pharmacelera
- Pharmavite
- PharmCADD
- PharmEnable
- Pharnext
- Pharos iBio
- Phenomic AI
- Phi-X Capital
- Phoenix Venture Partners
- PhoreMost
- Pi Campus
- PICC Capital
- Pictet
- Pikas
- Pivotal bioVenture Partners
- Plex
- Plug and Play Tech Center
- Polaris Partners
- Polaris Quantum Biotech
- Polyclone
- Polycystic Kidney Disease Charity
- Porton
- PostEra
- PrecisionLife
- Predictive Oncology
- Prefix Capital
- President International Development
- Presight Capital
- Primary Venture Partners
- Primavera Capital
- Prime Movers Lab
- Primordial Genetics
- PROSILICO
- ProteinQure
- ProteiQ Biosciences
- Public Sector Pension Investment Board (PSP Investments)
- QIAGEN
- Qiming Venture Partners
- Quantitative Medicine
- Quiet Capital
- QuLab
- RA Capital Management
- Radical ventures
- Ramen Ventures
- RaQualia Pharma
- Real Ventures
- RealHealthData
- Receptor.AI
- Recursion Pharmaceuticals
- Red Cell Partners
- Redalpine
- Redbiotec
- Redmile Group
- Redpoint Ventures
- Refactor Capital
- Regional Cancer Centre (RCC)
- Regional Council of Auvergne-Rhône-Alpes
- Rejuveron Life Sciences
- Relation Therapeutics
- Relay Therapeutics
- RELIEF THERAPEUTICS
- Remedium AI
- Reneo Capital
- Renren
- Repare Therapeutics
- REPROCELL
- Repurpose.AI
- Research Triangle Park
- Resonant Therapeutics
- Revelation Partners
- Reverie Labs
- ReviveMed
- Ridgeback Capital Investments
- Rigetti Computing
- Rising Tide Fund
- Rivas Capital
- Roche
- Rock Springs Capital
- Romulus Capital
- Rough Draft Ventures
- RRJ Capital
- RT Partners
- RwHealth
- Ryerson University
- Saehan Venture Capital
- Sage Partners
- Sage-N Research
- Saint Louis University
- Samsara BioCapital
- Samyang
- Sanabil Investments
- Sanford Burnham Prebys
- Sanofi
- Santen Pharmaceutical
- Sapir Venture Partners
- Sarepta Therapeutics
- SARomics Biostructures
- Saverna Therapeutics
- SciFi Technology Systems
- Scottish Mortgage Investment Trust
- Scripps Research
- SD Biosensor
- Sea Lane Ventures
- Searchbolt
- Sedec Therapeutics
- Selvita
- Sema4
- SEngine Precision Medicine
- Sensyne Health
- Sentauri
- Sequoia Capital
- Seraph Group
- Serra Ventures
- Servier
- Seventure Partners
- Sheba
- Sheffield Institute
- Shionogi
- Shivom
- Shuimu BioSciences
- Sidney Kimmel Comprehensive Cancer Center
- SIG
- SignalChem Lifesciences
- Signet Therapeutics
- Silexon
- Sinequa
- Singleron Biotechnologies
- Sino Biopharmaceutical
- Sinopia Biosciences
- Sinovation Ventures
- Sirenas
- SK Biopharmaceuticals
- SK Chemicals
- Small Business Innovation Research (SBIR)
- Smilegate Investment
- Socium
- Sofinnova Partners
- SoftBank Ventures
- SoftBank Vision Fund
- Solasta Ventures
- Solve ME/CFS Initiative
- SOM Biotech
- Sookmyung Women’s University
- Sosei Heptares
- SOSV
- SparkBeyond
- Sparta
- Spektron Systems
- Sphera Funds Management
- Spring Discovery
- SR One
- SR One Capital Management
- Sravathi AI
- SRI International
- Stage Venture Partners
- Standigm
- Stanford University School of Medicine
- StarFinder Capital Fund
- Startupbootcamp
- StartX
- STEM&More
- StemoniX
- Stonehaven
- Structura Biotechnology
- Sunfish Partners
- Sunwest Bank
- Susa Ventures
- Sustainable Conversion Ventures
- SV Angel
- SyndicateRoom
- SYNSIGHT
- Syntekabio
- Synthelis
- SYSTEMS ONCOLOGY
- T. Rowe Price
- Tachyon
- Taisho Pharmaceutical
- Takeda
- Tanabe Research Laboratories
- Tanarra Credit Partners
- TARA Biosystems
- Tasly Biopharmaceuticals
- Tavistock Group
- TB Alliance
- Team Builder Ventures
- Tech Incubation Program for Startup (TIPS)
- Techammer
- Tekla Capital Management
- Temasek
- Tencent
- TenOneTen ventures
- Tensor Ventures
- Terra Magnum Capital Partners
- Terray Therapeutics
- TeselaGen
- Teva Pharmaceutical
- TF Bioinformatics
- The BioCollective
- The Column Group
- The Cure Parkinson’s Trust (CPT)
- The Edge Software Consultancy
- The Heritage Group
- The Institute of Cancer Research
- The Johns Hopkins University School of Medicine
- The Michael J. Fox Foundation for Parkinson's Research (MJFF)
- The Pritzker Organization
- The Royal Wolverhampton NHS Trust
- The Syndicate
- Third Kind Venture Capital (3KVC)
- Third Rock Ventures
- Three Lakes Partners
- Tillotts Pharma
- Timewise Investment
- TLV Partners
- Top Technology Ventures
- Topspin Fund
- Toyohashi University of Technology
- Transcriptic
- Transilico
- Trinitas Capital Management
- True Ventures
- Truffle Capital
- TS Investment
- TSVC
- Turbine
- Twin Ventures
- Two Sigma Ventures
- U.S. Securities and Exchange Commission
- UCB Pharma
- Uncork Capital
- United States Department of Health and Human Services
- Universal Materials Incubator
- University College London
- University Hospital Institute Méditerranée Infection
- University of Barcelona
- University of California San Diego
- University of Cambridge
- University of Chicago
- University of Connecticut
- University of Dundee
- University of Florida
- University of Groningen
- University of Kentucky
- University of Leeds
- University of Manitoba
- University of Miami
- University of Michigan College of Pharmacy
- University of Milan
- University of Minnesota
- University of Nottingham
- University of Oxford
- University of Pittsburgh
- University of Toronto
- University of Wisconsin-Milwaukee Research Foundation
- University of North Carolina
- Unnatural Products
- UPPthera
- Upsher Smith
- Usynova Pharmaceuticals
- Valence Discovery
- Valo
- VantAI
- Vector Institute
- Vectr Ventures
- Verge Genomics
- VeriSIM
- Versant Ventures
- Vertex Ventures
- VIB
- Viking Global Investors
- Village Global
- Vingyani
- VisVires New Protein
- Vium
- Viva BioInnovator
- Vyant Bio (Formerly known as Cancer Genetics)
- Warburg Pincus
- Watson Foundation
- Wave
- West Lake Pharmaceutical Services
- Wheatsheaf
- WI Harper
- Wild Basin Investments
- Wisecube
- Woodford Investment Management
- Woodline Partners
- WorldQuant Ventures
- Wren Capital
- WRF Capital
- WuXi AppTec
- WuXi Biologics
- WuXi Healthcare Ventures
- Wuyuan Capital
- X-37
- Xbiome
- X-Chem
- XenoTherapeutics
- XtalPi
- Y Combinator
- Yael Capital
- Yahui Investment
- Yale School of Medicine
- Yayi Capital
- YiMei Capital
- YITU Technology
- Yonsei University College of Medicine
- YOZMA GROUP KOREA
- Yuhan Corporation
- Yunfeng Capital
- Zastra
- ZebiAI
- ZhenFund
- Zymergen
Methodology
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