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Global Artificial Intelligence in Drug Discovery Market 2024 by Company, Regions, Type and Application, Forecast to 2029

Global Artificial Intelligence in Drug Discovery Market 2024 by Company, Regions, Type and Application, Forecast to 2029

Publishing Date : Jul, 2023

License Type :
 

Report Code : 1749051

No of Pages : 123

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Synopsis
The global Artificial Intelligence in Drug Discovery market size was valued at USD 1405.5 million in 2022 and is forecast to a readjusted size of USD 8529.3 million by 2029 with a CAGR of 29.4% during review period. The influence of COVID-19 and the Russia-Ukraine War were considered while estimating market sizes.

The key manufacturers of Artificial Intelligence in Drug Discovery include IBM, Google (Alphabet), Atomwise, Schrodinger, Microsoft, etc. The top five players have a combined market share of about 19%.

North America is the world's largest market, accounting for about 46%. It is followed by Europe and Asia, each with about 25%. The Asian market is slowly expanding.

The application of Artificial Intelligence in Drug Discovery mainly includes hardware, software and service. Hardware is by far the most widely used, with a market share of about 53%. The market share of software types is expected to increase further.

Early drug discovery, preclinical phase, clinical phase, and regulatory approval are the main application stages. The current preclinical market share is about 38%, and it is expected to be more widely used in the preclinical stage in the future.
Artificial intelligence in medicine is the use of machine learning models to search medical data and uncover insights to help improve health outcomes and patient experiences. Thanks to recent advances in computer science and informatics, artificial intelligence (AI) is quickly becoming an integral part of modern healthcare. AI algorithms and other applications powered by AI are being used to support medical professionals in clinical settings and in ongoing research. Currently, the most common roles for AI in medical settings are clinical decision support and imaging analysis. Clinical decision support tools help providers make decisions about treatments, medications, mental health and other patient needs by providing them with quick access to information or research that's relevant to their patient.

Drug discovery is often one of the longest and most costly parts of drug development. AI could help reduce the costs of developing new medicines in primarily two ways: creating better drug designs and finding promising new drug combinations. With AI, many of the big data challenges facing the life sciences industry could be overcome.

This report is a detailed and comprehensive analysis for global Artificial Intelligence in Drug Discovery market. Both quantitative and qualitative analyses are presented by company, by region & country, by Type and by Application. As the market is constantly changing, this report explores the competition, supply and demand trends, as well as key factors that contribute to its changing demands across many markets. Company profiles and product examples of selected competitors, along with market share estimates of some of the selected leaders for the year 2023, are provided.

Key Features:

  • Global Artificial Intelligence in Drug Discovery market size and forecasts, in consumption value ($ Million), 2018-2029
  • Global Artificial Intelligence in Drug Discovery market size and forecasts by region and country, in consumption value ($ Million), 2018-2029
  • Global Artificial Intelligence in Drug Discovery market size and forecasts, by Type and by Application, in consumption value ($ Million), 2018-2029
  • Global Artificial Intelligence in Drug Discovery market shares of main players, in revenue ($ Million), 2018-2023

The Primary Objectives in This Report Are:

  • To determine the size of the total market opportunity of global and key countries
  • To assess the growth potential for Artificial Intelligence in Drug Discovery
  • To forecast future growth in each product and end-use market
  • To assess competitive factors affecting the marketplace

This report profiles key players in the global Artificial Intelligence in Drug Discovery market based on the following parameters - company overview, production, value, price, gross margin, product portfolio, geographical presence, and key developments. Key companies covered as a part of this study include IBM, Exscientia, Google(Alphabet), Microsoft and Atomwise, etc.

This report also provides key insights about market drivers, restraints, opportunities, new product launches or approvals, COVID-19 and Russia-Ukraine War Influence.

Market segmentation

Artificial Intelligence in Drug Discovery market is split by Type and by Application. For the period 2018-2029, the growth among segments provide accurate calculations and forecasts for consumption value by Type and by Application. This analysis can help you expand your business by targeting qualified niche markets.

Market segment by Type

  • Hardware
  • Software
  • Service

Market segment by Application

  • Early Drug Discovery
  • Preclinical Phase
  • Clinical Phase
  • Regulatory Approval

Market segment by players, this report covers

  • IBM
  • Exscientia
  • Google(Alphabet)
  • Microsoft
  • Atomwise
  • Schrodinger
  • Aitia
  • Insilico Medicine
  • NVIDIA
  • XtalPi
  • BPGbio
  • Owkin
  • CytoReason
  • Deep Genomics
  • Cloud Pharmaceuticals
  • BenevolentAI
  • Cyclica
  • Verge Genomics
  • Valo Health
  • Envisagenics
  • Euretos
  • BioAge Labs
  • Iktos
  • BioSymetrics
  • Evaxion Biotech
  • Aria Pharmaceuticals, Inc

Market segment by regions, regional analysis covers

  • North America (United States, Canada, and Mexico)
  • Europe (Germany, France, UK, Russia, Italy, and Rest of Europe)
  • Asia-Pacific (China, Japan, South Korea, India, Southeast Asia, Australia and Rest of Asia-Pacific)
  • South America (Brazil, Argentina and Rest of South America)
  • Middle East & Africa (Turkey, Saudi Arabia, UAE, Rest of Middle East & Africa)

The content of the study subjects, includes a total of 13 chapters:

Chapter 1, to describe Artificial Intelligence in Drug Discovery product scope, market overview, market estimation caveats and base year.
Chapter 2, to profile the top players of Artificial Intelligence in Drug Discovery, with revenue, gross margin and global market share of Artificial Intelligence in Drug Discovery from 2018 to 2023.
Chapter 3, the Artificial Intelligence in Drug Discovery competitive situation, revenue and global market share of top players are analyzed emphatically by landscape contrast.
Chapter 4 and 5, to segment the market size by Type and application, with consumption value and growth rate by Type, application, from 2018 to 2029.
Chapter 6, 7, 8, 9, and 10, to break the market size data at the country level, with revenue and market share for key countries in the world, from 2018 to 2023.and Artificial Intelligence in Drug Discovery market forecast, by regions, type and application, with consumption value, from 2024 to 2029.
Chapter 11, market dynamics, drivers, restraints, trends, Porters Five Forces analysis, and Influence of COVID-19 and Russia-Ukraine War
Chapter 12, the key raw materials and key suppliers, and industry chain of Artificial Intelligence in Drug Discovery.
Chapter 13, to describe Artificial Intelligence in Drug Discovery research findings and conclusion.

Index

1 Market Overview
1.1 Product Overview and Scope of Artificial Intelligence in Drug Discovery
1.2 Market Estimation Caveats and Base Year
1.3 Classification of Artificial Intelligence in Drug Discovery by Type
1.3.1 Overview: Global Artificial Intelligence in Drug Discovery Market Size by Type: 2018 Versus 2022 Versus 2029
1.3.2 Global Artificial Intelligence in Drug Discovery Consumption Value Market Share by Type in 2022
1.3.3 Hardware
1.3.4 Software
1.3.5 Service
1.4 Global Artificial Intelligence in Drug Discovery Market by Application
1.4.1 Overview: Global Artificial Intelligence in Drug Discovery Market Size by Application: 2018 Versus 2022 Versus 2029
1.4.2 Early Drug Discovery
1.4.3 Preclinical Phase
1.4.4 Clinical Phase
1.4.5 Regulatory Approval
1.5 Global Artificial Intelligence in Drug Discovery Market Size & Forecast
1.6 Global Artificial Intelligence in Drug Discovery Market Size and Forecast by Region
1.6.1 Global Artificial Intelligence in Drug Discovery Market Size by Region: 2018 VS 2022 VS 2029
1.6.2 Global Artificial Intelligence in Drug Discovery Market Size by Region, (2018-2029)
1.6.3 North America Artificial Intelligence in Drug Discovery Market Size and Prospect (2018-2029)
1.6.4 Europe Artificial Intelligence in Drug Discovery Market Size and Prospect (2018-2029)
1.6.5 Asia-Pacific Artificial Intelligence in Drug Discovery Market Size and Prospect (2018-2029)
1.6.6 South America Artificial Intelligence in Drug Discovery Market Size and Prospect (2018-2029)
1.6.7 Middle East and Africa Artificial Intelligence in Drug Discovery Market Size and Prospect (2018-2029)
2 Company Profiles
2.1 IBM
2.1.1 IBM Details
2.1.2 IBM Major Business
2.1.3 IBM Artificial Intelligence in Drug Discovery Product and Solutions
2.1.4 IBM Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.1.5 IBM Recent Developments and Future Plans
2.2 Exscientia
2.2.1 Exscientia Details
2.2.2 Exscientia Major Business
2.2.3 Exscientia Artificial Intelligence in Drug Discovery Product and Solutions
2.2.4 Exscientia Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.2.5 Exscientia Recent Developments and Future Plans
2.3 Google(Alphabet)
2.3.1 Google(Alphabet) Details
2.3.2 Google(Alphabet) Major Business
2.3.3 Google(Alphabet) Artificial Intelligence in Drug Discovery Product and Solutions
2.3.4 Google(Alphabet) Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.3.5 Google(Alphabet) Recent Developments and Future Plans
2.4 Microsoft
2.4.1 Microsoft Details
2.4.2 Microsoft Major Business
2.4.3 Microsoft Artificial Intelligence in Drug Discovery Product and Solutions
2.4.4 Microsoft Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.4.5 Microsoft Recent Developments and Future Plans
2.5 Atomwise
2.5.1 Atomwise Details
2.5.2 Atomwise Major Business
2.5.3 Atomwise Artificial Intelligence in Drug Discovery Product and Solutions
2.5.4 Atomwise Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.5.5 Atomwise Recent Developments and Future Plans
2.6 Schrodinger
2.6.1 Schrodinger Details
2.6.2 Schrodinger Major Business
2.6.3 Schrodinger Artificial Intelligence in Drug Discovery Product and Solutions
2.6.4 Schrodinger Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.6.5 Schrodinger Recent Developments and Future Plans
2.7 Aitia
2.7.1 Aitia Details
2.7.2 Aitia Major Business
2.7.3 Aitia Artificial Intelligence in Drug Discovery Product and Solutions
2.7.4 Aitia Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.7.5 Aitia Recent Developments and Future Plans
2.8 Insilico Medicine
2.8.1 Insilico Medicine Details
2.8.2 Insilico Medicine Major Business
2.8.3 Insilico Medicine Artificial Intelligence in Drug Discovery Product and Solutions
2.8.4 Insilico Medicine Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.8.5 Insilico Medicine Recent Developments and Future Plans
2.9 NVIDIA
2.9.1 NVIDIA Details
2.9.2 NVIDIA Major Business
2.9.3 NVIDIA Artificial Intelligence in Drug Discovery Product and Solutions
2.9.4 NVIDIA Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.9.5 NVIDIA Recent Developments and Future Plans
2.10 XtalPi
2.10.1 XtalPi Details
2.10.2 XtalPi Major Business
2.10.3 XtalPi Artificial Intelligence in Drug Discovery Product and Solutions
2.10.4 XtalPi Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.10.5 XtalPi Recent Developments and Future Plans
2.11 BPGbio
2.11.1 BPGbio Details
2.11.2 BPGbio Major Business
2.11.3 BPGbio Artificial Intelligence in Drug Discovery Product and Solutions
2.11.4 BPGbio Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.11.5 BPGbio Recent Developments and Future Plans
2.12 Owkin
2.12.1 Owkin Details
2.12.2 Owkin Major Business
2.12.3 Owkin Artificial Intelligence in Drug Discovery Product and Solutions
2.12.4 Owkin Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.12.5 Owkin Recent Developments and Future Plans
2.13 CytoReason
2.13.1 CytoReason Details
2.13.2 CytoReason Major Business
2.13.3 CytoReason Artificial Intelligence in Drug Discovery Product and Solutions
2.13.4 CytoReason Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.13.5 CytoReason Recent Developments and Future Plans
2.14 Deep Genomics
2.14.1 Deep Genomics Details
2.14.2 Deep Genomics Major Business
2.14.3 Deep Genomics Artificial Intelligence in Drug Discovery Product and Solutions
2.14.4 Deep Genomics Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.14.5 Deep Genomics Recent Developments and Future Plans
2.15 Cloud Pharmaceuticals
2.15.1 Cloud Pharmaceuticals Details
2.15.2 Cloud Pharmaceuticals Major Business
2.15.3 Cloud Pharmaceuticals Artificial Intelligence in Drug Discovery Product and Solutions
2.15.4 Cloud Pharmaceuticals Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.15.5 Cloud Pharmaceuticals Recent Developments and Future Plans
2.16 BenevolentAI
2.16.1 BenevolentAI Details
2.16.2 BenevolentAI Major Business
2.16.3 BenevolentAI Artificial Intelligence in Drug Discovery Product and Solutions
2.16.4 BenevolentAI Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.16.5 BenevolentAI Recent Developments and Future Plans
2.17 Cyclica
2.17.1 Cyclica Details
2.17.2 Cyclica Major Business
2.17.3 Cyclica Artificial Intelligence in Drug Discovery Product and Solutions
2.17.4 Cyclica Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.17.5 Cyclica Recent Developments and Future Plans
2.18 Verge Genomics
2.18.1 Verge Genomics Details
2.18.2 Verge Genomics Major Business
2.18.3 Verge Genomics Artificial Intelligence in Drug Discovery Product and Solutions
2.18.4 Verge Genomics Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.18.5 Verge Genomics Recent Developments and Future Plans
2.19 Valo Health
2.19.1 Valo Health Details
2.19.2 Valo Health Major Business
2.19.3 Valo Health Artificial Intelligence in Drug Discovery Product and Solutions
2.19.4 Valo Health Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.19.5 Valo Health Recent Developments and Future Plans
2.20 Envisagenics
2.20.1 Envisagenics Details
2.20.2 Envisagenics Major Business
2.20.3 Envisagenics Artificial Intelligence in Drug Discovery Product and Solutions
2.20.4 Envisagenics Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.20.5 Envisagenics Recent Developments and Future Plans
2.21 Euretos
2.21.1 Euretos Details
2.21.2 Euretos Major Business
2.21.3 Euretos Artificial Intelligence in Drug Discovery Product and Solutions
2.21.4 Euretos Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.21.5 Euretos Recent Developments and Future Plans
2.22 BioAge Labs
2.22.1 BioAge Labs Details
2.22.2 BioAge Labs Major Business
2.22.3 BioAge Labs Artificial Intelligence in Drug Discovery Product and Solutions
2.22.4 BioAge Labs Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.22.5 BioAge Labs Recent Developments and Future Plans
2.23 Iktos
2.23.1 Iktos Details
2.23.2 Iktos Major Business
2.23.3 Iktos Artificial Intelligence in Drug Discovery Product and Solutions
2.23.4 Iktos Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.23.5 Iktos Recent Developments and Future Plans
2.24 BioSymetrics
2.24.1 BioSymetrics Details
2.24.2 BioSymetrics Major Business
2.24.3 BioSymetrics Artificial Intelligence in Drug Discovery Product and Solutions
2.24.4 BioSymetrics Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.24.5 BioSymetrics Recent Developments and Future Plans
2.25 Evaxion Biotech
2.25.1 Evaxion Biotech Details
2.25.2 Evaxion Biotech Major Business
2.25.3 Evaxion Biotech Artificial Intelligence in Drug Discovery Product and Solutions
2.25.4 Evaxion Biotech Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.25.5 Evaxion Biotech Recent Developments and Future Plans
2.26 Aria Pharmaceuticals, Inc
2.26.1 Aria Pharmaceuticals, Inc Details
2.26.2 Aria Pharmaceuticals, Inc Major Business
2.26.3 Aria Pharmaceuticals, Inc Artificial Intelligence in Drug Discovery Product and Solutions
2.26.4 Aria Pharmaceuticals, Inc Artificial Intelligence in Drug Discovery Revenue, Gross Margin and Market Share (2018-2023)
2.26.5 Aria Pharmaceuticals, Inc Recent Developments and Future Plans
3 Market Competition, by Players
3.1 Global Artificial Intelligence in Drug Discovery Revenue and Share by Players (2018-2023)
3.2 Market Share Analysis (2022)
3.2.1 Market Share of Artificial Intelligence in Drug Discovery by Company Revenue
3.2.2 Top 3 Artificial Intelligence in Drug Discovery Players Market Share in 2022
3.2.3 Top 6 Artificial Intelligence in Drug Discovery Players Market Share in 2022
3.3 Artificial Intelligence in Drug Discovery Market: Overall Company Footprint Analysis
3.3.1 Artificial Intelligence in Drug Discovery Market: Region Footprint
3.3.2 Artificial Intelligence in Drug Discovery Market: Company Product Type Footprint
3.3.3 Artificial Intelligence in Drug Discovery Market: Company Product Application Footprint
3.4 New Market Entrants and Barriers to Market Entry
3.5 Mergers, Acquisition, Agreements, and Collaborations
4 Market Size Segment by Type
4.1 Global Artificial Intelligence in Drug Discovery Consumption Value and Market Share by Type (2018-2023)
4.2 Global Artificial Intelligence in Drug Discovery Market Forecast by Type (2024-2029)
5 Market Size Segment by Application
5.1 Global Artificial Intelligence in Drug Discovery Consumption Value Market Share by Application (2018-2023)
5.2 Global Artificial Intelligence in Drug Discovery Market Forecast by Application (2024-2029)
6 North America
6.1 North America Artificial Intelligence in Drug Discovery Consumption Value by Type (2018-2029)
6.2 North America Artificial Intelligence in Drug Discovery Consumption Value by Application (2018-2029)
6.3 North America Artificial Intelligence in Drug Discovery Market Size by Country
6.3.1 North America Artificial Intelligence in Drug Discovery Consumption Value by Country (2018-2029)
6.3.2 United States Artificial Intelligence in Drug Discovery Market Size and Forecast (2018-2029)
6.3.3 Canada Artificial Intelligence in Drug Discovery Market Size and Forecast (2018-2029)
6.3.4 Mexico Artificial Intelligence in Drug Discovery Market Size and Forecast (2018-2029)
7 Europe
7.1 Europe Artificial Intelligence in Drug Discovery Consumption Value by Type (2018-2029)
7.2 Europe Artificial Intelligence in Drug Discovery Consumption Value by Application (2018-2029)
7.3 Europe Artificial Intelligence in Drug Discovery Market Size by Country
7.3.1 Europe Artificial Intelligence in Drug Discovery Consumption Value by Country (2018-2029)
7.3.2 Germany Artificial Intelligence in Drug Discovery Market Size and Forecast (2018-2029)
7.3.3 France Artificial Intelligence in Drug Discovery Market Size and Forecast (2018-2029)
7.3.4 United Kingdom Artificial Intelligence in Drug Discovery Market Size and Forecast (2018-2029)
7.3.5 Russia Artificial Intelligence in Drug Discovery Market Size and Forecast (2018-2029)
7.3.6 Italy Artificial Intelligence in Drug Discovery Market Size and Forecast (2018-2029)
8 Asia-Pacific
8.1 Asia-Pacific Artificial Intelligence in Drug Discovery Consumption Value by Type (2018-2029)
8.2 Asia-Pacific Artificial Intelligence in Drug Discovery Consumption Value by Application (2018-2029)
8.3 Asia-Pacific Artificial Intelligence in Drug Discovery Market Size by Region
8.3.1 Asia-Pacific Artificial Intelligence in Drug Discovery Consumption Value by Region (2018-2029)
8.3.2 China Artificial Intelligence in Drug Discovery Market Size and Forecast (2018-2029)
8.3.3 Japan Artificial Intelligence in Drug Discovery Market Size and Forecast (2018-2029)
8.3.4 South Korea Artificial Intelligence in Drug Discovery Market Size and Forecast (2018-2029)
8.3.5 India Artificial Intelligence in Drug Discovery Market Size and Forecast (2018-2029)
8.3.6 Southeast Asia Artificial Intelligence in Drug Discovery Market Size and Forecast (2018-2029)
8.3.7 Australia Artificial Intelligence in Drug Discovery Market Size and Forecast (2018-2029)
9 South America
9.1 South America Artificial Intelligence in Drug Discovery Consumption Value by Type (2018-2029)
9.2 South America Artificial Intelligence in Drug Discovery Consumption Value by Application (2018-2029)
9.3 South America Artificial Intelligence in Drug Discovery Market Size by Country
9.3.1 South America Artificial Intelligence in Drug Discovery Consumption Value by Country (2018-2029)
9.3.2 Brazil Artificial Intelligence in Drug Discovery Market Size and Forecast (2018-2029)
9.3.3 Argentina Artificial Intelligence in Drug Discovery Market Size and Forecast (2018-2029)
10 Middle East & Africa
10.1 Middle East & Africa Artificial Intelligence in Drug Discovery Consumption Value by Type (2018-2029)
10.2 Middle East & Africa Artificial Intelligence in Drug Discovery Consumption Value by Application (2018-2029)
10.3 Middle East & Africa Artificial Intelligence in Drug Discovery Market Size by Country
10.3.1 Middle East & Africa Artificial Intelligence in Drug Discovery Consumption Value by Country (2018-2029)
10.3.2 Turkey Artificial Intelligence in Drug Discovery Market Size and Forecast (2018-2029)
10.3.3 Saudi Arabia Artificial Intelligence in Drug Discovery Market Size and Forecast (2018-2029)
10.3.4 UAE Artificial Intelligence in Drug Discovery Market Size and Forecast (2018-2029)
11 Market Dynamics
11.1 Artificial Intelligence in Drug Discovery Market Drivers
11.2 Artificial Intelligence in Drug Discovery Market Restraints
11.3 Artificial Intelligence in Drug Discovery Trends Analysis
11.4 Porters Five Forces Analysis
11.4.1 Threat of New Entrants
11.4.2 Bargaining Power of Suppliers
11.4.3 Bargaining Power of Buyers
11.4.4 Threat of Substitutes
11.4.5 Competitive Rivalry
11.5 Influence of COVID-19 and Russia-Ukraine War
11.5.1 Influence of COVID-19
11.5.2 Influence of Russia-Ukraine War
12 Industry Chain Analysis
12.1 Artificial Intelligence in Drug Discovery Industry Chain
12.2 Artificial Intelligence in Drug Discovery Upstream Analysis
12.3 Artificial Intelligence in Drug Discovery Midstream Analysis
12.4 Artificial Intelligence in Drug Discovery Downstream Analysis
13 Research Findings and Conclusion
14 Appendix
14.1 Methodology
14.2 Research Process and Data Source
14.3 Disclaimer

Published By : GlobalInfoResearch

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