1 Introduction
1.1 Objectives of the Study
1.2 Market Definition
1.2.1 Inclusions and Exclusions
1.3 Market Scope
1.3.1 Markets Covered
Figure 1 Artificial Intelligence in Genomics: Market Segmentation
1.3.2 Years Considered for the Study
1.4 Currency
1.5 Limitations
1.6 Stakeholders
2 Research Methodology
2.1 Research Data
Figure 2 Research Design
2.2 Secondary Sources
2.2.1 Key Data from Secondary Sources
2.3 Primary Data
2.3.1 Primary Sources
2.3.2 Breakdown of Primary Interviews
Figure 3 Breakdown of Primary Interviews: by Demand Side, Supply Side, Designation, and Region
2.3.2.1 Key Industry Insights
2.4 Market Size Estimation
Figure 1 Bottom-Up Approach
Figure 2 Top-Down Approach
Figure 3 Estimation of the AI in Genomics Market Size Through the Adoption-Based Approach
Table 1 Factor Analysis
2.5 Market Breakdown and Data Triangulation
Figure 4 Data Triangulation Methodology
2.6 Assumptions for the Study
3 Executive Summary
Figure 5 AI in Genomics Market, by Offering, 2020 Vs. 2025 (USD Million)
Figure 6 AI in Genomics Market, by Technology, 2020 Vs. 2025 (USD Million)
Figure 7 AI in Genomics Market, by Functionality, 2020 Vs. 2025 (USD Million)
Figure 8 AI in Genomics Market, by Application, 2020 Vs. 2025 (USD Million)
Figure 9 AI in Genomics Market, by End-user, 2020 Vs. 2025 (USD Million)
Figure 10 Geographical Snapshot of the AI in Genomics Market
4 Premium Insights
4.1 AI in Genomics: Market Overview
Figure 11 Increasing Public and Private Investments in AI in Genomics and Adoption of AI Solutions for Precision Medicine Are Driving Market Growth
4.2 AI in Genomics Market, by End-user
Figure 12 Providers Accounted for the Largest Share of the Market in 2019
4.3 North America: AI in Genomics Market, by Technology & Country (2019)
Figure 13 US Accounted for the Largest Share of the North American Market in 2019
4.4 Geographical Snapshot of the AI in Genomics Market
Figure 14 Asia-Pacific to Register the Highest Growth Rate During the Forecast Period
5 Market Overview
5.1 Introduction
5.2 Market Dynamics
5.2.1 Drivers
5.2.1.1 Need to Control the Time and Costs of Drug Development and Discovery
5.2.1.2 Increasing Investments in AI in Genomics
5.2.1.3 Rising Adoption of AI in Precision Medicine
5.2.1.4 Growing Genomic Datasets
5.2.2 Restraints
5.2.2.1 Lack of Skilled AI Workforce and Ambiguous Regulatory Guidelines for Medical Software
5.2.3 Opportunities
5.2.3.1 Focus on Developing Human-Aware AI Systems
5.2.4 Challenges
5.2.4.1 Lack of Curated Genomic Data
5.2.4.2 Data Privacy Concerns
5.3 Impact of COVID-19 on the AI in Genomics Market
Figure 15 Impact of COVID-19 on the AI in Genomics Market
5.4 Ecosystem
Figure 16 AI in Genomics Market: Ecosystem
6 Artificial Intelligence in Genomics Market, by Offering
6.1 Introduction
Table 2 Artificial Intelligence in Genomics Market, by Offering, 2018-2025 (USD Million)
6.2 Software
6.2.1 Benefits Offered by Software & Strong Demand Among End-users Are Driving Market Growth
Table 3 AI in Genomics Market for Software, by Region, 2018-2025 (USD Million)
Table 4 North America: AI in Genomics Market for Software, by Country, 2018-2025 (USD Million)
Table 5 Europe: AI in Genomics Market for Software, by Country, 2018-2025 (USD Million)
6.3 Services
6.3.1 Services Segment to Witness the Highest Growth During the Forecast Period
Table 6 AI in Genomics Market for Services, by Region, 2018-2025 (USD Million)
Table 7 North America: AI in Genomics Market for Services, by Country, 2018-2025 (USD Million)
Table 8 Europe: AI in Genomics Market for Services, by Country, 2018-2025 (USD Million)
7 Artificial Intelligence in Genomics Market, by Technology
7.1 Introduction
Table 9 Artificial Intelligence in Genomics Market, by Technology, 2018-2025 (USD Million)
7.2 Machine Learning
Table 10 AI in Genomics Market for Machine Learning, by Type, 2018-2025 (USD Million)
Table 11 AI in Genomics Market for Machine Learning, by Region, 2018-2025 (USD Million)
Table 12 North America: AI in Genomics Market for Machine Learning, by Country, 2018-2025 (USD Million)
Table 13 Europe: AI in Genomics Market for Machine Learning, by Country, 2018-2025 (USD Million)
7.2.1 Deep Learning
7.2.1.1 Deep Learning is the Fastest-Growing and Largest Subsegment of Machine Learning
Table 14 AI in Genomics Market for Deep Learning, by Region, 2018-2025 (USD Million)
Table 15 North America: AI in Genomics Market for Deep Learning, by Country, 2018-2025 (USD Million)
Table 16 Europe: AI in Genomics Market for Deep Learning, by Country, 2018-2025 (USD Million)
7.2.2 Supervised Learning
7.2.2.1 Supervised Learning Can Help Create Predictive Models
Table 17 AI in Genomics Market for Supervised Learning, by Region, 2018-2025 (USD Million)
Table 18 North America: AI in Genomics Market for Supervised Learning, by Country, 2018-2025 (USD Million)
Table 19 Europe: AI in Genomics Market for Supervised Learning, by Country, 2018-2025 (USD Million)
7.2.3 Reinforcement Learning
7.2.3.1 APAC to Show the Highest Growth in the Reinforcement Learning Market
Table 20 AI in Genomics Market for Reinforcement Learning, by Region, 2018-2025 (USD Million)
Table 21 North America: AI in Genomics Market for Reinforcement Learning, by Country, 2018-2025 (USD Million)
Table 22 Europe: AI in Genomics Market for Reinforcement Learning, by Country, 2018-2025 (USD Million)
7.2.4 Unsupervised Learning
7.2.4.1 Unsupervised Learning Algorithms Allow for Complex Processing Tasks, Exceeding the Capabilities of Supervised Systems
Table 23 AI in Genomics Market for Unsupervised Learning, by Region, 2018-2025 (USD Million)
Table 24 North America: AI in Genomics Market for Unsupervised Learning, by Country, 2018-2025 (USD Million)
Table 25 Europe: AI in Genomics Market for Unsupervised Learning, by Country, 2018-2025 (USD Million)
7.2.5 Other Machine Learning Technologies
Table 26 AI in Genomics Market for Other Machine Learning Technologies, by Region, 2018-2025 (USD Million)
Table 27 North America: AI in Genomics Market for Other Machine Learning Technologies, by Country, 2018-2025 (USD Million)
Table 28 Europe: AI in Genomics Market for Other Machine Learning Technologies, by Country, 2018-2025 (USD Million)
7.3 Other Technologies
Table 29 AI in Genomics Market for Other Technologies, by Region, 2018-2025 (USD Million)
Table 30 North America: AI in Genomics Market for Other Technologies, by Country, 2018-2025 (USD Million)
Table 31 Europe: AI in Genomics Market for Other Technologies, by Country, 2018-2025 (USD Million)
8 Artificial Intelligence in Genomics Market, by Functionality
8.1 Introduction
Table 32 Artificial Intelligence in Genomics Market, by Functionality, 2018-2025 (USD Million)
8.2 Genome Sequencing
8.2.1 Genome Sequencing Holds the Largest Share of the Market, by Functionality
Table 33 AI in Genomics Market for Genome Sequencing, by Region, 2018-2025 (USD Million)
Table 34 North America: AI in Genomics Market for Genome Sequencing, by Country, 2018-2025 (USD Million)
Table 35 Europe: AI in Genomics Market for Genome Sequencing, by Country, 2018-2025 (USD Million)
8.3 Gene Editing
8.3.1 Growing Implementation of Machine Learning in Gene Editing May Help Reduce Time and Costs
Table 36 AI in Genomics Market for Gene Editing, by Region, 2018-2025 (USD Million)
Table 37 North America: AI in Genomics Market for Gene Editing, by Country, 2018-2025 (USD Million)
Table 38 Europe: AI in Genomics Market for Gene Editing, by Country, 2018-2025 (USD Million)
8.4 Clinical Workflows
8.4.1 Machine Learning Can Help Increase the Efficiency of the Clinical Workflow
Table 39 AI in Genomics Market for Clinical Workflow, by Region, 2018-2025 (USD Million)
Table 40 North America: AI in Genomics Market for Clinical Workflow, by Country, 2018-2025 (USD Million)
Table 41 Europe: AI in Genomics Market for Clinical Workflow, by Country, 2018-2025 (USD Million)
8.5 Predictive Genetic Testing & Preventive Medicine
8.5.1 AI in Genomics Can Predict Outcomes and the Risks Associated in Curing Genetic Diseases, Based on the Available Data
Table 42 AI in Genomics Market for Predictive Genetic Testing & Preventive Medicine, by Region, 2018-2025 (USD Million)
Table 43 North America: AI in Genomics Market for Predictive Genetic Testing & Preventive Medicine, by Country, 2018-2025 (USD Million)
Table 44 Europe: AI in Genomics Market for Predictive Genetic Testing & Preventive Medicine, by Country, 2018-2025 (USD Million)
9 Artificial Intelligence in Genomics Market, by Application
9.1 Introduction
Table 45 Artificial Intelligence in Genomics Market, by Application, 2018-2025 (USD Million)
9.2 Diagnostics
9.2.1 Diagnostics Forms the Largest and Fastest-Growing Application Segment of the AI in Genomics Market
Table 46 AI in Genomics Market for Diagnostics, by Region, 2018-2025 (USD Million)
Table 47 North America: AI in Genomics Market for Diagnostics, by Country, 2018-2025 (USD Million)
Table 48 Europe: AI in Genomics Market for Diagnostics, by Country, 2018-2025 (USD Million)
9.3 Drug Discovery & Development
9.3.1 Growing Application of AI in Genomics in Drug Discovery & Development to Propel Market Growth
Table 49 Indicative List of Developments
Table 50 AI in Genomics Market for Drug Discovery & Development, by Region, 2018-2025 (USD Million)
Table 51 North America: AI in Genomics Market for Drug Discovery & Development, by Country, 2018-2025 (USD Million)
Table 52 Europe: AI in Genomics Market for Drug Discovery & Development, by Country, 2018-2025 (USD Million)
9.4 Precision Medicine
9.4.1 Precision Medicine Focuses on Identifying the Most Effective Medical Treatments for Patients
Table 53 Indicative List of Developments for Precision Medicine Application
Table 54 AI in Genomics Market for Precision Medicine, by Region, 2018-2025 (USD Million)
Table 55 North America: AI in Genomics Market for Precision Medicine,By Country, 2018-2025 (USD Million)
Table 56 Europe: AI in Genomics Market for Precision Medicine, by Country, 2018-2025 (USD Million)
9.5 Agriculture & Animal Research
9.5.1 AI in Genomics Helps in Improving the Productivity of Crops and Livestock
Table 57 AI in Genomics Market for Agriculture & Animal Research, by Region, 2018-2025 (USD Million)
Table 58 North America: AI in Genomics Market for Agriculture & Animal Research, by Country, 2018-2025 (USD Million)
Table 59 Europe: AI in Genomics Market for Agriculture & Animal Research, by Country, 2018-2025 (USD Million)
9.6 Other Applications
Table 60 AI in Genomics Market for Other Applications, by Region, 2018-2025 (USD Million)
Table 61 North America: AI in Genomics Market for Other Applications, by Country, 2018-2025 (USD Million)
Table 62 Europe: AI in Genomics Market for Other Applications, by Country, 2018-2025 (USD Million)
10 Artificial Intelligence in Genomics Market, by End-user
10.1 Introduction
Table 63 Artificial Intelligence in Genomics Market, by End-user, 2018-2025 (USD Million)
10.2 Pharmaceutical & Biotechnology Companies
10.2.1 Rising Demand for Solutions to Cut Time and Costs of Drug Development Have Drawn End-User Attention to AI in Genomics
Table 64 Indicative List of Developments
Table 65 AI in Genomics Market for Pharmaceutical & Biotechnology Companies, by Region, 2018-2025 (USD Million)
Table 66 North America: AI in Genomics Market for Pharmaceutical & Biotechnology Companies, by Country, 2018-2025 (USD Million)
Table 67 Europe: AI in Genomics Market for Pharmaceutical & Biotechnology Companies, by Country, 2018-2025 (USD Million)
10.3 Research Centers, Academic Institutes, & Government Organizations
10.3.1 Rising Research Activity to Drive the Usage of AI in Genomics Systems Among Academic & Government Institutes
Table 68 Indicative List of Research Collaborations
Table 69 AI in Genomics Market for Research Centers, Academic Institutes, & Government Organizations, by Region, 2018-2025 (USD Million)
Table 70 North America: AI in Genomics Market for Research Centers, Academic Institutes, & Government Organizations, by Country, 2018-2025 (USD Million)
Table 71 Europe: AI in Genomics Market for Research Centers, Academic Institutes, & Government Organizations, by Country, 2018-2025 (USD Million)
10.4 Healthcare Providers
10.4.1 Increasing Demand for Pharmacogenomics to Drive the Acceptance of Ngs in Hospitals
Table 72 AI in Genomics Market for Healthcare Providers, by Region, 2018-2025 (USD Million)
Table 73 North America: AI in Genomics Market for Healthcare Providers, by Country, 2018-2025 (USD Million)
Table 74 Europe: AI in Genomics Market for Healthcare Providers, by Country, 2018-2025 (USD Million)
10.5 Other End-users
Table 75 AI in Genomics Market for Other End-users, by Region, 2018-2025 (USD Million)
Table 76 North America: AI in Genomics Market for Other End-users, by Country, 2018-2025 (USD Million)
Table 77 Europe: AI in Genomics Market for Other End-users, by Country, 2018-2025 (USD Million)
11 Artificial Intelligence in Genomics Market, by Region
11.1 Introduction
Table 78 Artificial Intelligence in Genomics Market, by Region, 2018-2025 (USD Million)
11.2 North America
Figure 17 North America: AI in Genomics Market Snapshot
Table 79 North America: AI in Genomics Market, by Country, 2018-2025 (USD Million)
Table 80 North America: AI in Genomics Market, by Offering, 2018-2025 (USD Million)
Table 81 North America: AI in Genomics Market, by Technology, 2018-2025 (USD Million)
Table 82 North America: AI in Genomics Market for Machine Learning, by Type, 2018-2025 (USD Million)
Table 83 North America: AI in Genomics Market, by Functionality, 2018-2025 (USD Million)
Table 84 North America: AI in Genomics Market, by Application, 2018-2025 (USD Million)
Table 85 North America: AI in Genomics Market, by End-user, 2018-2025 (USD Million)
11.2.1 US
11.2.1.1 The US Dominates the North American AI in Genomics Market
Table 86 US: Indicative List of Strategic Developments
Table 87 US: AI in Genomics Market, by Offering, 2018-2025 (USD Million)
Table 88 US: AI in Genomics Market, by Technology, 2018-2025 (USD Million)
Table 89 US: AI in Genomics Market for Machine Learning, by Type, 2018-2025 (USD Million)
Table 90 US: AI in Genomics Market, by Functionality, 2018-2025 (USD Million)
Table 91 US: AI in Genomics Market, by Application, 2018-2025 (USD Million)
Table 92 US: AI in Genomics Market, by End-user, 2018-2025 (USD Million)
11.2.2 Canada
11.2.2.1 Increasing Research in Genomics to Drive Market Growth
Table 93 Canada: AI in Genomics Market, by Offering, 2018-2025 (USD Million)
Table 94 Canada: AI in Genomics Market, by Technology, 2018-2025 (USD Million)
Table 95 Canada: AI in Genomics Market for Machine Learning, by Type, 2018-2025 (USD Million)
Table 96 Canada: AI in Genomics Market, by Functionality, 2018-2025 (USD Million)
Table 97 Canada: AI in Genomics Market, by Application, 2018-2025 (USD Million)
Table 98 Canada: AI in Genomics Market, by End-user, 2018-2025 (USD Million)
11.3 Europe
Table 99 Europe: AI in Genomics Market, by Country, 2018-2025 (USD Million)
Table 100 Europe: AI in Genomics Market, by Offering, 2018-2025 (USD Million)
Table 101 Europe: AI in Genomics Market, by Technology, 2018-2025 (USD Million)
Table 102 Europe: AI in Genomics Market for Machine Learning, by Type, 2018-2025 (USD Million)
Table 103 Europe: AI in Genomics Market, by Functionality, 2018-2025 (USD Million)
Table 104 Europe: AI in Genomics Market, by Application, 2018-2025 (USD Million)
Table 105 Europe: AI in Genomics Market, by End-user, 2018-2025 (USD Million)
11.3.1 UK
11.3.1.1 UK to Register the Highest CAGR in the European Market During the Forecast Period
Table 106 UK: AI in Genomics Market, by Offering, 2018-2025 (USD Million)
Table 107 UK: AI in Genomics Market, by Technology, 2018-2025 (USD Million)
Table 108 UK: AI in Genomics Market for Machine Learning, by Type, 2018-2025 (USD Million)
Table 109 UK: AI in Genomics Market, by Functionality, 2018-2025 (USD Million)
Table 110 UK: AI in Genomics Market, by Application, 2018-2025 (USD Million)
Table 111 UK: AI in Genomics Market, by End-user, 2018-2025 (USD Million)
11.3.2 Germany
11.3.2.1 Availability of Funding for AI Initiatives to Boost the Market Growth in Germany
Table 112 Germany: AI in Genomics Market, by Offering, 2018-2025 (USD Million)
Table 113 Germany: AI in Genomics Market, by Technology, 2018-2025 (USD Million)
Table 114 Germany: AI in Genomics Market for Machine Learning, by Type, 2018-2025 (USD Million)
Table 115 Germany: AI in Genomics Market, by Functionality, 2018-2025 (USD Million)
Table 116 Germany: AI in Genomics Market, by Application, 2018-2025 (USD Million)
Table 117 Germany: AI in Genomics Market, by End-user, 2018-2025 (USD Million)
11.3.3 France
11.3.3.1 Increasing Government Investments in Genomics to Boost the Growth of the French Market
Table 118 France: AI in Genomics Market, by Offering, 2018-2025 (USD Million)
Table 119 France: AI in Genomics Market, by Technology, 2018-2025 (USD Million)
Table 120 France: AI in Genomics Market for Machine Learning, by Type, 2018-2025 (USD Million)
Table 121 France: AI in Genomics Market, by Functionality, 2018-2025 (USD Million)
Table 122 France: AI in Genomics Market, by Application, 2018-2025 (USD Million)
Table 123 France: AI in Genomics Market, by End-user, 2018-2025 (USD Million)
11.3.4 RoE
Table 124 RoE: AI in Genomics Market, by Offering, 2018-2025 (USD Million)
Table 125 RoE: AI in Genomics Market, by Technology, 2018-2025 (USD Million)
Table 126 RoE: AI in Genomics Market for Machine Learning, by Type, 2018-2025 (USD Million)
Table 127 RoE: AI in Genomics Market, by Functionality, 2018-2025 (USD Million)
Table 128 RoE: AI in Genomics Market, by Application, 2018-2025 (USD Million)
Table 129 RoE: AI in Genomics Market, by End-user, 2018-2025 (USD Million)
11.4 Asia-Pacific
11.4.1 Efforts to Develop It Infrastructure Will Drive the Market for AI in the APAC
Figure 18 Asia-Pacific: AI in Genomics Market Snapshot
Table 130 Asia-Pacific: AI in Genomics Market, by Offering, 2018-2025 (USD Million)
Table 131 Asia-Pacific: AI in Genomics Market, by Technology, 2018-2025 (USD Million)
Table 132 Asia-Pacific: AI in Genomics Market for Machine Learning, by Type, 2018-2025 (USD Million)
Table 133 Asia-Pacific: AI in Genomics Market, by Functionality, 2018-2025 (USD Million)
Table 134 Asia-Pacific: AI in Genomics Market, by Application, 2018-2025 (USD Million)
Table 135 Asia-Pacific: AI in Genomics Market, by End-user, 2018-2025 (USD Million)
11.5 RoW
Table 136 RoW: AI in Genomics Market, by Offering, 2018-2025 (USD Million)
Table 137 RoW: AI in Genomics Market, by Technology, 2018-2025 (USD Million)
Table 138 RoW: AI in Genomics Market for Machine Learning, by Type, 2018-2025 (USD Million)
Table 139 RoW: AI in Genomics Market, by Functionality, 2018-2025 (USD Million)
Table 140 RoW: AI in Genomics Market, by Application, 2018-2025 (USD Million)
Table 141 RoW: AI in Genomics Market, by End-user, 2018-2025 (USD Million)
12 Competitive Landscape
12.1 Overview
Figure 19 Key Developments in the AI in Genomics Market (2018-2020)
12.2 AI in Genomics Market: Ranking Analysis (2019)
Figure 20 Market Ranking Analysis, 2019
12.3 Competitive Scenario (2018-2020)
12.3.1 Key Agreements, Contracts, and Partnerships (2018-2020)
12.3.2 Key Product Launches (2018-2020)
12.3.3 Key Expansions (2018-2020)
12.3.4 Key Acquisitions (2018-2020)
12.4 Competitive Leadership Mapping
12.5 Vendor Inclusion Criteria
12.5.1 Stars
12.5.2 Emerging Leaders
12.5.3 Pervasive Players
12.5.4 Emerging Companies
Figure 21 AI in Genomics: Competitive Leadership Mapping, 2019
13 Company Profiles
Business Overview, Products Offered, Recent Developments, Analyst's View
13.1 IBM
Figure 22 IBM: Company Snapshot (2019)
13.2 Nvidia
Figure 23 Nvidia: Company Snapshot (2019)
13.3 Microsoft Corporation
Figure 24 Microsoft Corporation: Company Snapshot (2020)
13.4 Deep Genomics
13.5 BenevolentAI
13.6 Fabric Genomics
13.7 Verge Genomics
13.8 Freenome Holdings
13.9 Molecularmatch
13.10 Cambridge Cancer Genomics
13.11 Sophia Genetics
13.12 Data4Cure
13.13 Precisionlife
13.14 Genoox
13.15 Lifebit
13.16 Diploid
13.17 Fdna
13.18 DNAnexus
13.19 Empiric Logic
13.20 Engine Biosciences
Business Overview, Products Offered, Recent Developments, Analyst's View Might Not be Captured in Case of Unlisted Companies.
14 Appendix
14.1 Discussion Guide
14.2 Available Customizations
14.3 Related Reports
14.4 Author Details
