ゲノミクスにおける人工知能市場:提供(ソフトウェア&サービス)、技術(機械学習)、機能(遺伝子配列、遺伝子編集)、用途(診断、創薬)、エンドユーザー(製薬、病院)別 - 2028年までの世界予測Artificial Intelligence In Genomics Market by Offering (Software & Services), Technology (Machine Learning), Functionality (Gene Sequencing, Gene Editing), Application (Diagnostics, Drug discovery), End User (Pharma, Hospitals) - Global Forecasts to 2028 ゲノミクスにおける人工知能(AI)市場は、2023年の推定5億米ドルから2028年には20億米ドルへと、予測期間中に32.3%のCAGRで成長すると予測されています。同市場は、プロセスやタイムラインの迅速化、創薬・薬剤... もっと見る
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サマリーゲノミクスにおける人工知能(AI)市場は、2023年の推定5億米ドルから2028年には20億米ドルへと、予測期間中に32.3%のCAGRで成長すると予測されています。同市場は、プロセスやタイムラインの迅速化、創薬・薬剤開発の短縮化などのニーズや、コンピューティング能力の向上、ハードウェアコストの低下などの要因から、有望な成長ポテンシャルを有しています。しかし、キュレーションされたゲノムデータの不足やデータプライバシーに関する懸念が、この市場の成長を一定程度制限すると予想されます。"ディープラーニング "はゲノミクスにおける人工知能(AI)市場の機械学習で最も成長が早いセグメント(タイプ別)" 感染症監視サービス市場では、予測期間中、ディープラーニングセグメントが最も速い成長を遂げると予想されています。ディープラーニング手法は、ゲノミクスにおける計算モデリング戦略を支配しており、DNA配列からのタンパク質結合の理解、エピジェネティック修飾、エピジェネティックマークからの遺伝子発現予測、単一細胞のメチル化状態の予測など、さまざまな問題に対処するために使用されている。ゲノムシーケンス解析ワークフローの加速化に対する需要の高まりと、遺伝子編集ツールの機能向上に対するニーズが、市場の成長を促進すると予想されます。 "ゲノムシーケンス分野は、予測期間中、機能別で最大のゲノミクスにおける人工知能(AI)市場になると予測される" 機能性に基づいて、市場はゲノムシーケンス、遺伝子編集、臨床ワークフロー、予測的遺伝子検査・予防医学に区分されます。ゲノミクスにおける人工知能(AI)市場では、ゲノムシーケンスセグメントが最大のシェアを占めています。このセグメントの大きなシェアは、染色体障害、異形症候群、催奇形性障害、単一遺伝子障害の特定にAIソリューションが使用されていることに起因すると考えられる。 "予測期間中、ゲノミクスにおける人工知能(AI)市場で欧州が2番目に大きなシェアを占めている" 予測期間中、欧州はゲノミクスにおける人工知能(AI)市場で2番目に大きなシェアを占めました。市場成長の主な促進要因は、ゲノム研究や創薬におけるAIベースのツールの採用の増加、政府の有利な取り組み、EMRの採用拡大、患者データ量の増加、ベンチャーキャピタルからの資金調達の増加、医療費の増加、老年人口の増加です。さらに、研究開発活動を進める上でのAIの可能性も、この分野に注目されています。 主な参加者の内訳は、以下の通りです: - 企業タイプ別:Tier 1-40%, Tier 2-35%, Tier 3-25 - 役職別 - Cレベル-35%、ディレクターレベル-25%、その他-40 - 地域別:北米-45%、欧州-30%、アジア太平洋-20%、その他-5 ゲノミクスにおける人工知能(AI)市場の主要企業 ゲノミクスにおける人工知能(AI)市場で事業を展開する主なプレーヤーは、NVIDIA Corporation(米国)、Microsoft Corporation(米国)、Google, Inc.(米国)、Intel Corporation(米国)、BenevolentAI(英国)、SOPHiA GENETICS(スイス)、イルミナ社(米国)、Predictive Oncology, Inc.(米国)、Invitae Corporation(米国)、ディープゲノミクス社(カナダ)、Fabric Genomics, Inc.(米国)、Verge Genomics(米国)、Freenome Holdings, Inc.(米国)、MolecularMatch, Inc.(米国)、Dante labs(米国)、Data4Cure(米国)、PrecisionLife Ltd(英国)、Genoox(米国)、Lifebit(英国)、FDNA, Inc.(米国)、DNAnexus(米国)、Engine Biosciences(米国)、Tempus Labs, Inc(米国)、Congenica Ltd(英国)、Emedgene, Inc(米国)、Seragon Pharmaceuticals, Inc(米国)。 調査範囲です: 当レポートでは、ゲノミクスにおける人工知能(AI)市場を分析し、提供、技術、機能、用途、エンドユーザー、地域などの様々なセグメントに基づいて、この市場の市場規模および将来の成長可能性を推定することを目的としています。また、市場で入手可能な様々なゲノミクスにおける人工知能(AI)製品&サービスの製品ポートフォリオマトリックスも掲載しています。また、本市場の主要企業の競合分析も行っており、企業プロファイル、製品提供、主要な市場戦略も併せて掲載しています。 本レポートを購入する理由 本レポートは、既存企業だけでなく、新規参入企業や小規模企業も市場の動向を把握し、より大きなシェアを獲得するのに役立つと思われます。本レポートを購入された企業は、以下の戦略の1つまたは任意の組み合わせを使用して、市場での地位を強化することができます。 本レポートでは、以下のポイントについて考察しています: - 市場浸透度:市場浸透度:世界のゲノミクスにおける人工知能(AI)市場の上位企業が提供する製品ポートフォリオに関する包括的な情報。本レポートでは、この市場を製品&サービス別、エンドユーザー別に分析しています。 - 製品の強化/革新:世界のゲノミクスにおける人工知能(AI)市場における今後の動向と製品発表に関する詳細な知見 - 市場の発展:製品&サービス別、エンドユーザー別の有利な新興市場に関する包括的な情報 - 市場の多様化:ゲノミクス分野における人工知能(AI)の世界市場における新製品や製品強化、成長地域、最近の開発、投資に関する詳細な情報 - 競争力のある評価:世界の人工知能(AI)ゲノミクス市場における主要企業の市場シェア、成長戦略、製品提供、競合のリーダーシップマッピング、能力に関する詳細な評価。 目次1 INTRODUCTION 321.1 STUDY OBJECTIVES 32 1.2 MARKET DEFINITION 32 1.3 INCLUSIONS AND EXCLUSIONS 33 1.4 STUDY SCOPE 34 1.4.1 MARKETS COVERED 34 FIGURE 1 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET SEGMENTATION 34 1.4.2 REGIONS COVERED 34 1.5 YEARS CONSIDERED 35 1.6 CURRENCY CONSIDERED 36 TABLE 1 CURRENCY CONVERSION RATES 36 1.7 LIMITATIONS 36 1.8 STAKEHOLDERS 37 1.9 SUMMARY OF CHANGES 37 2 RESEARCH METHODOLOGY 39 2.1 RESEARCH DATA 39 FIGURE 2 RESEARCH DESIGN 40 FIGURE 3 RESEARCH APPROACH 41 2.1.1 SECONDARY RESEARCH 42 2.1.1.1 Key data from secondary sources 43 2.1.2 PRIMARY RESEARCH 43 2.1.2.1 Key primary sources 44 2.1.2.2 Key data from primary sources 45 2.1.2.3 Key industry insights 45 2.1.2.4 Breakdown of primary interviews 46 FIGURE 4 BREAKDOWN OF PRIMARY INTERVIEWS: SUPPLY-SIDE AND DEMAND-SIDE PARTICIPANTS 46 FIGURE 5 BREAKDOWN OF PRIMARY INTERVIEWS: BY COMPANY TYPE, DESIGNATION, AND REGION 46 2.2 MARKET SIZE ESTIMATION 46 FIGURE 6 KEY METRICS FOR ASSESSING SUPPLY OF ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET 47 FIGURE 7 REVENUES GENERATED BY COMPANIES FROM SALE OF ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS SOLUTIONS 48 FIGURE 8 REVENUE SHARE ANALYSIS ILLUSTRATION 49 FIGURE 9 BOTTOM-UP APPROACH 50 FIGURE 10 ESTIMATION OF ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET SIZE BASED ON ADOPTION 50 FIGURE 11 TOP-DOWN APPROACH 51 TABLE 2 FACTOR ANALYSIS 52 2.3 MARKET BREAKDOWN AND DATA TRIANGULATION 52 FIGURE 12 DATA TRIANGULATION METHODOLOGY 53 2.4 RESEARCH ASSUMPTIONS 54 FIGURE 13 ASSUMPTIONS FOR RESEARCH STUDY 54 2.5 IMPACT OF RECESSION 55 2.6 RISK ASSESSMENT 55 TABLE 3 LIMITATIONS AND ASSOCIATED RISKS 55 2.7 RESEARCH LIMITATIONS 56 3 EXECUTIVE SUMMARY 57 FIGURE 14 SOFTWARE SEGMENT TO LEAD ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING 57 FIGURE 15 MACHINE LEARNING CONTINUES TO ACQUIRE LARGEST SIZE OF ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY 58 FIGURE 16 DEEP LEARNING TO BE FASTEST-GROWING SEGMENT OF ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING 58 FIGURE 17 GENOME SEQUENCING TO REGISTER HIGHEST CAGR IN ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY 59 FIGURE 18 DIAGNOSTICS TO DOMINATE ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION 60 FIGURE 19 PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES TO SECURE LEADING POSITION IN ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER 60 FIGURE 20 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION 61 4 PREMIUM INSIGHTS 62 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET 62 FIGURE 21 INCREASING ADOPTION OF ARTIFICIAL INTELLIGENCE (AI) SOLUTIONS FOR DRUG DISCOVERY & DEVELOPMENT AND PRECISION MEDICINE TO DRIVE MARKET 62 4.2 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION 63 FIGURE 22 NORTH AMERICA TO DOMINATE ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET DURING FORECAST PERIOD 63 4.3 NORTH AMERICAN ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER AND COUNTRY, 2022 64 FIGURE 23 PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES AND US DOMINATED MARKET IN NORTH AMERICA IN 2022 64 4.4 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING 65 FIGURE 24 SOFTWARE SEGMENT TO HOLD MAJORITY MARKET SHARE IN 2028 65 4.5 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY 65 FIGURE 25 MACHINE LEARNING TO SURPASS OTHER TECHNOLOGIES IN 2028 65 4.6 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER 66 FIGURE 26 PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES TO ACCOUNT FOR LARGEST MARKET SHARE IN 2028 66 4.7 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY 66 FIGURE 27 GENOME SEQUENCING TO BE FASTEST-GROWING SEGMENT DURING FORECAST PERIOD 66 4.8 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION 67 FIGURE 28 DIAGNOSTICS TO DOMINATE MARKET IN 2028 67 5 MARKET OVERVIEW 68 5.1 INTRODUCTION 68 5.2 MARKET DYNAMICS 68 5.2.1 DRIVERS 69 5.2.1.1 Need to accelerate processes and timeline and reduce drug development & discovery costs 69 5.2.1.2 Increased partnerships and collaborations among players and growing investments in AI in genomics 69 5.2.1.3 Rising adoption of AI in precision medicine 70 5.2.1.4 Explosion in bioinformatics data and genomic datasets 70 FIGURE 29 COST OF GENOME ANALYSIS VS. LEVELS OF RAW DATA GENERATED, 2003–2023 71 5.2.1.5 Improving computing power and declining hardware cost 71 5.2.2 RESTRAINTS 72 5.2.2.1 Lack of skilled AI workforce and ambiguous regulatory guidelines for medical software 72 5.2.3 OPPORTUNITIES 72 5.2.3.1 Focus on developing human-aware AI systems 72 5.2.4 CHALLENGES 73 5.2.4.1 Lack of curated genomic data 73 5.2.4.2 Data privacy concerns 73 FIGURE 30 HEALTHCARE BREACHES REPORTED TO US DEPARTMENT OF HEALTH AND HUMAN SERVICES, 2019–2021 73 5.3 ECOSYSTEM ANALYSIS 74 FIGURE 31 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET: ECOSYSTEM ANALYSIS 74 6 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING 75 6.1 INTRODUCTION 76 FIGURE 32 SOFTWARE SEGMENT ACCOUNTED FOR LARGER MARKET SHARE IN 2022 76 TABLE 4 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 76 6.2 SOFTWARE 77 6.2.1 INTELLIGENT SOFTWARE TO REDUCE ERRORS CAUSED BY STANDARD STATISTICAL APPROACHES 77 TABLE 5 SOFTWARE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 77 TABLE 6 SOFTWARE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 78 TABLE 7 SOFTWARE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 78 6.3 SERVICES 78 6.3.1 RISING AI TECHNOLOGY ADOPTION IN VARIOUS END-USE INDUSTRIES TO BOOST MARKET 78 TABLE 8 SERVICES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 79 TABLE 9 SERVICES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 79 TABLE 10 SERVICES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 79 7 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY 80 7.1 INTRODUCTION 81 FIGURE 33 MACHINE LEARNING SEGMENT ACCOUNTED FOR LARGER MARKET SHARE IN 2022 81 TABLE 11 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 81 7.2 MACHINE LEARNING 82 FIGURE 34 DEEP LEARNING SEGMENT ACCOUNTED FOR LARGEST MARKET SHARE IN 2022 82 TABLE 12 MACHINE LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TYPE, 2021–2028 (USD MILLION) 83 TABLE 13 MACHINE LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 83 TABLE 14 MACHINE LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 83 TABLE 15 MACHINE LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 84 7.2.1 DEEP LEARNING 84 7.2.1.1 Growing demand for accelerated genome sequencing analysis workflows and improved function of gene editing tools to propel market 84 TABLE 16 DEEP LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 85 TABLE 17 DEEP LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 85 TABLE 18 DEEP LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 85 7.2.2 SUPERVISED LEARNING 86 7.2.2.1 To help create predictive models for population health management 86 TABLE 19 SUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 86 TABLE 20 SUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 87 TABLE 21 SUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 87 7.2.3 REINFORCEMENT LEARNING 87 7.2.3.1 Need to reduce costs associated with collecting labeled training data to drive segment 87 TABLE 22 REINFORCEMENT LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 88 TABLE 23 REINFORCEMENT LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 88 TABLE 24 REINFORCEMENT LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 88 7.2.4 UNSUPERVISED LEARNING 89 7.2.4.1 Ability to perform more complex processing tasks than supervised learning systems to drive market 89 TABLE 25 UNSUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 89 TABLE 26 UNSUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 89 TABLE 27 UNSUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 90 7.2.5 OTHER MACHINE LEARNING TECHNOLOGIES 90 TABLE 28 OTHER MACHINE LEARNING TECHNOLOGIES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 90 TABLE 29 OTHER MACHINE LEARNING TECHNOLOGIES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 91 TABLE 30 OTHER MACHINE LEARNING TECHNOLOGIES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 91 7.3 OTHER TECHNOLOGIES 91 TABLE 31 OTHER TECHNOLOGIES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 92 TABLE 32 OTHER TECHNOLOGIES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 92 TABLE 33 OTHER TECHNOLOGIES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 92 8 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY 93 8.1 INTRODUCTION 94 FIGURE 35 GENOME SEQUENCING SEGMENT ACCOUNTED FOR LARGEST MARKET SHARE IN 2022 94 TABLE 34 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 94 8.2 GENOME SEQUENCING 95 8.2.1 INCREASING ADOPTION OF MACHINE AND DEEP LEARNING IN DIAGNOSTICS AND DRUG DISCOVERY PROCESSES TO ENHANCE MARKET GROWTH 95 TABLE 35 GENOME SEQUENCING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 95 TABLE 36 GENOME SEQUENCING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 96 TABLE 37 GENOME SEQUENCING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 96 8.3 GENE EDITING 96 8.3.1 TO HELP IMPROVE GENE EDITING FUNCTIONS AND REDUCE TIME AND COSTS 96 TABLE 38 GENE EDITING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 97 TABLE 39 GENE EDITING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 97 TABLE 40 GENE EDITING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 98 8.4 CLINICAL WORKFLOW 98 8.4.1 TO HELP INCREASE EFFICIENCY OF CLINICAL WORKFLOWS 98 TABLE 41 CLINICAL WORKFLOW: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 98 TABLE 42 CLINICAL WORKFLOW: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 99 TABLE 43 CLINICAL WORKFLOW: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 99 8.5 PREDICTIVE GENETIC TESTING & PREVENTIVE MEDICINE 99 8.5.1 AI IN GENOMICS TO PREDICT OUTCOMES AND RISKS ASSOCIATED WITH CURING GENETIC DISEASES BASED ON AVAILABLE DATA 99 TABLE 44 PREDICTIVE GENETIC TESTING & PREVENTIVE MEDICINE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 100 TABLE 45 PREDICTIVE GENETIC TESTING & PREVENTIVE MEDICINE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 100 TABLE 46 PREDICTIVE GENETIC TESTING & PREVENTIVE MEDICINE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 100 9 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION 101 9.1 INTRODUCTION 102 FIGURE 36 DIAGNOSTICS SEGMENT ACCOUNTED FOR LARGEST MARKET SHARE IN 2022 102 TABLE 47 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 102 9.2 DIAGNOSTICS 103 9.2.1 AI IN GENOMICS FOR DIAGNOSTICS TO HELP IDENTIFY CHROMOSOMAL DISORDERS, DYSMORPHIC SYNDROMES, TERATOGENIC DISORDERS, AND SINGLE-GENE DISORDERS 103 TABLE 48 INDICATIVE LIST OF DEVELOPMENTS FOR DIAGNOSTICS APPLICATION 104 TABLE 49 DIAGNOSTICS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 104 TABLE 50 DIAGNOSTICS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 105 TABLE 51 DIAGNOSTICS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 105 9.3 DRUG DISCOVERY & DEVELOPMENT 105 9.3.1 GROWING APPLICATION OF AI IN GENOMICS IN DRUG DISCOVERY & DEVELOPMENT TO PROPEL MARKET 105 TABLE 52 INDICATIVE LIST OF DEVELOPMENTS FOR DRUG DELIVERY & DISCOVERY APPLICATION 106 TABLE 53 DRUG DISCOVERY & DEVELOPMENT: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 106 TABLE 54 DRUG DISCOVERY & DEVELOPMENT: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 107 TABLE 55 DRUG DISCOVERY & DEVELOPMENT: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 107 9.4 PRECISION MEDICINE 107 9.4.1 FOCUSE ON IDENTIFYING EFFECTIVE MEDICAL TREATMENTS FOR PATIENTS TO DRIVE MARKET 107 TABLE 56 INDICATIVE LIST OF DEVELOPMENTS FOR PRECISION MEDICINE APPLICATION 108 TABLE 57 PRECISION MEDICINE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 108 TABLE 58 PRECISION MEDICINE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 109 TABLE 59 PRECISION MEDICINE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 109 9.5 AGRICULTURE & ANIMAL RESEARCH 109 9.5.1 AI IN GENOMICS TO HELP IMPROVE CROP AND LIVESTOCK PRODUCTIVITY 109 TABLE 60 AGRICULTURE & ANIMAL RESEARCH: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 110 TABLE 61 AGRICULTURE & ANIMAL RESEARCH: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 110 TABLE 62 AGRICULTURE & ANIMAL RESEARCH: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 111 9.6 OTHER APPLICATIONS 111 TABLE 63 OTHER APPLICATIONS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 111 TABLE 64 OTHER APPLICATIONS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 112 TABLE 65 OTHER APPLICATIONS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 112 10 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER 113 10.1 INTRODUCTION 114 FIGURE 37 PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES ACCOUNTED FOR LARGEST MARKET SHARE IN 2022 114 TABLE 66 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 114 10.2 PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES 115 10.2.1 RISING DEMAND FOR SOLUTIONS TO REDUCE TIME AND COSTS OF DRUG DEVELOPMENT 115 TABLE 67 PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES: INDICATIVE DEVELOPMENTS 115 TABLE 68 PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 116 TABLE 69 PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 116 TABLE 70 PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 116 10.3 RESEARCH CENTERS, ACADEMIC INSTITUTES, AND GOVERNMENT ORGANIZATIONS 117 10.3.1 INCREASED RESEARCH ACTIVITIES TO ENCOURAGE USE OF AI IN GENOMICS IN ACADEMIC AND GOVERNMENT INSTITUTES 117 TABLE 71 RESEARCH CENTERS, ACADEMIC INSTITUTES, AND GOVERNMENT ORGANIZATIONS: INDICATIVE DEVELOPMENTS 117 TABLE 72 RESEARCH CENTERS, ACADEMIC INSTITUTES, AND GOVERNMENT ORGANIZATIONS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 117 TABLE 73 RESEARCH CENTERS, ACADEMIC INSTITUTES, AND GOVERNMENT ORGANIZATIONS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 118 TABLE 74 RESEARCH CENTERS, ACADEMIC INSTITUTES, AND GOVERNMENT ORGANIZATIONS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 118 10.4 HOSPITALS & HEALTHCARE PROVIDERS 118 10.4.1 GROWING DEMAND FOR PHARMACOGENOMICS TO PROPEL ACCEPTANCE OF NGS IN HOSPITALS 118 TABLE 75 HOSPITALS & HEALTHCARE PROVIDERS: INDICATIVE DEVELOPMENTS 119 TABLE 76 HOSPITALS & HEALTHCARE PROVIDERS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 119 TABLE 77 HOSPITALS & HEALTHCARE PROVIDERS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 119 TABLE 78 HOSPITALS & HEALTHCARE PROVIDERS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 120 10.5 OTHER END USERS 120 TABLE 79 OTHER END USERS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 121 TABLE 80 OTHER END USERS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 121 TABLE 81 OTHER END USERS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 121 11 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION 122 11.1 INTRODUCTION 123 FIGURE 38 ASIA PACIFIC TO EMERGE AS NEW HOTSPOT DURING FORECAST PERIOD 123 FIGURE 39 NORTH AMERICA ACCOUNTED FOR LARGEST MARKET SHARE IN 2022 123 TABLE 82 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 124 11.2 NORTH AMERICA 124 11.2.1 NORTH AMERICA: RECESSION IMPACT 124 FIGURE 40 NORTH AMERICA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET SNAPSHOT 125 TABLE 83 NORTH AMERICA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY COUNTRY, 2021–2028 (USD MILLION) 126 TABLE 84 NORTH AMERICA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 126 TABLE 85 NORTH AMERICA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 126 TABLE 86 NORTH AMERICA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING, BY TYPE, 2021–2028 (USD MILLION) 127 TABLE 87 NORTH AMERICA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 127 TABLE 88 NORTH AMERICA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 128 TABLE 89 NORTH AMERICA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 128 11.2.2 US 128 11.2.2.1 Initiatives to accelerate genomic research and growing adoption of AI to bolster market 128 TABLE 90 US: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 130 TABLE 91 US: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 130 TABLE 92 US: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING, BY TYPE, 2021–2028 (USD MILLION) 130 TABLE 93 US: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 131 TABLE 94 US: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 131 TABLE 95 US: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 132 11.2.3 CANADA 132 11.2.3.1 Increasing research in genomics to drive market 132 TABLE 96 CANADA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 133 TABLE 97 CANADA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 133 TABLE 98 CANADA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING, BY TYPE, 2021–2028 (USD MILLION) 133 TABLE 99 CANADA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 134 TABLE 100 CANADA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 134 TABLE 101 CANADA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 135 11.3 EUROPE 135 11.3.1 EUROPE: RECESSION IMPACT 135 TABLE 102 EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY COUNTRY, 2021–2028 (USD MILLION) 136 TABLE 103 EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 136 TABLE 104 EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 137 TABLE 105 EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING, BY TYPE, 2021–2028 (USD MILLION) 137 TABLE 106 EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 137 TABLE 107 EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 138 TABLE 108 EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 138 11.3.2 UK 138 11.3.2.1 Adoption of AI in genomics for drug discovery to fuel market 138 TABLE 109 UK: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 140 TABLE 110 UK: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 140 TABLE 111 UK: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING, BY TYPE, 2021–2028 (USD MILLION) 140 TABLE 112 UK: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 141 TABLE 113 UK: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 141 TABLE 114 UK: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 142 11.3.3 GERMANY 142 11.3.3.1 Availability of funding for AI initiatives to boost market 142 TABLE 115 GERMANY: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 143 TABLE 116 GERMANY: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 143 TABLE 117 GERMANY: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING, BY TYPE, 2021–2028 (USD MILLION) 143 TABLE 118 GERMANY: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 144 TABLE 119 GERMANY: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 144 TABLE 120 GERMANY: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 145 11.3.4 FRANCE 145 11.3.4.1 Increasing government investments in NGS to boost market 145 TABLE 121 FRANCE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 146 TABLE 122 FRANCE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 146 TABLE 123 FRANCE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING, BY TYPE, 2021–2028 (USD MILLION) 146 TABLE 124 FRANCE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 147 TABLE 125 FRANCE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 147 TABLE 126 FRANCE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 148 11.3.5 REST OF EUROPE 148 TABLE 127 REST OF EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 149 TABLE 128 REST OF EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 149 TABLE 129 REST OF EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING, BY TYPE, 2021–2028 (USD MILLION) 149 TABLE 130 REST OF EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 150 TABLE 131 REST OF EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 150 TABLE 132 REST OF EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 151 11.4 ASIA PACIFIC 151 11.4.1 ASIA PACIFIC: RECESSION IMPACT 152 FIGURE 41 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET SNAPSHOT 153 TABLE 133 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 154 TABLE 134 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 154 TABLE 135 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING, BY TYPE, 2021–2028 (USD MILLION) 154 TABLE 136 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 155 TABLE 137 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 155 TABLE 138 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 156 11.5 REST OF THE WORLD 156 11.5.1 REST OF THE WORLD: RECESSION IMPACT 157 TABLE 139 REST OF THE WORLD: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 158 TABLE 140 REST OF THE WORLD: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 158 TABLE 141 REST OF THE WORLD: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING, BY TYPE, 2021–2028 (USD MILLION) 158 TABLE 142 REST OF THE WORLD: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 159 TABLE 143 REST OF THE WORLD: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 159 TABLE 144 REST OF THE WORLD: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 160 12 COMPETITIVE LANDSCAPE 161 12.1 OVERVIEW 161 12.2 KEY MARKET PLAYERS’ STRATEGIES/RIGHT TO WIN 161 TABLE 145 OVERVIEW OF STRATEGIES ADOPTED BY KEY PLAYERS IN ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET 161 FIGURE 42 KEY DEVELOPMENTS BY MAJOR MARKET PLAYERS BETWEEN JANUARY 2020 AND MARCH 2023 163 12.3 REVENUE SHARE ANALYSIS OF TOP MARKET PLAYERS, 2022 164 FIGURE 43 REVENUE SHARE ANALYSIS OF KEY MARKET PLAYERS, 2022 164 12.4 MARKET RANKING ANALYSIS, 2022 164 FIGURE 44 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET SHARE ANALYSIS, 2022 165 12.5 COMPETITIVE BENCHMARKING 167 TABLE 146 COMPANY FOOTPRINT ANALYSIS 167 TABLE 147 PRODUCT FOOTPRINT ANALYSIS (26 COMPANIES) 168 TABLE 148 FUNCTIONALITY FOOTPRINT ANALYSIS (26 COMPANIES) 169 TABLE 149 REGIONAL FOOTPRINT ANALYSIS (26 COMPANIES) 170 12.6 COMPANY EVALUATION QUADRANT FOR KEY PLAYERS 171 12.6.1 STARS 171 12.6.2 PERVASIVE PLAYERS 171 12.6.3 EMERGING LEADERS 171 12.6.4 PARTICIPANTS 171 FIGURE 45 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET: COMPANY EVALUATION QUADRANT FOR KEY PLAYERS, 2022 172 12.7 COMPANY EVALUATION QUADRANT FOR START-UPS/SMES 173 12.7.1 PROGRESSIVE COMPANIES 173 12.7.2 DYNAMIC COMPANIES 173 12.7.3 RESPONSIVE COMPANIES 173 12.7.4 STARTING BLOCKS 173 FIGURE 46 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET: COMPANY EVALUATION QUADRANT FOR START-UPS/SMES, 2022 174 12.8 COMPETITIVE SCENARIOS AND TRENDS 175 12.8.1 PRODUCT LAUNCHES/ENHANCEMENTS 175 TABLE 150 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET: PRODUCT LAUNCHES/ENHANCEMENTS, 2020–2023 175 12.8.2 DEALS 176 TABLE 151 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET: DEALS, 2020–2023 176 12.8.3 OTHER DEVELOPMENTS 178 TABLE 152 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET: OTHER DEVELOPMENTS, 2020–2023 178
SummaryThe artificial intelligence (AI) in genomics market is anticipated to grow from an estimated USD 0.5 billion in 2023 to USD 2.0 billion in 2028, at a CAGR of 32.3% during the forecast period. The market has a promising growth potential due to the need to accelerate processes and timeline and reduce drug development and discovery, and improving computing power and declining hardware cost among other factors. However, the lack of curated genomic data and data privacy concerns are expected to limit the growth of this market to a certain extent. Table of Contents1 INTRODUCTION 321.1 STUDY OBJECTIVES 32 1.2 MARKET DEFINITION 32 1.3 INCLUSIONS AND EXCLUSIONS 33 1.4 STUDY SCOPE 34 1.4.1 MARKETS COVERED 34 FIGURE 1 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET SEGMENTATION 34 1.4.2 REGIONS COVERED 34 1.5 YEARS CONSIDERED 35 1.6 CURRENCY CONSIDERED 36 TABLE 1 CURRENCY CONVERSION RATES 36 1.7 LIMITATIONS 36 1.8 STAKEHOLDERS 37 1.9 SUMMARY OF CHANGES 37 2 RESEARCH METHODOLOGY 39 2.1 RESEARCH DATA 39 FIGURE 2 RESEARCH DESIGN 40 FIGURE 3 RESEARCH APPROACH 41 2.1.1 SECONDARY RESEARCH 42 2.1.1.1 Key data from secondary sources 43 2.1.2 PRIMARY RESEARCH 43 2.1.2.1 Key primary sources 44 2.1.2.2 Key data from primary sources 45 2.1.2.3 Key industry insights 45 2.1.2.4 Breakdown of primary interviews 46 FIGURE 4 BREAKDOWN OF PRIMARY INTERVIEWS: SUPPLY-SIDE AND DEMAND-SIDE PARTICIPANTS 46 FIGURE 5 BREAKDOWN OF PRIMARY INTERVIEWS: BY COMPANY TYPE, DESIGNATION, AND REGION 46 2.2 MARKET SIZE ESTIMATION 46 FIGURE 6 KEY METRICS FOR ASSESSING SUPPLY OF ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET 47 FIGURE 7 REVENUES GENERATED BY COMPANIES FROM SALE OF ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS SOLUTIONS 48 FIGURE 8 REVENUE SHARE ANALYSIS ILLUSTRATION 49 FIGURE 9 BOTTOM-UP APPROACH 50 FIGURE 10 ESTIMATION OF ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET SIZE BASED ON ADOPTION 50 FIGURE 11 TOP-DOWN APPROACH 51 TABLE 2 FACTOR ANALYSIS 52 2.3 MARKET BREAKDOWN AND DATA TRIANGULATION 52 FIGURE 12 DATA TRIANGULATION METHODOLOGY 53 2.4 RESEARCH ASSUMPTIONS 54 FIGURE 13 ASSUMPTIONS FOR RESEARCH STUDY 54 2.5 IMPACT OF RECESSION 55 2.6 RISK ASSESSMENT 55 TABLE 3 LIMITATIONS AND ASSOCIATED RISKS 55 2.7 RESEARCH LIMITATIONS 56 3 EXECUTIVE SUMMARY 57 FIGURE 14 SOFTWARE SEGMENT TO LEAD ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING 57 FIGURE 15 MACHINE LEARNING CONTINUES TO ACQUIRE LARGEST SIZE OF ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY 58 FIGURE 16 DEEP LEARNING TO BE FASTEST-GROWING SEGMENT OF ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING 58 FIGURE 17 GENOME SEQUENCING TO REGISTER HIGHEST CAGR IN ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY 59 FIGURE 18 DIAGNOSTICS TO DOMINATE ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION 60 FIGURE 19 PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES TO SECURE LEADING POSITION IN ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER 60 FIGURE 20 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION 61 4 PREMIUM INSIGHTS 62 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET 62 FIGURE 21 INCREASING ADOPTION OF ARTIFICIAL INTELLIGENCE (AI) SOLUTIONS FOR DRUG DISCOVERY & DEVELOPMENT AND PRECISION MEDICINE TO DRIVE MARKET 62 4.2 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION 63 FIGURE 22 NORTH AMERICA TO DOMINATE ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET DURING FORECAST PERIOD 63 4.3 NORTH AMERICAN ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER AND COUNTRY, 2022 64 FIGURE 23 PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES AND US DOMINATED MARKET IN NORTH AMERICA IN 2022 64 4.4 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING 65 FIGURE 24 SOFTWARE SEGMENT TO HOLD MAJORITY MARKET SHARE IN 2028 65 4.5 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY 65 FIGURE 25 MACHINE LEARNING TO SURPASS OTHER TECHNOLOGIES IN 2028 65 4.6 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER 66 FIGURE 26 PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES TO ACCOUNT FOR LARGEST MARKET SHARE IN 2028 66 4.7 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY 66 FIGURE 27 GENOME SEQUENCING TO BE FASTEST-GROWING SEGMENT DURING FORECAST PERIOD 66 4.8 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION 67 FIGURE 28 DIAGNOSTICS TO DOMINATE MARKET IN 2028 67 5 MARKET OVERVIEW 68 5.1 INTRODUCTION 68 5.2 MARKET DYNAMICS 68 5.2.1 DRIVERS 69 5.2.1.1 Need to accelerate processes and timeline and reduce drug development & discovery costs 69 5.2.1.2 Increased partnerships and collaborations among players and growing investments in AI in genomics 69 5.2.1.3 Rising adoption of AI in precision medicine 70 5.2.1.4 Explosion in bioinformatics data and genomic datasets 70 FIGURE 29 COST OF GENOME ANALYSIS VS. LEVELS OF RAW DATA GENERATED, 2003–2023 71 5.2.1.5 Improving computing power and declining hardware cost 71 5.2.2 RESTRAINTS 72 5.2.2.1 Lack of skilled AI workforce and ambiguous regulatory guidelines for medical software 72 5.2.3 OPPORTUNITIES 72 5.2.3.1 Focus on developing human-aware AI systems 72 5.2.4 CHALLENGES 73 5.2.4.1 Lack of curated genomic data 73 5.2.4.2 Data privacy concerns 73 FIGURE 30 HEALTHCARE BREACHES REPORTED TO US DEPARTMENT OF HEALTH AND HUMAN SERVICES, 2019–2021 73 5.3 ECOSYSTEM ANALYSIS 74 FIGURE 31 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET: ECOSYSTEM ANALYSIS 74 6 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING 75 6.1 INTRODUCTION 76 FIGURE 32 SOFTWARE SEGMENT ACCOUNTED FOR LARGER MARKET SHARE IN 2022 76 TABLE 4 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 76 6.2 SOFTWARE 77 6.2.1 INTELLIGENT SOFTWARE TO REDUCE ERRORS CAUSED BY STANDARD STATISTICAL APPROACHES 77 TABLE 5 SOFTWARE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 77 TABLE 6 SOFTWARE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 78 TABLE 7 SOFTWARE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 78 6.3 SERVICES 78 6.3.1 RISING AI TECHNOLOGY ADOPTION IN VARIOUS END-USE INDUSTRIES TO BOOST MARKET 78 TABLE 8 SERVICES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 79 TABLE 9 SERVICES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 79 TABLE 10 SERVICES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 79 7 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY 80 7.1 INTRODUCTION 81 FIGURE 33 MACHINE LEARNING SEGMENT ACCOUNTED FOR LARGER MARKET SHARE IN 2022 81 TABLE 11 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 81 7.2 MACHINE LEARNING 82 FIGURE 34 DEEP LEARNING SEGMENT ACCOUNTED FOR LARGEST MARKET SHARE IN 2022 82 TABLE 12 MACHINE LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TYPE, 2021–2028 (USD MILLION) 83 TABLE 13 MACHINE LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 83 TABLE 14 MACHINE LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 83 TABLE 15 MACHINE LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 84 7.2.1 DEEP LEARNING 84 7.2.1.1 Growing demand for accelerated genome sequencing analysis workflows and improved function of gene editing tools to propel market 84 TABLE 16 DEEP LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 85 TABLE 17 DEEP LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 85 TABLE 18 DEEP LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 85 7.2.2 SUPERVISED LEARNING 86 7.2.2.1 To help create predictive models for population health management 86 TABLE 19 SUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 86 TABLE 20 SUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 87 TABLE 21 SUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 87 7.2.3 REINFORCEMENT LEARNING 87 7.2.3.1 Need to reduce costs associated with collecting labeled training data to drive segment 87 TABLE 22 REINFORCEMENT LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 88 TABLE 23 REINFORCEMENT LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 88 TABLE 24 REINFORCEMENT LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 88 7.2.4 UNSUPERVISED LEARNING 89 7.2.4.1 Ability to perform more complex processing tasks than supervised learning systems to drive market 89 TABLE 25 UNSUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 89 TABLE 26 UNSUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 89 TABLE 27 UNSUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 90 7.2.5 OTHER MACHINE LEARNING TECHNOLOGIES 90 TABLE 28 OTHER MACHINE LEARNING TECHNOLOGIES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 90 TABLE 29 OTHER MACHINE LEARNING TECHNOLOGIES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 91 TABLE 30 OTHER MACHINE LEARNING TECHNOLOGIES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 91 7.3 OTHER TECHNOLOGIES 91 TABLE 31 OTHER TECHNOLOGIES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 92 TABLE 32 OTHER TECHNOLOGIES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 92 TABLE 33 OTHER TECHNOLOGIES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 92 8 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY 93 8.1 INTRODUCTION 94 FIGURE 35 GENOME SEQUENCING SEGMENT ACCOUNTED FOR LARGEST MARKET SHARE IN 2022 94 TABLE 34 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 94 8.2 GENOME SEQUENCING 95 8.2.1 INCREASING ADOPTION OF MACHINE AND DEEP LEARNING IN DIAGNOSTICS AND DRUG DISCOVERY PROCESSES TO ENHANCE MARKET GROWTH 95 TABLE 35 GENOME SEQUENCING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 95 TABLE 36 GENOME SEQUENCING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 96 TABLE 37 GENOME SEQUENCING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 96 8.3 GENE EDITING 96 8.3.1 TO HELP IMPROVE GENE EDITING FUNCTIONS AND REDUCE TIME AND COSTS 96 TABLE 38 GENE EDITING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 97 TABLE 39 GENE EDITING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 97 TABLE 40 GENE EDITING: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 98 8.4 CLINICAL WORKFLOW 98 8.4.1 TO HELP INCREASE EFFICIENCY OF CLINICAL WORKFLOWS 98 TABLE 41 CLINICAL WORKFLOW: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 98 TABLE 42 CLINICAL WORKFLOW: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 99 TABLE 43 CLINICAL WORKFLOW: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 99 8.5 PREDICTIVE GENETIC TESTING & PREVENTIVE MEDICINE 99 8.5.1 AI IN GENOMICS TO PREDICT OUTCOMES AND RISKS ASSOCIATED WITH CURING GENETIC DISEASES BASED ON AVAILABLE DATA 99 TABLE 44 PREDICTIVE GENETIC TESTING & PREVENTIVE MEDICINE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 100 TABLE 45 PREDICTIVE GENETIC TESTING & PREVENTIVE MEDICINE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 100 TABLE 46 PREDICTIVE GENETIC TESTING & PREVENTIVE MEDICINE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 100 9 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION 101 9.1 INTRODUCTION 102 FIGURE 36 DIAGNOSTICS SEGMENT ACCOUNTED FOR LARGEST MARKET SHARE IN 2022 102 TABLE 47 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 102 9.2 DIAGNOSTICS 103 9.2.1 AI IN GENOMICS FOR DIAGNOSTICS TO HELP IDENTIFY CHROMOSOMAL DISORDERS, DYSMORPHIC SYNDROMES, TERATOGENIC DISORDERS, AND SINGLE-GENE DISORDERS 103 TABLE 48 INDICATIVE LIST OF DEVELOPMENTS FOR DIAGNOSTICS APPLICATION 104 TABLE 49 DIAGNOSTICS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 104 TABLE 50 DIAGNOSTICS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 105 TABLE 51 DIAGNOSTICS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 105 9.3 DRUG DISCOVERY & DEVELOPMENT 105 9.3.1 GROWING APPLICATION OF AI IN GENOMICS IN DRUG DISCOVERY & DEVELOPMENT TO PROPEL MARKET 105 TABLE 52 INDICATIVE LIST OF DEVELOPMENTS FOR DRUG DELIVERY & DISCOVERY APPLICATION 106 TABLE 53 DRUG DISCOVERY & DEVELOPMENT: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 106 TABLE 54 DRUG DISCOVERY & DEVELOPMENT: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 107 TABLE 55 DRUG DISCOVERY & DEVELOPMENT: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 107 9.4 PRECISION MEDICINE 107 9.4.1 FOCUSE ON IDENTIFYING EFFECTIVE MEDICAL TREATMENTS FOR PATIENTS TO DRIVE MARKET 107 TABLE 56 INDICATIVE LIST OF DEVELOPMENTS FOR PRECISION MEDICINE APPLICATION 108 TABLE 57 PRECISION MEDICINE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 108 TABLE 58 PRECISION MEDICINE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 109 TABLE 59 PRECISION MEDICINE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 109 9.5 AGRICULTURE & ANIMAL RESEARCH 109 9.5.1 AI IN GENOMICS TO HELP IMPROVE CROP AND LIVESTOCK PRODUCTIVITY 109 TABLE 60 AGRICULTURE & ANIMAL RESEARCH: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 110 TABLE 61 AGRICULTURE & ANIMAL RESEARCH: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 110 TABLE 62 AGRICULTURE & ANIMAL RESEARCH: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 111 9.6 OTHER APPLICATIONS 111 TABLE 63 OTHER APPLICATIONS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 111 TABLE 64 OTHER APPLICATIONS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 112 TABLE 65 OTHER APPLICATIONS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 112 10 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER 113 10.1 INTRODUCTION 114 FIGURE 37 PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES ACCOUNTED FOR LARGEST MARKET SHARE IN 2022 114 TABLE 66 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 114 10.2 PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES 115 10.2.1 RISING DEMAND FOR SOLUTIONS TO REDUCE TIME AND COSTS OF DRUG DEVELOPMENT 115 TABLE 67 PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES: INDICATIVE DEVELOPMENTS 115 TABLE 68 PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 116 TABLE 69 PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 116 TABLE 70 PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 116 10.3 RESEARCH CENTERS, ACADEMIC INSTITUTES, AND GOVERNMENT ORGANIZATIONS 117 10.3.1 INCREASED RESEARCH ACTIVITIES TO ENCOURAGE USE OF AI IN GENOMICS IN ACADEMIC AND GOVERNMENT INSTITUTES 117 TABLE 71 RESEARCH CENTERS, ACADEMIC INSTITUTES, AND GOVERNMENT ORGANIZATIONS: INDICATIVE DEVELOPMENTS 117 TABLE 72 RESEARCH CENTERS, ACADEMIC INSTITUTES, AND GOVERNMENT ORGANIZATIONS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 117 TABLE 73 RESEARCH CENTERS, ACADEMIC INSTITUTES, AND GOVERNMENT ORGANIZATIONS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 118 TABLE 74 RESEARCH CENTERS, ACADEMIC INSTITUTES, AND GOVERNMENT ORGANIZATIONS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 118 10.4 HOSPITALS & HEALTHCARE PROVIDERS 118 10.4.1 GROWING DEMAND FOR PHARMACOGENOMICS TO PROPEL ACCEPTANCE OF NGS IN HOSPITALS 118 TABLE 75 HOSPITALS & HEALTHCARE PROVIDERS: INDICATIVE DEVELOPMENTS 119 TABLE 76 HOSPITALS & HEALTHCARE PROVIDERS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 119 TABLE 77 HOSPITALS & HEALTHCARE PROVIDERS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 119 TABLE 78 HOSPITALS & HEALTHCARE PROVIDERS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 120 10.5 OTHER END USERS 120 TABLE 79 OTHER END USERS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 121 TABLE 80 OTHER END USERS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2028 (USD MILLION) 121 TABLE 81 OTHER END USERS: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET IN EUROPE, BY COUNTRY, 2021–2028 (USD MILLION) 121 11 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION 122 11.1 INTRODUCTION 123 FIGURE 38 ASIA PACIFIC TO EMERGE AS NEW HOTSPOT DURING FORECAST PERIOD 123 FIGURE 39 NORTH AMERICA ACCOUNTED FOR LARGEST MARKET SHARE IN 2022 123 TABLE 82 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY REGION, 2021–2028 (USD MILLION) 124 11.2 NORTH AMERICA 124 11.2.1 NORTH AMERICA: RECESSION IMPACT 124 FIGURE 40 NORTH AMERICA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET SNAPSHOT 125 TABLE 83 NORTH AMERICA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY COUNTRY, 2021–2028 (USD MILLION) 126 TABLE 84 NORTH AMERICA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 126 TABLE 85 NORTH AMERICA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 126 TABLE 86 NORTH AMERICA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING, BY TYPE, 2021–2028 (USD MILLION) 127 TABLE 87 NORTH AMERICA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 127 TABLE 88 NORTH AMERICA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 128 TABLE 89 NORTH AMERICA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 128 11.2.2 US 128 11.2.2.1 Initiatives to accelerate genomic research and growing adoption of AI to bolster market 128 TABLE 90 US: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 130 TABLE 91 US: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 130 TABLE 92 US: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING, BY TYPE, 2021–2028 (USD MILLION) 130 TABLE 93 US: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 131 TABLE 94 US: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 131 TABLE 95 US: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 132 11.2.3 CANADA 132 11.2.3.1 Increasing research in genomics to drive market 132 TABLE 96 CANADA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 133 TABLE 97 CANADA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 133 TABLE 98 CANADA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING, BY TYPE, 2021–2028 (USD MILLION) 133 TABLE 99 CANADA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 134 TABLE 100 CANADA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 134 TABLE 101 CANADA: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 135 11.3 EUROPE 135 11.3.1 EUROPE: RECESSION IMPACT 135 TABLE 102 EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY COUNTRY, 2021–2028 (USD MILLION) 136 TABLE 103 EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 136 TABLE 104 EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 137 TABLE 105 EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING, BY TYPE, 2021–2028 (USD MILLION) 137 TABLE 106 EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 137 TABLE 107 EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 138 TABLE 108 EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 138 11.3.2 UK 138 11.3.2.1 Adoption of AI in genomics for drug discovery to fuel market 138 TABLE 109 UK: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 140 TABLE 110 UK: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 140 TABLE 111 UK: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING, BY TYPE, 2021–2028 (USD MILLION) 140 TABLE 112 UK: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 141 TABLE 113 UK: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 141 TABLE 114 UK: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 142 11.3.3 GERMANY 142 11.3.3.1 Availability of funding for AI initiatives to boost market 142 TABLE 115 GERMANY: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 143 TABLE 116 GERMANY: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 143 TABLE 117 GERMANY: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING, BY TYPE, 2021–2028 (USD MILLION) 143 TABLE 118 GERMANY: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 144 TABLE 119 GERMANY: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 144 TABLE 120 GERMANY: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 145 11.3.4 FRANCE 145 11.3.4.1 Increasing government investments in NGS to boost market 145 TABLE 121 FRANCE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 146 TABLE 122 FRANCE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 146 TABLE 123 FRANCE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING, BY TYPE, 2021–2028 (USD MILLION) 146 TABLE 124 FRANCE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 147 TABLE 125 FRANCE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 147 TABLE 126 FRANCE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 148 11.3.5 REST OF EUROPE 148 TABLE 127 REST OF EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 149 TABLE 128 REST OF EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 149 TABLE 129 REST OF EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING, BY TYPE, 2021–2028 (USD MILLION) 149 TABLE 130 REST OF EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 150 TABLE 131 REST OF EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 150 TABLE 132 REST OF EUROPE: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 151 11.4 ASIA PACIFIC 151 11.4.1 ASIA PACIFIC: RECESSION IMPACT 152 FIGURE 41 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET SNAPSHOT 153 TABLE 133 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 154 TABLE 134 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 154 TABLE 135 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING, BY TYPE, 2021–2028 (USD MILLION) 154 TABLE 136 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 155 TABLE 137 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 155 TABLE 138 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 156 11.5 REST OF THE WORLD 156 11.5.1 REST OF THE WORLD: RECESSION IMPACT 157 TABLE 139 REST OF THE WORLD: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY OFFERING, 2021–2028 (USD MILLION) 158 TABLE 140 REST OF THE WORLD: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY TECHNOLOGY, 2021–2028 (USD MILLION) 158 TABLE 141 REST OF THE WORLD: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET FOR MACHINE LEARNING, BY TYPE, 2021–2028 (USD MILLION) 158 TABLE 142 REST OF THE WORLD: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY FUNCTIONALITY, 2021–2028 (USD MILLION) 159 TABLE 143 REST OF THE WORLD: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY APPLICATION, 2021–2028 (USD MILLION) 159 TABLE 144 REST OF THE WORLD: ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET, BY END USER, 2021–2028 (USD MILLION) 160 12 COMPETITIVE LANDSCAPE 161 12.1 OVERVIEW 161 12.2 KEY MARKET PLAYERS’ STRATEGIES/RIGHT TO WIN 161 TABLE 145 OVERVIEW OF STRATEGIES ADOPTED BY KEY PLAYERS IN ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET 161 FIGURE 42 KEY DEVELOPMENTS BY MAJOR MARKET PLAYERS BETWEEN JANUARY 2020 AND MARCH 2023 163 12.3 REVENUE SHARE ANALYSIS OF TOP MARKET PLAYERS, 2022 164 FIGURE 43 REVENUE SHARE ANALYSIS OF KEY MARKET PLAYERS, 2022 164 12.4 MARKET RANKING ANALYSIS, 2022 164 FIGURE 44 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET SHARE ANALYSIS, 2022 165 12.5 COMPETITIVE BENCHMARKING 167 TABLE 146 COMPANY FOOTPRINT ANALYSIS 167 TABLE 147 PRODUCT FOOTPRINT ANALYSIS (26 COMPANIES) 168 TABLE 148 FUNCTIONALITY FOOTPRINT ANALYSIS (26 COMPANIES) 169 TABLE 149 REGIONAL FOOTPRINT ANALYSIS (26 COMPANIES) 170 12.6 COMPANY EVALUATION QUADRANT FOR KEY PLAYERS 171 12.6.1 STARS 171 12.6.2 PERVASIVE PLAYERS 171 12.6.3 EMERGING LEADERS 171 12.6.4 PARTICIPANTS 171 FIGURE 45 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET: COMPANY EVALUATION QUADRANT FOR KEY PLAYERS, 2022 172 12.7 COMPANY EVALUATION QUADRANT FOR START-UPS/SMES 173 12.7.1 PROGRESSIVE COMPANIES 173 12.7.2 DYNAMIC COMPANIES 173 12.7.3 RESPONSIVE COMPANIES 173 12.7.4 STARTING BLOCKS 173 FIGURE 46 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET: COMPANY EVALUATION QUADRANT FOR START-UPS/SMES, 2022 174 12.8 COMPETITIVE SCENARIOS AND TRENDS 175 12.8.1 PRODUCT LAUNCHES/ENHANCEMENTS 175 TABLE 150 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET: PRODUCT LAUNCHES/ENHANCEMENTS, 2020–2023 175 12.8.2 DEALS 176 TABLE 151 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET: DEALS, 2020–2023 176 12.8.3 OTHER DEVELOPMENTS 178 TABLE 152 ARTIFICIAL INTELLIGENCE (AI) IN GENOMICS MARKET: OTHER DEVELOPMENTS, 2020–2023 178
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