SlideShare a Scribd company logo
1 of 7
Sara Gerke
Research Fellow for Precision Medicine
PMAIL (Project on Precision Medicine, Artificial
Intelligence, and the Law)
Petrie-Flom Center for Health Law Policy,
Biotechnology, and Bioethics
sgerke@law.harvard.edu
AI in Drug
Discovery and
Clinical Trials
Agenda
▣ What is AI?
▣ Uses of AI in
o Drug Discovery
o Clinical Trials
▣ Challenges
2
What is AI?
3
1. Thinking Humanly
2. Acting Humanly
3. Thinking Rationally
4. Acting Rationally
Russell and Norvig, Artificial Intelligence: A Modern Approach,
3rd Edition
AI in Drug Discovery
4
• Enabling Precision Medicine
• Acceleration of the Drug Discovery Process
• Discovery of New Drug Targets &
Alternative Drug Indications
• Cost Reduction
• Higher Efficiency
(e.g., helping with
recruiting)
• Higher Safety
(e.g., screening
subjects for
adverse reactions)
• Expediting
Clinical Trials
• Cost Reduction
5
AI in Clinical Trials
6
Challenges
• Safety and
Effectiveness
• Reliable Data
Sets
• Bias
• Data Sharing
• Data Diversity
• Transparency
• Oversight
• Liability
• Data Privacy
Etc.
Thanks!
@gerke_sara
sgerke@law.harvard.edu

More Related Content

What's hot

Artificial intelligence in drug discovery
Artificial intelligence in drug discoveryArtificial intelligence in drug discovery
Artificial intelligence in drug discoveryRAVINDRABABUKOPPERA
 
Artificial intelligence in health care (drug discovery) in pharmacy
Artificial intelligence in health care (drug discovery) in pharmacy Artificial intelligence in health care (drug discovery) in pharmacy
Artificial intelligence in health care (drug discovery) in pharmacy Dr. Amit Gangwal Jain (MPharm., PhD.)
 
Role of AI in Drug Discovery and Development
Role of AI in  Drug Discovery and DevelopmentRole of AI in  Drug Discovery and Development
Role of AI in Drug Discovery and DevelopmentDr. Manu Kumar Shetty
 
How Artificial Intelligence in Transforming Pharma
How Artificial Intelligence in Transforming PharmaHow Artificial Intelligence in Transforming Pharma
How Artificial Intelligence in Transforming PharmaTyrone Systems
 
Drug discovery using ai
Drug discovery using aiDrug discovery using ai
Drug discovery using aiSukant Khurana
 
AI is the Future of Drug Discovery
AI is the Future of Drug DiscoveryAI is the Future of Drug Discovery
AI is the Future of Drug DiscoveryDavid Leahy
 
Big Data and its Impact on Industry (Example of the Pharmaceutical Industry)
Big Data and its Impact on Industry (Example of the Pharmaceutical Industry)Big Data and its Impact on Industry (Example of the Pharmaceutical Industry)
Big Data and its Impact on Industry (Example of the Pharmaceutical Industry)Hellmuth Broda
 
Conference presentation from #iccs2014 in Noordwijkerhout
Conference presentation from #iccs2014 in NoordwijkerhoutConference presentation from #iccs2014 in Noordwijkerhout
Conference presentation from #iccs2014 in NoordwijkerhoutJosef Scheiber
 
Data Science in Drug Discovery
Data Science in Drug DiscoveryData Science in Drug Discovery
Data Science in Drug DiscoveryWrangleConf
 
Digital platforms could disrupts how pharma companies plan and excecute clini...
Digital platforms could disrupts how pharma companies plan and excecute clini...Digital platforms could disrupts how pharma companies plan and excecute clini...
Digital platforms could disrupts how pharma companies plan and excecute clini...Jayanthi Repalli, PhD
 
AI for Precision Medicine (Pragmatic preclinical data science)
AI for Precision Medicine (Pragmatic preclinical data science)AI for Precision Medicine (Pragmatic preclinical data science)
AI for Precision Medicine (Pragmatic preclinical data science)Paul Agapow
 
AI in translational medicine webinar
AI in translational medicine webinarAI in translational medicine webinar
AI in translational medicine webinarPistoia Alliance
 
Zen and the Art of Data Science Maintenance
Zen and the Art of Data Science MaintenanceZen and the Art of Data Science Maintenance
Zen and the Art of Data Science MaintenanceElsevier
 
Artificial Intelligence in Medicine Market Report Size 2021 ppt
Artificial Intelligence in Medicine Market Report Size 2021 pptArtificial Intelligence in Medicine Market Report Size 2021 ppt
Artificial Intelligence in Medicine Market Report Size 2021 pptShadab Pathan
 
Pistoia Alliance-Elsevier Datathon
Pistoia Alliance-Elsevier DatathonPistoia Alliance-Elsevier Datathon
Pistoia Alliance-Elsevier DatathonPistoia Alliance
 
The End of the Drug Development Casino?
The End of the Drug Development Casino?The End of the Drug Development Casino?
The End of the Drug Development Casino?Paul Agapow
 
BioVariance - Pediatric Pharmacogenomics in Drug Discovery
BioVariance - Pediatric Pharmacogenomics in Drug DiscoveryBioVariance - Pediatric Pharmacogenomics in Drug Discovery
BioVariance - Pediatric Pharmacogenomics in Drug DiscoveryJosef Scheiber
 
Computational prediction of antimicrobial peptide activity
Computational prediction of antimicrobial peptide activityComputational prediction of antimicrobial peptide activity
Computational prediction of antimicrobial peptide activityThet Su Win
 
Big Data in Disease Management
Big Data in Disease ManagementBig Data in Disease Management
Big Data in Disease ManagementInterpretOmics
 

What's hot (20)

Artificial intelligence in drug discovery
Artificial intelligence in drug discoveryArtificial intelligence in drug discovery
Artificial intelligence in drug discovery
 
Artificial intelligence in health care (drug discovery) in pharmacy
Artificial intelligence in health care (drug discovery) in pharmacy Artificial intelligence in health care (drug discovery) in pharmacy
Artificial intelligence in health care (drug discovery) in pharmacy
 
Role of AI in Drug Discovery and Development
Role of AI in  Drug Discovery and DevelopmentRole of AI in  Drug Discovery and Development
Role of AI in Drug Discovery and Development
 
How Artificial Intelligence in Transforming Pharma
How Artificial Intelligence in Transforming PharmaHow Artificial Intelligence in Transforming Pharma
How Artificial Intelligence in Transforming Pharma
 
Drug discovery using ai
Drug discovery using aiDrug discovery using ai
Drug discovery using ai
 
AI is the Future of Drug Discovery
AI is the Future of Drug DiscoveryAI is the Future of Drug Discovery
AI is the Future of Drug Discovery
 
Big Data and its Impact on Industry (Example of the Pharmaceutical Industry)
Big Data and its Impact on Industry (Example of the Pharmaceutical Industry)Big Data and its Impact on Industry (Example of the Pharmaceutical Industry)
Big Data and its Impact on Industry (Example of the Pharmaceutical Industry)
 
Conference presentation from #iccs2014 in Noordwijkerhout
Conference presentation from #iccs2014 in NoordwijkerhoutConference presentation from #iccs2014 in Noordwijkerhout
Conference presentation from #iccs2014 in Noordwijkerhout
 
Data Science in Drug Discovery
Data Science in Drug DiscoveryData Science in Drug Discovery
Data Science in Drug Discovery
 
Digital platforms could disrupts how pharma companies plan and excecute clini...
Digital platforms could disrupts how pharma companies plan and excecute clini...Digital platforms could disrupts how pharma companies plan and excecute clini...
Digital platforms could disrupts how pharma companies plan and excecute clini...
 
AI for Precision Medicine (Pragmatic preclinical data science)
AI for Precision Medicine (Pragmatic preclinical data science)AI for Precision Medicine (Pragmatic preclinical data science)
AI for Precision Medicine (Pragmatic preclinical data science)
 
AI in translational medicine webinar
AI in translational medicine webinarAI in translational medicine webinar
AI in translational medicine webinar
 
Zen and the Art of Data Science Maintenance
Zen and the Art of Data Science MaintenanceZen and the Art of Data Science Maintenance
Zen and the Art of Data Science Maintenance
 
Artificial Intelligence in Medicine Market Report Size 2021 ppt
Artificial Intelligence in Medicine Market Report Size 2021 pptArtificial Intelligence in Medicine Market Report Size 2021 ppt
Artificial Intelligence in Medicine Market Report Size 2021 ppt
 
NETWORK OF DISEASES AND ITS ENDOWMENT TOWARDS DISEASE
NETWORK OF DISEASES AND ITS ENDOWMENT TOWARDS DISEASE NETWORK OF DISEASES AND ITS ENDOWMENT TOWARDS DISEASE
NETWORK OF DISEASES AND ITS ENDOWMENT TOWARDS DISEASE
 
Pistoia Alliance-Elsevier Datathon
Pistoia Alliance-Elsevier DatathonPistoia Alliance-Elsevier Datathon
Pistoia Alliance-Elsevier Datathon
 
The End of the Drug Development Casino?
The End of the Drug Development Casino?The End of the Drug Development Casino?
The End of the Drug Development Casino?
 
BioVariance - Pediatric Pharmacogenomics in Drug Discovery
BioVariance - Pediatric Pharmacogenomics in Drug DiscoveryBioVariance - Pediatric Pharmacogenomics in Drug Discovery
BioVariance - Pediatric Pharmacogenomics in Drug Discovery
 
Computational prediction of antimicrobial peptide activity
Computational prediction of antimicrobial peptide activityComputational prediction of antimicrobial peptide activity
Computational prediction of antimicrobial peptide activity
 
Big Data in Disease Management
Big Data in Disease ManagementBig Data in Disease Management
Big Data in Disease Management
 

Similar to AI in Drug Discovery and Clinical Trials Overview

Ethical Considerations In Clinical Trials
Ethical  Considerations In  Clinical  TrialsEthical  Considerations In  Clinical  Trials
Ethical Considerations In Clinical Trialskrathishbopanna
 
Biomedical Literature
Biomedical Literature Biomedical Literature
Biomedical Literature Arete-Zoe, LLC
 
The Learning Health System: Thinking and Acting Across Scales
The Learning Health System: Thinking and Acting Across ScalesThe Learning Health System: Thinking and Acting Across Scales
The Learning Health System: Thinking and Acting Across ScalesPhilip Payne
 
Patient Centered Care | Unit 8a Lecture
Patient Centered Care | Unit 8a LecturePatient Centered Care | Unit 8a Lecture
Patient Centered Care | Unit 8a LectureCMDLMS
 
Patient Centered Care | Unit 8b Lecture
Patient Centered Care | Unit 8b LecturePatient Centered Care | Unit 8b Lecture
Patient Centered Care | Unit 8b LectureCMDLMS
 
Soil_ Erosion.ppt
Soil_ Erosion.pptSoil_ Erosion.ppt
Soil_ Erosion.pptAKVerma37
 
Clinical Trial Process.ppt
Clinical Trial Process.pptClinical Trial Process.ppt
Clinical Trial Process.pptAshish Kumar
 
Data-driven drug discovery for rare diseases - Tales from the trenches (CINF ...
Data-driven drug discovery for rare diseases - Tales from the trenches (CINF ...Data-driven drug discovery for rare diseases - Tales from the trenches (CINF ...
Data-driven drug discovery for rare diseases - Tales from the trenches (CINF ...Frederik van den Broek
 
2020-03-08 Atul Butte's keynote for the AMIA Virtual Informatics Summit
2020-03-08 Atul Butte's keynote for the AMIA Virtual Informatics Summit 2020-03-08 Atul Butte's keynote for the AMIA Virtual Informatics Summit
2020-03-08 Atul Butte's keynote for the AMIA Virtual Informatics Summit University of California, San Francisco
 
Ethics, Research & Society
Ethics, Research & SocietyEthics, Research & Society
Ethics, Research & SocietyGuillaume Dumas
 
The-Future-of-AI-in-Drug-Discovery.pptx
The-Future-of-AI-in-Drug-Discovery.pptxThe-Future-of-AI-in-Drug-Discovery.pptx
The-Future-of-AI-in-Drug-Discovery.pptxRAJ K. MAURYA
 
Pharmaceutical industry – change in discovery and development
Pharmaceutical industry – change in discovery and developmentPharmaceutical industry – change in discovery and development
Pharmaceutical industry – change in discovery and developmentBhaswat Chakraborty
 
Combining Patient Records, Genomic Data and Environmental Data to Enable Tran...
Combining Patient Records, Genomic Data and Environmental Data to Enable Tran...Combining Patient Records, Genomic Data and Environmental Data to Enable Tran...
Combining Patient Records, Genomic Data and Environmental Data to Enable Tran...Perficient, Inc.
 
Randomized clinical trials
Randomized clinical trialsRandomized clinical trials
Randomized clinical trialsAhmed Nouri
 

Similar to AI in Drug Discovery and Clinical Trials Overview (20)

2015-11 Atul Butte's Presentation at Exponential Medicine
2015-11 Atul Butte's Presentation at Exponential Medicine2015-11 Atul Butte's Presentation at Exponential Medicine
2015-11 Atul Butte's Presentation at Exponential Medicine
 
Ethical Considerations In Clinical Trials
Ethical  Considerations In  Clinical  TrialsEthical  Considerations In  Clinical  Trials
Ethical Considerations In Clinical Trials
 
Biomedical Literature
Biomedical Literature Biomedical Literature
Biomedical Literature
 
Atul Butte NIPS 2017 ML4H
Atul Butte NIPS 2017 ML4HAtul Butte NIPS 2017 ML4H
Atul Butte NIPS 2017 ML4H
 
The Learning Health System: Thinking and Acting Across Scales
The Learning Health System: Thinking and Acting Across ScalesThe Learning Health System: Thinking and Acting Across Scales
The Learning Health System: Thinking and Acting Across Scales
 
2013 09 atul butte mahajani symposium
2013 09 atul butte mahajani symposium2013 09 atul butte mahajani symposium
2013 09 atul butte mahajani symposium
 
Patient Centered Care | Unit 8a Lecture
Patient Centered Care | Unit 8a LecturePatient Centered Care | Unit 8a Lecture
Patient Centered Care | Unit 8a Lecture
 
Patient Centered Care | Unit 8b Lecture
Patient Centered Care | Unit 8b LecturePatient Centered Care | Unit 8b Lecture
Patient Centered Care | Unit 8b Lecture
 
Kay Dickersin
Kay DickersinKay Dickersin
Kay Dickersin
 
Soil_ Erosion.ppt
Soil_ Erosion.pptSoil_ Erosion.ppt
Soil_ Erosion.ppt
 
Clinical Trial Process.ppt
Clinical Trial Process.pptClinical Trial Process.ppt
Clinical Trial Process.ppt
 
Precision Medicine World Conference 2017
Precision Medicine World Conference 2017Precision Medicine World Conference 2017
Precision Medicine World Conference 2017
 
Data-driven drug discovery for rare diseases - Tales from the trenches (CINF ...
Data-driven drug discovery for rare diseases - Tales from the trenches (CINF ...Data-driven drug discovery for rare diseases - Tales from the trenches (CINF ...
Data-driven drug discovery for rare diseases - Tales from the trenches (CINF ...
 
2020-03-08 Atul Butte's keynote for the AMIA Virtual Informatics Summit
2020-03-08 Atul Butte's keynote for the AMIA Virtual Informatics Summit 2020-03-08 Atul Butte's keynote for the AMIA Virtual Informatics Summit
2020-03-08 Atul Butte's keynote for the AMIA Virtual Informatics Summit
 
Ethics, Research & Society
Ethics, Research & SocietyEthics, Research & Society
Ethics, Research & Society
 
The-Future-of-AI-in-Drug-Discovery.pptx
The-Future-of-AI-in-Drug-Discovery.pptxThe-Future-of-AI-in-Drug-Discovery.pptx
The-Future-of-AI-in-Drug-Discovery.pptx
 
Pharmaceutical industry – change in discovery and development
Pharmaceutical industry – change in discovery and developmentPharmaceutical industry – change in discovery and development
Pharmaceutical industry – change in discovery and development
 
AI-MED
AI-MEDAI-MED
AI-MED
 
Combining Patient Records, Genomic Data and Environmental Data to Enable Tran...
Combining Patient Records, Genomic Data and Environmental Data to Enable Tran...Combining Patient Records, Genomic Data and Environmental Data to Enable Tran...
Combining Patient Records, Genomic Data and Environmental Data to Enable Tran...
 
Randomized clinical trials
Randomized clinical trialsRandomized clinical trials
Randomized clinical trials
 

More from The Petrie-Flom Center for Health Law Policy, Biotechnology, and Bioethics

More from The Petrie-Flom Center for Health Law Policy, Biotechnology, and Bioethics (20)

Christine Mitchell, Ethical Dilemmas in Mask and Equipment Shortages: Health ...
Christine Mitchell, Ethical Dilemmas in Mask and Equipment Shortages: Health ...Christine Mitchell, Ethical Dilemmas in Mask and Equipment Shortages: Health ...
Christine Mitchell, Ethical Dilemmas in Mask and Equipment Shortages: Health ...
 
Robert Yates, "Hospital Detentions For Non-Payment of Fees A Denial of Rights...
Robert Yates, "Hospital Detentions For Non-Payment of Fees A Denial of Rights...Robert Yates, "Hospital Detentions For Non-Payment of Fees A Denial of Rights...
Robert Yates, "Hospital Detentions For Non-Payment of Fees A Denial of Rights...
 
Ranak Trivedi, "Bridging the Gap Between Artificial Intelligence and Natural ...
Ranak Trivedi, "Bridging the Gap Between Artificial Intelligence and Natural ...Ranak Trivedi, "Bridging the Gap Between Artificial Intelligence and Natural ...
Ranak Trivedi, "Bridging the Gap Between Artificial Intelligence and Natural ...
 
Noll Campbell,"Artificial Intelligence & Disabilities: Cognitive Impairment a...
Noll Campbell,"Artificial Intelligence & Disabilities: Cognitive Impairment a...Noll Campbell,"Artificial Intelligence & Disabilities: Cognitive Impairment a...
Noll Campbell,"Artificial Intelligence & Disabilities: Cognitive Impairment a...
 
Emily M. Broad Leib, Policies to Reduce Sugar Consumption: The Battleground
Emily M. Broad Leib, Policies to Reduce Sugar Consumption: The BattlegroundEmily M. Broad Leib, Policies to Reduce Sugar Consumption: The Battleground
Emily M. Broad Leib, Policies to Reduce Sugar Consumption: The Battleground
 
Steven Gortmaker, Sugar Sweetened Beverage Taxes: Impact on Health, Health Ca...
Steven Gortmaker, Sugar Sweetened Beverage Taxes: Impact on Health, Health Ca...Steven Gortmaker, Sugar Sweetened Beverage Taxes: Impact on Health, Health Ca...
Steven Gortmaker, Sugar Sweetened Beverage Taxes: Impact on Health, Health Ca...
 
Justin T. Baker, Into the Deep
Justin T. Baker, Into the DeepJustin T. Baker, Into the Deep
Justin T. Baker, Into the Deep
 
Nzovu Ulenga, Tanzania HIV/AIDS Progress: Successes, Challenges, and Lessons ...
Nzovu Ulenga, Tanzania HIV/AIDS Progress: Successes, Challenges, and Lessons ...Nzovu Ulenga, Tanzania HIV/AIDS Progress: Successes, Challenges, and Lessons ...
Nzovu Ulenga, Tanzania HIV/AIDS Progress: Successes, Challenges, and Lessons ...
 
Prosper Okonkwo, 15+ Years of PEPFAR - The Nigeria Experience
Prosper Okonkwo, 15+ Years of PEPFAR - The Nigeria ExperienceProsper Okonkwo, 15+ Years of PEPFAR - The Nigeria Experience
Prosper Okonkwo, 15+ Years of PEPFAR - The Nigeria Experience
 
Maureen Luba Milambe, A 15 Year Review of PEPFAR Support to Malawi: How Has i...
Maureen Luba Milambe, A 15 Year Review of PEPFAR Support to Malawi: How Has i...Maureen Luba Milambe, A 15 Year Review of PEPFAR Support to Malawi: How Has i...
Maureen Luba Milambe, A 15 Year Review of PEPFAR Support to Malawi: How Has i...
 
Phyllis J. Kanki, 15+ Years of PEPFAR: Getting to Zero
Phyllis J. Kanki, 15+ Years of PEPFAR: Getting to ZeroPhyllis J. Kanki, 15+ Years of PEPFAR: Getting to Zero
Phyllis J. Kanki, 15+ Years of PEPFAR: Getting to Zero
 
Shahin Lockman, Botswana: Arc of and Response to the HIV Epidemic
Shahin Lockman, Botswana: Arc of and Response to the HIV EpidemicShahin Lockman, Botswana: Arc of and Response to the HIV Epidemic
Shahin Lockman, Botswana: Arc of and Response to the HIV Epidemic
 
Charles Holmes, 2009-2013 From an Emergency Response to Local Ownership and S...
Charles Holmes, 2009-2013 From an Emergency Response to Local Ownership and S...Charles Holmes, 2009-2013 From an Emergency Response to Local Ownership and S...
Charles Holmes, 2009-2013 From an Emergency Response to Local Ownership and S...
 
Anthony S. Fauci, The Birth of PEPFAR
Anthony S. Fauci, The Birth of PEPFARAnthony S. Fauci, The Birth of PEPFAR
Anthony S. Fauci, The Birth of PEPFAR
 
Dov Fox, "Birth Rights & Wrongs: How Medicine and Technology Are Remaking Rep...
Dov Fox, "Birth Rights & Wrongs: How Medicine and Technology Are Remaking Rep...Dov Fox, "Birth Rights & Wrongs: How Medicine and Technology Are Remaking Rep...
Dov Fox, "Birth Rights & Wrongs: How Medicine and Technology Are Remaking Rep...
 
Katherine L. Kraschel, "What Doesn't Kill Your Tort Only Makes It Stronger --...
Katherine L. Kraschel, "What Doesn't Kill Your Tort Only Makes It Stronger --...Katherine L. Kraschel, "What Doesn't Kill Your Tort Only Makes It Stronger --...
Katherine L. Kraschel, "What Doesn't Kill Your Tort Only Makes It Stronger --...
 
Vardit Ravitsky, "Prenatal Genome Sequencing: Ethical and Regulatory Implicat...
Vardit Ravitsky, "Prenatal Genome Sequencing: Ethical and Regulatory Implicat...Vardit Ravitsky, "Prenatal Genome Sequencing: Ethical and Regulatory Implicat...
Vardit Ravitsky, "Prenatal Genome Sequencing: Ethical and Regulatory Implicat...
 
Liza Vertinsky, "Genetic Paparazzi vs. Genetic Privacy"
Liza Vertinsky, "Genetic Paparazzi vs. Genetic Privacy"Liza Vertinsky, "Genetic Paparazzi vs. Genetic Privacy"
Liza Vertinsky, "Genetic Paparazzi vs. Genetic Privacy"
 
Scott Schweikart, "Human Genome Editing: An Ethical Analysis and Arguments fo...
Scott Schweikart, "Human Genome Editing: An Ethical Analysis and Arguments fo...Scott Schweikart, "Human Genome Editing: An Ethical Analysis and Arguments fo...
Scott Schweikart, "Human Genome Editing: An Ethical Analysis and Arguments fo...
 
Emily Qian, "Physician-Mediated Elective Whole Genome Sequencing Tests"
Emily Qian, "Physician-Mediated Elective Whole Genome Sequencing Tests"Emily Qian, "Physician-Mediated Elective Whole Genome Sequencing Tests"
Emily Qian, "Physician-Mediated Elective Whole Genome Sequencing Tests"
 

Recently uploaded

Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service BangaloreCall Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalorenarwatsonia7
 
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...narwatsonia7
 
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.MiadAlsulami
 
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service Available
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls ITPL Just Call 7001305949 Top Class Call Girl Service Available
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Low Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service Mumbai
Low Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service MumbaiLow Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service Mumbai
Low Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service Mumbaisonalikaur4
 
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...Miss joya
 
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort ServiceCall Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Serviceparulsinha
 
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy GirlsCall Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy Girlsnehamumbai
 
Housewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment Booking
Housewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment BookingHousewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment Booking
Housewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment Bookingnarwatsonia7
 
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...Miss joya
 
Mumbai Call Girls Service 9910780858 Real Russian Girls Looking Models
Mumbai Call Girls Service 9910780858 Real Russian Girls Looking ModelsMumbai Call Girls Service 9910780858 Real Russian Girls Looking Models
Mumbai Call Girls Service 9910780858 Real Russian Girls Looking Modelssonalikaur4
 
Call Girls Service in Bommanahalli - 7001305949 with real photos and phone nu...
Call Girls Service in Bommanahalli - 7001305949 with real photos and phone nu...Call Girls Service in Bommanahalli - 7001305949 with real photos and phone nu...
Call Girls Service in Bommanahalli - 7001305949 with real photos and phone nu...narwatsonia7
 
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Ahmedabad Call Girls CG Road 🔝9907093804 Short 1500 💋 Night 6000
Ahmedabad Call Girls CG Road 🔝9907093804  Short 1500  💋 Night 6000Ahmedabad Call Girls CG Road 🔝9907093804  Short 1500  💋 Night 6000
Ahmedabad Call Girls CG Road 🔝9907093804 Short 1500 💋 Night 6000aliya bhat
 
Book Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbers
Book Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbersBook Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbers
Book Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbersnarwatsonia7
 
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbai
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service MumbaiVIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbai
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbaisonalikaur4
 

Recently uploaded (20)

Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service BangaloreCall Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
 
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
 
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
 
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
 
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
 
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service Available
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls ITPL Just Call 7001305949 Top Class Call Girl Service Available
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service Available
 
Low Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service Mumbai
Low Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service MumbaiLow Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service Mumbai
Low Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service Mumbai
 
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
 
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort ServiceCall Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
 
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy GirlsCall Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
 
Housewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment Booking
Housewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment BookingHousewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment Booking
Housewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment Booking
 
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
 
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...
 
Mumbai Call Girls Service 9910780858 Real Russian Girls Looking Models
Mumbai Call Girls Service 9910780858 Real Russian Girls Looking ModelsMumbai Call Girls Service 9910780858 Real Russian Girls Looking Models
Mumbai Call Girls Service 9910780858 Real Russian Girls Looking Models
 
Call Girls Service in Bommanahalli - 7001305949 with real photos and phone nu...
Call Girls Service in Bommanahalli - 7001305949 with real photos and phone nu...Call Girls Service in Bommanahalli - 7001305949 with real photos and phone nu...
Call Girls Service in Bommanahalli - 7001305949 with real photos and phone nu...
 
Escort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCR
Escort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCREscort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCR
Escort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCR
 
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
 
Ahmedabad Call Girls CG Road 🔝9907093804 Short 1500 💋 Night 6000
Ahmedabad Call Girls CG Road 🔝9907093804  Short 1500  💋 Night 6000Ahmedabad Call Girls CG Road 🔝9907093804  Short 1500  💋 Night 6000
Ahmedabad Call Girls CG Road 🔝9907093804 Short 1500 💋 Night 6000
 
Book Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbers
Book Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbersBook Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbers
Book Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbers
 
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbai
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service MumbaiVIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbai
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbai
 

AI in Drug Discovery and Clinical Trials Overview

  • 1. Sara Gerke Research Fellow for Precision Medicine PMAIL (Project on Precision Medicine, Artificial Intelligence, and the Law) Petrie-Flom Center for Health Law Policy, Biotechnology, and Bioethics sgerke@law.harvard.edu AI in Drug Discovery and Clinical Trials
  • 2. Agenda ▣ What is AI? ▣ Uses of AI in o Drug Discovery o Clinical Trials ▣ Challenges 2
  • 3. What is AI? 3 1. Thinking Humanly 2. Acting Humanly 3. Thinking Rationally 4. Acting Rationally Russell and Norvig, Artificial Intelligence: A Modern Approach, 3rd Edition
  • 4. AI in Drug Discovery 4 • Enabling Precision Medicine • Acceleration of the Drug Discovery Process • Discovery of New Drug Targets & Alternative Drug Indications • Cost Reduction
  • 5. • Higher Efficiency (e.g., helping with recruiting) • Higher Safety (e.g., screening subjects for adverse reactions) • Expediting Clinical Trials • Cost Reduction 5 AI in Clinical Trials
  • 6. 6 Challenges • Safety and Effectiveness • Reliable Data Sets • Bias • Data Sharing • Data Diversity • Transparency • Oversight • Liability • Data Privacy Etc.