목차
Key Takeaways 1
Introduction 3
The Drug Development Process 3
The Role of AI in Drug Development 7
Facilitating Drug Discovery 8
Streamlining Clinical Trials 13
Enhancing Patient Eligibility and Recruitment 13
Optimizing Clinical Trial Design 14
Streamlining Clinical Trial Protocols 15
Optimizing Regulatory Submissions 17
Enhancing Manufacturing and Supply Chains 17
AI in Manufacturing 17
AI in Supply Chains 19
Challenges for AI Adoption 19
Data Access, Quality, and Privacy 20
Electronic Health Records 21
Pharmaceutical Data 24
Role of Privacy-Enhancing Technologies 25
Secure Multiparty Computation 25
Federated Learning 26
Fully Homomorphic Encryption 26
Differential Privacy 27
Algorithm Validation and Bias Mitigation 27
Efforts to Reduce Algorithmic Bias 28
Integration With Workflows 29
Policy Recommendations 29
Support for Privacy-Enhancing Data Sharing and Access 30
Public Funding 32
Education and Workforce Development 33
Regulatory Guidelines 34
Conclusion 34
Endnotes 36
