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Exploring the ethical issues posed by AI and big data technologies in drug development.
Yulu Fan1,2,3, Yancheng Wu1, Zitong Wang4,5
1College of Pharmacy, Shanghai University of Medicine & Health Science, Shanghai, China.
Frontiers in Public Health
|November 5, 2025
Summary
Artificial Intelligence (AI) and Big Data are revolutionizing drug development, cutting timelines from a decade to under two years. This analysis explores AI
Area of Science:
- Biomedicine
- Computer Science
- Pharmacology
Background:
- Artificial Intelligence (AI) and Big Data are transforming global industries, including drug development.
- Traditional drug development is lengthy and costly, often taking a decade and billions of dollars.
- AI integration promises to significantly accelerate and enhance the drug discovery and development process.
Purpose of the Study:
- To systematically analyze technological breakthroughs of AI and Big Data in drug development.
- To identify and discuss potential risks and ethical issues associated with AI in drug discovery.
- To explore governance pathways for responsible innovation in AI-driven drug development.
Main Methods:
- Leveraging big data analytics and deep learning techniques for R&D.
- Analyzing AI applications in compound screening, efficacy prediction, and clinical trial design.
- Examining ethical considerations such as data privacy and algorithmic transparency.
Main Results:
- AI significantly improves R&D efficiency and accuracy in drug discovery.
- Drug development cycles can be compressed to two years or less using AI.
- Ethical challenges including data privacy and algorithmic transparency emerge with AI adoption.
Conclusions:
- AI and Big Data are reconstructing the drug development paradigm.
- Addressing ethical concerns is crucial for building a responsible innovation ecosystem.
- Strengthening safety and ethical guidelines is essential for the AI-driven efficiency revolution in medicine.
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