Description
Revolutionizing Drug Development: Harnessing AI and Computational Biology presents cutting-edge artificial intelligence (AI) tools, such as machine- and deep-learning models and generative AI, to assist structure-based drug design and clinical trial design and integrate with drug development programs. This book summarizes technical advancements of AI-based technologies and computational biology approaches, highlighting their applications in developing new drugs through discovery, repurposing, and designing, for advancing R&D in the pharmaceutical industry and benefiting precision medicine. This book serves as an ideal reference for students, teachers, professors, and researchers in biological and biomedical sciences, particularly the topics related to bioinformatics, systems biology, pharmacology, and drug development. The readers can efficiently and precisely overview this burning field, which might inspire their future directions of research in drug development and AI-based digital biology.- Provides cutting-edge AI technologies in drug development- Presents ways to utilize AI models for drug discovery, repurposing, and design- Summarizes current achievements of AI models for accelerating drug development programs
Table of Contents
Artificial intelligence and accelerated computing in drug discovery: An updated overview2. AI strategies for drug discovery and bioactivity prediction: Opportunities and challenges3. AI technologies for drug repurposing: Methods and applications4. Data science and databases in drug discovery: Technical development and applications5. Graph neural networks for drug discovery: Protocols and applications6. Deep learning and generative models for drug discovery: Techniques and current achievements7. AI-enabled personalized medicine: Strategies and challenges8. AI technologies for advancing R&D in the pharmaceutical industry: Current development and challenges10. AI-powered drug development for treating neurological disorders11. AI applications in drug discovery for promoting longevity12. Transforming Drug Development with AI-driven Models13. AI technologies for precision and personalized medicine14. AI technologies for smart pharmacology15. AI-powered Immunopharmacological strategies to combat inflammatory diseases16. AI and nanotechnology for advancing drug development17. Drug repositioning using tensor decomposition18. Integrating Artificial Intelligence and machine learning technologies in antiviral drug discovery: Strategies and challenges19. Artificial intelligence in the discovery of new antibiotics20. AI-designed drugs: Clinical development and future directions
