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Integrating Artificial Intelligence with Virtual Screening: A New Era in Drug Discovery

Editat de Vivek Asati, G.D. Gupta
en Limba Engleză Paperback – 15 oct 2026
Integrating Artificial Intelligence with Virtual Screening: A New Era in Drug Discovery addresses the evolving landscape of drug discovery by combining traditional virtual screening with cutting-edge artificial intelligence technologies. This volume offers an interdisciplinary guide to AI-driven ligand and structure-based screening methods, including machine learning, deep learning, and generative models, thus enabling faster and more accurate identification of drug candidates. It covers mathematical models, computational workflows, and optimization strategies such as Pareto-based and physics-based approaches.

Sections also discuss challenges in navigating ultra-large chemical libraries and present practical case studies that demonstrate real-world applications. Edited by leading researchers, the book provides authoritative insights suited for graduate students, researchers, and industry professionals. Users will be empowered by the latest tools and knowledge to innovate drug discovery pipelines and support the development of precision medicines and foster advancements in pharmaceutical sciences.

  • Presents comprehensive AI-driven virtual screening methods that enhance efficiency in drug discovery
  • Explains the integration of machine learning, deep learning, and physics-based optimization techniques
  • Covers ligand-based and structure-based virtual screening with practical case studies
  • Highlights advancements in generative AI and active learning for molecular design
  • Addresses challenges and solutions in screening ultra-large chemical libraries
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Specificații

ISBN-13: 9780443492846
ISBN-10: 0443492840
Pagini: 500
Dimensiuni: 191 x 235 mm
Editura: ELSEVIER SCIENCE

Cuprins

1. Introduction: Integrating AI and Virtual Screening in Modern Drug Discovery
2. AI-Driven Approaches in Virtual Screening: An Overview
3. AI in Ligand-Based Virtual Screening
4. AI in Structure-Based Virtual Screening
5. Generative AI for Molecular Design and Virtual Screening
6. Optimizing Virtual Screening Scores through Artificial Intelligence
7. Integrating Active Learning with Virtual Screening for Smarter Drug Discovery
8. Navigating Ultra-Large Chemical Libraries: Challenges and AI-Enabled Solutions
9. Pareto-Based Optimization Strategies in Machine Learning and AI-Driven Models
10.Free Energy and Physics-Based Optimization: Enhancing Accuracy in Virtual Screening / Refining Virtual Screening through Physics-Based and Hybrid AI Methods
11. Multi-Method Virtual Screening: Enhancing Predictive Accuracy and Reliability in Drug Discovery
12. Integration of Fragment-Based Drug Design (FBDD) with Virtual Screening
13. Pharmacophore Modeling Enhanced by Neural and Subgraph Matching Techniques
14. Next-Generation Target Modeling and AI-Enhanced Structure-Based Screening: Bridging Innovation with Industrial Applications
15. AI-Driven Activity / ADMET / Property Prediction