Pharmaceutical data mining : approaches and applications for drug discovery / edited by Konstantin V. Balakin.

Hoboken, N.J. : Wiley, c2010.
xvi, 561 p., [4] p. of plates : ill. (some col.) ; 25 cm.


Related name
Wiley series on technologies for the pharmaceutical industry. [More in this series]
Bibliographic references
Includes bibliographical references and index.
Pt. I. Data Mining in the Pharmaceutical Industry: A General Overview -- 1. A History of the Development of Data Mining in Pharmaceutical Research / David J. Livingstone and John Bradshaw -- 2. Drug Gold and Data Dragons: Myths and Realities of Data Mining in the Pharmaceutical Industry / Barry Robson and Andy Vaithiligam -- 3. Application of Data Mining Algorithms in Pharmaceutical Research and Development / Konstantin V. Balakin and Nikolay P. Savchuk -- Pt. II. Chemoinformatics7based Applications -- 4. Data Mining Approaches for Compound Selection and Iterative Screening / Martin Vogt and Jurgen Bajorath -- 5. Prediction of Toxic Effects of Pharmaceutical Agents / Andreas Maunz and Christoph Helma -- 6. Chemogenomics-Based Design of GPCR-Targeted Libraries Using Data MiningTechniques / Konstantin V. Balakin and Elena V. Bovina -- 7. Mining High-Throughput Screening Data by Novel Knowledge-Based Optimization Analysis / S. Frank Yan, Frederick J. King, Sumit K. Chanda, Jeremy S. Caldwell, Elizabeth A. Winzeler and Yingyao Zhou -- Pt. III. Bioinformatics-Based Applications -- 8. Mining DNA Microarray Gene Expression Data / Paolo Magni -- 9. Bioinformatics Approaches for Analysis of Protein-Ligand Interactions / Munazah Andrabi, Chioko Nagao, Kenji Mizuguchi and Shandar Ahmad -- 10. Analysis of Toxicogenomic Databases / Lyle D. Burgoon -- 11. Bridging the Pharmaceutical Shortfall: Informatics Approaches to the Discovery of Vaccines, Antigens, Epitopes, and Adjuvants / Matthew N. Davies and Darren R. Flower -- Pt. IV. Data Mining Methods in Clinical Development -- 12. Data Mining in Pharmacovigilance / Manfred Hauben and Andrew Bate -- 13. Data Mining Methods as Tools for Predicting Individual Drug Response / Audrey Sabbagh and Pierre Darlu -- 14. Data Mining Methods in Pharmaceutical Formulation / Raymond C. Rowe and Elizabeth A. Colbourn -- Pt. V. Data Mining Algorithms and Technologies -- 15. Dimensionality Reduction Techniques for Pharmaceutical Data Mining / Igor V. Pletnev, Yan A. Ivanenkov and Alexey V. Tarasov -- 16. Advanced Artificial Intelligence Methods Used in the Design of Pharmaceutical Agents / Yan A. Ivanenkov and Ludmila M. Khandarova -- 17. Databases for Chemical and Biological Information / Tudor I. Oprea, Liliana Ostopovici-Halip and Ramona Rad-Curpan -- 18. Mining Chemical Structural Information from the Literature / Debra L. Banville.
  • 9780470196083 (cloth)
  • 0470196084 (cloth)
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