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

Format:

Book

Contributor:

Balakin, Konstantin V.

Series:

Wiley series on technologies for the pharmaceutical industry

Language:

English

Subjects (All):

Pharmacology.

Data mining.

Computational biology.

Drug Discovery--methods.

Computational Biology.

Data Interpretation, Statistical.

Medical Subjects:

Drug Discovery--methods.

Computational Biology.

Data Interpretation, Statistical.

Physical Description:

xvi, 561 pages, 4 unnumbered pages of plates : illustrations (some color) ; 25 cm.

Place of Publication:

Hoboken, N.J. : Wiley, [2010]

Contents:

A history of the development of data mining in pharmaceutical research / David J. Livingstone and John Bradshaw

Drug gold and data dragons : myths and realities of data mining in the pharmaceutical industry / Barry Robson and Andy Vaithiligam

Application of data mining algorithms in pharmaceutical research and development / Konstantin V. Balakin and Nikolay P. Savchuk

Data mining approaches for compound selection and iterative screening / Martin Vogt and Jürgen Bajorath

Prediction of toxic effects of pharmaceutical agents / Andreas Maunz and Christoph Helma

Chemogenomics-based design of GPCR-targeted libraries using data mining techniques / Konstantin V. Balakin and Elena V. Bovina

Mining high-throughput screening data by novel knowledge-based optimization analysis / S. Frank Yan ... [et al.]

Mining DNA microarray gene expression data / Paolo Magni

Bioinformatics approaches for analysis of protein-ligand interactions / Munazah Andrabi ... [et al.]

Analysis of toxicogenomics databases / Lyle D. Burgoon

Bridging the pharmaceutical shortfall : informatics approaches to the discovery of vaccines, antigens, epitopes, and adjuvants / Matthew N. Davies and Darren R. Flower

Data mining in pharmacovigilance / Manfred Hauben and Andrew Bate

Data mining methods as tools for predicting individual drug response / Audrey Sabbagh and Pierre Darlu

Data mining methods in pharmaceutical formulation / Raymond C. Rowe and Elizabeth A. Colbourn

Dimensionality reduction techniques for pharmaceutical data mining / Igor V. Pletnev, Yan A. Ivanenkov, and Alexey V. Tarasov

Advanced artificial intelligence methods used in the design of pharmaceutical agents / Yan A. Ivanenkov and Ludmila M. Khandarova

Databases for chemical and biological information / Tudor I. Oprea, Liliana Ostopovici-Halip, and Ramona Rad-Curpan

Mining chemical structural information from the literature / Debra L. Banville.

Notes:

Includes bibliographical references and index.

ISBN:

9780470196083

0470196084

OCLC:

423572184