Chapter 3: Development of QSAR Check Access
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Published:04 Nov 2011
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Special Collection: 2011 ebook collection , 2011 ebook collection , 2011-2015 physical chemistry subject collectionSeries: Drug Discovery Series
Y. Connolly Martin, in Drug Design Strategies: Quantitative Approaches, ed. D. J. Livingstone and A. M. Davis, The Royal Society of Chemistry, 2011, ch. 3, pp. 60-87.
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Since the first reports appeared more than fifty years ago, using the computer to analyze structure–activity relationships has grown into a vibrant field. The original work recognized the key role of the optimum hydrophobicity in the biological properties of molecules. It also put hydrophobicity on a scale to be used in a multivariate equation of substituent effects, also characterized with Hammett sigma constants and parameters for steric properties. Subsequent work led to computer programs to calculate octanol–water log P from structure alone, as well as methods to treat categorical data. In addition, 3D QSAR has become a popular alternative strategy. Non-statistical methods for analyzing the data have been implemented and strategies to investigate and improve the predictivity of QSARs have been developed.