The techniques of principal components analysis and non-linear mapping are routinely used by computer chemists at SmithKline Beecham Pharmaceuticals in the process of drug development by relating the structure of a compound to its chemical activity. To our knowledge these techniques had not previously been applied to the association between the structure of a compound and its toxicological properties. Using a series of 12 structurally related compounds (11 were active dopamine mimetics and one was inactive), of which five were known to be teratogenic and seven were non-teratogenic, it was possible to demonstrate that molecular modelling techniques could be applied to differentiate toxicological data. The structure/property relationships of these compounds were investigated using calculated physicochemical properties, molecular modelling and multivariate statistical techniques. A data set of 56 molecular descriptors was used to represent this series of compounds. Analysis of the data set using principal components analysis and non-linear mapping suggested that teratogenicity was associated with four molecular properties. Moreover, the electronic nature of the 4-phenyl group appeared to be an important determinant of the teratogenesis.
ZOU JianWei HU GuiXiang JIANG YongJun ZENG Min ZHUANG ShuLin YU QingSen Key Laboratory for Molecular Design and Nutrition Engineering Ningbo Institute of Technology Zhejiang University Ningbo China
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ZOU JianWei HU GuiXiang JIANG YongJun ZENG Min ZHUANG ShuLin YU QingSen Key Laboratory for Molecular Design and Nutrition Engineering Ningbo Institute of Technology Zhejiang University Ningbo China
机构:
Department of Biological Sciences. Texas Tech University, Lubbock, TX 74909, United StatesDepartment of Biological Sciences. Texas Tech University, Lubbock, TX 74909, United States
Moulton, M.P.
Schultz, T.W.
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Department of Biological Sciences. Texas Tech University, Lubbock, TX 74909, United StatesDepartment of Biological Sciences. Texas Tech University, Lubbock, TX 74909, United States
机构:
Univ Calif San Francisco, Dept Pharmaceut Chem, San Francisco, CA 94158 USA
Univ Calif San Francisco, Small Mol Discovery Ctr, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Pharmaceut Chem, San Francisco, CA 94158 USA