Ridings J E, Manallack D T, Saunders M R, Baldwin J A, Livingstone D J
SmithKline Beecham Pharmaceuticals, Welwyn, Herts, UK.
Toxicology. 1992 Dec 4;76(3):209-17. doi: 10.1016/0300-483x(92)90190-p.
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.
在史克必成制药公司,计算机化学家在药物研发过程中,通过将化合物的结构与其化学活性相关联,经常使用主成分分析和非线性映射技术。据我们所知,这些技术此前尚未应用于化合物结构与其毒理学性质之间的关联研究。使用一系列12种结构相关的化合物(11种是活性多巴胺模拟物,1种无活性),其中5种已知具有致畸性,7种无致畸性,结果表明分子建模技术可用于区分毒理学数据。利用计算得到的物理化学性质、分子建模和多元统计技术研究了这些化合物的结构/性质关系。使用一组56个分子描述符来表征这一系列化合物。通过主成分分析和非线性映射对数据集进行分析,结果表明致畸性与四种分子性质相关。此外,4-苯基的电子性质似乎是致畸作用的一个重要决定因素。