Prediction of partitioning properties for environmental pollutants using mathematical structural descriptors

被引:16
作者
Basak, SC [1 ]
Mills, D [1 ]
机构
[1] Univ Minnesota, Nat Resources Res Inst, 5013 Miller Trunk Highway, Duluth, MN 55811 USA
关键词
ridge regression; hierarchical QSAR; octanol/water partition coefficient; soil/sediment partition coefficient; water solubility; environmental pollutants;
D O I
10.3998/ark.5550190.0006.206
中图分类号
O62 [有机化学];
学科分类号
070303 ; 081704 ;
摘要
Predictive models, based solely on molecular structure, were developed for three environmentally-related partitioning properties: Water solubility, soil/sediment partition coefficient, and octanol/water partition coefficient. Data for a diverse set of 136 chemicals were taken from the literature, and include aromatic and aliphatic compounds, as well as herbicides, pesticides, and polycyclic aromatic hydrocarbons. The hierarchical QSAR (HiQSAR) approach to model building was employed, in which increasingly more computer-resource intensive classes of structural descriptors are used only when the simpler and more easily calculable descriptors do not provide adequate models. The results indicate that the simple topostructural (TS) and topochemical (TC) descriptors provide the best models, and that, in many cases, these structure-based models are superior to those based on properties.
引用
收藏
页码:60 / 76
页数:17
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