Study on the Quantitative Relationship between the Structure and Toxicity of Organophosphorus Pesticide

被引:2
|
作者
莫凌云 [1 ,2 ]
覃如琼 [1 ,2 ,3 ]
覃礼堂 [1 ,2 ]
曾鸿鹄 [1 ,2 ]
梁延鹏 [1 ,2 ]
机构
[1] Department of Environmental Science and Engineering,Guilin University of Technology
[2] Guangxi Key Laboratory of Environmental Pollution Control Theory and Technology
[3] Guangxi Polytechnic of Construction
基金
中国国家自然科学基金;
关键词
molecular electronegativity distance vector(MEDV); QSTR; organophosphorus; pLC50;
D O I
暂无
中图分类号
TQ450.1 [基础理论];
学科分类号
090403 ;
摘要
The molecular electronegativity distance vector(MEDV) was applied to characterize the molecular structures of 30 organophosphorous compounds. Optimum MEDV descriptors were selected by using the variable selection and modeling method based on the prediction(VSMP) technique. The quantitative structure-toxicity relationship(QSTR) model was built for acute toxicity(96h pL C50) of organophosphorous compounds to steelhead. The developed QSTR model with strictly internal and external validations presents relatively high correlation coefficient(R2) of 0.9518, leave-one-out(LOO) cross-validated correlation coefficient(Q2LOO) of 0.9355, and leave-many-out(LMO) cross-validated correlation coefficient(Q2LMO) of 0.9290. The robustness of the model was confirmed by the y-randomization test(R2yrand = 0.0772 and Q2 yrand = –0.5313) and bootstrapping(R2bstr = 0.9502 and Q2 bstr = 0.9177) method. The result of external validation, Q2F1 = 0.9336, Q2F2 = 0.9336, Q2F3 = 0.9447, r2 m = 0.8120, and CCC = 0.9602, shows that the QSTR model has a high predictive ability.
引用
收藏
页码:1473 / 1478
页数:6
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