Predicting the NO3 radical tropospheric degradability of organic pollutants by theoretical molecular descriptors

被引:36
作者
Gramatica, P [1 ]
Pilutti, P [1 ]
Papa, E [1 ]
机构
[1] Univ Insubria, Res Unit, Dept Struct & Funct Biol QSAR & Environm Chem, I-21100 Varese, Italy
关键词
QSAR; theoretical molecular descriptors; external validation; prediction; nitrate radical degradation;
D O I
10.1016/S1352-2310(03)00293-0
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The rate constant for the nighttime degradation of 114 heterogeneous organic compounds, through reaction with nitrate radicals in the troposphere, is predicted here by quantitative structure-activity relationships modelling. The multiple linear regression approach is based on a variety of theoretical molecular descriptors, selected by the genetic algorithms-variable subset selection procedure. The proposed model, calculated on a limited subset of compounds selected by a D-optimal experimental design and checked for reliability and robustness, has good predictivity, verified by internal (Q(LMO)(2) = 89.6%) and "external" validation (Q(EXT)(2) = 95.7%,,). The model applicability domain was always verified by the leverage approach in order to propose reliable predicted data. The average root-mean square error for the prediction of log k(NO3) was 0.57, similar to (and even smaller than) the typical experimental error range. (C) 2003 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:3115 / 3124
页数:10
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