Prediction of rate constants for radical degradation of aromatic pollutants in water matrix: A QSAR study

被引:123
作者
Kusic, Hrvoje [2 ,3 ]
Rasulev, Bakhtiyor [1 ]
Leszczynska, Danuta [2 ]
Leszczynski, Jerzy [1 ]
Koprivanac, Natalija [3 ]
机构
[1] Jackson State Univ, Dept Chem, Interdisciplinary Nanotox Ctr, Jackson, MS 39217 USA
[2] Jackson State Univ, Dept Civil & Environm Engn, Jackson, MS 39217 USA
[3] Univ Zagreb, Fac Chem Engn & Technol, Zagreb 10000, Croatia
基金
美国国家科学基金会;
关键词
Aromatic pollutants; Water matrix; Degradation rate constant; QSAR/QSPR; Quantum-chemical descriptors; E-HOMO; TROPOSPHERIC DEGRADATION; DEGRADABILITY; REACTIVITY; KINETICS; SOIL;
D O I
10.1016/j.chemosphere.2009.01.019
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
We present the results of the QSAR/QSPR study on the degradation rate constants of 78 aromatic compounds by the hydroxyl radicals in water. A genetic algorithm and multiple regression analysis were applied to select the descriptors and to generate the correlation models. Additionally to DRAGON descriptors, the parameters from quantum-chemical calculations at semiempirical and at density functional theory level (B3LYP/6-31 G(d,p)) were applied. The most predictive model is a four-variable model that had a good ratio of the number of variables and the predictive ability to avoid overfitting. As it was expected, the main contribution to the degradation rate was given by the E-HOMO parameter. Additionally, a number of topological descriptors in selected models showed an importance of polarizability term regarding the degradation rate of compounds. Overall, the applied GA-MLRA approach with the use of quantum-chemical and DRAGON generated descriptors showed good results in this study. The obtained statistically robust structure-degradation rate model can be used for future studies of the presence of organic compounds in the environment, and especially their degradation by hydroxyl radicals as a part of a water/wastewater treatment. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1128 / 1134
页数:7
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