Estimation of water solubility of polycyclic aromatic hydrocarbons using quantum chemical descriptors and partial least squares

被引:31
|
作者
Lu, Gui-Ning [1 ,3 ]
Dang, Zhi [1 ]
Tao, Xue-Qin [2 ]
Yang, Chen [1 ]
Yi, Xiao-Yun [1 ]
机构
[1] S China Univ Technol, Sch Environm Sci & Engn, Guangzhou Higher Educ Mega Ctr, Guangzhou 510006, Guangdong, Peoples R China
[2] Zhongkai Univ Agr & Technol, Dept Environm Sci & Engn, Guangzhou 510225, Guangdong, Peoples R China
[3] Rutgers State Univ, Dept Environm Sci, New Brunswick, NJ 08901 USA
来源
QSAR & COMBINATORIAL SCIENCE | 2008年 / 27卷 / 05期
关键词
PAHs; PLS; QSPR; quantum chemical descriptors; water solubility;
D O I
10.1002/qsar.200710014
中图分类号
R914 [药物化学];
学科分类号
100701 ;
摘要
Quantitative Structure-Property Relationship (QSPR) modeling is a powerful approach for predicting the properties of environmental organic pollutants from their structure descriptors. In this study, QSPR models were established for estimating the water solubility of Polycyclic Aromatic Hydrocarbons (PAHs). Quantum chemical descriptors computed with density functional theory at the B3LYP/6-31G(d) level and Partial Least Squares (PLS) analysis with an optimizing procedure were used to generate QSPR models for the logarithm of the water solubility of PAHs. Two optimized models with high correlation coefficients (R-2=0.966 and 0.970) were obtained for estimating logarithmic mass and molar concentration of water solubility, respectively. The internal statistics results of a cross-validation test (Q(cum)(2) =0.928 and 0.937, respectively) showed both the models had high precision and good prediction capability. The logarithmic water solubility values predicted by the models are close to those observed. The PLS analysis indicated that PAHs with larger electronic spatial extent and lower total energy values tend to be less soluble.
引用
收藏
页码:618 / 626
页数:9
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