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
相关论文
共 50 条
  • [1] Estimation of soil sorption coefficients of polycyclic aromatic hydrocarbons by quantum chemical descriptors
    Lu, Gui-Ning
    Yang, Chen
    Tao, Xue-Qin
    Yi, Xiao-Yun
    Dang, Zhi
    JOURNAL OF THEORETICAL & COMPUTATIONAL CHEMISTRY, 2008, 7 (01): : 67 - 79
  • [2] Estimation of n-octanol/water partition coefficients of polycyclic aromatic hydrocarbons by quantum chemical descriptors
    Lu, Gui-Ning
    Tao, Xue-Qin
    Dang, Zhi
    Yi, Xiao-Yun
    Yang, Chen
    CENTRAL EUROPEAN JOURNAL OF CHEMISTRY, 2008, 6 (02): : 310 - 318
  • [3] ESTIMATION OF DISSOLVABILITY OF CHLORIC AND ALKYL BENZENE DERIVATIVES USING QUANTUM CHEMICAL DESCRIPTORS AND PARTIAL LEAST SQUARES
    Tao, Xue-Qin
    Lu, Gui-Ning
    Fei, Hong-Lin
    Zhou, Kang-Qun
    JOURNAL OF THEORETICAL & COMPUTATIONAL CHEMISTRY, 2008, 7 (05): : 989 - 999
  • [4] Estimation of n-Octanol/Water Partition Coefficients (logKOW) of Polychlorinated Biphenyls by Using Quantum Chemical Descriptors and Partial Least Squares
    Zhang, Fang-Li
    Yang, Xing-Jian
    Xue, Xiu-Ling
    Tao, Xue-Qin
    Lu, Gui-Ning
    Dang, Zhi
    JOURNAL OF CHEMISTRY, 2013, 2013
  • [6] Modeling and prediction of soil sorption coefficients of polycyclic aromatic hydrocarbons using quantum chemical descriptors
    Guining Lu
    Zhi Dang
    Xueqin Tao
    Chen Yang
    Xiaoyun Yi
    Chinese Journal of Geochemistry, 2006, 25 (Suppl 1): : 182 - 183
  • [7] SOLUBILITY OF POLYCYCLIC AROMATIC HYDROCARBONS IN WATER.
    Krasnoshchekova, R.Ya.
    Pakhapill, Yu.A.
    Gubergrits, M.Ya.
    Solid Fuel Chemistry, 1977, 11 (02) : 120 - 122
  • [8] Solubility and Solubility Modeling of Polycyclic Aromatic Hydrocarbons in Subcritical Water
    Teoh, Wen Hui
    Mammucari, Raffaella
    Vieira de Melo, Silvio A. B.
    Foster, Neil R.
    INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2013, 52 (16) : 5806 - 5814
  • [9] Application of partial least squares calibration to measurements of polycyclic aromatic hydrocarbons in coal tar pitch volatiles
    Cirovic, DA
    Brereton, RG
    Walsh, PT
    Ellwood, JA
    Scobbie, E
    ANALYST, 1996, 121 (05) : 575 - 580
  • [10] Prediction the Solubility of Polycyclic Aromatic Hydrocarbons in Subcritical Water by Using the CPA EOS
    Mottahedin, Pouya
    Asl, Ali Haghighi
    Lotfollahi, Mohammad Nader
    JOURNAL OF SOLUTION CHEMISTRY, 2017, 46 (12) : 2191 - 2203