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
  • [41] Graphene quantum dots–eggshell nanocomposite to extract polycyclic aromatic hydrocarbons in water
    Habib Razmi
    Vahideh Abdollahi
    Rahim Mohammad-Rezaei
    Environmental Chemistry Letters, 2016, 14 : 521 - 526
  • [42] Action Unit Intensity Estimation using Hierarchical Partial Least Squares
    Gehrig, Tobias
    Al-Halah, Ziad
    Ekenel, Hazim Kemal
    Stiefelhagen, Rainer
    2015 11TH IEEE INTERNATIONAL CONFERENCE AND WORKSHOPS ON AUTOMATIC FACE AND GESTURE RECOGNITION (FG), VOL. 1, 2015,
  • [43] Using semipermeable membrane devices, bioassays, and chemical analysis for evaluation of bioavailable polycyclic aromatic hydrocarbons in water
    Ke, Runhui
    Li, Jian
    Qiao, Min
    Xu, Yiping
    Wang, Zijian
    ARCHIVES OF ENVIRONMENTAL CONTAMINATION AND TOXICOLOGY, 2007, 53 (03) : 313 - 320
  • [44] Using Semipermeable Membrane Devices, Bioassays, and Chemical Analysis for Evaluation of Bioavailable Polycyclic Aromatic Hydrocarbons in Water
    Runhui Ke
    Jian Li
    Min Qiao
    Yiping Xu
    Zijian Wang
    Archives of Environmental Contamination and Toxicology, 2007, 53 : 313 - 320
  • [45] Solubility of solid polycyclic aromatic hydrocarbons in pressurized hot water:: Correlation with pure component properties
    Karasek, Pavel
    Planeta, Josef
    Roth, Michal
    INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2006, 45 (12) : 4454 - 4460
  • [46] QUANTUM CHEMICAL STRUCTURE-REACTIVITY RELATIONSHIPS IN POLYCYCLIC BENZENOID AROMATIC-HYDROCARBONS
    SZENTPALY, LV
    HERNDON, WC
    ADVANCES IN CHEMISTRY SERIES, 1988, (217): : 287 - 307
  • [47] Quantum chemical exploration of dimeric forms of polycyclic aromatic hydrocarbons, naphthalene, perylene, and coronene
    Ohno, Koichi
    Satoh, Hiroko
    Iwamoto, Takeaki
    CHEMICAL PHYSICS LETTERS, 2019, 716 : 147 - 154
  • [48] Elucidating Interactions Between Ionic Liquids and Polycyclic Aromatic Hydrocarbons by Quantum Chemical Calculations
    Wagle, Durgesh
    Kamath, Ganesh
    Baker, Gary A.
    JOURNAL OF PHYSICAL CHEMISTRY C, 2013, 117 (09): : 4521 - 4532
  • [49] ON THE ESTIMATION OF THE PARTIAL QUANTUM YIELDS FOR PHYTOCHROME PHOTOCONVERSION BY A NONLINEAR LEAST-SQUARES METHOD
    HERMANN, G
    MUELLER, E
    HERMANN, M
    ULLMANN, T
    JOURNAL FUR PRAKTISCHE CHEMIE, 1987, 329 (05): : 804 - 810
  • [50] APPLICATION OF QUANTUM-CHEMICAL POLITZER INDEXES TO ESTIMATE THE SOLUBILITY OF AROMATIC-HYDROCARBONS
    GAGARIN, SG
    ZHURNAL FIZICHESKOI KHIMII, 1995, 69 (09): : 1630 - 1634