QSPR of the bioconcentration factors of non-ionic organic compounds in fish using extended topochemical atom (ETA) indices

被引:35
|
作者
Roy, K. [1 ]
Sanyal, I. [1 ]
Roy, P. P. [1 ]
机构
[1] Jadavpur Univ, Fac Engn & Technol, Div Med & Pharmaceut Chem, Drug Theoret & Cheminformat Lab,Dept Pharaceut Te, Kolkata 700032, W Bengal, India
关键词
QSAR; QSPR; ETA; topological indices; bioconcentration factor;
D O I
10.1080/10629360601033499
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Bioconcentration refers to the absorption or uptake of a chemical from the media to an organism's tissues leading to greater concentration in tissues than that in the surrounding environment. Considering the importance of bioconcentration from the viewpoint of ecological safety assessment, a QSPR study was conducted based upon log BCF of 122 non-ionic organic compounds in fish using the recently introduced extended topochemical atom (ETA) indices. In deriving the models, principal component factor analysis (FA) followed by multiple linear regression (MLR), stepwise regression, partial least squares (PLS) and principal component regression analysis (PCRA) were applied as statistical tools. This was repeated with non-ETA (topological and physicochemical) descriptors and a combination set including both the ETA and non-ETA descriptors. The ETA indices suggested negative contributions of functionalities of nitro, amino and hydroxy substructures and positive contributions of branching, volume and functionality of chloro substituents. Again, the predictive ability of the developed models was compared with the previously reported models. Finally the validation of all the QSAR models was discussed based on random division, sorted logBCF data and K-means clusters for the factor scores of the original variable (ETA) matrix without the response property values. The results suggest that ETA parameters are sufficiently rich in chemical information to encode the structural features contributing to the bioconcentration of the non-ionic organic compounds in fish and thus these merit further assessment to explore their potential in QSAR/QSPR/QSTR modelling.
引用
收藏
页码:563 / 582
页数:20
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