QSAR models to predict mutagenicity of acrylates, methacrylates and α,β-unsaturated carbonyl compounds

被引:20
|
作者
Perez-Garrido, Alfonso [1 ,2 ]
Morales Helguera, Aliuska [3 ,4 ,5 ]
Giron Rodriguez, Francisco [2 ]
Cordeiro, M. Natalia D. S. [5 ]
机构
[1] Catholic Univ San Antonio, Enviromental Engn & Toxicol Dpt, Murcia, Spain
[2] Catholic Univ San Antonio, Dept Food & Nutr Technol, Murcia, Spain
[3] Cent Univ Las Villas, Fac Chem & Pharm, Dept Chem, Santa Clara, Villa Clara, Cuba
[4] Cent Univ Las Villas, Chem Bioact Ctr, Mol Simulat & Drug Design Grp, Santa Clara, Villa Clara, Cuba
[5] Univ Porto, Fac Sci, Dept Chem, REQUIMTE, P-4100 Porto, Portugal
关键词
QSAR; Mutagenicity; alpha; beta-Unsaturated carbonyl compounds; Dental restorative monomers; AUTOMATED STRUCTURE EVALUATION; VARIABLE SELECTION; MULTIOBJECTIVE OPTIMIZATION; COMBINATORIAL QSAR; CHEMICAL-STRUCTURE; REPLACEMENT METHOD; GLOBAL QSAR; INHIBITORS; CARCINOGENICITY; DESCRIPTORS;
D O I
10.1016/j.dental.2009.11.158
中图分类号
R78 [口腔科学];
学科分类号
1003 ;
摘要
Objective. The purpose of this study is to develop a quantitative structure-activity relationship (QSAR) model that can distinguish mutagenic from non-mutagenic species with alpha,beta-unsaturated carbonyl moiety using two endpoints for this activity - Ames test and mammalian cell genemutation test - and also to gather information about the molecular features that most contribute to eliminate the mutagenic effects of these chemicals. Methods. Two data sets were used for modeling the two mutagenicity endpoints: ( 1) Ames test and ( 2) mammalian cells mutagenesis. The first one comprised 220 molecules, while the second one 48 substances, ranging from acrylates, methacrylates to alpha,beta-unsaturated carbonyl compounds. The QSAR models were developed by applying linear discriminant analysis (LDA) along with different sets of descriptors computed using the DRAGON software. Results. For both endpoints, there was a concordance of 89% in the prediction and 97% confidentiality by combining the three models for the Ames test mutagenicity. We have also identified several structural alerts to assist the design of new monomers. Significance. These individual models and especially their combination are attractive from the point of view of molecular modeling and could be used for the prediction and design of new monomers that do not pose a human health risk. (C) 2010 Academy of Dental Materials. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:397 / 415
页数:19
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