A quantum chemical and statistical study of flavonoid compounds with anti-HIV activity

被引:34
作者
Alves, CN
Pinheiro, JC
Camargo, AJ
de Souza, AJ
Carvalho, RB
da Silva, ABF
机构
[1] Univ Sao Paulo, Inst Quim Sao Carlos, Dept Quim & Fis Mol, BR-13560970 Sao Carlos, SP, Brazil
[2] Fed Univ Para, Ctr Ciencias Exatas & Nat, Dept Quim, BR-66075110 Belem, Para, Brazil
来源
JOURNAL OF MOLECULAR STRUCTURE-THEOCHEM | 1999年 / 491卷
基金
巴西圣保罗研究基金会;
关键词
flavonoids; structure-activity relationship; PM3; principal component analysis; hierarchical cluster analysis;
D O I
10.1016/S0166-1280(99)00114-1
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
The molecular orbital semi-empirical method PM3 is employed to calculate a set of molecular properties (variables) of 21 flavonoid compounds with anti-HIV activity. Pattern recognition techniques, principal component analysis (PCA) and hierarchical cluster analysis (HCA) were employed in order to reduce dimensionality, and investigate which subset of variables would be more effective in classifying the flavonoid compounds according to their degree of anti-HIV activity. The principal component and hierarchical cluster studies showed that the variables LUMO (the energy of the lowest unoccupied molecular orbital), chi (electronegativity), and Q(2), Q(3) and Q(7) (charges on atoms 2, 3 and 7) are related to the compounds with higher anti-HIV activity. These variables keep the more active flavonoids clustered together and separate them from those less active when principal component analysis and hierarchical cluster analysis are employed. (C) 1999 Elsevier Science B.V. All rights reserved.
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页码:123 / 131
页数:9
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