A multiple linear regression and partial least squares study of flavonoid compounds with anti-HIV activity

被引:30
作者
Alves, CN
Pinheiro, JC
Camargo, AJ
Ferreira, MMC
Romero, RAF
da Silva, ABF
机构
[1] Univ Sao Paulo, Dept Quim & Fis Mol, Inst Quim Sao Carlos, BR-13560970 Sao Carlos, SP, Brazil
[2] Fed Univ Para, Dept Quim, Ctr Ciencias Exatas & Nat, BR-66075110 Belem, Para, Brazil
[3] Univ Estadual Campinas, Dept Fisicoquim, Inst Quim, BR-13081970 Campinas, SP, Brazil
[4] Univ Sao Paulo, Dept Ciencia Computac & Estatist, Inst Ciencia Computacao & Estatist, BR-13560970 Sao Carlos, SP, Brazil
来源
JOURNAL OF MOLECULAR STRUCTURE-THEOCHEM | 2001年 / 541卷
关键词
flavonoids; multiple linear regression; partial least squares; PM3; human immunodeficiency virus; QSAR;
D O I
10.1016/S0166-1280(00)00755-7
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 [物理化学]; 081704 [应用化学];
摘要
The molecular orbital semi-empirical method PM3 was employed to calculate a set of molecular properties (variables or descriptors) of 21 flavonoid compounds with anti-HIV activity. The correlation between biological activity and structural properties was obtained by using the multiple linear regression and partial least squares methods. The model obtained showed not only statistical significance but also predictive ability. The significant molecular descriptors related to the compounds with anti-HIV activity were: electronegativity (X) and the charges on atoms C3 and C7 (Q(3) and Q(7), respectively). These variables led to a physical explanation of electronic molecular property contributions to HIV inhibitory potency. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:81 / 88
页数:8
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