A structure-activity relationship study of HEPT-analog compounds with anti-HIV activity

被引:29
作者
Alves, CN
Pinheiro, JC
Camargo, AJ
Ferreira, MMC
da Silva, ABF
机构
[1] Univ Sao Paulo, Inst Quim, 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
[3] Univ Estadual Campinas, Inst I, Dept FisicoQuim, BR-13081970 Campinas, SP, Brazil
来源
JOURNAL OF MOLECULAR STRUCTURE-THEOCHEM | 2000年 / 530卷 / 1-2期
基金
巴西圣保罗研究基金会;
关键词
structure-activity relationship; PM3; principal component analysis; stepwise discriminant analysis;
D O I
10.1016/S0166-1280(00)00325-0
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 method PM3 is employed to calculate a set of molecular descriptors (variables) for 36 deoxy analogs of 1-[(2-hydroxyethoxy)methyl]-6-(phenylthio)thymine (HEPT) with anti-HIV-l activity. Pattern recognition methods, principal component analysis (PCA) and stepwise discriminant analysis (SDA) were employed in order to reduce dimensionality and investigate which subset of variables should be more effective for classifying the HEPT-analog compounds according to their degree of anti-HIV-l activity. The PCA showed that the variables log P (partition coefficient), MR (molecular refractivity), Delta H-f (heat of formation), Q(N) (net atomic charge on atoms 2 and 3), and chi (Mulliken's electronegativity) are responsible for the separation between compounds with higher and lower anti-HIV-1 activity. By using the SDA we have found the following descriptors as responsible for the separation between the active and less active compounds: log P (partition coefficient), chi (Mulliken's electronegativity), mu (dipole moment), Q(4) (net atomic charge on atom 4), and t(2) (torsional angle). From the SDA we present a prediction rule for classifying new HEPT-analog compounds with anti-HIV-l activity. (C) 2000 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:39 / 47
页数:9
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