A novel simple QSAR model for the prediction of anti-HIV activity using multiple linear regression analysis

被引:56
作者
Afantitis, Antreas
Melagraki, Georgia
Sarimveis, Haralambos [1 ]
Koutentis, Panayiotis A.
Markopoulos, John
Igglessi-Markopoulou, Olga
机构
[1] Natl Tech Univ Athens, Sch Chem Engn, Athens, Greece
[2] Univ Cyprus, Dept Chem, CY-1678 Nicosia, Cyprus
[3] Univ Athens, Dept Chem, Athens, Greece
关键词
anti-HIV; HEPT derivatives; stepwise regression; MLR; QSAR;
D O I
10.1007/s11030-005-9012-2
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
A quantitative-structure activity relationship was obtained by applying Multiple Linear Regression Analysis to a series of 80 1-[2-hydroxyethoxy-methyl]-6-(phenylthio) thymine (HEPT) derivatives with significant anti-HIV activity. For the selection of the best among 37 different descriptors, the Elimination Selection Stepwise Regression Method (ES-SWR) was utilized. The resulting QSAR model (R-CV(2) = 0.8160; S-PRESS = 0.5680) proved to be very accurate both in training and predictive stages.
引用
收藏
页码:405 / 414
页数:10
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