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

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 Eli...

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Veröffentlicht in:Molecular diversity 2006-08, Vol.10 (3), p.405-414
Hauptverfasser: Afantitis, Antreas, Melagraki, Georgia, Sarimveis, Haralambos, Koutentis, Panayiotis A, Markopoulos, John, Igglessi-Markopoulou, Olga
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Sprache:eng
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Zusammenfassung: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 (2) (CV) = 0.8160; S (PRESS) = 0.5680) proved to be very accurate both in training and predictive stages.
ISSN:1381-1991
1573-501X
DOI:10.1007/s11030-005-9012-2