This paper describes the use of the multivariate statistical procedure principal component analysis as a tool to explore the inhibitory activity of classes of protease inhibitors (PIs) against HIV-1 viruses (wild type and more-frequent single mutants, V82A, V82F, and I84V) and against protease enzymes. The analysis of correlations between biological activity and molecular descriptors or similarity indexes allowed a reliable classification of the 51 derivatives considered in this study. The best results were obtained in the case of the I84V mutant for which a high number of predictions was achieved. On this basis, this statistical approach is proposed as a reliable method for the prediction of the activity of PIs, for which the data against mutant strains have not been reported.
ALMERICO, A.M., TUTONE, M., LAURIA, A., DIANA, P., BARRAJA, P., MONTALBANO, A., et al. (2006). A Multivariate Analysis of HIV-1 Protease Inhibitors and Resistance Induced by Mutation. JOURNAL OF CHEMICAL INFORMATION AND MODELING, 46(1), 168-179 [10.1021/ci050139z].
A Multivariate Analysis of HIV-1 Protease Inhibitors and Resistance Induced by Mutation
ALMERICO, Anna Maria;TUTONE, Marco;LAURIA, Antonino;DIANA, Patrizia;BARRAJA, Paola;MONTALBANO, Alessandra;CIRRINCIONE, Girolamo;DATTOLO, Gaetano
2006-01-01
Abstract
This paper describes the use of the multivariate statistical procedure principal component analysis as a tool to explore the inhibitory activity of classes of protease inhibitors (PIs) against HIV-1 viruses (wild type and more-frequent single mutants, V82A, V82F, and I84V) and against protease enzymes. The analysis of correlations between biological activity and molecular descriptors or similarity indexes allowed a reliable classification of the 51 derivatives considered in this study. The best results were obtained in the case of the I84V mutant for which a high number of predictions was achieved. On this basis, this statistical approach is proposed as a reliable method for the prediction of the activity of PIs, for which the data against mutant strains have not been reported.File | Dimensione | Formato | |
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