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A Multivariate Analysis of HIV-1 Protease Inhibitors and Resistance Induced by Mutation

Authors :
Alessandra Montalbano
Marco Tutone
Girolamo Cirrincione
Gaetano Dattolo
Anna Maria Almerico
Paola Barraja
Antonino Lauria
Patrizia Diana
ALMERICO, AM
TUTONE, M
LAURIA, A
DIANA, P
BARRAJA, P
MONTALBANO, A
CIRRINCIONE, G
DATTOLO, G
Publication Year :
2006
Publisher :
AMER CHEMICAL SOC, 2006.

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.

Details

Language :
English
Database :
OpenAIRE
Accession number :
edsair.doi.dedup.....fb38cb054860798dc0315bb7729ae7aa