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A Multivariate Analysis of HIV-1 Protease Inhibitors and Resistance Induced by Mutation
- 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.
- Subjects :
- STRUCTURE-BASED DESIGN
Multivariate analysis
General Chemical Engineering
medicine.medical_treatment
Mutant
Computational biology
Library and Information Sciences
Models, Biological
Structure-Activity Relationship
HIV-1 protease
Molecular descriptor
Drug Resistance, Viral
medicine
HIV Protease Inhibitor
BIOLOGICAL EVALUATION
Genetics
chemistry.chemical_classification
Protease
biology
Wild type
Biological activity
ANTIVIRAL ACTIVITY
General Chemistry
HIV Protease Inhibitors
General Medicine
D-AMINO ACIDS
IN-VITRO
Computer Science Applications
ORALLY BIOAVAILABLE INHIBITOR
Enzyme
chemistry
RAY CRYSTAL-STRUCTURE
Multivariate Analysis
Mutation
HUMAN-IMMUNODEFICIENCY-VIRUS
HIV-1
biology.protein
TYPE-1 PROTEASE
QUANTITATIVE STRUCTURE
Software
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....fb38cb054860798dc0315bb7729ae7aa