V3 Loop Sequence Space Analysis Suggests Different Evolutionary Patterns of CCR5- and CXCR4-Tropic HIV
Open Access
- 9 October 2009
- journal article
- research article
- Published by Public Library of Science (PLoS) in PLOS ONE
- Vol. 4 (10) , e7387
- https://doi.org/10.1371/journal.pone.0007387
Abstract
The V3 loop of human immunodeficiency virus type 1 (HIV-1) is critical for coreceptor binding and is the main determinant of which of the cellular coreceptors, CCR5 or CXCR4, the virus uses for cell entry. The aim of this study is to provide a large-scale data driven analysis of HIV-1 coreceptor usage with respect to the V3 loop evolution and to characterize CCR5- and CXCR4-tropic viral phenotypes previously studied in small- and medium-scale settings. We use different sequence similarity measures, phylogenetic and clustering methods in order to analyze the distribution in sequence space of roughly 1000 V3 loop sequences and their tropism phenotypes. This analysis affords a means of characterizing those sequences that are misclassified by several sequence-based coreceptor prediction methods, as well as predicting the coreceptor using the location of the sequence in sequence space and of relating this location to the CD4+ T-cell count of the patient. We support previous findings that the usage of CCR5 is correlated with relatively high sequence conservation whereas CXCR4-tropic viruses spread over larger regions in sequence space. The incorrectly predicted sequences are mostly located in regions in which their phenotype represents the minority or in close vicinity of regions dominated by the opposite phenotype. Nevertheless, the location of the sequence in sequence space can be used to improve the accuracy of the prediction of the coreceptor usage. Sequences from patients with high CD4+ T-cell counts are relatively highly conserved as compared to those of immunosuppressed patients. Our study thus supports hypotheses of an association of immune system depletion with an increase in V3 loop sequence variability and with the escape of the viral sequence to distant parts of the sequence space.Keywords
This publication has 25 references indexed in Scilit:
- Comparison of Classifier Fusion Methods for Predicting Response to Anti HIV-1 TherapyPLOS ONE, 2008
- Emergence and Persistence of CXCR4‐Tropic HIV‐1 in a Population of Men from the Multicenter AIDS Cohort StudyThe Journal of Infectious Diseases, 2008
- The Impact of HIV Tropism on Decreases in CD4 Cell Count, Clinical Progression, and Subsequent Response to a First Antiretroviral Therapy RegimenClinical Infectious Diseases, 2008
- CD4-Dependent Characteristics of Coreceptor Use and HIV Type 1 V3 Sequence in a Large Population of Therapy-Naive IndividualsAIDS Research and Human Retroviruses, 2008
- HIV-infected individuals receiving effective antiviral therapy for extended periods of time continually replenish their viral reservoirJournal of Clinical Investigation, 2005
- A New Perspective on V3 Phenotype PredictionAIDS Research and Human Retroviruses, 2003
- CHEMOKINE RECEPTORS AS HIV-1 CORECEPTORS: Roles in Viral Entry, Tropism, and DiseaseAnnual Review of Immunology, 1999
- Changing Virus‐Host Interactions in the Course of HIV‐1 InfectionImmunological Reviews, 1994
- Split decomposition: A new and useful approach to phylogenetic analysis of distance dataMolecular Phylogenetics and Evolution, 1992
- Silhouettes: A graphical aid to the interpretation and validation of cluster analysisJournal of Computational and Applied Mathematics, 1987