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THETA
- Source :
- Bioinformatics, Bioinformatics, Oxford University Press (OUP), 2019, 36 (2), pp.416-421. ⟨10.1093/bioinformatics/btz585⟩
- Publication Year :
- 2019
- Publisher :
- Oxford University Press (OUP), 2019.
-
Abstract
- Motivation The circulating recombinant form of HIV-1 CRF02-AG is the most frequent non-B subtype in Europe. Anti-HIV therapy and pathophysiological studies on the impact of HIV-1 tropism require genotypic determination of HIV-1 tropism for non-B subtypes. But genotypic approaches based on analysis of the V3 envelope region perform poorly when used to determine the tropism of CRF02-AG. We, therefore, designed an algorithm based on information from the gp120 and gp41 ectodomain that better predicts the tropism of HIV-1 subtype CRF02-AG. Results We used a bio-statistical method to identify the genotypic determinants of CRF02-AG coreceptor use. Toulouse HIV Extended Tropism Algorithm (THETA), based on a Least Absolute Shrinkage and Selection Operator method, uses HIV envelope sequence from phenotypically characterized clones. Prediction of R5X4/X4 viruses was 86% sensitive and that of R5 viruses was 89% specific with our model. The overall accuracy of THETA was 88%, making it sufficiently reliable for predicting the tropism of subtype CRF02-AG sequences. Availability and implementation Binaries are freely available for download at https://github.com/viro-tls/THETA. It was implemented in Matlab and supported on MS Windows platform. The sequence data used in this work are available from GenBank under the accession numbers MK618182-MK618417.
- Subjects :
- Statistics and Probability
Receptors, CXCR4
Silver
Genotype
Receptors, CCR5
MESH: HIV-1
viruses
Human immunodeficiency virus (HIV)
HIV Infections
Computational biology
MESH: HIV Infections
MESH: Receptors, CCR5
HIV Envelope Protein gp120
Biology
Gp41
medicine.disease_cause
Biochemistry
MESH: Receptors, CXCR4
MESH: Genotype
MESH: HIV Envelope Protein gp120
03 medical and health sciences
Data sequences
[SDV.MHEP.MI]Life Sciences [q-bio]/Human health and pathology/Infectious diseases
MESH: Silver
medicine
Molecular Biology
Tropism
030304 developmental biology
0303 health sciences
030306 microbiology
virus diseases
3. Good health
Computer Science Applications
Europe
Viral Tropism
Computational Mathematics
Computational Theory and Mathematics
GenBank
HIV-1
Tissue tropism
MESH: Europe
MESH: Viral Tropism
Selection operator
Subjects
Details
- ISSN :
- 13674811 and 13674803
- Volume :
- 36
- Database :
- OpenAIRE
- Journal :
- Bioinformatics
- Accession number :
- edsair.doi.dedup.....4d6bcb55088e4a6b127e700f67f7e55d
- Full Text :
- https://doi.org/10.1093/bioinformatics/btz585