THETA: a new genotypic approach for predicting HIV-1 CRF02-AG coreceptor usage.


Journal

Bioinformatics (Oxford, England)
ISSN: 1367-4811
Titre abrégé: Bioinformatics
Pays: England
ID NLM: 9808944

Informations de publication

Date de publication:
15 01 2020
Historique:
received: 14 03 2019
revised: 28 06 2019
accepted: 19 07 2019
pubmed: 28 7 2019
medline: 18 9 2020
entrez: 28 7 2019
Statut: ppublish

Résumé

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. 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. 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.

Identifiants

pubmed: 31350559
pii: 5539688
doi: 10.1093/bioinformatics/btz585
doi:

Substances chimiques

HIV Envelope Protein gp120 0
Receptors, CCR5 0
Receptors, CXCR4 0
Silver 3M4G523W1G

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

416-421

Informations de copyright

© The Author(s) 2019. Published by Oxford University Press. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com.

Auteurs

Chloé Dimeglio (C)

CHU de Toulouse, Hôpital Purpan, Laboratoire de Virologie.

Stéphanie Raymond (S)

CHU de Toulouse, Hôpital Purpan, Laboratoire de Virologie.
INSERM U1043-CNRS UMR 5282-Toulouse University Paul Sabatier, CPTP, Toulouse F-31300, France.

Nicolas Jeanne (N)

CHU de Toulouse, Hôpital Purpan, Laboratoire de Virologie.

Christelle Reynes (C)

Institut de Génomique Fonctionnelle, 34090 Montpellier, France.
UM-Université de Montpellier, 34090 Montpellier, France.
Faculté de Pharmacie, 34090 Montpellier, France.

Romain Carcenac (R)

CHU de Toulouse, Hôpital Purpan, Laboratoire de Virologie.

Caroline Lefebvre (C)

CHU de Toulouse, Hôpital Purpan, Laboratoire de Virologie.

Michelle Cazabat (M)

CHU de Toulouse, Hôpital Purpan, Laboratoire de Virologie.

Florence Nicot (F)

CHU de Toulouse, Hôpital Purpan, Laboratoire de Virologie.

Pierre Delobel (P)

CHU de Toulouse, Service de Maladies Infectieuses et Tropicales, 31059 Toulouse, France.

Jacques Izopet (J)

CHU de Toulouse, Hôpital Purpan, Laboratoire de Virologie.
INSERM U1043-CNRS UMR 5282-Toulouse University Paul Sabatier, CPTP, Toulouse F-31300, France.

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Classifications MeSH