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HCV Genetic Diversity Can Be Used to Infer Infection Recency and Time since Infection

HIV-1 genetic diversity can be used to infer time since infection (TSI) and infection recency. We adapted this approach for HCV and identified genomic regions with informative diversity. We included 72 HCV/HIV-1 coinfected participants of the Swiss HIV Cohort Study, for whom reliable estimates of in...

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Autores principales: Carlisle, Louisa A., Turk, Teja, Metzner, Karin J., Mbunkah, Herbert A., Shah, Cyril, Böni, Jürg, Huber, Michael, Braun, Dominique L., Fehr, Jan, Salazar-Vizcaya, Luisa, Rauch, Andri, Yerly, Sabine, Nguyen, Aude, Cavassini, Matthias, Stoeckle, Marcel, Vernazza, Pietro, Bernasconi, Enos, Günthard, Huldrych F., Kouyos, Roger D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7692400/
https://www.ncbi.nlm.nih.gov/pubmed/33142675
http://dx.doi.org/10.3390/v12111241
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author Carlisle, Louisa A.
Turk, Teja
Metzner, Karin J.
Mbunkah, Herbert A.
Shah, Cyril
Böni, Jürg
Huber, Michael
Braun, Dominique L.
Fehr, Jan
Salazar-Vizcaya, Luisa
Rauch, Andri
Yerly, Sabine
Nguyen, Aude
Cavassini, Matthias
Stoeckle, Marcel
Vernazza, Pietro
Bernasconi, Enos
Günthard, Huldrych F.
Kouyos, Roger D.
author_facet Carlisle, Louisa A.
Turk, Teja
Metzner, Karin J.
Mbunkah, Herbert A.
Shah, Cyril
Böni, Jürg
Huber, Michael
Braun, Dominique L.
Fehr, Jan
Salazar-Vizcaya, Luisa
Rauch, Andri
Yerly, Sabine
Nguyen, Aude
Cavassini, Matthias
Stoeckle, Marcel
Vernazza, Pietro
Bernasconi, Enos
Günthard, Huldrych F.
Kouyos, Roger D.
author_sort Carlisle, Louisa A.
collection PubMed
description HIV-1 genetic diversity can be used to infer time since infection (TSI) and infection recency. We adapted this approach for HCV and identified genomic regions with informative diversity. We included 72 HCV/HIV-1 coinfected participants of the Swiss HIV Cohort Study, for whom reliable estimates of infection date and viral sequences were available. Average pairwise diversity (APD) was calculated over each codon position for the entire open reading frame of HCV. Utilizing cross validation, we evaluated the correlation of APD with TSI, and its ability to infer TSI via a linear model. We additionally studied the ability of diversity to classify infections as recent (infected for <1 year) or chronic, using receiver-operator-characteristic area under the curve (ROC-AUC) in 50 patients whose infection could be unambiguously classified as either recent or chronic. Measuring HCV diversity over third or all codon positions gave similar performances, and notable improvement over first or second codon positions. APD calculated over the entire genome enabled classification of infection recency (ROC-AUC = 0.76). Additionally, APD correlated with TSI (R(2) = 0.33) and could predict TSI (mean absolute error = 1.67 years). Restricting the region over which APD was calculated to E2-NS2 further improved accuracy (ROC-AUC = 0.85, R(2) = 0.54, mean absolute error = 1.38 years). Genetic diversity in HCV correlates with TSI and is a proxy for infection recency and TSI, even several years post-infection.
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spelling pubmed-76924002020-11-28 HCV Genetic Diversity Can Be Used to Infer Infection Recency and Time since Infection Carlisle, Louisa A. Turk, Teja Metzner, Karin J. Mbunkah, Herbert A. Shah, Cyril Böni, Jürg Huber, Michael Braun, Dominique L. Fehr, Jan Salazar-Vizcaya, Luisa Rauch, Andri Yerly, Sabine Nguyen, Aude Cavassini, Matthias Stoeckle, Marcel Vernazza, Pietro Bernasconi, Enos Günthard, Huldrych F. Kouyos, Roger D. Viruses Article HIV-1 genetic diversity can be used to infer time since infection (TSI) and infection recency. We adapted this approach for HCV and identified genomic regions with informative diversity. We included 72 HCV/HIV-1 coinfected participants of the Swiss HIV Cohort Study, for whom reliable estimates of infection date and viral sequences were available. Average pairwise diversity (APD) was calculated over each codon position for the entire open reading frame of HCV. Utilizing cross validation, we evaluated the correlation of APD with TSI, and its ability to infer TSI via a linear model. We additionally studied the ability of diversity to classify infections as recent (infected for <1 year) or chronic, using receiver-operator-characteristic area under the curve (ROC-AUC) in 50 patients whose infection could be unambiguously classified as either recent or chronic. Measuring HCV diversity over third or all codon positions gave similar performances, and notable improvement over first or second codon positions. APD calculated over the entire genome enabled classification of infection recency (ROC-AUC = 0.76). Additionally, APD correlated with TSI (R(2) = 0.33) and could predict TSI (mean absolute error = 1.67 years). Restricting the region over which APD was calculated to E2-NS2 further improved accuracy (ROC-AUC = 0.85, R(2) = 0.54, mean absolute error = 1.38 years). Genetic diversity in HCV correlates with TSI and is a proxy for infection recency and TSI, even several years post-infection. MDPI 2020-10-31 /pmc/articles/PMC7692400/ /pubmed/33142675 http://dx.doi.org/10.3390/v12111241 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Carlisle, Louisa A.
Turk, Teja
Metzner, Karin J.
Mbunkah, Herbert A.
Shah, Cyril
Böni, Jürg
Huber, Michael
Braun, Dominique L.
Fehr, Jan
Salazar-Vizcaya, Luisa
Rauch, Andri
Yerly, Sabine
Nguyen, Aude
Cavassini, Matthias
Stoeckle, Marcel
Vernazza, Pietro
Bernasconi, Enos
Günthard, Huldrych F.
Kouyos, Roger D.
HCV Genetic Diversity Can Be Used to Infer Infection Recency and Time since Infection
title HCV Genetic Diversity Can Be Used to Infer Infection Recency and Time since Infection
title_full HCV Genetic Diversity Can Be Used to Infer Infection Recency and Time since Infection
title_fullStr HCV Genetic Diversity Can Be Used to Infer Infection Recency and Time since Infection
title_full_unstemmed HCV Genetic Diversity Can Be Used to Infer Infection Recency and Time since Infection
title_short HCV Genetic Diversity Can Be Used to Infer Infection Recency and Time since Infection
title_sort hcv genetic diversity can be used to infer infection recency and time since infection
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7692400/
https://www.ncbi.nlm.nih.gov/pubmed/33142675
http://dx.doi.org/10.3390/v12111241
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