Cargando…
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...
Autores principales: | , , , , , , , , , , , , , , , , , , |
---|---|
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 |
_version_ | 1783614502590218240 |
---|---|
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. |
format | Online Article Text |
id | pubmed-7692400 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT carlislelouisaa hcvgeneticdiversitycanbeusedtoinferinfectionrecencyandtimesinceinfection AT turkteja hcvgeneticdiversitycanbeusedtoinferinfectionrecencyandtimesinceinfection AT metznerkarinj hcvgeneticdiversitycanbeusedtoinferinfectionrecencyandtimesinceinfection AT mbunkahherberta hcvgeneticdiversitycanbeusedtoinferinfectionrecencyandtimesinceinfection AT shahcyril hcvgeneticdiversitycanbeusedtoinferinfectionrecencyandtimesinceinfection AT bonijurg hcvgeneticdiversitycanbeusedtoinferinfectionrecencyandtimesinceinfection AT hubermichael hcvgeneticdiversitycanbeusedtoinferinfectionrecencyandtimesinceinfection AT braundominiquel hcvgeneticdiversitycanbeusedtoinferinfectionrecencyandtimesinceinfection AT fehrjan hcvgeneticdiversitycanbeusedtoinferinfectionrecencyandtimesinceinfection AT salazarvizcayaluisa hcvgeneticdiversitycanbeusedtoinferinfectionrecencyandtimesinceinfection AT rauchandri hcvgeneticdiversitycanbeusedtoinferinfectionrecencyandtimesinceinfection AT yerlysabine hcvgeneticdiversitycanbeusedtoinferinfectionrecencyandtimesinceinfection AT nguyenaude hcvgeneticdiversitycanbeusedtoinferinfectionrecencyandtimesinceinfection AT cavassinimatthias hcvgeneticdiversitycanbeusedtoinferinfectionrecencyandtimesinceinfection AT stoecklemarcel hcvgeneticdiversitycanbeusedtoinferinfectionrecencyandtimesinceinfection AT vernazzapietro hcvgeneticdiversitycanbeusedtoinferinfectionrecencyandtimesinceinfection AT bernasconienos hcvgeneticdiversitycanbeusedtoinferinfectionrecencyandtimesinceinfection AT gunthardhuldrychf hcvgeneticdiversitycanbeusedtoinferinfectionrecencyandtimesinceinfection AT kouyosrogerd hcvgeneticdiversitycanbeusedtoinferinfectionrecencyandtimesinceinfection |