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Evolution of HIV virulence in response to widespread scale up of antiretroviral therapy: a modeling study
There are global increases in the use of HIV antiretroviral therapy (ART), guided by clinical benefits of early ART initiation and the efficacy of treatment as prevention of transmission. Separately, it has been shown theoretically and empirically that HIV virulence can evolve over time; observed vi...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5822883/ https://www.ncbi.nlm.nih.gov/pubmed/29492277 http://dx.doi.org/10.1093/ve/vew028 |
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author | Herbeck, Joshua T. Mittler, John E. Gottlieb, Geoffrey S. Goodreau, Steven M. Murphy, James T. Cori, Anne Pickles, Michael Fraser, Christophe |
author_facet | Herbeck, Joshua T. Mittler, John E. Gottlieb, Geoffrey S. Goodreau, Steven M. Murphy, James T. Cori, Anne Pickles, Michael Fraser, Christophe |
author_sort | Herbeck, Joshua T. |
collection | PubMed |
description | There are global increases in the use of HIV antiretroviral therapy (ART), guided by clinical benefits of early ART initiation and the efficacy of treatment as prevention of transmission. Separately, it has been shown theoretically and empirically that HIV virulence can evolve over time; observed virulence levels may reflect an adaptive balance between infected lifespan and per-contact transmission rate. However, the potential effects of widespread ART usage on HIV virulence are unknown. To predict these effects, we used an agent-based stochastic model to simulate evolutionary trends in HIV virulence, using set point viral load as a proxy for virulence. We calibrated our model to prevalence and incidence trends of South Africa. We explored two distinct ART scenarios: (1) ART initiation based on HIV-infected individuals reaching a CD4 count threshold; and (2) ART initiation based on individual time elapsed since HIV infection (a scenario that mimics “universal testing and treatment” (UTT) aspirations). In each case, we considered a range in population uptake of ART. We found that HIV virulence is generally unchanged in scenarios of CD4-based initiation. However, with ART initiation based on time since infection, virulence can increase moderately within several years of ART rollout, under high coverage levels and early treatment initiation (albeit within the context of epidemics that are rapidly decreasing in size). Sensitivity analyses suggested the impact of ART on virulence is relatively insensitive to model calibration. Our modeling study suggests that increasing HIV virulence driven by UTT is likely not a major public health concern, but should be monitored in sentinel surveillance, in a manner similar to transmitted resistance to antiretroviral drugs. |
format | Online Article Text |
id | pubmed-5822883 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-58228832018-02-28 Evolution of HIV virulence in response to widespread scale up of antiretroviral therapy: a modeling study Herbeck, Joshua T. Mittler, John E. Gottlieb, Geoffrey S. Goodreau, Steven M. Murphy, James T. Cori, Anne Pickles, Michael Fraser, Christophe Virus Evol Article There are global increases in the use of HIV antiretroviral therapy (ART), guided by clinical benefits of early ART initiation and the efficacy of treatment as prevention of transmission. Separately, it has been shown theoretically and empirically that HIV virulence can evolve over time; observed virulence levels may reflect an adaptive balance between infected lifespan and per-contact transmission rate. However, the potential effects of widespread ART usage on HIV virulence are unknown. To predict these effects, we used an agent-based stochastic model to simulate evolutionary trends in HIV virulence, using set point viral load as a proxy for virulence. We calibrated our model to prevalence and incidence trends of South Africa. We explored two distinct ART scenarios: (1) ART initiation based on HIV-infected individuals reaching a CD4 count threshold; and (2) ART initiation based on individual time elapsed since HIV infection (a scenario that mimics “universal testing and treatment” (UTT) aspirations). In each case, we considered a range in population uptake of ART. We found that HIV virulence is generally unchanged in scenarios of CD4-based initiation. However, with ART initiation based on time since infection, virulence can increase moderately within several years of ART rollout, under high coverage levels and early treatment initiation (albeit within the context of epidemics that are rapidly decreasing in size). Sensitivity analyses suggested the impact of ART on virulence is relatively insensitive to model calibration. Our modeling study suggests that increasing HIV virulence driven by UTT is likely not a major public health concern, but should be monitored in sentinel surveillance, in a manner similar to transmitted resistance to antiretroviral drugs. Oxford University Press 2016-10-03 /pmc/articles/PMC5822883/ /pubmed/29492277 http://dx.doi.org/10.1093/ve/vew028 Text en © The Author 2016. Published by Oxford University Press. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Article Herbeck, Joshua T. Mittler, John E. Gottlieb, Geoffrey S. Goodreau, Steven M. Murphy, James T. Cori, Anne Pickles, Michael Fraser, Christophe Evolution of HIV virulence in response to widespread scale up of antiretroviral therapy: a modeling study |
title | Evolution of HIV virulence in response to widespread scale up of
antiretroviral therapy: a modeling study |
title_full | Evolution of HIV virulence in response to widespread scale up of
antiretroviral therapy: a modeling study |
title_fullStr | Evolution of HIV virulence in response to widespread scale up of
antiretroviral therapy: a modeling study |
title_full_unstemmed | Evolution of HIV virulence in response to widespread scale up of
antiretroviral therapy: a modeling study |
title_short | Evolution of HIV virulence in response to widespread scale up of
antiretroviral therapy: a modeling study |
title_sort | evolution of hiv virulence in response to widespread scale up of
antiretroviral therapy: a modeling study |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5822883/ https://www.ncbi.nlm.nih.gov/pubmed/29492277 http://dx.doi.org/10.1093/ve/vew028 |
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