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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...

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Autores principales: Herbeck, Joshua T., Mittler, John E., Gottlieb, Geoffrey S., Goodreau, Steven M., Murphy, James T., Cori, Anne, Pickles, Michael, Fraser, Christophe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2016
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.
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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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