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Modeling the Effects of Morphine on Simian Immunodeficiency Virus Dynamics

Complications of HIV-1 infection in individuals who utilize drugs of abuse is a significant problem, because these drugs have been associated with higher virus replication and accelerated disease progression as well as severe neuropathogenesis. To gain further insight it is important to quantify the...

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Autores principales: Vaidya, Naveen K., Ribeiro, Ruy M., Perelson, Alan S., Kumar, Anil
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5036892/
https://www.ncbi.nlm.nih.gov/pubmed/27668463
http://dx.doi.org/10.1371/journal.pcbi.1005127
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author Vaidya, Naveen K.
Ribeiro, Ruy M.
Perelson, Alan S.
Kumar, Anil
author_facet Vaidya, Naveen K.
Ribeiro, Ruy M.
Perelson, Alan S.
Kumar, Anil
author_sort Vaidya, Naveen K.
collection PubMed
description Complications of HIV-1 infection in individuals who utilize drugs of abuse is a significant problem, because these drugs have been associated with higher virus replication and accelerated disease progression as well as severe neuropathogenesis. To gain further insight it is important to quantify the effects of drugs of abuse on HIV-1 infection dynamics. Here, we develop a mathematical model that incorporates experimentally observed effects of morphine on inducing HIV-1 co-receptor expression. For comparison we also considered viral dynamic models with cytolytic or noncytolytic effector cell responses. Based on the small sample size Akaike information criterion, these models were inferior to the new model based on changes in co-receptor expression. The model with morphine affecting co-receptor expression agrees well with the experimental data from simian immunodeficiency virus infections in morphine-addicted macaques. Our results show that morphine promotes a target cell subpopulation switch from a lower level of susceptibility to a state that is about 2-orders of magnitude higher in susceptibility to SIV infection. As a result, the proportion of target cells with higher susceptibility remains extremely high in morphine conditioning. Such a morphine-induced population switch not only has adverse effects on the replication rate, but also results in a higher steady state viral load and larger CD4 count drops. Moreover, morphine conditioning may pose extra obstacles to controlling viral load during antiretroviral therapy, such as pre-exposure prophylaxis and post infection treatments. This study provides, for the first time, a viral dynamics model, viral dynamics parameters, and related analytical and simulation results for SIV dynamics under drugs of abuse.
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spelling pubmed-50368922016-10-27 Modeling the Effects of Morphine on Simian Immunodeficiency Virus Dynamics Vaidya, Naveen K. Ribeiro, Ruy M. Perelson, Alan S. Kumar, Anil PLoS Comput Biol Research Article Complications of HIV-1 infection in individuals who utilize drugs of abuse is a significant problem, because these drugs have been associated with higher virus replication and accelerated disease progression as well as severe neuropathogenesis. To gain further insight it is important to quantify the effects of drugs of abuse on HIV-1 infection dynamics. Here, we develop a mathematical model that incorporates experimentally observed effects of morphine on inducing HIV-1 co-receptor expression. For comparison we also considered viral dynamic models with cytolytic or noncytolytic effector cell responses. Based on the small sample size Akaike information criterion, these models were inferior to the new model based on changes in co-receptor expression. The model with morphine affecting co-receptor expression agrees well with the experimental data from simian immunodeficiency virus infections in morphine-addicted macaques. Our results show that morphine promotes a target cell subpopulation switch from a lower level of susceptibility to a state that is about 2-orders of magnitude higher in susceptibility to SIV infection. As a result, the proportion of target cells with higher susceptibility remains extremely high in morphine conditioning. Such a morphine-induced population switch not only has adverse effects on the replication rate, but also results in a higher steady state viral load and larger CD4 count drops. Moreover, morphine conditioning may pose extra obstacles to controlling viral load during antiretroviral therapy, such as pre-exposure prophylaxis and post infection treatments. This study provides, for the first time, a viral dynamics model, viral dynamics parameters, and related analytical and simulation results for SIV dynamics under drugs of abuse. Public Library of Science 2016-09-26 /pmc/articles/PMC5036892/ /pubmed/27668463 http://dx.doi.org/10.1371/journal.pcbi.1005127 Text en https://creativecommons.org/publicdomain/zero/1.0/ This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 (https://creativecommons.org/publicdomain/zero/1.0/) public domain dedication.
spellingShingle Research Article
Vaidya, Naveen K.
Ribeiro, Ruy M.
Perelson, Alan S.
Kumar, Anil
Modeling the Effects of Morphine on Simian Immunodeficiency Virus Dynamics
title Modeling the Effects of Morphine on Simian Immunodeficiency Virus Dynamics
title_full Modeling the Effects of Morphine on Simian Immunodeficiency Virus Dynamics
title_fullStr Modeling the Effects of Morphine on Simian Immunodeficiency Virus Dynamics
title_full_unstemmed Modeling the Effects of Morphine on Simian Immunodeficiency Virus Dynamics
title_short Modeling the Effects of Morphine on Simian Immunodeficiency Virus Dynamics
title_sort modeling the effects of morphine on simian immunodeficiency virus dynamics
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5036892/
https://www.ncbi.nlm.nih.gov/pubmed/27668463
http://dx.doi.org/10.1371/journal.pcbi.1005127
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