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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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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. |
format | Online Article Text |
id | pubmed-5036892 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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