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Mechanistic framework predicts drug-class specific utility of antiretrovirals for HIV prophylaxis

Currently, there is no effective vaccine to halt HIV transmission. However, pre-exposure prophylaxis (PrEP) with the drug combination Truvada can substantially decrease HIV transmission in individuals at risk. Despite its benefits, Truvada-based PrEP is expensive and needs to be taken once-daily, wh...

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Autores principales: Duwal, Sulav, Dickinson, Laura, Khoo, Saye, von Kleist, Max
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6370240/
https://www.ncbi.nlm.nih.gov/pubmed/30699105
http://dx.doi.org/10.1371/journal.pcbi.1006740
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author Duwal, Sulav
Dickinson, Laura
Khoo, Saye
von Kleist, Max
author_facet Duwal, Sulav
Dickinson, Laura
Khoo, Saye
von Kleist, Max
author_sort Duwal, Sulav
collection PubMed
description Currently, there is no effective vaccine to halt HIV transmission. However, pre-exposure prophylaxis (PrEP) with the drug combination Truvada can substantially decrease HIV transmission in individuals at risk. Despite its benefits, Truvada-based PrEP is expensive and needs to be taken once-daily, which often leads to inadequate adherence and incomplete protection. These deficits may be overcome by next-generation PrEP regimen, including currently investigated long-acting formulations, or patent-expired drugs. However, poor translatability of animal- and ex vivo/in vitro experiments, and the necessity to conduct long-term (several years) human trials involving considerable sample sizes (N>1000 individuals) are major obstacles to rationalize drug-candidate selection. We developed a prophylaxis modelling tool that mechanistically considers the mode-of-action of all available drugs. We used the tool to screen antivirals for their prophylactic utility and identify lower bound effective concentrations that can guide dose selection in PrEP trials. While in vitro measurable drug potency usually guides PrEP trial design, we found that it may over-predict PrEP potency for all drug classes except reverse transcriptase inhibitors. While most drugs displayed graded concentration-prophylaxis profiles, protease inhibitors tended to switch between none- and complete protection. While several treatment-approved drugs could be ruled out as PrEP candidates based on lack-of-prophylactic efficacy, darunavir, efavirenz, nevirapine, etravirine and rilpivirine could more potently prevent infection than existing PrEP regimen (Truvada). Notably, some drugs from this candidate set are patent-expired and currently neglected for PrEP repurposing. A next step is to further trim this candidate set by ruling out compounds with ominous safety profiles, to assess different administration schemes in silico and to test the remaining candidates in human trials.
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spelling pubmed-63702402019-02-22 Mechanistic framework predicts drug-class specific utility of antiretrovirals for HIV prophylaxis Duwal, Sulav Dickinson, Laura Khoo, Saye von Kleist, Max PLoS Comput Biol Research Article Currently, there is no effective vaccine to halt HIV transmission. However, pre-exposure prophylaxis (PrEP) with the drug combination Truvada can substantially decrease HIV transmission in individuals at risk. Despite its benefits, Truvada-based PrEP is expensive and needs to be taken once-daily, which often leads to inadequate adherence and incomplete protection. These deficits may be overcome by next-generation PrEP regimen, including currently investigated long-acting formulations, or patent-expired drugs. However, poor translatability of animal- and ex vivo/in vitro experiments, and the necessity to conduct long-term (several years) human trials involving considerable sample sizes (N>1000 individuals) are major obstacles to rationalize drug-candidate selection. We developed a prophylaxis modelling tool that mechanistically considers the mode-of-action of all available drugs. We used the tool to screen antivirals for their prophylactic utility and identify lower bound effective concentrations that can guide dose selection in PrEP trials. While in vitro measurable drug potency usually guides PrEP trial design, we found that it may over-predict PrEP potency for all drug classes except reverse transcriptase inhibitors. While most drugs displayed graded concentration-prophylaxis profiles, protease inhibitors tended to switch between none- and complete protection. While several treatment-approved drugs could be ruled out as PrEP candidates based on lack-of-prophylactic efficacy, darunavir, efavirenz, nevirapine, etravirine and rilpivirine could more potently prevent infection than existing PrEP regimen (Truvada). Notably, some drugs from this candidate set are patent-expired and currently neglected for PrEP repurposing. A next step is to further trim this candidate set by ruling out compounds with ominous safety profiles, to assess different administration schemes in silico and to test the remaining candidates in human trials. Public Library of Science 2019-01-30 /pmc/articles/PMC6370240/ /pubmed/30699105 http://dx.doi.org/10.1371/journal.pcbi.1006740 Text en © 2019 Duwal et al 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 use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Duwal, Sulav
Dickinson, Laura
Khoo, Saye
von Kleist, Max
Mechanistic framework predicts drug-class specific utility of antiretrovirals for HIV prophylaxis
title Mechanistic framework predicts drug-class specific utility of antiretrovirals for HIV prophylaxis
title_full Mechanistic framework predicts drug-class specific utility of antiretrovirals for HIV prophylaxis
title_fullStr Mechanistic framework predicts drug-class specific utility of antiretrovirals for HIV prophylaxis
title_full_unstemmed Mechanistic framework predicts drug-class specific utility of antiretrovirals for HIV prophylaxis
title_short Mechanistic framework predicts drug-class specific utility of antiretrovirals for HIV prophylaxis
title_sort mechanistic framework predicts drug-class specific utility of antiretrovirals for hiv prophylaxis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6370240/
https://www.ncbi.nlm.nih.gov/pubmed/30699105
http://dx.doi.org/10.1371/journal.pcbi.1006740
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