Analysis of hepatitis C virus decline during treatment with the protease inhibitor danoprevir using a multiscale model.

The current paradigm for studying hepatitis C virus (HCV) dynamics in patients utilizes a standard viral dynamic model that keeps track of uninfected (target) cells, infected cells, and virus. The model does not account for the dynamics of intracellular viral replication, which is the major target o...

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Main Authors: Libin Rong, Jeremie Guedj, Harel Dahari, Daniel J Coffield, Micha Levi, Patrick Smith, Alan S Perelson
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2013-01-01
Series:PLoS Computational Biology
Online Access:http://europepmc.org/articles/PMC3597560?pdf=render
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spelling doaj-fc3a932b93274776ae3558a58bbb938d2020-11-25T01:44:26ZengPublic Library of Science (PLoS)PLoS Computational Biology1553-734X1553-73582013-01-0193e100295910.1371/journal.pcbi.1002959Analysis of hepatitis C virus decline during treatment with the protease inhibitor danoprevir using a multiscale model.Libin RongJeremie GuedjHarel DahariDaniel J CoffieldMicha LeviPatrick SmithAlan S PerelsonThe current paradigm for studying hepatitis C virus (HCV) dynamics in patients utilizes a standard viral dynamic model that keeps track of uninfected (target) cells, infected cells, and virus. The model does not account for the dynamics of intracellular viral replication, which is the major target of direct-acting antiviral agents (DAAs). Here we describe and study a recently developed multiscale age-structured model that explicitly considers the potential effects of DAAs on intracellular viral RNA production, degradation, and secretion as virus into the circulation. We show that when therapy significantly blocks both intracellular viral RNA production and virus secretion, the serum viral load decline has three phases, with slopes reflecting the rate of serum viral clearance, the rate of loss of intracellular viral RNA, and the rate of loss of intracellular replication templates and infected cells, respectively. We also derive analytical approximations of the multiscale model and use one of them to analyze data from patients treated for 14 days with the HCV protease inhibitor danoprevir. Analysis suggests that danoprevir significantly blocks intracellular viral production (with mean effectiveness 99.2%), enhances intracellular viral RNA degradation about 5-fold, and moderately inhibits viral secretion (with mean effectiveness 56%). The multiscale model can be used to study viral dynamics in patients treated with other DAAs and explore their mechanisms of action in treatment of hepatitis C.http://europepmc.org/articles/PMC3597560?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Libin Rong
Jeremie Guedj
Harel Dahari
Daniel J Coffield
Micha Levi
Patrick Smith
Alan S Perelson
spellingShingle Libin Rong
Jeremie Guedj
Harel Dahari
Daniel J Coffield
Micha Levi
Patrick Smith
Alan S Perelson
Analysis of hepatitis C virus decline during treatment with the protease inhibitor danoprevir using a multiscale model.
PLoS Computational Biology
author_facet Libin Rong
Jeremie Guedj
Harel Dahari
Daniel J Coffield
Micha Levi
Patrick Smith
Alan S Perelson
author_sort Libin Rong
title Analysis of hepatitis C virus decline during treatment with the protease inhibitor danoprevir using a multiscale model.
title_short Analysis of hepatitis C virus decline during treatment with the protease inhibitor danoprevir using a multiscale model.
title_full Analysis of hepatitis C virus decline during treatment with the protease inhibitor danoprevir using a multiscale model.
title_fullStr Analysis of hepatitis C virus decline during treatment with the protease inhibitor danoprevir using a multiscale model.
title_full_unstemmed Analysis of hepatitis C virus decline during treatment with the protease inhibitor danoprevir using a multiscale model.
title_sort analysis of hepatitis c virus decline during treatment with the protease inhibitor danoprevir using a multiscale model.
publisher Public Library of Science (PLoS)
series PLoS Computational Biology
issn 1553-734X
1553-7358
publishDate 2013-01-01
description The current paradigm for studying hepatitis C virus (HCV) dynamics in patients utilizes a standard viral dynamic model that keeps track of uninfected (target) cells, infected cells, and virus. The model does not account for the dynamics of intracellular viral replication, which is the major target of direct-acting antiviral agents (DAAs). Here we describe and study a recently developed multiscale age-structured model that explicitly considers the potential effects of DAAs on intracellular viral RNA production, degradation, and secretion as virus into the circulation. We show that when therapy significantly blocks both intracellular viral RNA production and virus secretion, the serum viral load decline has three phases, with slopes reflecting the rate of serum viral clearance, the rate of loss of intracellular viral RNA, and the rate of loss of intracellular replication templates and infected cells, respectively. We also derive analytical approximations of the multiscale model and use one of them to analyze data from patients treated for 14 days with the HCV protease inhibitor danoprevir. Analysis suggests that danoprevir significantly blocks intracellular viral production (with mean effectiveness 99.2%), enhances intracellular viral RNA degradation about 5-fold, and moderately inhibits viral secretion (with mean effectiveness 56%). The multiscale model can be used to study viral dynamics in patients treated with other DAAs and explore their mechanisms of action in treatment of hepatitis C.
url http://europepmc.org/articles/PMC3597560?pdf=render
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