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Mathematical modeling of plus-strand RNA virus replication to identify broad-spectrum antiviral treatment strategies

Plus-strand RNA viruses are the largest group of viruses. Many are human pathogens that inflict a socio-economic burden. Interestingly, plus-strand RNA viruses share remarkable similarities in their replication. A hallmark of plus-strand RNA viruses is the remodeling of intracellular membranes to es...

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Autores principales: Zitzmann, Carolin, Dächert, Christopher, Schmid, Bianca, van der Schaar, Hilde, van Hemert, Martijn, Perelson, Alan S., van Kuppeveld, Frank J.M., Bartenschlager, Ralf, Binder, Marco, Kaderali, Lars
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9347285/
https://www.ncbi.nlm.nih.gov/pubmed/35923314
http://dx.doi.org/10.1101/2022.07.25.501353
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author Zitzmann, Carolin
Dächert, Christopher
Schmid, Bianca
van der Schaar, Hilde
van Hemert, Martijn
Perelson, Alan S.
van Kuppeveld, Frank J.M.
Bartenschlager, Ralf
Binder, Marco
Kaderali, Lars
author_facet Zitzmann, Carolin
Dächert, Christopher
Schmid, Bianca
van der Schaar, Hilde
van Hemert, Martijn
Perelson, Alan S.
van Kuppeveld, Frank J.M.
Bartenschlager, Ralf
Binder, Marco
Kaderali, Lars
author_sort Zitzmann, Carolin
collection PubMed
description Plus-strand RNA viruses are the largest group of viruses. Many are human pathogens that inflict a socio-economic burden. Interestingly, plus-strand RNA viruses share remarkable similarities in their replication. A hallmark of plus-strand RNA viruses is the remodeling of intracellular membranes to establish replication organelles (so-called “replication factories”), which provide a protected environment for the replicase complex, consisting of the viral genome and proteins necessary for viral RNA synthesis. In the current study, we investigate pan-viral similarities and virus-specific differences in the life cycle of this highly relevant group of viruses. We first measured the kinetics of viral RNA, viral protein, and infectious virus particle production of hepatitis C virus (HCV), dengue virus (DENV), and coxsackievirus B3 (CVB3) in the immuno-compromised Huh7 cell line and thus without perturbations by an intrinsic immune response. Based on these measurements, we developed a detailed mathematical model of the replication of HCV, DENV, and CVB3 and show that only small virus-specific changes in the model were necessary to describe the in vitro dynamics of the different viruses. Our model correctly predicted virus-specific mechanisms such as host cell translation shut off and different kinetics of replication organelles. Further, our model suggests that the ability to suppress or shut down host cell mRNA translation may be a key factor for in vitro replication efficiency which may determine acute self-limited or chronic infection. We further analyzed potential broad-spectrum antiviral treatment options in silico and found that targeting viral RNA translation, especially polyprotein cleavage, and viral RNA synthesis may be the most promising drug targets for all plus-strand RNA viruses. Moreover, we found that targeting only the formation of replicase complexes did not stop the viral replication in vitro early in infection, while inhibiting intracellular trafficking processes may even lead to amplified viral growth.
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spelling pubmed-93472852022-08-04 Mathematical modeling of plus-strand RNA virus replication to identify broad-spectrum antiviral treatment strategies Zitzmann, Carolin Dächert, Christopher Schmid, Bianca van der Schaar, Hilde van Hemert, Martijn Perelson, Alan S. van Kuppeveld, Frank J.M. Bartenschlager, Ralf Binder, Marco Kaderali, Lars bioRxiv Article Plus-strand RNA viruses are the largest group of viruses. Many are human pathogens that inflict a socio-economic burden. Interestingly, plus-strand RNA viruses share remarkable similarities in their replication. A hallmark of plus-strand RNA viruses is the remodeling of intracellular membranes to establish replication organelles (so-called “replication factories”), which provide a protected environment for the replicase complex, consisting of the viral genome and proteins necessary for viral RNA synthesis. In the current study, we investigate pan-viral similarities and virus-specific differences in the life cycle of this highly relevant group of viruses. We first measured the kinetics of viral RNA, viral protein, and infectious virus particle production of hepatitis C virus (HCV), dengue virus (DENV), and coxsackievirus B3 (CVB3) in the immuno-compromised Huh7 cell line and thus without perturbations by an intrinsic immune response. Based on these measurements, we developed a detailed mathematical model of the replication of HCV, DENV, and CVB3 and show that only small virus-specific changes in the model were necessary to describe the in vitro dynamics of the different viruses. Our model correctly predicted virus-specific mechanisms such as host cell translation shut off and different kinetics of replication organelles. Further, our model suggests that the ability to suppress or shut down host cell mRNA translation may be a key factor for in vitro replication efficiency which may determine acute self-limited or chronic infection. We further analyzed potential broad-spectrum antiviral treatment options in silico and found that targeting viral RNA translation, especially polyprotein cleavage, and viral RNA synthesis may be the most promising drug targets for all plus-strand RNA viruses. Moreover, we found that targeting only the formation of replicase complexes did not stop the viral replication in vitro early in infection, while inhibiting intracellular trafficking processes may even lead to amplified viral growth. Cold Spring Harbor Laboratory 2022-07-25 /pmc/articles/PMC9347285/ /pubmed/35923314 http://dx.doi.org/10.1101/2022.07.25.501353 Text en https://creativecommons.org/publicdomain/zero/1.0/This article is a US Government work. It is not subject to copyright under 17 USC 105 and is also made available for use under a CC0 license (https://creativecommons.org/publicdomain/zero/1.0/) .
spellingShingle Article
Zitzmann, Carolin
Dächert, Christopher
Schmid, Bianca
van der Schaar, Hilde
van Hemert, Martijn
Perelson, Alan S.
van Kuppeveld, Frank J.M.
Bartenschlager, Ralf
Binder, Marco
Kaderali, Lars
Mathematical modeling of plus-strand RNA virus replication to identify broad-spectrum antiviral treatment strategies
title Mathematical modeling of plus-strand RNA virus replication to identify broad-spectrum antiviral treatment strategies
title_full Mathematical modeling of plus-strand RNA virus replication to identify broad-spectrum antiviral treatment strategies
title_fullStr Mathematical modeling of plus-strand RNA virus replication to identify broad-spectrum antiviral treatment strategies
title_full_unstemmed Mathematical modeling of plus-strand RNA virus replication to identify broad-spectrum antiviral treatment strategies
title_short Mathematical modeling of plus-strand RNA virus replication to identify broad-spectrum antiviral treatment strategies
title_sort mathematical modeling of plus-strand rna virus replication to identify broad-spectrum antiviral treatment strategies
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9347285/
https://www.ncbi.nlm.nih.gov/pubmed/35923314
http://dx.doi.org/10.1101/2022.07.25.501353
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