Cargando…
A Coupled Mathematical Model of the Intracellular Replication of Dengue Virus and the Host Cell Immune Response to Infection
Dengue virus (DV) is a positive-strand RNA virus of the Flavivirus genus. It is one of the most prevalent mosquito-borne viruses, infecting globally 390 million individuals per year. The clinical spectrum of DV infection ranges from an asymptomatic course to severe complications such as dengue hemor...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7200986/ https://www.ncbi.nlm.nih.gov/pubmed/32411105 http://dx.doi.org/10.3389/fmicb.2020.00725 |
_version_ | 1783529450874339328 |
---|---|
author | Zitzmann, Carolin Schmid, Bianca Ruggieri, Alessia Perelson, Alan S. Binder, Marco Bartenschlager, Ralf Kaderali, Lars |
author_facet | Zitzmann, Carolin Schmid, Bianca Ruggieri, Alessia Perelson, Alan S. Binder, Marco Bartenschlager, Ralf Kaderali, Lars |
author_sort | Zitzmann, Carolin |
collection | PubMed |
description | Dengue virus (DV) is a positive-strand RNA virus of the Flavivirus genus. It is one of the most prevalent mosquito-borne viruses, infecting globally 390 million individuals per year. The clinical spectrum of DV infection ranges from an asymptomatic course to severe complications such as dengue hemorrhagic fever (DHF) and dengue shock syndrome (DSS), the latter because of severe plasma leakage. Given that the outcome of infection is likely determined by the kinetics of viral replication and the antiviral host cell immune response (HIR) it is of importance to understand the interaction between these two parameters. In this study, we use mathematical modeling to characterize and understand the complex interplay between intracellular DV replication and the host cells' defense mechanisms. We first measured viral RNA, viral protein, and virus particle production in Huh7 cells, which exhibit a notoriously weak intrinsic antiviral response. Based on these measurements, we developed a detailed intracellular DV replication model. We then measured replication in IFN competent A549 cells and used this data to couple the replication model with a model describing IFN activation and production of IFN stimulated genes (ISGs), as well as their interplay with DV replication. By comparing the cell line specific DV replication, we found that host factors involved in replication complex formation and virus particle production are crucial for replication efficiency. Regarding possible modes of action of the HIR, our model fits suggest that the HIR mainly affects DV RNA translation initiation, cytosolic DV RNA degradation, and naïve cell infection. We further analyzed the potential of direct acting antiviral drugs targeting different processes of the DV lifecycle in silico and found that targeting RNA synthesis and virus assembly and release are the most promising anti-DV drug targets. |
format | Online Article Text |
id | pubmed-7200986 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-72009862020-05-14 A Coupled Mathematical Model of the Intracellular Replication of Dengue Virus and the Host Cell Immune Response to Infection Zitzmann, Carolin Schmid, Bianca Ruggieri, Alessia Perelson, Alan S. Binder, Marco Bartenschlager, Ralf Kaderali, Lars Front Microbiol Microbiology Dengue virus (DV) is a positive-strand RNA virus of the Flavivirus genus. It is one of the most prevalent mosquito-borne viruses, infecting globally 390 million individuals per year. The clinical spectrum of DV infection ranges from an asymptomatic course to severe complications such as dengue hemorrhagic fever (DHF) and dengue shock syndrome (DSS), the latter because of severe plasma leakage. Given that the outcome of infection is likely determined by the kinetics of viral replication and the antiviral host cell immune response (HIR) it is of importance to understand the interaction between these two parameters. In this study, we use mathematical modeling to characterize and understand the complex interplay between intracellular DV replication and the host cells' defense mechanisms. We first measured viral RNA, viral protein, and virus particle production in Huh7 cells, which exhibit a notoriously weak intrinsic antiviral response. Based on these measurements, we developed a detailed intracellular DV replication model. We then measured replication in IFN competent A549 cells and used this data to couple the replication model with a model describing IFN activation and production of IFN stimulated genes (ISGs), as well as their interplay with DV replication. By comparing the cell line specific DV replication, we found that host factors involved in replication complex formation and virus particle production are crucial for replication efficiency. Regarding possible modes of action of the HIR, our model fits suggest that the HIR mainly affects DV RNA translation initiation, cytosolic DV RNA degradation, and naïve cell infection. We further analyzed the potential of direct acting antiviral drugs targeting different processes of the DV lifecycle in silico and found that targeting RNA synthesis and virus assembly and release are the most promising anti-DV drug targets. Frontiers Media S.A. 2020-04-29 /pmc/articles/PMC7200986/ /pubmed/32411105 http://dx.doi.org/10.3389/fmicb.2020.00725 Text en Copyright © 2020 Zitzmann, Schmid, Ruggieri, Perelson, Binder, Bartenschlager and Kaderali. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Microbiology Zitzmann, Carolin Schmid, Bianca Ruggieri, Alessia Perelson, Alan S. Binder, Marco Bartenschlager, Ralf Kaderali, Lars A Coupled Mathematical Model of the Intracellular Replication of Dengue Virus and the Host Cell Immune Response to Infection |
title | A Coupled Mathematical Model of the Intracellular Replication of Dengue Virus and the Host Cell Immune Response to Infection |
title_full | A Coupled Mathematical Model of the Intracellular Replication of Dengue Virus and the Host Cell Immune Response to Infection |
title_fullStr | A Coupled Mathematical Model of the Intracellular Replication of Dengue Virus and the Host Cell Immune Response to Infection |
title_full_unstemmed | A Coupled Mathematical Model of the Intracellular Replication of Dengue Virus and the Host Cell Immune Response to Infection |
title_short | A Coupled Mathematical Model of the Intracellular Replication of Dengue Virus and the Host Cell Immune Response to Infection |
title_sort | coupled mathematical model of the intracellular replication of dengue virus and the host cell immune response to infection |
topic | Microbiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7200986/ https://www.ncbi.nlm.nih.gov/pubmed/32411105 http://dx.doi.org/10.3389/fmicb.2020.00725 |
work_keys_str_mv | AT zitzmanncarolin acoupledmathematicalmodeloftheintracellularreplicationofdenguevirusandthehostcellimmuneresponsetoinfection AT schmidbianca acoupledmathematicalmodeloftheintracellularreplicationofdenguevirusandthehostcellimmuneresponsetoinfection AT ruggierialessia acoupledmathematicalmodeloftheintracellularreplicationofdenguevirusandthehostcellimmuneresponsetoinfection AT perelsonalans acoupledmathematicalmodeloftheintracellularreplicationofdenguevirusandthehostcellimmuneresponsetoinfection AT bindermarco acoupledmathematicalmodeloftheintracellularreplicationofdenguevirusandthehostcellimmuneresponsetoinfection AT bartenschlagerralf acoupledmathematicalmodeloftheintracellularreplicationofdenguevirusandthehostcellimmuneresponsetoinfection AT kaderalilars acoupledmathematicalmodeloftheintracellularreplicationofdenguevirusandthehostcellimmuneresponsetoinfection AT zitzmanncarolin coupledmathematicalmodeloftheintracellularreplicationofdenguevirusandthehostcellimmuneresponsetoinfection AT schmidbianca coupledmathematicalmodeloftheintracellularreplicationofdenguevirusandthehostcellimmuneresponsetoinfection AT ruggierialessia coupledmathematicalmodeloftheintracellularreplicationofdenguevirusandthehostcellimmuneresponsetoinfection AT perelsonalans coupledmathematicalmodeloftheintracellularreplicationofdenguevirusandthehostcellimmuneresponsetoinfection AT bindermarco coupledmathematicalmodeloftheintracellularreplicationofdenguevirusandthehostcellimmuneresponsetoinfection AT bartenschlagerralf coupledmathematicalmodeloftheintracellularreplicationofdenguevirusandthehostcellimmuneresponsetoinfection AT kaderalilars coupledmathematicalmodeloftheintracellularreplicationofdenguevirusandthehostcellimmuneresponsetoinfection |