Cargando…

A modular framework for multiscale, multicellular, spatiotemporal modeling of acute primary viral infection and immune response in epithelial tissues and its application to drug therapy timing and effectiveness

Simulations of tissue-specific effects of primary acute viral infections like COVID-19 are essential for understanding disease outcomes and optimizing therapies. Such simulations need to support continuous updating in response to rapid advances in understanding of infection mechanisms, and parallel...

Descripción completa

Detalles Bibliográficos
Autores principales: Sego, T. J., Aponte-Serrano, Josua O., Ferrari Gianlupi, Juliano, Heaps, Samuel R., Breithaupt, Kira, Brusch, Lutz, Crawshaw, Jessica, Osborne, James M., Quardokus, Ellen M., Plemper, Richard K., Glazier, James A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7785254/
https://www.ncbi.nlm.nih.gov/pubmed/33347439
http://dx.doi.org/10.1371/journal.pcbi.1008451
_version_ 1783632405019492352
author Sego, T. J.
Aponte-Serrano, Josua O.
Ferrari Gianlupi, Juliano
Heaps, Samuel R.
Breithaupt, Kira
Brusch, Lutz
Crawshaw, Jessica
Osborne, James M.
Quardokus, Ellen M.
Plemper, Richard K.
Glazier, James A.
author_facet Sego, T. J.
Aponte-Serrano, Josua O.
Ferrari Gianlupi, Juliano
Heaps, Samuel R.
Breithaupt, Kira
Brusch, Lutz
Crawshaw, Jessica
Osborne, James M.
Quardokus, Ellen M.
Plemper, Richard K.
Glazier, James A.
author_sort Sego, T. J.
collection PubMed
description Simulations of tissue-specific effects of primary acute viral infections like COVID-19 are essential for understanding disease outcomes and optimizing therapies. Such simulations need to support continuous updating in response to rapid advances in understanding of infection mechanisms, and parallel development of components by multiple groups. We present an open-source platform for multiscale spatiotemporal simulation of an epithelial tissue, viral infection, cellular immune response and tissue damage, specifically designed to be modular and extensible to support continuous updating and parallel development. The base simulation of a simplified patch of epithelial tissue and immune response exhibits distinct patterns of infection dynamics from widespread infection, to recurrence, to clearance. Slower viral internalization and faster immune-cell recruitment slow infection and promote containment. Because antiviral drugs can have side effects and show reduced clinical effectiveness when given later during infection, we studied the effects on progression of treatment potency and time-of-first treatment after infection. In simulations, even a low potency therapy with a drug which reduces the replication rate of viral RNA greatly decreases the total tissue damage and virus burden when given near the beginning of infection. Many combinations of dosage and treatment time lead to stochastic outcomes, with some simulation replicas showing clearance or control (treatment success), while others show rapid infection of all epithelial cells (treatment failure). Thus, while a high potency therapy usually is less effective when given later, treatments at late times are occasionally effective. We illustrate how to extend the platform to model specific virus types (e.g., hepatitis C) and add additional cellular mechanisms (tissue recovery and variable cell susceptibility to infection), using our software modules and publicly-available software repository.
format Online
Article
Text
id pubmed-7785254
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-77852542021-01-13 A modular framework for multiscale, multicellular, spatiotemporal modeling of acute primary viral infection and immune response in epithelial tissues and its application to drug therapy timing and effectiveness Sego, T. J. Aponte-Serrano, Josua O. Ferrari Gianlupi, Juliano Heaps, Samuel R. Breithaupt, Kira Brusch, Lutz Crawshaw, Jessica Osborne, James M. Quardokus, Ellen M. Plemper, Richard K. Glazier, James A. PLoS Comput Biol Research Article Simulations of tissue-specific effects of primary acute viral infections like COVID-19 are essential for understanding disease outcomes and optimizing therapies. Such simulations need to support continuous updating in response to rapid advances in understanding of infection mechanisms, and parallel development of components by multiple groups. We present an open-source platform for multiscale spatiotemporal simulation of an epithelial tissue, viral infection, cellular immune response and tissue damage, specifically designed to be modular and extensible to support continuous updating and parallel development. The base simulation of a simplified patch of epithelial tissue and immune response exhibits distinct patterns of infection dynamics from widespread infection, to recurrence, to clearance. Slower viral internalization and faster immune-cell recruitment slow infection and promote containment. Because antiviral drugs can have side effects and show reduced clinical effectiveness when given later during infection, we studied the effects on progression of treatment potency and time-of-first treatment after infection. In simulations, even a low potency therapy with a drug which reduces the replication rate of viral RNA greatly decreases the total tissue damage and virus burden when given near the beginning of infection. Many combinations of dosage and treatment time lead to stochastic outcomes, with some simulation replicas showing clearance or control (treatment success), while others show rapid infection of all epithelial cells (treatment failure). Thus, while a high potency therapy usually is less effective when given later, treatments at late times are occasionally effective. We illustrate how to extend the platform to model specific virus types (e.g., hepatitis C) and add additional cellular mechanisms (tissue recovery and variable cell susceptibility to infection), using our software modules and publicly-available software repository. Public Library of Science 2020-12-21 /pmc/articles/PMC7785254/ /pubmed/33347439 http://dx.doi.org/10.1371/journal.pcbi.1008451 Text en © 2020 Sego 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
Sego, T. J.
Aponte-Serrano, Josua O.
Ferrari Gianlupi, Juliano
Heaps, Samuel R.
Breithaupt, Kira
Brusch, Lutz
Crawshaw, Jessica
Osborne, James M.
Quardokus, Ellen M.
Plemper, Richard K.
Glazier, James A.
A modular framework for multiscale, multicellular, spatiotemporal modeling of acute primary viral infection and immune response in epithelial tissues and its application to drug therapy timing and effectiveness
title A modular framework for multiscale, multicellular, spatiotemporal modeling of acute primary viral infection and immune response in epithelial tissues and its application to drug therapy timing and effectiveness
title_full A modular framework for multiscale, multicellular, spatiotemporal modeling of acute primary viral infection and immune response in epithelial tissues and its application to drug therapy timing and effectiveness
title_fullStr A modular framework for multiscale, multicellular, spatiotemporal modeling of acute primary viral infection and immune response in epithelial tissues and its application to drug therapy timing and effectiveness
title_full_unstemmed A modular framework for multiscale, multicellular, spatiotemporal modeling of acute primary viral infection and immune response in epithelial tissues and its application to drug therapy timing and effectiveness
title_short A modular framework for multiscale, multicellular, spatiotemporal modeling of acute primary viral infection and immune response in epithelial tissues and its application to drug therapy timing and effectiveness
title_sort modular framework for multiscale, multicellular, spatiotemporal modeling of acute primary viral infection and immune response in epithelial tissues and its application to drug therapy timing and effectiveness
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7785254/
https://www.ncbi.nlm.nih.gov/pubmed/33347439
http://dx.doi.org/10.1371/journal.pcbi.1008451
work_keys_str_mv AT segotj amodularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT aponteserranojosuao amodularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT ferrarigianlupijuliano amodularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT heapssamuelr amodularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT breithauptkira amodularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT bruschlutz amodularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT crawshawjessica amodularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT osbornejamesm amodularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT quardokusellenm amodularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT plemperrichardk amodularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT glazierjamesa amodularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT segotj modularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT aponteserranojosuao modularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT ferrarigianlupijuliano modularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT heapssamuelr modularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT breithauptkira modularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT bruschlutz modularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT crawshawjessica modularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT osbornejamesm modularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT quardokusellenm modularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT plemperrichardk modularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness
AT glazierjamesa modularframeworkformultiscalemulticellularspatiotemporalmodelingofacuteprimaryviralinfectionandimmuneresponseinepithelialtissuesanditsapplicationtodrugtherapytimingandeffectiveness