Cargando…

Computational simulation of liver fibrosis dynamics

Liver fibrosis is a result of homeostasis breakdown caused by repetitive injury. The accumulation of collagens disrupts liver structure and function, which causes serious consequences such as cirrhosis. Various mathematical simulation models have been developed to understand these complex processes....

Descripción completa

Detalles Bibliográficos
Autores principales: Yoshizawa, Misa, Sugimoto, Masahiro, Tanaka, Minoru, Sakai, Yusuyuki, Nishikawa, Masaki
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9388486/
https://www.ncbi.nlm.nih.gov/pubmed/35982187
http://dx.doi.org/10.1038/s41598-022-18123-w
_version_ 1784770236046639104
author Yoshizawa, Misa
Sugimoto, Masahiro
Tanaka, Minoru
Sakai, Yusuyuki
Nishikawa, Masaki
author_facet Yoshizawa, Misa
Sugimoto, Masahiro
Tanaka, Minoru
Sakai, Yusuyuki
Nishikawa, Masaki
author_sort Yoshizawa, Misa
collection PubMed
description Liver fibrosis is a result of homeostasis breakdown caused by repetitive injury. The accumulation of collagens disrupts liver structure and function, which causes serious consequences such as cirrhosis. Various mathematical simulation models have been developed to understand these complex processes. We employed the agent-based modelling (ABM) approach and implemented inflammatory processes in central venous regions. Collagens were individually modelled and visualised depending on their origin: myofibroblast and portal fibroblast. Our simulation showed that the administration of toxic compounds induced accumulation of myofibroblast-derived collagens in central venous regions and portal fibroblast-derived collagens in portal areas. Subsequently, these collagens were bridged between central-central areas and spread all over areas. We confirmed the consistent dynamic behaviour of collagen formulation in our simulation and from histological sections obtained via in vivo experiments. Sensitivity analyses identified dead hepatocytes caused by inflammation and the ratio of residential liver cells functioned as a cornerstone for the initiation and progression of liver fibrosis. The validated mathematical model demonstrated here shows virtual experiments that are complementary to biological experiments, which contribute to understanding a new mechanism of liver fibrosis.
format Online
Article
Text
id pubmed-9388486
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-93884862022-08-20 Computational simulation of liver fibrosis dynamics Yoshizawa, Misa Sugimoto, Masahiro Tanaka, Minoru Sakai, Yusuyuki Nishikawa, Masaki Sci Rep Article Liver fibrosis is a result of homeostasis breakdown caused by repetitive injury. The accumulation of collagens disrupts liver structure and function, which causes serious consequences such as cirrhosis. Various mathematical simulation models have been developed to understand these complex processes. We employed the agent-based modelling (ABM) approach and implemented inflammatory processes in central venous regions. Collagens were individually modelled and visualised depending on their origin: myofibroblast and portal fibroblast. Our simulation showed that the administration of toxic compounds induced accumulation of myofibroblast-derived collagens in central venous regions and portal fibroblast-derived collagens in portal areas. Subsequently, these collagens were bridged between central-central areas and spread all over areas. We confirmed the consistent dynamic behaviour of collagen formulation in our simulation and from histological sections obtained via in vivo experiments. Sensitivity analyses identified dead hepatocytes caused by inflammation and the ratio of residential liver cells functioned as a cornerstone for the initiation and progression of liver fibrosis. The validated mathematical model demonstrated here shows virtual experiments that are complementary to biological experiments, which contribute to understanding a new mechanism of liver fibrosis. Nature Publishing Group UK 2022-08-18 /pmc/articles/PMC9388486/ /pubmed/35982187 http://dx.doi.org/10.1038/s41598-022-18123-w Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Yoshizawa, Misa
Sugimoto, Masahiro
Tanaka, Minoru
Sakai, Yusuyuki
Nishikawa, Masaki
Computational simulation of liver fibrosis dynamics
title Computational simulation of liver fibrosis dynamics
title_full Computational simulation of liver fibrosis dynamics
title_fullStr Computational simulation of liver fibrosis dynamics
title_full_unstemmed Computational simulation of liver fibrosis dynamics
title_short Computational simulation of liver fibrosis dynamics
title_sort computational simulation of liver fibrosis dynamics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9388486/
https://www.ncbi.nlm.nih.gov/pubmed/35982187
http://dx.doi.org/10.1038/s41598-022-18123-w
work_keys_str_mv AT yoshizawamisa computationalsimulationofliverfibrosisdynamics
AT sugimotomasahiro computationalsimulationofliverfibrosisdynamics
AT tanakaminoru computationalsimulationofliverfibrosisdynamics
AT sakaiyusuyuki computationalsimulationofliverfibrosisdynamics
AT nishikawamasaki computationalsimulationofliverfibrosisdynamics