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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....
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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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 |
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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 |
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