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Physics-based tissue simulator to model multicellular systems: A study of liver regeneration and hepatocellular carcinoma recurrence
We present a multiagent-based model that captures the interactions between different types of cells with their microenvironment, and enables the analysis of the emergent global behavior during tissue regeneration and tumor development. Using this model, we are able to reproduce the temporal dynamics...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10019748/ https://www.ncbi.nlm.nih.gov/pubmed/36877741 http://dx.doi.org/10.1371/journal.pcbi.1010920 |
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author | Luque, Luciana Melina Carlevaro, Carlos Manuel Llamoza Torres, Camilo Julio Lomba, Enrique |
author_facet | Luque, Luciana Melina Carlevaro, Carlos Manuel Llamoza Torres, Camilo Julio Lomba, Enrique |
author_sort | Luque, Luciana Melina |
collection | PubMed |
description | We present a multiagent-based model that captures the interactions between different types of cells with their microenvironment, and enables the analysis of the emergent global behavior during tissue regeneration and tumor development. Using this model, we are able to reproduce the temporal dynamics of regular healthy cells and cancer cells, as well as the evolution of their three-dimensional spatial distributions. By tuning the system with the characteristics of the individual patients, our model reproduces a variety of spatial patterns of tissue regeneration and tumor growth, resembling those found in clinical imaging or biopsies. In order to calibrate and validate our model we study the process of liver regeneration after surgical hepatectomy in different degrees. In the clinical context, our model is able to predict the recurrence of a hepatocellular carcinoma after a 70% partial hepatectomy. The outcomes of our simulations are in agreement with experimental and clinical observations. By fitting the model parameters to specific patient factors, it might well become a useful platform for hypotheses testing in treatments protocols. |
format | Online Article Text |
id | pubmed-10019748 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-100197482023-03-17 Physics-based tissue simulator to model multicellular systems: A study of liver regeneration and hepatocellular carcinoma recurrence Luque, Luciana Melina Carlevaro, Carlos Manuel Llamoza Torres, Camilo Julio Lomba, Enrique PLoS Comput Biol Research Article We present a multiagent-based model that captures the interactions between different types of cells with their microenvironment, and enables the analysis of the emergent global behavior during tissue regeneration and tumor development. Using this model, we are able to reproduce the temporal dynamics of regular healthy cells and cancer cells, as well as the evolution of their three-dimensional spatial distributions. By tuning the system with the characteristics of the individual patients, our model reproduces a variety of spatial patterns of tissue regeneration and tumor growth, resembling those found in clinical imaging or biopsies. In order to calibrate and validate our model we study the process of liver regeneration after surgical hepatectomy in different degrees. In the clinical context, our model is able to predict the recurrence of a hepatocellular carcinoma after a 70% partial hepatectomy. The outcomes of our simulations are in agreement with experimental and clinical observations. By fitting the model parameters to specific patient factors, it might well become a useful platform for hypotheses testing in treatments protocols. Public Library of Science 2023-03-06 /pmc/articles/PMC10019748/ /pubmed/36877741 http://dx.doi.org/10.1371/journal.pcbi.1010920 Text en © 2023 Luque et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://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 Luque, Luciana Melina Carlevaro, Carlos Manuel Llamoza Torres, Camilo Julio Lomba, Enrique Physics-based tissue simulator to model multicellular systems: A study of liver regeneration and hepatocellular carcinoma recurrence |
title | Physics-based tissue simulator to model multicellular systems: A study of liver regeneration and hepatocellular carcinoma recurrence |
title_full | Physics-based tissue simulator to model multicellular systems: A study of liver regeneration and hepatocellular carcinoma recurrence |
title_fullStr | Physics-based tissue simulator to model multicellular systems: A study of liver regeneration and hepatocellular carcinoma recurrence |
title_full_unstemmed | Physics-based tissue simulator to model multicellular systems: A study of liver regeneration and hepatocellular carcinoma recurrence |
title_short | Physics-based tissue simulator to model multicellular systems: A study of liver regeneration and hepatocellular carcinoma recurrence |
title_sort | physics-based tissue simulator to model multicellular systems: a study of liver regeneration and hepatocellular carcinoma recurrence |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10019748/ https://www.ncbi.nlm.nih.gov/pubmed/36877741 http://dx.doi.org/10.1371/journal.pcbi.1010920 |
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