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Multiscale model of the different modes of cancer cell invasion
MOTIVATION: Mathematical models of biological processes altered in cancer are built using the knowledge of complex networks of signaling pathways, detailing the molecular regulations inside different cell types, such as tumor cells, immune and other stromal cells. If these models mainly focus on int...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10293590/ https://www.ncbi.nlm.nih.gov/pubmed/37289551 http://dx.doi.org/10.1093/bioinformatics/btad374 |
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author | Ruscone, Marco Montagud, Arnau Chavrier, Philippe Destaing, Olivier Bonnet, Isabelle Zinovyev, Andrei Barillot, Emmanuel Noël, Vincent Calzone, Laurence |
author_facet | Ruscone, Marco Montagud, Arnau Chavrier, Philippe Destaing, Olivier Bonnet, Isabelle Zinovyev, Andrei Barillot, Emmanuel Noël, Vincent Calzone, Laurence |
author_sort | Ruscone, Marco |
collection | PubMed |
description | MOTIVATION: Mathematical models of biological processes altered in cancer are built using the knowledge of complex networks of signaling pathways, detailing the molecular regulations inside different cell types, such as tumor cells, immune and other stromal cells. If these models mainly focus on intracellular information, they often omit a description of the spatial organization among cells and their interactions, and with the tumoral microenvironment. RESULTS: We present here a model of tumor cell invasion simulated with PhysiBoSS, a multiscale framework, which combines agent-based modeling and continuous time Markov processes applied on Boolean network models. With this model, we aim to study the different modes of cell migration and to predict means to block it by considering not only spatial information obtained from the agent-based simulation but also intracellular regulation obtained from the Boolean model. : Our multiscale model integrates the impact of gene mutations with the perturbation of the environmental conditions and allows the visualization of the results with 2D and 3D representations. The model successfully reproduces single and collective migration processes and is validated on published experiments on cell invasion. In silico experiments are suggested to search for possible targets that can block the more invasive tumoral phenotypes. AVAILABILITY AND IMPLEMENTATION: https://github.com/sysbio-curie/Invasion_model_PhysiBoSS. |
format | Online Article Text |
id | pubmed-10293590 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-102935902023-06-28 Multiscale model of the different modes of cancer cell invasion Ruscone, Marco Montagud, Arnau Chavrier, Philippe Destaing, Olivier Bonnet, Isabelle Zinovyev, Andrei Barillot, Emmanuel Noël, Vincent Calzone, Laurence Bioinformatics Original Paper MOTIVATION: Mathematical models of biological processes altered in cancer are built using the knowledge of complex networks of signaling pathways, detailing the molecular regulations inside different cell types, such as tumor cells, immune and other stromal cells. If these models mainly focus on intracellular information, they often omit a description of the spatial organization among cells and their interactions, and with the tumoral microenvironment. RESULTS: We present here a model of tumor cell invasion simulated with PhysiBoSS, a multiscale framework, which combines agent-based modeling and continuous time Markov processes applied on Boolean network models. With this model, we aim to study the different modes of cell migration and to predict means to block it by considering not only spatial information obtained from the agent-based simulation but also intracellular regulation obtained from the Boolean model. : Our multiscale model integrates the impact of gene mutations with the perturbation of the environmental conditions and allows the visualization of the results with 2D and 3D representations. The model successfully reproduces single and collective migration processes and is validated on published experiments on cell invasion. In silico experiments are suggested to search for possible targets that can block the more invasive tumoral phenotypes. AVAILABILITY AND IMPLEMENTATION: https://github.com/sysbio-curie/Invasion_model_PhysiBoSS. Oxford University Press 2023-06-08 /pmc/articles/PMC10293590/ /pubmed/37289551 http://dx.doi.org/10.1093/bioinformatics/btad374 Text en © The Author(s) 2023. Published by Oxford University Press. 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 reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Paper Ruscone, Marco Montagud, Arnau Chavrier, Philippe Destaing, Olivier Bonnet, Isabelle Zinovyev, Andrei Barillot, Emmanuel Noël, Vincent Calzone, Laurence Multiscale model of the different modes of cancer cell invasion |
title | Multiscale model of the different modes of cancer cell invasion |
title_full | Multiscale model of the different modes of cancer cell invasion |
title_fullStr | Multiscale model of the different modes of cancer cell invasion |
title_full_unstemmed | Multiscale model of the different modes of cancer cell invasion |
title_short | Multiscale model of the different modes of cancer cell invasion |
title_sort | multiscale model of the different modes of cancer cell invasion |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10293590/ https://www.ncbi.nlm.nih.gov/pubmed/37289551 http://dx.doi.org/10.1093/bioinformatics/btad374 |
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