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Force Estimation during Cell Migration Using Mathematical Modelling

Cell migration is essential for physiological, pathological and biomedical processes such as, in embryogenesis, wound healing, immune response, cancer metastasis, tumour invasion and inflammation. In light of this, quantifying mechanical properties during the process of cell migration is of great in...

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Autores principales: Yang, Fengwei, Venkataraman, Chandrasekhar, Gu, Sai, Styles, Vanessa, Madzvamuse, Anotida
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9320649/
https://www.ncbi.nlm.nih.gov/pubmed/35877643
http://dx.doi.org/10.3390/jimaging8070199
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author Yang, Fengwei
Venkataraman, Chandrasekhar
Gu, Sai
Styles, Vanessa
Madzvamuse, Anotida
author_facet Yang, Fengwei
Venkataraman, Chandrasekhar
Gu, Sai
Styles, Vanessa
Madzvamuse, Anotida
author_sort Yang, Fengwei
collection PubMed
description Cell migration is essential for physiological, pathological and biomedical processes such as, in embryogenesis, wound healing, immune response, cancer metastasis, tumour invasion and inflammation. In light of this, quantifying mechanical properties during the process of cell migration is of great interest in experimental sciences, yet few theoretical approaches in this direction have been studied. In this work, we propose a theoretical and computational approach based on the optimal control of geometric partial differential equations to estimate cell membrane forces associated with cell polarisation during migration. Specifically, cell membrane forces are inferred or estimated by fitting a mathematical model to a sequence of images, allowing us to capture dynamics of the cell migration. Our approach offers a robust and accurate framework to compute geometric mechanical membrane forces associated with cell polarisation during migration and also yields geometric information of independent interest, we illustrate one such example that involves quantifying cell proliferation levels which are associated with cell division, cell fusion or cell death.
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spelling pubmed-93206492022-07-27 Force Estimation during Cell Migration Using Mathematical Modelling Yang, Fengwei Venkataraman, Chandrasekhar Gu, Sai Styles, Vanessa Madzvamuse, Anotida J Imaging Article Cell migration is essential for physiological, pathological and biomedical processes such as, in embryogenesis, wound healing, immune response, cancer metastasis, tumour invasion and inflammation. In light of this, quantifying mechanical properties during the process of cell migration is of great interest in experimental sciences, yet few theoretical approaches in this direction have been studied. In this work, we propose a theoretical and computational approach based on the optimal control of geometric partial differential equations to estimate cell membrane forces associated with cell polarisation during migration. Specifically, cell membrane forces are inferred or estimated by fitting a mathematical model to a sequence of images, allowing us to capture dynamics of the cell migration. Our approach offers a robust and accurate framework to compute geometric mechanical membrane forces associated with cell polarisation during migration and also yields geometric information of independent interest, we illustrate one such example that involves quantifying cell proliferation levels which are associated with cell division, cell fusion or cell death. MDPI 2022-07-15 /pmc/articles/PMC9320649/ /pubmed/35877643 http://dx.doi.org/10.3390/jimaging8070199 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Yang, Fengwei
Venkataraman, Chandrasekhar
Gu, Sai
Styles, Vanessa
Madzvamuse, Anotida
Force Estimation during Cell Migration Using Mathematical Modelling
title Force Estimation during Cell Migration Using Mathematical Modelling
title_full Force Estimation during Cell Migration Using Mathematical Modelling
title_fullStr Force Estimation during Cell Migration Using Mathematical Modelling
title_full_unstemmed Force Estimation during Cell Migration Using Mathematical Modelling
title_short Force Estimation during Cell Migration Using Mathematical Modelling
title_sort force estimation during cell migration using mathematical modelling
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9320649/
https://www.ncbi.nlm.nih.gov/pubmed/35877643
http://dx.doi.org/10.3390/jimaging8070199
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