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Combining experiments and in silico modeling to infer the role of adhesion and proliferation on the collective dynamics of cells

The collective dynamics of cells on surfaces and interfaces poses technological and theoretical challenges in the study of morphogenesis, tissue engineering, and cancer. Different mechanisms are at play, including, cell–cell adhesion, cell motility, and proliferation. However, the relative importanc...

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Autores principales: Melo, Hygor P. M., Maia, F. Raquel, Nunes, André S., Reis, Rui L., Oliveira, Joaquim M., Araújo, Nuno A. M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8494750/
https://www.ncbi.nlm.nih.gov/pubmed/34615941
http://dx.doi.org/10.1038/s41598-021-99390-x
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author Melo, Hygor P. M.
Maia, F. Raquel
Nunes, André S.
Reis, Rui L.
Oliveira, Joaquim M.
Araújo, Nuno A. M.
author_facet Melo, Hygor P. M.
Maia, F. Raquel
Nunes, André S.
Reis, Rui L.
Oliveira, Joaquim M.
Araújo, Nuno A. M.
author_sort Melo, Hygor P. M.
collection PubMed
description The collective dynamics of cells on surfaces and interfaces poses technological and theoretical challenges in the study of morphogenesis, tissue engineering, and cancer. Different mechanisms are at play, including, cell–cell adhesion, cell motility, and proliferation. However, the relative importance of each one is elusive. Here, experiments with a culture of glioblastoma multiforme cells on a substrate are combined with in silico modeling to infer the rate of each mechanism. By parametrizing these rates, the time-dependence of the spatial correlation observed experimentally is reproduced. The obtained results suggest a reduction in cell–cell adhesion with the density of cells. The reason for such reduction and possible implications for the collective dynamics of cancer cells are discussed.
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spelling pubmed-84947502021-10-07 Combining experiments and in silico modeling to infer the role of adhesion and proliferation on the collective dynamics of cells Melo, Hygor P. M. Maia, F. Raquel Nunes, André S. Reis, Rui L. Oliveira, Joaquim M. Araújo, Nuno A. M. Sci Rep Article The collective dynamics of cells on surfaces and interfaces poses technological and theoretical challenges in the study of morphogenesis, tissue engineering, and cancer. Different mechanisms are at play, including, cell–cell adhesion, cell motility, and proliferation. However, the relative importance of each one is elusive. Here, experiments with a culture of glioblastoma multiforme cells on a substrate are combined with in silico modeling to infer the rate of each mechanism. By parametrizing these rates, the time-dependence of the spatial correlation observed experimentally is reproduced. The obtained results suggest a reduction in cell–cell adhesion with the density of cells. The reason for such reduction and possible implications for the collective dynamics of cancer cells are discussed. Nature Publishing Group UK 2021-10-06 /pmc/articles/PMC8494750/ /pubmed/34615941 http://dx.doi.org/10.1038/s41598-021-99390-x Text en © The Author(s) 2021 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
Melo, Hygor P. M.
Maia, F. Raquel
Nunes, André S.
Reis, Rui L.
Oliveira, Joaquim M.
Araújo, Nuno A. M.
Combining experiments and in silico modeling to infer the role of adhesion and proliferation on the collective dynamics of cells
title Combining experiments and in silico modeling to infer the role of adhesion and proliferation on the collective dynamics of cells
title_full Combining experiments and in silico modeling to infer the role of adhesion and proliferation on the collective dynamics of cells
title_fullStr Combining experiments and in silico modeling to infer the role of adhesion and proliferation on the collective dynamics of cells
title_full_unstemmed Combining experiments and in silico modeling to infer the role of adhesion and proliferation on the collective dynamics of cells
title_short Combining experiments and in silico modeling to infer the role of adhesion and proliferation on the collective dynamics of cells
title_sort combining experiments and in silico modeling to infer the role of adhesion and proliferation on the collective dynamics of cells
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8494750/
https://www.ncbi.nlm.nih.gov/pubmed/34615941
http://dx.doi.org/10.1038/s41598-021-99390-x
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