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Model-Based Prediction of an Effective Adhesion Parameter Guiding Multi-Type Cell Segregation
The process of cell-sorting is essential for development and maintenance of tissues. Mathematical modeling can provide the means to analyze the consequences of different hypotheses about the underlying mechanisms. With the Differential Adhesion Hypothesis, Steinberg proposed that cell-sorting is det...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8624153/ https://www.ncbi.nlm.nih.gov/pubmed/34828077 http://dx.doi.org/10.3390/e23111378 |
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author | Rossbach, Philipp Böhme, Hans-Joachim Lange, Steffen Voss-Böhme, Anja |
author_facet | Rossbach, Philipp Böhme, Hans-Joachim Lange, Steffen Voss-Böhme, Anja |
author_sort | Rossbach, Philipp |
collection | PubMed |
description | The process of cell-sorting is essential for development and maintenance of tissues. Mathematical modeling can provide the means to analyze the consequences of different hypotheses about the underlying mechanisms. With the Differential Adhesion Hypothesis, Steinberg proposed that cell-sorting is determined by quantitative differences in cell-type-specific intercellular adhesion strengths. An implementation of the Differential Adhesion Hypothesis is the Differential Migration Model by Voss-Böhme and Deutsch. There, an effective adhesion parameter was derived analytically for systems with two cell types, which predicts the asymptotic sorting pattern. However, the existence and form of such a parameter for more than two cell types is unclear. Here, we generalize analytically the concept of an effective adhesion parameter to three and more cell types and demonstrate its existence numerically for three cell types based on in silico time-series data that is produced by a cellular-automaton implementation of the Differential Migration Model. Additionally, we classify the segregation behavior using statistical learning methods and show that the estimated effective adhesion parameter for three cell types matches our analytical prediction. Finally, we demonstrate that the effective adhesion parameter can resolve a recent dispute about the impact of interfacial adhesion, cortical tension and heterotypic repulsion on cell segregation. |
format | Online Article Text |
id | pubmed-8624153 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-86241532021-11-27 Model-Based Prediction of an Effective Adhesion Parameter Guiding Multi-Type Cell Segregation Rossbach, Philipp Böhme, Hans-Joachim Lange, Steffen Voss-Böhme, Anja Entropy (Basel) Article The process of cell-sorting is essential for development and maintenance of tissues. Mathematical modeling can provide the means to analyze the consequences of different hypotheses about the underlying mechanisms. With the Differential Adhesion Hypothesis, Steinberg proposed that cell-sorting is determined by quantitative differences in cell-type-specific intercellular adhesion strengths. An implementation of the Differential Adhesion Hypothesis is the Differential Migration Model by Voss-Böhme and Deutsch. There, an effective adhesion parameter was derived analytically for systems with two cell types, which predicts the asymptotic sorting pattern. However, the existence and form of such a parameter for more than two cell types is unclear. Here, we generalize analytically the concept of an effective adhesion parameter to three and more cell types and demonstrate its existence numerically for three cell types based on in silico time-series data that is produced by a cellular-automaton implementation of the Differential Migration Model. Additionally, we classify the segregation behavior using statistical learning methods and show that the estimated effective adhesion parameter for three cell types matches our analytical prediction. Finally, we demonstrate that the effective adhesion parameter can resolve a recent dispute about the impact of interfacial adhesion, cortical tension and heterotypic repulsion on cell segregation. MDPI 2021-10-21 /pmc/articles/PMC8624153/ /pubmed/34828077 http://dx.doi.org/10.3390/e23111378 Text en © 2021 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 Rossbach, Philipp Böhme, Hans-Joachim Lange, Steffen Voss-Böhme, Anja Model-Based Prediction of an Effective Adhesion Parameter Guiding Multi-Type Cell Segregation |
title | Model-Based Prediction of an Effective Adhesion Parameter Guiding Multi-Type Cell Segregation |
title_full | Model-Based Prediction of an Effective Adhesion Parameter Guiding Multi-Type Cell Segregation |
title_fullStr | Model-Based Prediction of an Effective Adhesion Parameter Guiding Multi-Type Cell Segregation |
title_full_unstemmed | Model-Based Prediction of an Effective Adhesion Parameter Guiding Multi-Type Cell Segregation |
title_short | Model-Based Prediction of an Effective Adhesion Parameter Guiding Multi-Type Cell Segregation |
title_sort | model-based prediction of an effective adhesion parameter guiding multi-type cell segregation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8624153/ https://www.ncbi.nlm.nih.gov/pubmed/34828077 http://dx.doi.org/10.3390/e23111378 |
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