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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...

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Autores principales: Rossbach, Philipp, Böhme, Hans-Joachim, Lange, Steffen, Voss-Böhme, Anja
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
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.
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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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