A least microenvironmental uncertainty principle (LEUP) as a generative model of collective cell migration mechanisms
Abstract Collective migration is commonly observed in groups of migrating cells, in the form of swarms or aggregates. Mechanistic models have proven very useful in understanding collective cell migration. Such models, either explicitly consider the forces involved in the interaction and movement of...
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2020-12-01
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doaj-f5f2cb54edcf44459797384d4bb068d92020-12-27T12:17:53ZengNature Publishing GroupScientific Reports2045-23222020-12-0110111310.1038/s41598-020-79119-yA least microenvironmental uncertainty principle (LEUP) as a generative model of collective cell migration mechanismsArnab Barua0Josue M. Nava-Sedeño1Michael Meyer-Hermann2Haralampos Hatzikirou3Department of Systems Immunology and Braunschweig Integrated Centre of Systems Biology, Helmholtz Centre for Infection ResearchCenter for Information Services and High Performance Computing, Technische Univesität DresdenDepartment of Systems Immunology and Braunschweig Integrated Centre of Systems Biology, Helmholtz Centre for Infection ResearchDepartment of Systems Immunology and Braunschweig Integrated Centre of Systems Biology, Helmholtz Centre for Infection ResearchAbstract Collective migration is commonly observed in groups of migrating cells, in the form of swarms or aggregates. Mechanistic models have proven very useful in understanding collective cell migration. Such models, either explicitly consider the forces involved in the interaction and movement of individuals or phenomenologically define rules which mimic the observed behavior of cells. However, mechanisms leading to collective migration are varied and specific to the type of cells involved. Additionally, the precise and complete dynamics of many important chemomechanical factors influencing cell movement, from signalling pathways to substrate sensing, are typically either too complex or largely unknown. The question is how to make quantitative/qualitative predictions of collective behavior without exact mechanistic knowledge. Here we propose the least microenvironmental uncertainty principle (LEUP) that may serve as a generative model of collective migration without precise incorporation of full mechanistic details. Using statistical physics tools, we show that the famous Vicsek model is a special case of LEUP. Finally, to test the biological applicability of our theory, we apply LEUP to construct a model of the collective behavior of spherical Serratia marcescens bacteria, where the underlying migration mechanisms remain elusive.https://doi.org/10.1038/s41598-020-79119-y |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Arnab Barua Josue M. Nava-Sedeño Michael Meyer-Hermann Haralampos Hatzikirou |
spellingShingle |
Arnab Barua Josue M. Nava-Sedeño Michael Meyer-Hermann Haralampos Hatzikirou A least microenvironmental uncertainty principle (LEUP) as a generative model of collective cell migration mechanisms Scientific Reports |
author_facet |
Arnab Barua Josue M. Nava-Sedeño Michael Meyer-Hermann Haralampos Hatzikirou |
author_sort |
Arnab Barua |
title |
A least microenvironmental uncertainty principle (LEUP) as a generative model of collective cell migration mechanisms |
title_short |
A least microenvironmental uncertainty principle (LEUP) as a generative model of collective cell migration mechanisms |
title_full |
A least microenvironmental uncertainty principle (LEUP) as a generative model of collective cell migration mechanisms |
title_fullStr |
A least microenvironmental uncertainty principle (LEUP) as a generative model of collective cell migration mechanisms |
title_full_unstemmed |
A least microenvironmental uncertainty principle (LEUP) as a generative model of collective cell migration mechanisms |
title_sort |
least microenvironmental uncertainty principle (leup) as a generative model of collective cell migration mechanisms |
publisher |
Nature Publishing Group |
series |
Scientific Reports |
issn |
2045-2322 |
publishDate |
2020-12-01 |
description |
Abstract Collective migration is commonly observed in groups of migrating cells, in the form of swarms or aggregates. Mechanistic models have proven very useful in understanding collective cell migration. Such models, either explicitly consider the forces involved in the interaction and movement of individuals or phenomenologically define rules which mimic the observed behavior of cells. However, mechanisms leading to collective migration are varied and specific to the type of cells involved. Additionally, the precise and complete dynamics of many important chemomechanical factors influencing cell movement, from signalling pathways to substrate sensing, are typically either too complex or largely unknown. The question is how to make quantitative/qualitative predictions of collective behavior without exact mechanistic knowledge. Here we propose the least microenvironmental uncertainty principle (LEUP) that may serve as a generative model of collective migration without precise incorporation of full mechanistic details. Using statistical physics tools, we show that the famous Vicsek model is a special case of LEUP. Finally, to test the biological applicability of our theory, we apply LEUP to construct a model of the collective behavior of spherical Serratia marcescens bacteria, where the underlying migration mechanisms remain elusive. |
url |
https://doi.org/10.1038/s41598-020-79119-y |
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