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Differential equation-based minimal model describing metabolic oscillations in Bacillus subtilis biofilms
Biofilms offer an excellent example of ecological interaction among bacteria. Temporal and spatial oscillations in biofilms are an emerging topic. In this paper, we describe the metabolic oscillations in Bacillus subtilis biofilms by applying the smallest theoretical chemical reaction system showing...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7062081/ https://www.ncbi.nlm.nih.gov/pubmed/32257302 http://dx.doi.org/10.1098/rsos.190810 |
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author | Garde, Ravindra Ibrahim, Bashar Kovács, Ákos T. Schuster, Stefan |
author_facet | Garde, Ravindra Ibrahim, Bashar Kovács, Ákos T. Schuster, Stefan |
author_sort | Garde, Ravindra |
collection | PubMed |
description | Biofilms offer an excellent example of ecological interaction among bacteria. Temporal and spatial oscillations in biofilms are an emerging topic. In this paper, we describe the metabolic oscillations in Bacillus subtilis biofilms by applying the smallest theoretical chemical reaction system showing Hopf bifurcation proposed by Wilhelm and Heinrich in 1995. The system involves three differential equations and a single bilinear term. We specifically select parameters that are suitable for the biological scenario of biofilm oscillations. We perform computer simulations and a detailed analysis of the system including bifurcation analysis and quasi-steady-state approximation. We also discuss the feedback structure of the system and the correspondence of the simulations to biological observations. Our theoretical work suggests potential scenarios about the oscillatory behaviour of biofilms and also serves as an application of a previously described chemical oscillator to a biological system. |
format | Online Article Text |
id | pubmed-7062081 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | The Royal Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-70620812020-03-31 Differential equation-based minimal model describing metabolic oscillations in Bacillus subtilis biofilms Garde, Ravindra Ibrahim, Bashar Kovács, Ákos T. Schuster, Stefan R Soc Open Sci Mathematics Biofilms offer an excellent example of ecological interaction among bacteria. Temporal and spatial oscillations in biofilms are an emerging topic. In this paper, we describe the metabolic oscillations in Bacillus subtilis biofilms by applying the smallest theoretical chemical reaction system showing Hopf bifurcation proposed by Wilhelm and Heinrich in 1995. The system involves three differential equations and a single bilinear term. We specifically select parameters that are suitable for the biological scenario of biofilm oscillations. We perform computer simulations and a detailed analysis of the system including bifurcation analysis and quasi-steady-state approximation. We also discuss the feedback structure of the system and the correspondence of the simulations to biological observations. Our theoretical work suggests potential scenarios about the oscillatory behaviour of biofilms and also serves as an application of a previously described chemical oscillator to a biological system. The Royal Society 2020-02-05 /pmc/articles/PMC7062081/ /pubmed/32257302 http://dx.doi.org/10.1098/rsos.190810 Text en © 2020 The Authors. http://creativecommons.org/licenses/by/4.0/ Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/, which permits unrestricted use, provided the original author and source are credited. |
spellingShingle | Mathematics Garde, Ravindra Ibrahim, Bashar Kovács, Ákos T. Schuster, Stefan Differential equation-based minimal model describing metabolic oscillations in Bacillus subtilis biofilms |
title | Differential equation-based minimal model describing metabolic oscillations in Bacillus subtilis biofilms |
title_full | Differential equation-based minimal model describing metabolic oscillations in Bacillus subtilis biofilms |
title_fullStr | Differential equation-based minimal model describing metabolic oscillations in Bacillus subtilis biofilms |
title_full_unstemmed | Differential equation-based minimal model describing metabolic oscillations in Bacillus subtilis biofilms |
title_short | Differential equation-based minimal model describing metabolic oscillations in Bacillus subtilis biofilms |
title_sort | differential equation-based minimal model describing metabolic oscillations in bacillus subtilis biofilms |
topic | Mathematics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7062081/ https://www.ncbi.nlm.nih.gov/pubmed/32257302 http://dx.doi.org/10.1098/rsos.190810 |
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