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A minimal model for gene expression dynamics of bacterial type II toxin–antitoxin systems
Toxin–antitoxin (TA) modules are part of most bacteria’s regulatory machinery for stress responses and general aspects of their physiology. Due to the interplay of a long-lived toxin with a short-lived antitoxin, TA modules have also become systems of interest for mathematical modelling. Here we res...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8484670/ https://www.ncbi.nlm.nih.gov/pubmed/34593858 http://dx.doi.org/10.1038/s41598-021-98570-z |
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author | Kosmidis, Kosmas Hütt, Marc-Thorsten |
author_facet | Kosmidis, Kosmas Hütt, Marc-Thorsten |
author_sort | Kosmidis, Kosmas |
collection | PubMed |
description | Toxin–antitoxin (TA) modules are part of most bacteria’s regulatory machinery for stress responses and general aspects of their physiology. Due to the interplay of a long-lived toxin with a short-lived antitoxin, TA modules have also become systems of interest for mathematical modelling. Here we resort to previous modelling efforts and extract from these a minimal model of type II TA system dynamics on a timescale of hours, which can be used to describe time courses derived from gene expression data of TA pairs. We show that this model provides a good quantitative description of TA dynamics for the 11 TA pairs under investigation here, while simpler models do not. Our study brings together aspects of Biophysics with its focus on mathematical modelling and Computational Systems Biology with its focus on the quantitative interpretation of ’omics’ data. This mechanistic model serves as a generic transformation of time course information into kinetic parameters. The resulting parameter vector can, in turn, be mechanistically interpreted. We expect that TA pairs with similar mechanisms are characterized by similar vectors of kinetic parameters, allowing us to hypothesize on the mode of action for TA pairs still under discussion. |
format | Online Article Text |
id | pubmed-8484670 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-84846702021-10-04 A minimal model for gene expression dynamics of bacterial type II toxin–antitoxin systems Kosmidis, Kosmas Hütt, Marc-Thorsten Sci Rep Article Toxin–antitoxin (TA) modules are part of most bacteria’s regulatory machinery for stress responses and general aspects of their physiology. Due to the interplay of a long-lived toxin with a short-lived antitoxin, TA modules have also become systems of interest for mathematical modelling. Here we resort to previous modelling efforts and extract from these a minimal model of type II TA system dynamics on a timescale of hours, which can be used to describe time courses derived from gene expression data of TA pairs. We show that this model provides a good quantitative description of TA dynamics for the 11 TA pairs under investigation here, while simpler models do not. Our study brings together aspects of Biophysics with its focus on mathematical modelling and Computational Systems Biology with its focus on the quantitative interpretation of ’omics’ data. This mechanistic model serves as a generic transformation of time course information into kinetic parameters. The resulting parameter vector can, in turn, be mechanistically interpreted. We expect that TA pairs with similar mechanisms are characterized by similar vectors of kinetic parameters, allowing us to hypothesize on the mode of action for TA pairs still under discussion. Nature Publishing Group UK 2021-09-30 /pmc/articles/PMC8484670/ /pubmed/34593858 http://dx.doi.org/10.1038/s41598-021-98570-z Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 Kosmidis, Kosmas Hütt, Marc-Thorsten A minimal model for gene expression dynamics of bacterial type II toxin–antitoxin systems |
title | A minimal model for gene expression dynamics of bacterial type II toxin–antitoxin systems |
title_full | A minimal model for gene expression dynamics of bacterial type II toxin–antitoxin systems |
title_fullStr | A minimal model for gene expression dynamics of bacterial type II toxin–antitoxin systems |
title_full_unstemmed | A minimal model for gene expression dynamics of bacterial type II toxin–antitoxin systems |
title_short | A minimal model for gene expression dynamics of bacterial type II toxin–antitoxin systems |
title_sort | minimal model for gene expression dynamics of bacterial type ii toxin–antitoxin systems |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8484670/ https://www.ncbi.nlm.nih.gov/pubmed/34593858 http://dx.doi.org/10.1038/s41598-021-98570-z |
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