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Multiple timescales in bacterial growth homeostasis

In balanced exponential growth, bacteria maintain many properties statistically stable for a long time: cell size, cell cycle time, and more. As these are strongly coupled variables, it is not a-priori obvious which are directly regulated and which are stabilized through interactions. Here, we addre...

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Detalles Bibliográficos
Autores principales: Stawsky, Alejandro, Vashistha, Harsh, Salman, Hanna, Brenner, Naama
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8792075/
https://www.ncbi.nlm.nih.gov/pubmed/35118352
http://dx.doi.org/10.1016/j.isci.2021.103678
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author Stawsky, Alejandro
Vashistha, Harsh
Salman, Hanna
Brenner, Naama
author_facet Stawsky, Alejandro
Vashistha, Harsh
Salman, Hanna
Brenner, Naama
author_sort Stawsky, Alejandro
collection PubMed
description In balanced exponential growth, bacteria maintain many properties statistically stable for a long time: cell size, cell cycle time, and more. As these are strongly coupled variables, it is not a-priori obvious which are directly regulated and which are stabilized through interactions. Here, we address this problem by separating timescales in bacterial single-cell dynamics. Disentangling homeostatic set points from fluctuations around them reveals that some variables, such as growth-rate, cell size and cycle time, are “sloppy” with highly volatile set points. Quantifying the relative contribution of environmental and internal sources, we find that sloppiness is primarily driven by the environment. Other variables such as fold-change define “stiff” combinations of coupled variables with robust set points. These results are manifested geometrically as a control manifold in the space of variables: set points span a wide range of values within the manifold, whereas out-of-manifold deviations are constrained. Our work offers a generalizable data-driven approach for identifying control variables in a multidimensional system.
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spelling pubmed-87920752022-02-02 Multiple timescales in bacterial growth homeostasis Stawsky, Alejandro Vashistha, Harsh Salman, Hanna Brenner, Naama iScience Article In balanced exponential growth, bacteria maintain many properties statistically stable for a long time: cell size, cell cycle time, and more. As these are strongly coupled variables, it is not a-priori obvious which are directly regulated and which are stabilized through interactions. Here, we address this problem by separating timescales in bacterial single-cell dynamics. Disentangling homeostatic set points from fluctuations around them reveals that some variables, such as growth-rate, cell size and cycle time, are “sloppy” with highly volatile set points. Quantifying the relative contribution of environmental and internal sources, we find that sloppiness is primarily driven by the environment. Other variables such as fold-change define “stiff” combinations of coupled variables with robust set points. These results are manifested geometrically as a control manifold in the space of variables: set points span a wide range of values within the manifold, whereas out-of-manifold deviations are constrained. Our work offers a generalizable data-driven approach for identifying control variables in a multidimensional system. Elsevier 2021-12-28 /pmc/articles/PMC8792075/ /pubmed/35118352 http://dx.doi.org/10.1016/j.isci.2021.103678 Text en © 2021 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Stawsky, Alejandro
Vashistha, Harsh
Salman, Hanna
Brenner, Naama
Multiple timescales in bacterial growth homeostasis
title Multiple timescales in bacterial growth homeostasis
title_full Multiple timescales in bacterial growth homeostasis
title_fullStr Multiple timescales in bacterial growth homeostasis
title_full_unstemmed Multiple timescales in bacterial growth homeostasis
title_short Multiple timescales in bacterial growth homeostasis
title_sort multiple timescales in bacterial growth homeostasis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8792075/
https://www.ncbi.nlm.nih.gov/pubmed/35118352
http://dx.doi.org/10.1016/j.isci.2021.103678
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