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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2021
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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. |
format | Online Article Text |
id | pubmed-8792075 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT stawskyalejandro multipletimescalesinbacterialgrowthhomeostasis AT vashisthaharsh multipletimescalesinbacterialgrowthhomeostasis AT salmanhanna multipletimescalesinbacterialgrowthhomeostasis AT brennernaama multipletimescalesinbacterialgrowthhomeostasis |