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Memory in Microbes: Quantifying History-Dependent Behavior in a Bacterium

Memory is usually associated with higher organisms rather than bacteria. However, evidence is mounting that many regulatory networks within bacteria are capable of complex dynamics and multi-stable behaviors that have been linked to memory in other systems. Moreover, it is recognized that bacteria t...

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Autores principales: Wolf, Denise M., Fontaine-Bodin, Lisa, Bischofs, Ilka, Price, Gavin, Keasling, Jay, Arkin, Adam P.
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2008
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2264733/
https://www.ncbi.nlm.nih.gov/pubmed/18324309
http://dx.doi.org/10.1371/journal.pone.0001700
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author Wolf, Denise M.
Fontaine-Bodin, Lisa
Bischofs, Ilka
Price, Gavin
Keasling, Jay
Arkin, Adam P.
author_facet Wolf, Denise M.
Fontaine-Bodin, Lisa
Bischofs, Ilka
Price, Gavin
Keasling, Jay
Arkin, Adam P.
author_sort Wolf, Denise M.
collection PubMed
description Memory is usually associated with higher organisms rather than bacteria. However, evidence is mounting that many regulatory networks within bacteria are capable of complex dynamics and multi-stable behaviors that have been linked to memory in other systems. Moreover, it is recognized that bacteria that have experienced different environmental histories may respond differently to current conditions. These “memory” effects may be more than incidental to the regulatory mechanisms controlling acclimation or to the status of the metabolic stores. Rather, they may be regulated by the cell and confer fitness to the organism in the evolutionary game it participates in. Here, we propose that history-dependent behavior is a potentially important manifestation of memory, worth classifying and quantifying. To this end, we develop an information-theory based conceptual framework for measuring both the persistence of memory in microbes and the amount of information about the past encoded in history-dependent dynamics. This method produces a phenomenological measure of cellular memory without regard to the specific cellular mechanisms encoding it. We then apply this framework to a strain of Bacillus subtilis engineered to report on commitment to sporulation and degradative enzyme (AprE) synthesis and estimate the capacity of these systems and growth dynamics to ‘remember’ 10 distinct cell histories prior to application of a common stressor. The analysis suggests that B. subtilis remembers, both in short and long term, aspects of its cell history, and that this memory is distributed differently among the observables. While this study does not examine the mechanistic bases for memory, it presents a framework for quantifying memory in cellular behaviors and is thus a starting point for studying new questions about cellular regulation and evolutionary strategy.
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spelling pubmed-22647332008-03-06 Memory in Microbes: Quantifying History-Dependent Behavior in a Bacterium Wolf, Denise M. Fontaine-Bodin, Lisa Bischofs, Ilka Price, Gavin Keasling, Jay Arkin, Adam P. PLoS One Research Article Memory is usually associated with higher organisms rather than bacteria. However, evidence is mounting that many regulatory networks within bacteria are capable of complex dynamics and multi-stable behaviors that have been linked to memory in other systems. Moreover, it is recognized that bacteria that have experienced different environmental histories may respond differently to current conditions. These “memory” effects may be more than incidental to the regulatory mechanisms controlling acclimation or to the status of the metabolic stores. Rather, they may be regulated by the cell and confer fitness to the organism in the evolutionary game it participates in. Here, we propose that history-dependent behavior is a potentially important manifestation of memory, worth classifying and quantifying. To this end, we develop an information-theory based conceptual framework for measuring both the persistence of memory in microbes and the amount of information about the past encoded in history-dependent dynamics. This method produces a phenomenological measure of cellular memory without regard to the specific cellular mechanisms encoding it. We then apply this framework to a strain of Bacillus subtilis engineered to report on commitment to sporulation and degradative enzyme (AprE) synthesis and estimate the capacity of these systems and growth dynamics to ‘remember’ 10 distinct cell histories prior to application of a common stressor. The analysis suggests that B. subtilis remembers, both in short and long term, aspects of its cell history, and that this memory is distributed differently among the observables. While this study does not examine the mechanistic bases for memory, it presents a framework for quantifying memory in cellular behaviors and is thus a starting point for studying new questions about cellular regulation and evolutionary strategy. Public Library of Science 2008-02-27 /pmc/articles/PMC2264733/ /pubmed/18324309 http://dx.doi.org/10.1371/journal.pone.0001700 Text en This is an open-access article distributed under the terms of the Creative Commons Public Domain declaration which stipulates that, once placed in the public domain, this work may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. https://creativecommons.org/publicdomain/zero/1.0/ This is an open-access article distributed under the terms of the Creative Commons Public Domain declaration, which stipulates that, once placed in the public domain, this work may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose.
spellingShingle Research Article
Wolf, Denise M.
Fontaine-Bodin, Lisa
Bischofs, Ilka
Price, Gavin
Keasling, Jay
Arkin, Adam P.
Memory in Microbes: Quantifying History-Dependent Behavior in a Bacterium
title Memory in Microbes: Quantifying History-Dependent Behavior in a Bacterium
title_full Memory in Microbes: Quantifying History-Dependent Behavior in a Bacterium
title_fullStr Memory in Microbes: Quantifying History-Dependent Behavior in a Bacterium
title_full_unstemmed Memory in Microbes: Quantifying History-Dependent Behavior in a Bacterium
title_short Memory in Microbes: Quantifying History-Dependent Behavior in a Bacterium
title_sort memory in microbes: quantifying history-dependent behavior in a bacterium
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2264733/
https://www.ncbi.nlm.nih.gov/pubmed/18324309
http://dx.doi.org/10.1371/journal.pone.0001700
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