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Thermodynamic Costs of Information Processing in Sensory Adaptation

Biological sensory systems react to changes in their surroundings. They are characterized by fast response and slow adaptation to varying environmental cues. Insofar as sensory adaptive systems map environmental changes to changes of their internal degrees of freedom, they can be regarded as computa...

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Autores principales: Sartori, Pablo, Granger, Léo, Lee, Chiu Fan, Horowitz, Jordan M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4263364/
https://www.ncbi.nlm.nih.gov/pubmed/25503948
http://dx.doi.org/10.1371/journal.pcbi.1003974
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author Sartori, Pablo
Granger, Léo
Lee, Chiu Fan
Horowitz, Jordan M.
author_facet Sartori, Pablo
Granger, Léo
Lee, Chiu Fan
Horowitz, Jordan M.
author_sort Sartori, Pablo
collection PubMed
description Biological sensory systems react to changes in their surroundings. They are characterized by fast response and slow adaptation to varying environmental cues. Insofar as sensory adaptive systems map environmental changes to changes of their internal degrees of freedom, they can be regarded as computational devices manipulating information. Landauer established that information is ultimately physical, and its manipulation subject to the entropic and energetic bounds of thermodynamics. Thus the fundamental costs of biological sensory adaptation can be elucidated by tracking how the information the system has about its environment is altered. These bounds are particularly relevant for small organisms, which unlike everyday computers, operate at very low energies. In this paper, we establish a general framework for the thermodynamics of information processing in sensing. With it, we quantify how during sensory adaptation information about the past is erased, while information about the present is gathered. This process produces entropy larger than the amount of old information erased and has an energetic cost bounded by the amount of new information written to memory. We apply these principles to the E. coli's chemotaxis pathway during binary ligand concentration changes. In this regime, we quantify the amount of information stored by each methyl group and show that receptors consume energy in the range of the information-theoretic minimum. Our work provides a basis for further inquiries into more complex phenomena, such as gradient sensing and frequency response.
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spelling pubmed-42633642014-12-19 Thermodynamic Costs of Information Processing in Sensory Adaptation Sartori, Pablo Granger, Léo Lee, Chiu Fan Horowitz, Jordan M. PLoS Comput Biol Research Article Biological sensory systems react to changes in their surroundings. They are characterized by fast response and slow adaptation to varying environmental cues. Insofar as sensory adaptive systems map environmental changes to changes of their internal degrees of freedom, they can be regarded as computational devices manipulating information. Landauer established that information is ultimately physical, and its manipulation subject to the entropic and energetic bounds of thermodynamics. Thus the fundamental costs of biological sensory adaptation can be elucidated by tracking how the information the system has about its environment is altered. These bounds are particularly relevant for small organisms, which unlike everyday computers, operate at very low energies. In this paper, we establish a general framework for the thermodynamics of information processing in sensing. With it, we quantify how during sensory adaptation information about the past is erased, while information about the present is gathered. This process produces entropy larger than the amount of old information erased and has an energetic cost bounded by the amount of new information written to memory. We apply these principles to the E. coli's chemotaxis pathway during binary ligand concentration changes. In this regime, we quantify the amount of information stored by each methyl group and show that receptors consume energy in the range of the information-theoretic minimum. Our work provides a basis for further inquiries into more complex phenomena, such as gradient sensing and frequency response. Public Library of Science 2014-12-11 /pmc/articles/PMC4263364/ /pubmed/25503948 http://dx.doi.org/10.1371/journal.pcbi.1003974 Text en © 2014 Sartori et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Sartori, Pablo
Granger, Léo
Lee, Chiu Fan
Horowitz, Jordan M.
Thermodynamic Costs of Information Processing in Sensory Adaptation
title Thermodynamic Costs of Information Processing in Sensory Adaptation
title_full Thermodynamic Costs of Information Processing in Sensory Adaptation
title_fullStr Thermodynamic Costs of Information Processing in Sensory Adaptation
title_full_unstemmed Thermodynamic Costs of Information Processing in Sensory Adaptation
title_short Thermodynamic Costs of Information Processing in Sensory Adaptation
title_sort thermodynamic costs of information processing in sensory adaptation
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4263364/
https://www.ncbi.nlm.nih.gov/pubmed/25503948
http://dx.doi.org/10.1371/journal.pcbi.1003974
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