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A Characterization of Scale Invariant Responses in Enzymatic Networks

An ubiquitous property of biological sensory systems is adaptation: a step increase in stimulus triggers an initial change in a biochemical or physiological response, followed by a more gradual relaxation toward a basal, pre-stimulus level. Adaptation helps maintain essential variables within accept...

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Detalles Bibliográficos
Autores principales: Skataric, Maja, Sontag, Eduardo D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3486845/
https://www.ncbi.nlm.nih.gov/pubmed/23133355
http://dx.doi.org/10.1371/journal.pcbi.1002748
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author Skataric, Maja
Sontag, Eduardo D.
author_facet Skataric, Maja
Sontag, Eduardo D.
author_sort Skataric, Maja
collection PubMed
description An ubiquitous property of biological sensory systems is adaptation: a step increase in stimulus triggers an initial change in a biochemical or physiological response, followed by a more gradual relaxation toward a basal, pre-stimulus level. Adaptation helps maintain essential variables within acceptable bounds and allows organisms to readjust themselves to an optimum and non-saturating sensitivity range when faced with a prolonged change in their environment. Recently, it was shown theoretically and experimentally that many adapting systems, both at the organism and single-cell level, enjoy a remarkable additional feature: scale invariance, meaning that the initial, transient behavior remains (approximately) the same even when the background signal level is scaled. In this work, we set out to investigate under what conditions a broadly used model of biochemical enzymatic networks will exhibit scale-invariant behavior. An exhaustive computational study led us to discover a new property of surprising simplicity and generality, uniform linearizations with fast output (ULFO), whose validity we show is both necessary and sufficient for scale invariance of three-node enzymatic networks (and sufficient for any number of nodes). Based on this study, we go on to develop a mathematical explanation of how ULFO results in scale invariance. Our work provides a surprisingly consistent, simple, and general framework for understanding this phenomenon, and results in concrete experimental predictions.
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spelling pubmed-34868452012-11-06 A Characterization of Scale Invariant Responses in Enzymatic Networks Skataric, Maja Sontag, Eduardo D. PLoS Comput Biol Research Article An ubiquitous property of biological sensory systems is adaptation: a step increase in stimulus triggers an initial change in a biochemical or physiological response, followed by a more gradual relaxation toward a basal, pre-stimulus level. Adaptation helps maintain essential variables within acceptable bounds and allows organisms to readjust themselves to an optimum and non-saturating sensitivity range when faced with a prolonged change in their environment. Recently, it was shown theoretically and experimentally that many adapting systems, both at the organism and single-cell level, enjoy a remarkable additional feature: scale invariance, meaning that the initial, transient behavior remains (approximately) the same even when the background signal level is scaled. In this work, we set out to investigate under what conditions a broadly used model of biochemical enzymatic networks will exhibit scale-invariant behavior. An exhaustive computational study led us to discover a new property of surprising simplicity and generality, uniform linearizations with fast output (ULFO), whose validity we show is both necessary and sufficient for scale invariance of three-node enzymatic networks (and sufficient for any number of nodes). Based on this study, we go on to develop a mathematical explanation of how ULFO results in scale invariance. Our work provides a surprisingly consistent, simple, and general framework for understanding this phenomenon, and results in concrete experimental predictions. Public Library of Science 2012-11-01 /pmc/articles/PMC3486845/ /pubmed/23133355 http://dx.doi.org/10.1371/journal.pcbi.1002748 Text en © 2012 Skataric, Sontag 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
Skataric, Maja
Sontag, Eduardo D.
A Characterization of Scale Invariant Responses in Enzymatic Networks
title A Characterization of Scale Invariant Responses in Enzymatic Networks
title_full A Characterization of Scale Invariant Responses in Enzymatic Networks
title_fullStr A Characterization of Scale Invariant Responses in Enzymatic Networks
title_full_unstemmed A Characterization of Scale Invariant Responses in Enzymatic Networks
title_short A Characterization of Scale Invariant Responses in Enzymatic Networks
title_sort characterization of scale invariant responses in enzymatic networks
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3486845/
https://www.ncbi.nlm.nih.gov/pubmed/23133355
http://dx.doi.org/10.1371/journal.pcbi.1002748
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