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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2012
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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. |
format | Online Article Text |
id | pubmed-3486845 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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