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Gene network requirements for regulation of metabolic gene expression to a desired state
Gene circuits that control metabolism should restore metabolic functions upon environmental changes. Whether gene networks are capable of steering metabolism to optimal states is an open question. Here we present a method to identify such optimal gene networks. We show that metabolic network optimis...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3593220/ https://www.ncbi.nlm.nih.gov/pubmed/23475326 http://dx.doi.org/10.1038/srep01417 |
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author | Berkhout, Jan Teusink, Bas Bruggeman, Frank J. |
author_facet | Berkhout, Jan Teusink, Bas Bruggeman, Frank J. |
author_sort | Berkhout, Jan |
collection | PubMed |
description | Gene circuits that control metabolism should restore metabolic functions upon environmental changes. Whether gene networks are capable of steering metabolism to optimal states is an open question. Here we present a method to identify such optimal gene networks. We show that metabolic network optimisation over a range of environments results in an input-output relationship for the gene network that guarantees optimal metabolic states. Optimal control is possible if the gene network can achieve this input-output relationship. We illustrate our approach with the best-studied regulatory network in yeast, the galactose network. We find that over the entire range of external galactose concentrations, the regulatory network is able to optimally steer galactose metabolism. Only a few gene network parameters affect this optimal regulation. The other parameters can be tuned independently for optimisation of other functions, such as fast and low-noise gene expression. This study highlights gene network plasticity, evolvability, and modular functionality. |
format | Online Article Text |
id | pubmed-3593220 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-35932202013-03-11 Gene network requirements for regulation of metabolic gene expression to a desired state Berkhout, Jan Teusink, Bas Bruggeman, Frank J. Sci Rep Article Gene circuits that control metabolism should restore metabolic functions upon environmental changes. Whether gene networks are capable of steering metabolism to optimal states is an open question. Here we present a method to identify such optimal gene networks. We show that metabolic network optimisation over a range of environments results in an input-output relationship for the gene network that guarantees optimal metabolic states. Optimal control is possible if the gene network can achieve this input-output relationship. We illustrate our approach with the best-studied regulatory network in yeast, the galactose network. We find that over the entire range of external galactose concentrations, the regulatory network is able to optimally steer galactose metabolism. Only a few gene network parameters affect this optimal regulation. The other parameters can be tuned independently for optimisation of other functions, such as fast and low-noise gene expression. This study highlights gene network plasticity, evolvability, and modular functionality. Nature Publishing Group 2013-03-11 /pmc/articles/PMC3593220/ /pubmed/23475326 http://dx.doi.org/10.1038/srep01417 Text en Copyright © 2013, Macmillan Publishers Limited. All rights reserved http://creativecommons.org/licenses/by/3.0/ This work is licensed under a Creative Commons Attribution 3.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by/3.0/ |
spellingShingle | Article Berkhout, Jan Teusink, Bas Bruggeman, Frank J. Gene network requirements for regulation of metabolic gene expression to a desired state |
title | Gene network requirements for regulation of metabolic gene expression to a desired state |
title_full | Gene network requirements for regulation of metabolic gene expression to a desired state |
title_fullStr | Gene network requirements for regulation of metabolic gene expression to a desired state |
title_full_unstemmed | Gene network requirements for regulation of metabolic gene expression to a desired state |
title_short | Gene network requirements for regulation of metabolic gene expression to a desired state |
title_sort | gene network requirements for regulation of metabolic gene expression to a desired state |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3593220/ https://www.ncbi.nlm.nih.gov/pubmed/23475326 http://dx.doi.org/10.1038/srep01417 |
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