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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...

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Detalles Bibliográficos
Autores principales: Berkhout, Jan, Teusink, Bas, Bruggeman, Frank J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2013
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.
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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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