Modeling the contribution of allosteric regulation for flux control in the central carbon metabolism of E. coli

Detalhes bibliográficos
Autor(a) principal: Machado, Daniel
Data de Publicação: 2015
Outros Autores: Herrgard, Markus, Rocha, I.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/1822/37772
Resumo: Modeling cellular metabolism is fundamental for many biotechnological applications, including drug discovery and rational cell factory design. Central carbon metabolism (CCM) is particularly important as it provides the energy and precursors for other biological processes. However, the complex regulation of CCM pathways has still not been fully unraveled and recent studies have shown that CCM is mostly regulated at post-transcriptional levels. In order to better understand the role of allosteric regulation in controlling the metabolic phenotype, we expand the reconstruction of CCM in Escherichia coli with allosteric interactions obtained from relevant databases. This model is used to integrate multi-omics datasets and analyze the coordinated changes in enzyme, metabolite, and flux levels between multiple experimental conditions. We observe cases where allosteric interactions have a major contribution to the metabolic flux changes. Inspired by these results, we develop a constraint-based method (arFBA) for simulation of metabolic flux distributions that accounts for allosteric interactions. This method can be used for systematic prediction of potential allosteric regulation under the given experimental conditions based on experimental data. We show that arFBA allows predicting coordinated flux changes that would not be predicted without considering allosteric regulation. The results reveal the importance of key regulatory metabolites, such as fructose-1,6-bisphosphate, in controlling the metabolic flux. Accounting for allosteric interactions in metabolic reconstructions reveals a hidden topology in metabolic networks, improving our understanding of cellular metabolism and fostering the development of novel simulation methods that account for this type of regulation.
id RCAP_a0f5a09cab13c0d654b60db00170cfdb
oai_identifier_str oai:repositorium.sdum.uminho.pt:1822/37772
network_acronym_str RCAP
network_name_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository_id_str 7160
spelling Modeling the contribution of allosteric regulation for flux control in the central carbon metabolism of E. coliMetabolismSystems biologyConstraint-based modelingAllosteric regulationEscherichia coliModeling cellular metabolism is fundamental for many biotechnological applications, including drug discovery and rational cell factory design. Central carbon metabolism (CCM) is particularly important as it provides the energy and precursors for other biological processes. However, the complex regulation of CCM pathways has still not been fully unraveled and recent studies have shown that CCM is mostly regulated at post-transcriptional levels. In order to better understand the role of allosteric regulation in controlling the metabolic phenotype, we expand the reconstruction of CCM in Escherichia coli with allosteric interactions obtained from relevant databases. This model is used to integrate multi-omics datasets and analyze the coordinated changes in enzyme, metabolite, and flux levels between multiple experimental conditions. We observe cases where allosteric interactions have a major contribution to the metabolic flux changes. Inspired by these results, we develop a constraint-based method (arFBA) for simulation of metabolic flux distributions that accounts for allosteric interactions. This method can be used for systematic prediction of potential allosteric regulation under the given experimental conditions based on experimental data. We show that arFBA allows predicting coordinated flux changes that would not be predicted without considering allosteric regulation. The results reveal the importance of key regulatory metabolites, such as fructose-1,6-bisphosphate, in controlling the metabolic flux. Accounting for allosteric interactions in metabolic reconstructions reveals a hidden topology in metabolic networks, improving our understanding of cellular metabolism and fostering the development of novel simulation methods that account for this type of regulation.(undefined)Frontiers MediaUniversidade do MinhoMachado, DanielHerrgard, MarkusRocha, I.2015-10-082015-10-08T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/1822/37772engMachado, Daniel; Herrgard, Markus J; Rocha, I., Modeling the contribution of allosteric regulation for flux control in the central carbon metabolism of E. coli. Frontiers in Bioengineering and Biotechnology, 3(154), 20152296-418510.3389/fbioe.2015.00154info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-07-21T11:58:44Zoai:repositorium.sdum.uminho.pt:1822/37772Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T18:48:30.511983Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Modeling the contribution of allosteric regulation for flux control in the central carbon metabolism of E. coli
title Modeling the contribution of allosteric regulation for flux control in the central carbon metabolism of E. coli
spellingShingle Modeling the contribution of allosteric regulation for flux control in the central carbon metabolism of E. coli
Machado, Daniel
Metabolism
Systems biology
Constraint-based modeling
Allosteric regulation
Escherichia coli
title_short Modeling the contribution of allosteric regulation for flux control in the central carbon metabolism of E. coli
title_full Modeling the contribution of allosteric regulation for flux control in the central carbon metabolism of E. coli
title_fullStr Modeling the contribution of allosteric regulation for flux control in the central carbon metabolism of E. coli
title_full_unstemmed Modeling the contribution of allosteric regulation for flux control in the central carbon metabolism of E. coli
title_sort Modeling the contribution of allosteric regulation for flux control in the central carbon metabolism of E. coli
author Machado, Daniel
author_facet Machado, Daniel
Herrgard, Markus
Rocha, I.
author_role author
author2 Herrgard, Markus
Rocha, I.
author2_role author
author
dc.contributor.none.fl_str_mv Universidade do Minho
dc.contributor.author.fl_str_mv Machado, Daniel
Herrgard, Markus
Rocha, I.
dc.subject.por.fl_str_mv Metabolism
Systems biology
Constraint-based modeling
Allosteric regulation
Escherichia coli
topic Metabolism
Systems biology
Constraint-based modeling
Allosteric regulation
Escherichia coli
description Modeling cellular metabolism is fundamental for many biotechnological applications, including drug discovery and rational cell factory design. Central carbon metabolism (CCM) is particularly important as it provides the energy and precursors for other biological processes. However, the complex regulation of CCM pathways has still not been fully unraveled and recent studies have shown that CCM is mostly regulated at post-transcriptional levels. In order to better understand the role of allosteric regulation in controlling the metabolic phenotype, we expand the reconstruction of CCM in Escherichia coli with allosteric interactions obtained from relevant databases. This model is used to integrate multi-omics datasets and analyze the coordinated changes in enzyme, metabolite, and flux levels between multiple experimental conditions. We observe cases where allosteric interactions have a major contribution to the metabolic flux changes. Inspired by these results, we develop a constraint-based method (arFBA) for simulation of metabolic flux distributions that accounts for allosteric interactions. This method can be used for systematic prediction of potential allosteric regulation under the given experimental conditions based on experimental data. We show that arFBA allows predicting coordinated flux changes that would not be predicted without considering allosteric regulation. The results reveal the importance of key regulatory metabolites, such as fructose-1,6-bisphosphate, in controlling the metabolic flux. Accounting for allosteric interactions in metabolic reconstructions reveals a hidden topology in metabolic networks, improving our understanding of cellular metabolism and fostering the development of novel simulation methods that account for this type of regulation.
publishDate 2015
dc.date.none.fl_str_mv 2015-10-08
2015-10-08T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/1822/37772
url http://hdl.handle.net/1822/37772
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Machado, Daniel; Herrgard, Markus J; Rocha, I., Modeling the contribution of allosteric regulation for flux control in the central carbon metabolism of E. coli. Frontiers in Bioengineering and Biotechnology, 3(154), 2015
2296-4185
10.3389/fbioe.2015.00154
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Frontiers Media
publisher.none.fl_str_mv Frontiers Media
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
repository.mail.fl_str_mv
_version_ 1799132246517481472