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Genome-scale model of metabolism and gene expression provides a multi-scale description of acid stress responses in Escherichia coli

Response to acid stress is critical for Escherichia coli to successfully complete its life-cycle by passing through the stomach to colonize the digestive tract. To develop a fundamental understanding of this response, we established a molecular mechanistic description of acid stress mitigation respo...

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Autores principales: Du, Bin, Yang, Laurence, Lloyd, Colton J., Fang, Xin, Palsson, Bernhard O.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6897400/
https://www.ncbi.nlm.nih.gov/pubmed/31809503
http://dx.doi.org/10.1371/journal.pcbi.1007525
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author Du, Bin
Yang, Laurence
Lloyd, Colton J.
Fang, Xin
Palsson, Bernhard O.
author_facet Du, Bin
Yang, Laurence
Lloyd, Colton J.
Fang, Xin
Palsson, Bernhard O.
author_sort Du, Bin
collection PubMed
description Response to acid stress is critical for Escherichia coli to successfully complete its life-cycle by passing through the stomach to colonize the digestive tract. To develop a fundamental understanding of this response, we established a molecular mechanistic description of acid stress mitigation responses in E. coli and integrated them with a genome-scale model of its metabolism and macromolecular expression (ME-model). We considered three known mechanisms of acid stress mitigation: 1) change in membrane lipid fatty acid composition, 2) change in periplasmic protein stability over external pH and periplasmic chaperone protection mechanisms, and 3) change in the activities of membrane proteins. After integrating these mechanisms into an established ME-model, we could simulate their responses in the context of other cellular processes. We validated these simulations using RNA sequencing data obtained from five E. coli strains grown under external pH ranging from 5.5 to 7.0. We found: i) that for the differentially expressed genes accounted for in the ME-model, 80% of the upregulated genes were correctly predicted by the ME-model, and ii) that these genes are mainly involved in translation processes (45% of genes), membrane proteins and related processes (18% of genes), amino acid metabolism (12% of genes), and cofactor and prosthetic group biosynthesis (8% of genes). We also demonstrated several intervention strategies on acid tolerance that can be simulated by the ME-model. We thus established a quantitative framework that describes, on a genome-scale, the acid stress mitigation response of E. coli that has both scientific and practical uses.
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spelling pubmed-68974002019-12-13 Genome-scale model of metabolism and gene expression provides a multi-scale description of acid stress responses in Escherichia coli Du, Bin Yang, Laurence Lloyd, Colton J. Fang, Xin Palsson, Bernhard O. PLoS Comput Biol Research Article Response to acid stress is critical for Escherichia coli to successfully complete its life-cycle by passing through the stomach to colonize the digestive tract. To develop a fundamental understanding of this response, we established a molecular mechanistic description of acid stress mitigation responses in E. coli and integrated them with a genome-scale model of its metabolism and macromolecular expression (ME-model). We considered three known mechanisms of acid stress mitigation: 1) change in membrane lipid fatty acid composition, 2) change in periplasmic protein stability over external pH and periplasmic chaperone protection mechanisms, and 3) change in the activities of membrane proteins. After integrating these mechanisms into an established ME-model, we could simulate their responses in the context of other cellular processes. We validated these simulations using RNA sequencing data obtained from five E. coli strains grown under external pH ranging from 5.5 to 7.0. We found: i) that for the differentially expressed genes accounted for in the ME-model, 80% of the upregulated genes were correctly predicted by the ME-model, and ii) that these genes are mainly involved in translation processes (45% of genes), membrane proteins and related processes (18% of genes), amino acid metabolism (12% of genes), and cofactor and prosthetic group biosynthesis (8% of genes). We also demonstrated several intervention strategies on acid tolerance that can be simulated by the ME-model. We thus established a quantitative framework that describes, on a genome-scale, the acid stress mitigation response of E. coli that has both scientific and practical uses. Public Library of Science 2019-12-06 /pmc/articles/PMC6897400/ /pubmed/31809503 http://dx.doi.org/10.1371/journal.pcbi.1007525 Text en © 2019 Du et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Du, Bin
Yang, Laurence
Lloyd, Colton J.
Fang, Xin
Palsson, Bernhard O.
Genome-scale model of metabolism and gene expression provides a multi-scale description of acid stress responses in Escherichia coli
title Genome-scale model of metabolism and gene expression provides a multi-scale description of acid stress responses in Escherichia coli
title_full Genome-scale model of metabolism and gene expression provides a multi-scale description of acid stress responses in Escherichia coli
title_fullStr Genome-scale model of metabolism and gene expression provides a multi-scale description of acid stress responses in Escherichia coli
title_full_unstemmed Genome-scale model of metabolism and gene expression provides a multi-scale description of acid stress responses in Escherichia coli
title_short Genome-scale model of metabolism and gene expression provides a multi-scale description of acid stress responses in Escherichia coli
title_sort genome-scale model of metabolism and gene expression provides a multi-scale description of acid stress responses in escherichia coli
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6897400/
https://www.ncbi.nlm.nih.gov/pubmed/31809503
http://dx.doi.org/10.1371/journal.pcbi.1007525
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