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FastPros: screening of reaction knockout strategies for metabolic engineering

Motivation: Although constraint-based flux analysis of knockout strains has facilitated the production of desirable metabolites in microbes, current screening methods have placed a limitation on the number knockouts that can be simultaneously analyzed. Results: Here, we propose a novel screening met...

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Autores principales: Ohno, Satoshi, Shimizu, Hiroshi, Furusawa, Chikara
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3967105/
https://www.ncbi.nlm.nih.gov/pubmed/24257186
http://dx.doi.org/10.1093/bioinformatics/btt672
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author Ohno, Satoshi
Shimizu, Hiroshi
Furusawa, Chikara
author_facet Ohno, Satoshi
Shimizu, Hiroshi
Furusawa, Chikara
author_sort Ohno, Satoshi
collection PubMed
description Motivation: Although constraint-based flux analysis of knockout strains has facilitated the production of desirable metabolites in microbes, current screening methods have placed a limitation on the number knockouts that can be simultaneously analyzed. Results: Here, we propose a novel screening method named FastPros. In this method, the potential of a given reaction knockout for production of a specific metabolite is evaluated by shadow pricing of the constraint in the flux balance analysis, which generates a screening score to obtain candidate knockout sets. To evaluate the performance of FastPros, we screened knockout sets to produce each metabolite in the entire Escherichia coli metabolic network. We found that 75% of these metabolites could be produced under biomass maximization conditions by adding up to 25 reaction knockouts. Furthermore, we demonstrated that using FastPros in tandem with another screening method, OptKnock, could further improve target metabolite productivity. Availability and implementation: Source code is freely available at http://www-shimizu.ist.osaka-u.ac.jp/shimizu_lab/FastPros/, implemented in MATLAB and COBRA toolbox. Contact: chikara.furusawa@riken.jp or shimizu@ist.osaka-u.ac.jp Supplementary information: Supplementary data are available at Bioinformatics online.
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spelling pubmed-39671052014-04-18 FastPros: screening of reaction knockout strategies for metabolic engineering Ohno, Satoshi Shimizu, Hiroshi Furusawa, Chikara Bioinformatics Original Papers Motivation: Although constraint-based flux analysis of knockout strains has facilitated the production of desirable metabolites in microbes, current screening methods have placed a limitation on the number knockouts that can be simultaneously analyzed. Results: Here, we propose a novel screening method named FastPros. In this method, the potential of a given reaction knockout for production of a specific metabolite is evaluated by shadow pricing of the constraint in the flux balance analysis, which generates a screening score to obtain candidate knockout sets. To evaluate the performance of FastPros, we screened knockout sets to produce each metabolite in the entire Escherichia coli metabolic network. We found that 75% of these metabolites could be produced under biomass maximization conditions by adding up to 25 reaction knockouts. Furthermore, we demonstrated that using FastPros in tandem with another screening method, OptKnock, could further improve target metabolite productivity. Availability and implementation: Source code is freely available at http://www-shimizu.ist.osaka-u.ac.jp/shimizu_lab/FastPros/, implemented in MATLAB and COBRA toolbox. Contact: chikara.furusawa@riken.jp or shimizu@ist.osaka-u.ac.jp Supplementary information: Supplementary data are available at Bioinformatics online. Oxford University Press 2014-04-01 2013-11-19 /pmc/articles/PMC3967105/ /pubmed/24257186 http://dx.doi.org/10.1093/bioinformatics/btt672 Text en © The Author 2013. Published by Oxford University Press. http://creativecommons.org/licenses/by/3.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Papers
Ohno, Satoshi
Shimizu, Hiroshi
Furusawa, Chikara
FastPros: screening of reaction knockout strategies for metabolic engineering
title FastPros: screening of reaction knockout strategies for metabolic engineering
title_full FastPros: screening of reaction knockout strategies for metabolic engineering
title_fullStr FastPros: screening of reaction knockout strategies for metabolic engineering
title_full_unstemmed FastPros: screening of reaction knockout strategies for metabolic engineering
title_short FastPros: screening of reaction knockout strategies for metabolic engineering
title_sort fastpros: screening of reaction knockout strategies for metabolic engineering
topic Original Papers
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3967105/
https://www.ncbi.nlm.nih.gov/pubmed/24257186
http://dx.doi.org/10.1093/bioinformatics/btt672
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