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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2014
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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. |
format | Online Article Text |
id | pubmed-3967105 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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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