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Computational Methods for Modification of Metabolic Networks

In metabolic engineering, modification of metabolic networks is an important biotechnology and a challenging computational task. In the metabolic network modification, we should modify metabolic networks by newly adding enzymes or/and knocking-out genes to maximize the biomass production with minimu...

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Detalles Bibliográficos
Autores principales: Tamura, Takeyuki, Lu, Wei, Akutsu, Tatsuya
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Research Network of Computational and Structural Biotechnology 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4477032/
https://www.ncbi.nlm.nih.gov/pubmed/26106462
http://dx.doi.org/10.1016/j.csbj.2015.05.004
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author Tamura, Takeyuki
Lu, Wei
Akutsu, Tatsuya
author_facet Tamura, Takeyuki
Lu, Wei
Akutsu, Tatsuya
author_sort Tamura, Takeyuki
collection PubMed
description In metabolic engineering, modification of metabolic networks is an important biotechnology and a challenging computational task. In the metabolic network modification, we should modify metabolic networks by newly adding enzymes or/and knocking-out genes to maximize the biomass production with minimum side-effect. In this mini-review, we briefly review constraint-based formalizations for Minimum Reaction Cut (MRC) problem where the minimum set of reactions is deleted so that the target compound becomes non-producible from the view point of the flux balance analysis (FBA), elementary mode (EM), and Boolean models. Minimum Reaction Insertion (MRI) problem where the minimum set of reactions is added so that the target compound newly becomes producible is also explained with a similar formalization approach. The relation between the accuracy of the models and the risk of overfitting is also discussed.
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spelling pubmed-44770322015-06-23 Computational Methods for Modification of Metabolic Networks Tamura, Takeyuki Lu, Wei Akutsu, Tatsuya Comput Struct Biotechnol J Mini Review In metabolic engineering, modification of metabolic networks is an important biotechnology and a challenging computational task. In the metabolic network modification, we should modify metabolic networks by newly adding enzymes or/and knocking-out genes to maximize the biomass production with minimum side-effect. In this mini-review, we briefly review constraint-based formalizations for Minimum Reaction Cut (MRC) problem where the minimum set of reactions is deleted so that the target compound becomes non-producible from the view point of the flux balance analysis (FBA), elementary mode (EM), and Boolean models. Minimum Reaction Insertion (MRI) problem where the minimum set of reactions is added so that the target compound newly becomes producible is also explained with a similar formalization approach. The relation between the accuracy of the models and the risk of overfitting is also discussed. Research Network of Computational and Structural Biotechnology 2015-05-28 /pmc/articles/PMC4477032/ /pubmed/26106462 http://dx.doi.org/10.1016/j.csbj.2015.05.004 Text en © 2015 The Authors http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Mini Review
Tamura, Takeyuki
Lu, Wei
Akutsu, Tatsuya
Computational Methods for Modification of Metabolic Networks
title Computational Methods for Modification of Metabolic Networks
title_full Computational Methods for Modification of Metabolic Networks
title_fullStr Computational Methods for Modification of Metabolic Networks
title_full_unstemmed Computational Methods for Modification of Metabolic Networks
title_short Computational Methods for Modification of Metabolic Networks
title_sort computational methods for modification of metabolic networks
topic Mini Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4477032/
https://www.ncbi.nlm.nih.gov/pubmed/26106462
http://dx.doi.org/10.1016/j.csbj.2015.05.004
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