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j.csbj.2015.05.004.pdf637.54 kBAdobe PDF見る/開く
タイトル: Computational Methods for Modification of Metabolic Networks.
著者: Tamura, Takeyuki  kyouindb  KAKEN_id  orcid https://orcid.org/0000-0003-1596-901X (unconfirmed)
Lu, Wei
Akutsu, Tatsuya  kyouindb  KAKEN_id  orcid https://orcid.org/0000-0001-9763-797X (unconfirmed)
著者名の別形: 田村, 武幸
阿久津, 達也
キーワード: Metabolic network
Constraint-based programming
Flux balance analysis
Elementary mode
Boolean model
Overfitting
発行日: 2015
出版者: Elsevier BV
誌名: Computational and Structural Biotechnology Journal
巻: 13
開始ページ: 376
終了ページ: 381
抄録: 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.
著作権等: ©2015 Tamura et al. Published by Elsevier B.V. on behalf of the Research Network of Computational and Structural Biotechnology. This is an open access article under the CC BY license(http://creativecommons.org/licenses/by/4.0/).
URI: http://hdl.handle.net/2433/207603
DOI(出版社版): 10.1016/j.csbj.2015.05.004
PubMed ID: 26106462
出現コレクション:学術雑誌掲載論文等

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