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  1. 学術雑誌論文
  2. 4 自然科学

Ranking network mechanisms by how they fit diverse experiments and deciding on E. coli's ammonium transport and assimilation network

http://hdl.handle.net/10228/00007537
http://hdl.handle.net/10228/00007537
abcbcb08-37f4-4986-bd88-8d0c4f4bc4dd
名前 / ファイル ライセンス アクション
s41540-019-0091-6.pdf s41540-019-0091-6.pdf (1.1 MB)
Item type 学術雑誌論文 = Journal Article(1)
公開日 2020-01-16
資源タイプ
資源タイプ識別子 http://purl.org/coar/resource_type/c_6501
資源タイプ journal article
タイトル
タイトル Ranking network mechanisms by how they fit diverse experiments and deciding on E. coli's ammonium transport and assimilation network
言語
言語 eng
著者 前田, 和勲

× 前田, 和勲

WEKO 16743
e-Rad 50631230
Scopus著者ID 56010811200
ORCiD 0000-0002-6038-1322
九工大研究者情報 100000926

en Maeda, Kazuhiro

ja 前田, 和勲

ja-Kana マエダ, カズヒロ


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Westerhoff, Hans V.

× Westerhoff, Hans V.

WEKO 26209

Westerhoff, Hans V.

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倉田, 博之

× 倉田, 博之

WEKO 2130
e-Rad 90251371
Scopus著者ID 35482011000
九工大研究者情報 265

en Kurata, Hiroyuki

ja 倉田, 博之

ja-Kana クラタ, ヒロユキ


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Boogerd, Fred C.

× Boogerd, Fred C.

WEKO 26211

Boogerd, Fred C.

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抄録
内容記述タイプ Abstract
内容記述 The complex ammonium transport and assimilation network of E. coli involves the ammonium transporter AmtB, the regulatory proteins GlnK and GlnB, and the central N-assimilating enzymes together with their highly complex interactions. The engineering and modelling of such a complex network seem impossible because functioning depends critically on a gamut of data known at patchy accuracy. We developed a way out of this predicament, which employs: (i) a constrained optimization-based technology for the simultaneous fitting of models to heterogeneous experimental data sets gathered through diverse experimental set-ups, (ii) a ‘rubber band method’ to deal with different degrees of uncertainty, both in experimentally determined or estimated parameter values and in measured transient or steady-state variables (training data sets), (iii) integration of human expertise to decide on accuracies of both parameters and variables, (iv) massive computation employing a fast algorithm and a supercomputer, (v) an objective way of quantifying the plausibility of models, which makes it possible to decide which model is the best and how much better that model is than the others. We applied the new technology to the ammonium transport and assimilation network, integrating recent and older data of various accuracies, from different expert laboratories. The kinetic model objectively ranked best, has E. coli's AmtB as an active transporter of ammonia to be assimilated with GlnK minimizing the futile cycling that is an inevitable consequence of intracellular ammonium accumulation. It is 130 times better than a model with facilitated passive transport of ammonia.
書誌情報 npj Systems Biology and Applications

巻 5, p. 14-1-14-11, 発行日 2019-04-12
出版社
出版者 Nature Research
DOI
関連タイプ isIdenticalTo
識別子タイプ DOI
関連識別子 info:doi/10.1038/s41540-019-0091-6
ISSN
収録物識別子タイプ ISSN
収録物識別子 2056-7189
著作権関連情報
権利情報 Copyright (c) The Author(s) 2019
著作権関連情報
権利情報 Creative Commons Attribution 4.0 International License
著作権関連情報
権利情報 http://creativecommons.org/licenses/by/4.0/
キーワード
主題Scheme Other
主題 Computer modelling
キーワード
主題Scheme Other
主題 Differential equations
キーワード
主題Scheme Other
主題 Numerical simulations
出版タイプ
出版タイプ VoR
出版タイプResource http://purl.org/coar/version/c_970fb48d4fbd8a85
査読の有無
値 yes
研究者情報
URL https://hyokadb02.jimu.kyutech.ac.jp/html/265_ja.html
論文ID(連携)
値 10346186
連携ID
値 8044
情報源
識別子タイプ DOI
関連識別子 https://doi.org/10.1038/s41540-019-0091-6
関連名称 https://doi.org/10.1038/s41540-019-0091-6
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