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Simultaneous Parameters Identifiability and Estimation of an E. coli Metabolic Network Model

Alberton, Kese Pontes Freitas et al · Hindawi Publishing Corporation · 2015

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This work proposes a procedure for simultaneous parameters identifiability and estimation in metabolic networks in order to overcome difficulties associated with lack of experimental data and large number of parameters, a common scenario in themodeling of such systems. As case study, the complex real problem of parameters identifiability of the Escherichia coli K-12 W3110 dynamic model was investigated, composed by 18 differential ordinary equations and 35 kinetic rates, containing 125 parameters. With the procedure, model fit was improved formost of the measured metabolites, achieving 58 parameters estimated, including 5 unknown initial conditions.The results indicate that simultaneous parameters identifiability and estimation approach in metabolic networks is appealing, since model fit to the most of measured metabolites was possible even when important measures of intracellular metabolites and good initial estimates of parameters are not available. Fil: Alberton, Kese Pontes Freitas. Universidade Federal do Rio de Janeiro; Brasil Fil: Alberton, André Luís. Universidade Do Estado de Rio Do Janeiro; Brasil

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APA 7

Alberton, K. P. F. E. A. (2015). Simultaneous Parameters Identifiability and Estimation of an E. coli Metabolic Network Model. http://hdl.handle.net/11336/24451

MLA

Alberton, Kese Pontes Freitas et al. "Simultaneous Parameters Identifiability and Estimation of an E. coli Metabolic Network Model." 2015. http://hdl.handle.net/11336/24451.

Chicago

Alberton, Kese Pontes Freitas et al. 2015. "Simultaneous Parameters Identifiability and Estimation of an E. coli Metabolic Network Model.". http://hdl.handle.net/11336/24451.

Harvard

Alberton, K. P. F. E. A. 2015, Simultaneous Parameters Identifiability and Estimation of an E. coli Metabolic Network Model, Hindawi Publishing Corporation, available at: http://hdl.handle.net/11336/24451 [Accessed 7 Aug. 2026].

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Title
Simultaneous Parameters Identifiability and Estimation of an E. coli Metabolic Network Model
Author / contributors
Alberton, Kese Pontes Freitas et al
Publisher
Hindawi Publishing Corporation
Publication year
2015
ISSN
2314-6133
ISSN
2314-6133
Language
English

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