Literature DB >> 19147116

Maximum entropy decomposition of flux distribution at steady state to elementary modes.

Quanyu Zhao1, Hiroyuki Kurata.   

Abstract

Enzyme Control Flux (ECF) is a method of correlating enzyme activity and flux distribution. The advantage of ECF is that the measurement integrates proteome data with metabolic flux analysis through Elementary Modes (EMs). But there are a few methods of effectively determining the Elementary Mode Coefficient (EMC) in cases where no objective biological function is available. Therefore, we proposed a new algorithm implementing the maximum entropy principle (MEP) as an objective function for estimating the EMC. To demonstrate the feasibility of using the MEP in this way, we compared it with Linear Programming and Quadratic Programming for modeling the metabolic networks of Chinese Hamster Ovary, Escherichia coli, and Saccharomyces cerevisiae cells. The use of the MEP presents the most plausible distribution of EMCs in the absence of any biological hypotheses describing the physiological state of cells, thereby enhancing the prediction accuracy of the flux distribution in various mutants.

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Year:  2009        PMID: 19147116     DOI: 10.1016/j.jbiosc.2008.09.011

Source DB:  PubMed          Journal:  J Biosci Bioeng        ISSN: 1347-4421            Impact factor:   2.894


  7 in total

Review 1.  Advanced stoichiometric analysis of metabolic networks of mammalian systems.

Authors:  Mehmet A Orman; Francois Berthiaume; Ioannis P Androulakis; Marianthi G Ierapetritou
Journal:  Crit Rev Biomed Eng       Date:  2011

2.  Pathway analysis of liver metabolism under stressed condition.

Authors:  Mehmet A Orman; Francois Berthiaume; Ioannis P Androulakis; Marianthi G Ierapetritou
Journal:  J Theor Biol       Date:  2010-12-14       Impact factor: 2.691

3.  Relationship between fitness and heterogeneity in exponentially growing microbial populations.

Authors:  Anna Paola Muntoni; Alfredo Braunstein; Andrea Pagnani; Daniele De Martino; Andrea De Martino
Journal:  Biophys J       Date:  2022-04-14       Impact factor: 3.699

4.  Projection to latent pathways (PLP): a constrained projection to latent variables (PLS) method for elementary flux modes discrimination.

Authors:  Ana R Ferreira; João M L Dias; Ana P Teixeira; Nuno Carinhas; Rui M C Portela; Inês A Isidro; Moritz von Stosch; Rui Oliveira
Journal:  BMC Syst Biol       Date:  2011-11-01

5.  Stoichiometry based steady-state hepatic flux analysis: computational and experimental aspects.

Authors:  Mehmet A Orman; John Mattick; Ioannis P Androulakis; Francois Berthiaume; Marianthi G Ierapetritou
Journal:  Metabolites       Date:  2012-03-14

6.  A principal components method constrained by elementary flux modes: analysis of flux data sets.

Authors:  Moritz von Stosch; Cristiana Rodrigues de Azevedo; Mauro Luis; Sebastiao Feyo de Azevedo; Rui Oliveira
Journal:  BMC Bioinformatics       Date:  2016-05-04       Impact factor: 3.169

Review 7.  An introduction to the maximum entropy approach and its application to inference problems in biology.

Authors:  Andrea De Martino; Daniele De Martino
Journal:  Heliyon       Date:  2018-04-13
  7 in total

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