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PMID: 15539452 Published · ppublish English Comparative Study Evaluation Study Journal Article Research Support, Non-U.S. Gov't Validation Study

An improved algorithm for stoichiometric network analysis: theory and applications.

Bioinformatics (Oxford, England) ·Vol. 21 ·No. 7 ·2005-04-01 ·Pages 1203-10

Urbanczik R, Wagner C

Abstract

Genome scale analysis of the metabolic network of a microorganism is a major challenge in bioinformatics. The combinatorial explosion, which occurs during the construction of elementary fluxes (non-redundant pathways) requires sophisticated and efficient algorithms to tackle the problem. Mathematically, the calculation of elementary fluxes amounts to characterizing the space of solutions to a mixed system of linear equalities, given by the stoichiometry matrix, and linear inequalities, arising from the irreversibility of some or all of the reactions in the network. Previous approaches to this problem have iteratively solved for the equalities while satisfying the inequalities throughout the process. In an extension of previous work, here we consider the complementary approach and derive an algorithm which satisfies the inequalities one by one while staying in the space of solution of the equality constraints. Benchmarks on different subnetworks of the central carbon metabolism of Escherichia coli show that this new approach yields a significant reduction in the execution time of the calculation. This reduction arises since the odds that an intermediate elementary flux already fulfills an additional inequality are larger than when having to satisfy an additional equality constraint.

MeSH Terms
Algorithms Combinatorial Chemistry Techniques Computer Simulation Databases, Factual Energy Metabolism/physiology Escherichia coli/physiology Escherichia coli Proteins/metabolism Gene Expression Profiling/methods Gene Expression Regulation, Bacterial/physiology Models, Biological Protein Interaction Mapping/methods Signal Transduction/physiology Transcription Factors/metabolism
Chemicals
Escherichia coli Proteins Transcription Factors
Authors & Affiliations
2 authors, click to expand affiliations / ORCID
Urbanczik R
Institute of Pharmacology, University of Bern, Friedbuehlstrasse 49, CH-3010 Bern, Switzerland. [email protected]
Wagner C
Article Info
Journal
Bioinformatics (Oxford, England)
Abbr.
Bioinformatics
ISSN
1367-4803
Published
2005-04-01
Epub
2004-00-11
Pages
1203-10
Language
English
Region
England
NLM ID
9808944
Subset
IM
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