Prediction of metabolic pathways from genome-scale metabolic networks

被引:26
|
作者
Faust, Karoline [1 ]
Croes, Didier [2 ]
van Helden, Jacques [2 ]
机构
[1] Vrije Univ Brussel, VIB, Res Grp Bioinformat & Ecosyst Biol BSB, B-1050 Brussels, Belgium
[2] Univ Libre Bruxelles, Lab Bioinformat Genomes & Reseaux BiGRe, B-1050 Brussels, Belgium
基金
澳大利亚研究理事会;
关键词
Metabolic pathway definition; Metabolic pathway prediction; Metabolic network representation; Subgraph extraction; ELEMENTARY FLUX MODES; SMALL-WORLD; MEANINGFUL PATHWAYS; ESCHERICHIA-COLI; RECONSTRUCTION; TOOL; EXPRESSION; DATABASES; PATHS; SET;
D O I
10.1016/j.biosystems.2011.05.004
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
The analysis of a variety of data sets (transcriptome arrays, phylogenetic profiles, etc.) yields groups of functionally related genes. In order to determine their biological function, associated gene groups are often projected onto known pathways or tested for enrichment of known functions. However, these approaches are not flexible enough to deal with variations or novel pathways. During the last decade, we developed and refined an approach that predicts metabolic pathways from a global metabolic network encompassing all known reactions and their substrates/products, by extracting a subgraph connecting at best a set of seed nodes (compounds, reactions, enzymes or enzyme-coding genes). In this review, we summarize this work, while discussing the problems and pitfalls but also the advantages and applications of network-based metabolic pathway prediction. (C) 2011 Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:109 / 121
页数:13
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