Inference of Pathway Decomposition Across Multiple Species Through Gene Clustering

被引:0
|
作者
Vitsios, Dimitrios M. [1 ,2 ]
Psomopoulos, Fotis E. [1 ]
Mitkas, Pericles A. [3 ]
Ouzounis, Christos A. [1 ]
机构
[1] Ctr Res & Technol Hellas CERTH, Thessaloniki 57001, Greece
[2] EMBL European Bioinformat Inst, Cambridge CB10 1SD, England
[3] Aristotle Univ Thessaloniki, Dept Elect & Comp Engn, Thessaloniki 54124, Greece
关键词
Bioinformatics; metabolic pathways; clustering algorithm; phylogenetic analysis; PHYLOGENETIC ANALYSIS; EVOLUTION; ALGORITHM; TREES;
D O I
10.1142/S0218213015400035
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the wake of gene-oriented data analysis in large-scale bioinformatics studies, focus in research is currently shifting towards the analysis of the functional association of genes, namely the metabolic pathways in which genes participate. The goal of this paper is to attempt to identify the core genes in a specific pathway, based on a user-defined selection of genomes. To this end, a novel algorithm has been developed that uses data from the KEGG database, and through the application of the MCL clustering algorithm, identifies clusters that correspond to different "layers" of genes, either on a phylogenetic or a functional level. The algorithm's complexity, evaluated experimentally, is presented and the results on three characteristic case studies are discussed.
引用
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页数:27
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