Abstract
The availability of computerized knowledge on biochemical pathways in the KEGG database opens new opportunities for developing computational methods to characterize and understand higher level functions of complete genomes. Our approach is based on the concept of graphs; for example, the genome is a graph with genes as nodes and the pathway is another graph with gene products as nodes. We have developed a simple method for graph comparison to identify local similarities, termed correlated clusters, between two graphs, which allows gaps and mismatches of nodes and edges and is especially suitable for detecting biological features. The method was applied to a comparison of the complete genomes of 10 microorganisms and the KEGG metabolic pathways, which revealed, not surprisingly, a tendency for formation of correlated clusters called FRECs (functionally related enzyme clusters). However, this tendency varied considerably depending on the organism. The relative number of enzymes in FRECs was close to 50% for Bacillus subtilis and Escherichia coli, but was <10% for SYNECHOCYSTIS: and Saccharomyces cerevisiae. The FRECs collection is reorganized into a collection of ortholog group tables in KEGG, which represents conserved pathway motifs with the information about gene clusters in all the completely sequenced genomes.
MeSH Terms
Algorithms
Automation
Computational Biology/methods
Conserved Sequence/genetics
Databases, Factual
Enzymes/genetics,metabolism
Escherichia coli/enzymology,genetics,metabolism
Genome
Genome, Archaeal
Genome, Bacterial
Genome, Fungal
Operon/genetics
Peptidoglycan/biosynthesis
Sequence Homology
Statistics as Topic
Chemicals
Enzymes
Peptidoglycan
Authors & Affiliations
4 authors, click to expand affiliations / ORCID
Ogata H
Institute for Chemical Research, Kyoto University, Uji, Kyoto 611-0011, Japan.
Fujibuchi W
Goto S
Kanehisa M
References (22)
22 references, click to expand
-
Sequence analysis of the genome of the unicellular cyanobacterium Synechocystis sp. strain PCC6803. II. Sequence determination of the entire genome and assignment of potential protein-coding regions.
DNA Res. 1996 Jun 30;3(3):109-36
PMID: 8905231
-
Complete genome sequence of the methanogenic archaeon, Methanococcus jannaschii.
Science. 1996 Aug 23;273(5278):1058-73
PMID: 8688087
-
Conserved clusters of functionally related genes in two bacterial genomes.
J Mol Evol. 1997 Jan;44(1):66-73
PMID: 9010137
-
The metabolic pathway collection: an update.
Nucleic Acids Res. 1997 Jan 1;25(1):37-8
PMID: 9016500
-
Genes and proteins of Escherichia coli K-12 (GenProtEC).
Nucleic Acids Res. 1997 Jan 1;25(1):51-2
PMID: 9016503
-
The complete genome sequence of the gastric pathogen Helicobacter pylori.
Nature. 1997 Aug 7;388(6642):539-47
PMID: 9252185
-
The complete genome sequence of Escherichia coli K-12.
Science. 1997 Sep 5;277(5331):1453-62
PMID: 9278503
-
A database for post-genome analysis.
Trends Genet. 1997 Sep;13(9):375-6
PMID: 9287494
-
Complete genome sequence of Methanobacterium thermoautotrophicum deltaH: functional analysis and comparative genomics.
J Bacteriol. 1997 Nov;179(22):7135-55
PMID: 9371463
-
The complete genome sequence of the gram-positive bacterium Bacillus subtilis.
Nature. 1997 Nov 20;390(6657):249-56
PMID: 9384377
-
Organizing and computing metabolic pathway data in terms of binary relations.
Pac Symp Biocomput. 1997;:175-86
PMID: 9390290
-
GenBank.
Nucleic Acids Res. 1998 Jan 1;26(1):1-7
PMID: 9399790
-
A comparative analysis of ABC transporters in complete microbial genomes.
Genome Res. 1998 Oct;8(10):1048-59
PMID: 9799792
-
KEGG: kyoto encyclopedia of genes and genomes.
Nucleic Acids Res. 2000 Jan 1;28(1):27-30
PMID: 10592173
-
The SWISS-PROT protein sequence database and its supplement TrEMBL in 2000.
Nucleic Acids Res. 2000 Jan 1;28(1):45-8
PMID: 10592178
-
LIGAND: chemical database of enzyme reactions.
Nucleic Acids Res. 2000 Jan 1;28(1):380-2
PMID: 10592281
-
Automatic detection of conserved gene clusters in multiple genomes by graph comparison and P-quasi grouping.
Nucleic Acids Res. 2000 Oct 15;28(20):4029-36
PMID: 11024184
-
Functions of the gene products of Escherichia coli.
Microbiol Rev. 1993 Dec;57(4):862-952
PMID: 7508076
-
Whole-genome random sequencing and assembly of Haemophilus influenzae Rd.
Science. 1995 Jul 28;269(5223):496-512
PMID: 7542800
-
The minimal gene complement of Mycoplasma genitalium.
Science. 1995 Oct 20;270(5235):397-403
PMID: 7569993
-
EcoCyc: an encyclopedia of Escherichia coli genes and metabolism.
Nucleic Acids Res. 1996 Jan 1;24(1):32-9
PMID: 8594595
-
Complete sequence analysis of the genome of the bacterium Mycoplasma pneumoniae.
Nucleic Acids Res. 1996 Nov 15;24(22):4420-49
PMID: 8948633