Abstract
The identification of orthologous groups is useful for genome annotation, studies on gene/protein evolution, comparative genomics, and the identification of taxonomically restricted sequences. Methods successfully exploited for prokaryotic genome analysis have proved difficult to apply to eukaryotes, however, as larger genomes may contain multiple paralogous genes, and sequence information is often incomplete. OrthoMCL provides a scalable method for constructing orthologous groups across multiple eukaryotic taxa, using a Markov Cluster algorithm to group (putative) orthologs and paralogs. This method performs similarly to the INPARANOID algorithm when applied to two genomes, but can be extended to cluster orthologs from multiple species. OrthoMCL clusters are coherent with groups identified by EGO, but improved recognition of "recent" paralogs permits overlapping EGO groups representing the same gene to be merged. Comparison with previously assigned EC annotations suggests a high degree of reliability, implying utility for automated eukaryotic genome annotation. OrthoMCL has been applied to the proteome data set from seven publicly available genomes (human, fly, worm, yeast, Arabidopsis, the malaria parasite Plasmodium falciparum, and Escherichia coli). A Web interface allows queries based on individual genes or user-defined phylogenetic patterns (http://www.cbil.upenn.edu/gene-family). Analysis of clusters incorporating P. falciparum genes identifies numerous enzymes that were incompletely annotated in first-pass annotation of the parasite genome.
MeSH Terms
Animals
Arabidopsis/genetics
Caenorhabditis elegans/genetics
Computational Biology/methods
Drosophila melanogaster/genetics
Eukaryotic Cells/chemistry,metabolism
Genome
Genome, Fungal
Genome, Plant
Genome, Protozoan
Humans
Internet
Plasmodium falciparum/genetics
Saccharomyces cerevisiae/genetics
Sequence Homology, Nucleic Acid
Software
Authors & Affiliations
3 authors, click to expand affiliations / ORCID
Li Li
Department of Biology and Genetics, Center for Bioinformatics, and Genomics Institute, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA.
Stoeckert Christian J
Roos David S
References (33)
33 references, click to expand
-
Human and nematode orthologs--lessons from the analysis of 1800 human genes and the proteome of Caenorhabditis elegans.
Gene. 1999 Sep 30;238(1):163-70
PMID: 10570994
-
Comparison of the complete protein sets of worm and yeast: orthology and divergence.
Science. 1998 Dec 11;282(5396):2022-8
PMID: 9851918
-
The COG database: a tool for genome-scale analysis of protein functions and evolution.
Nucleic Acids Res. 2000 Jan 1;28(1):33-6
PMID: 10592175
-
The TIGR gene indices: reconstruction and representation of expressed gene sequences.
Nucleic Acids Res. 2000 Jan 1;28(1):141-5
PMID: 10592205
-
Searching for drug targets in microbial genomes.
Curr Opin Biotechnol. 1999 Dec;10(6):571-8
PMID: 10600691
-
Comparative genomics of the eukaryotes.
Science. 2000 Mar 24;287(5461):2204-15
PMID: 10731134
-
Homology a personal view on some of the problems.
Trends Genet. 2000 May;16(5):227-31
PMID: 10782117
-
Gene ontology: tool for the unification of biology. The Gene Ontology Consortium.
Nat Genet. 2000 May;25(1):25-9
PMID: 10802651
-
The COG database: new developments in phylogenetic classification of proteins from complete genomes.
Nucleic Acids Res. 2001 Jan 1;29(1):22-8
PMID: 11125040
-
The TIGR Gene Indices: analysis of gene transcript sequences in highly sampled eukaryotic species.
Nucleic Acids Res. 2001 Jan 1;29(1):159-64
PMID: 11125077
-
Using the COG database to improve gene recognition in complete genomes.
Genetica. 2000;108(1):9-17
PMID: 11145426
-
A plastid segregation defect in the protozoan parasite Toxoplasma gondii.
EMBO J. 2001 Feb 1;20(3):330-9
PMID: 11157740
-
Towards understanding the first genome sequence of a crenarchaeon by genome annotation using clusters of orthologous groups of proteins (COGs).
Genome Biol. 2000;1(5):RESEARCH0009
PMID: 11178258
-
Creating the gene ontology resource: design and implementation.
Genome Res. 2001 Aug;11(8):1425-33
PMID: 11483584
-
Automatic clustering of orthologs and in-paralogs from pairwise species comparisons.
J Mol Biol. 2001 Dec 14;314(5):1041-52
PMID: 11743721
-
Cross-referencing eukaryotic genomes: TIGR Orthologous Gene Alignments (TOGA).
Genome Res. 2002 Mar;12(3):493-502
PMID: 11875039
-
An efficient algorithm for large-scale detection of protein families.
Nucleic Acids Res. 2002 Apr 1;30(7):1575-84
PMID: 11917018
-
Predicting gene ontology functions from ProDom and CDD protein domains.
Genome Res. 2002 Apr;12(4):648-55
PMID: 11932249
-
A hot story from comparative genomics: reverse gyrase is the only hyperthermophile-specific protein.
Trends Genet. 2002 May;18(5):236-7
PMID: 12047940
-
Clustering of proximal sequence space for the identification of protein families.
Bioinformatics. 2002 Jul;18(7):908-21
PMID: 12117788
-
The Plasmodium genome database.
Nature. 2002 Oct 3;419(6906):490-2
PMID: 12368860
-
Genome sequence of the human malaria parasite Plasmodium falciparum.
Nature. 2002 Oct 3;419(6906):498-511
PMID: 12368864
-
Genome sequence and comparative analysis of the model rodent malaria parasite Plasmodium yoelii yoelii.
Nature. 2002 Oct 3;419(6906):512-9
PMID: 12368865
-
PlasmoDB: the Plasmodium genome resource. A database integrating experimental and computational data.
Nucleic Acids Res. 2003 Jan 1;31(1):212-5
PMID: 12519984
-
Distinguishing homologous from analogous proteins.
Syst Zool. 1970 Jun;19(2):99-113
PMID: 5449325
-
CLUSTAL W: improving the sensitivity of progressive multiple sequence alignment through sequence weighting, position-specific gap penalties and weight matrix choice.
Nucleic Acids Res. 1994 Nov 11;22(22):4673-80
PMID: 7984417
-
The multiplicity of domains in proteins.
Annu Rev Biochem. 1995;64:287-314
PMID: 7574483
-
A plastid of probable green algal origin in Apicomplexan parasites.
Science. 1997 Mar 7;275(5305):1485-9
PMID: 9045615
-
Gene families: the taxonomy of protein paralogs and chimeras.
Science. 1997 Oct 24;278(5338):609-14
PMID: 9381171
-
A genomic perspective on protein families.
Science. 1997 Oct 24;278(5338):631-7
PMID: 9381173
-
A plastid organelle as a drug target in apicomplexan parasites.
Nature. 1997 Nov 27;390(6658):407-9
PMID: 9389481
-
Large-scale taxonomic profiling of eukaryotic model organisms: a comparison of orthologous proteins encoded by the human, fly, nematode, and yeast genomes.
Genome Res. 1998 Jun;8(6):590-8
PMID: 9647634
-
The apicoplast as a potential therapeutic target in Toxoplasma and other apicomplexan parasites: some additional thoughts.
Parasitol Today. 1999 Jan;15(1):41
PMID: 10234180