Genome biology · 2012 · 94 citations · 61 references
Life SciencesBioinformaticsBiologyComparative GenomicsGenomicsSequence AnalysisComparative Mitochondrial GenomicsOrthology InferenceProtein Sequence AnalysisSequence Similarity SearchCytochrome C Oxidase AssemblyMitochondrial GenomicsOrthology AnalysisOrthology AssessmentProtein Function PredictionProtein Subcellular LocalizationSequence Profile AnalysisSubcellular Protein Localization
BACKGROUND: Orthology is a central tenet of comparative genomics and ortholog identification is instrumental to protein function prediction. Major advances have been made to determine orthology relations among a set of homologous proteins. However, they depend on the comparison of individual sequences and do not take into account divergent orthologs. RESULTS: We have developed an iterative orthology prediction method, Ortho-Profile, that uses reciprocal best hits at the level of sequence profiles to infer orthology. It increases ortholog detection by 20% compared to sequence-to-sequence comparisons. Ortho-Profile predicts 598 human orthologs of mitochondrial proteins from Saccharomyces cerevisiae and Schizosaccharomyces pombe with 94% accuracy. Of these, 181 were not known to localize to mitochondria in mammals. Among the predictions of the Ortho-Profile method are 11 human cytochrome c oxidase (COX) assembly proteins that are implicated in mitochondrial function and disease. Their co-expression patterns, experimentally verified subcellular localization, and co-purification with human COX-associated proteins support these predictions. For the human gene C12orf62, the ortholog of S. cerevisiae COX14, we specifically confirm its role in negative regulation of the translation of cytochrome c oxidase. CONCLUSIONS: Divergent homologs can often only be detected by comparing sequence profiles and profile-based hidden Markov models. The Ortho-Profile method takes advantage of these techniques in the quest for orthologs.
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Basic local alignment search tool
Stephen F. Altschul, Warren Gish, Webb Miller et al. · Journal of Molecular Biology · 1990 · 94.5K citations
Julie Thompson, Desmond G. Higgins, Toby J. Gibson · Nucleic Acids Research · 1994 · 64.9K citations · Full text
The Pfam Protein Families Database
Alex Bateman · Nucleic Acids Research · 2002 · 14.2K citations · Full text