PLoS Computational Biology · 2012 · 263 citations · 23 references
Life SciencesBioinformaticsEvolutionary BiologyComparative GenomicsGenomicsPhylogeneticsEvolutionary RelationshipsPhylogenomic AnalysisProtein Function AnnotationSequence AnnotationAncestral Gene FunctionAnnotation Propagation By OrthologyDivergenceFunctional Annotation BiasOrthologsOrthology AnalysisSequence DivergenceTerm Frequency
The function of most proteins is not determined experimentally, but is extrapolated from homologs. According to the "ortholog conjecture", or standard model of phylogenomics, protein function changes rapidly after duplication, leading to paralogs with different functions, while orthologs retain the ancestral function. We report here that a comparison of experimentally supported functional annotations among homologs from 13 genomes mostly supports this model. We show that to analyze GO annotation effectively, several confounding factors need to be controlled: authorship bias, variation of GO term frequency among species, variation of background similarity among species pairs, and propagated annotation bias. After controlling for these biases, we observe that orthologs have generally more similar functional annotations than paralogs. This is especially strong for sub-cellular localization. We observe only a weak decrease in functional similarity with increasing sequence divergence. These findings hold over a large diversity of species; notably orthologs from model organisms such as E. coli, yeast or mouse have conserved function with human proteins.
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The Neutral Theory of Molecular Evolution
Scientific American · 1979 · 7.8K citations
An Information-Theoretic Definition of Similarity
Dekang Lin · 1998 · 3.7K citations
Using Information Content to Evaluate Semantic Similarity in a Taxonomy
Philip Resnik · ArXiv.org · 1995 · 2.2K citations · Full text
Amos Bairoch · Nucleic Acids Research · 2000 · 1.2K citations · Full text