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GeneWise and Genomewise

Genome Research · 2004 · Vol. 14(5) · pp. 988–995
Ewan BirneyMichèle ClampRichard Durbin

Abstract

We present two algorithms in this paper: GeneWise, which predicts gene structure using similar protein sequences, and Genomewise, which provides a gene structure final parse across cDNA- and EST-defined spliced structure. Both algorithms are heavily used by the Ensembl annotation system. The GeneWise algorithm was developed from a principled combination of hidden Markov models (HMMs). Both algorithms are highly accurate and can provide both accurate and complete gene structures when used with the correct evidence.

Genomics and Phylogenetic StudiesRNA and protein synthesis mechanismsMachine Learning in BioinformaticsEnsemblBiologyParsingHidden Markov modelComputational biologyAnnotationGeneGene predictionGene AnnotationGenetics

MeSH terms

AlgorithmsModels, TheoreticalPredictive Value of TestsResearch DesignSoftwareDNA, ComplementaryComputational Biology5' Flanking Region3' Flanking Region

Funding

  • Wellcome Trust
  • National Institutes of Health
  • National Institute of Allergy and Infectious Diseases
Citations
3,009
FWCI
field-weighted impact
References
31
Percentile
vs. same field & year
Citations per year
References
Profile hidden Markov models.
Bioinformatics · 1998 · 5,777 citations
Prediction of complete gene structures in human genomic DNA
Journal of Molecular Biology · 1997 · 4,306 citations
Initial sequencing and analysis of the human genome
Nature · 2001 · 24,452 citations
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