TMB-Hunt: a web server to screen sequence sets for transmembrane beta-barrel proteins
- PMID: 15980452
- PMCID: PMC1160145
- DOI: 10.1093/nar/gki384
TMB-Hunt: a web server to screen sequence sets for transmembrane beta-barrel proteins
Abstract
TMB-Hunt is a program that uses a modified k-nearest neighbour (k-NN) algorithm to classify protein sequences as transmembrane beta-barrel (TMB) or non-TMB on the basis of whole sequence amino acid composition. By including differentially weighted amino acids, evolutionary information and by calibrating the scoring, a discrimination accuracy of 92.5% was achieved, as tested using a rigorous cross-validation procedure. The TMB-Hunt web server, available at www.bioinformatics.leeds.ac.uk/betaBarrel, allows screening of up to 10,000 sequences in a single query and provides results and key statistics in a simple colour coded format.
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References
-
- Bernstein F.C., Koetzle T.F., Williams G.J., Meyer E.F.J., Brice M.D., Rodgers J.R., Kennard O., Shimanouchi T., Tasumi M. The Protein Data Bank: a computer-based archival file for macromolecular structures. J. Mol. Biol. 1977;112:535–542. - PubMed
-
- Tusnady G.E., Dosztanyi Z., Simon I. Transmembrane proteins in the Protein Data Bank: identification and classification. Bioinformatics. 2004;20:2964–2972. - PubMed
-
- Murzin A.G., Brenner S.E., Hubbard T., Chothia C. SCOP: a structural classification of proteins database for the investigation of sequences and structures. J. Mol. Biol. 1995;247:536–540. - PubMed
-
- Schulz G.E. beta-Barrel membrane proteins. Curr. Opin. Struct. Biol. 2000;10:443–447. - PubMed