TMB-Hunt: a web server to screen sequence sets for transmembrane β-barrel proteins

TMB-Hunt is a program that uses a modified k-nearest neighbour (k-NN) algorithm to classify protein sequences as transmembrane β-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 , allows screening of up to 10 000 sequences in a single query and provides results and key statistics in a simple colour coded format.

[1]  K Nishikawa,et al.  Discrimination of intracellular and extracellular proteins using amino acid composition and residue-pair frequencies. , 1994, Journal of molecular biology.

[2]  David P. Chimento,et al.  Substrate-induced transmembrane signaling in the cobalamin transporter BtuB , 2003, Nature Structural Biology.

[3]  M. Saier,et al.  The Transporter Classification (TC) System, 2002 , 2002, Critical reviews in biochemistry and molecular biology.

[4]  G. Schulz beta-Barrel membrane proteins. , 2000, Current opinion in structural biology.

[5]  Stavros J. Hamodrakas,et al.  PRED-TMBB: a web server for predicting the topology of ?barrel outer membrane proteins , 2004, Nucleic Acids Res..

[6]  Qi Liu,et al.  Identification of -barrel membrane proteins based on amino acid composition properties and predicted secondary structure , 2003, Comput. Biol. Chem..

[7]  Harpreet Kaur,et al.  Prediction of transmembrane regions of beta-barrel proteins using ANN- and SVM-based methods. , 2004, Proteins.

[8]  T. Rapoport,et al.  Crystal Structure of the Long-Chain Fatty Acid Transporter FadL , 2004, Science.

[9]  Ingvar Eidhammer,et al.  BOMP: a program to predict integral ?barrel outer membrane proteins encoded within genomes of Gram-negative bacteria , 2004, Nucleic Acids Res..

[10]  Piet Gros,et al.  Structure of the translocator domain of a bacterial autotransporter , 2004, The EMBO journal.

[11]  G. Schulz β-Barrel membrane proteins , 2000 .

[12]  Henry R. Bigelow,et al.  Predicting transmembrane beta-barrels in proteomes. , 2004, Nucleic acids research.

[13]  Rolf Apweiler,et al.  A collection of well characterised integral membrane proteins , 2000, Bioinform..

[14]  K. Chou,et al.  Prediction of membrane protein types and subcellular locations , 1999, Proteins.

[15]  Stavros J. Hamodrakas,et al.  A Hidden Markov Model method, capable of predicting and discriminating β-barrel outer membrane proteins , 2004, BMC Bioinformatics.

[16]  Georg E. Schulz,et al.  The Structure of a Mycobacterial Outer-Membrane Channel , 2004, Science.

[17]  B. van den Berg,et al.  Crystal structure of the bacterial nucleoside transporter Tsx , 2004, The EMBO journal.

[18]  E. Myers,et al.  Basic local alignment search tool. , 1990, Journal of molecular biology.

[19]  Piero Fariselli,et al.  A sequence-profile-based HMM for predicting and discriminating beta barrel membrane proteins , 2002, ISMB.

[20]  G. Schulz,et al.  High-resolution structure of the OmpA membrane domain. , 2000, Journal of molecular biology.

[21]  D. Lipman,et al.  Improved tools for biological sequence comparison. , 1988, Proceedings of the National Academy of Sciences of the United States of America.

[22]  K. Chou,et al.  An optimization approach to predicting protein structural class from amino acid composition , 1992, Protein science : a publication of the Protein Society.

[23]  K. Everett,et al.  Architecture of the cell envelope of Chlamydia psittaci 6BC , 1995, Journal of bacteriology.

[24]  G J Williams,et al.  The Protein Data Bank: a computer-based archival file for macromolecular structures. , 1978, Archives of biochemistry and biophysics.

[25]  J. Gouaux,et al.  Structure of Staphylococcal α-Hemolysin, a Heptameric Transmembrane Pore , 1996, Science.

[26]  P. Aloy,et al.  Relation between amino acid composition and cellular location of proteins. , 1997, Journal of molecular biology.

[27]  Zsuzsanna Dosztányi,et al.  Transmembrane proteins in the Protein Data Bank: identification and classification , 2004, Bioinform..

[28]  Colin Hughes,et al.  Crystal structure of the bacterial membrane protein TolC central to multidrug efflux and protein export , 2000, Nature.

[29]  Hideo Matsuda,et al.  PDB-REPRDB: a database of representative protein chains from the Protein Data Bank (PDB) , 2001, Nucleic Acids Res..

[30]  A G Murzin,et al.  SCOP: a structural classification of proteins database for the investigation of sequences and structures. , 1995, Journal of molecular biology.