title: Structural details (kinks and non-alpha conformations) in transmembrane helices are intrahelically determined and can be predicted by sequence pattern descriptors.
abstract: One of the promising methods of protein structure prediction involves the use of amino acid sequence-derived patterns. Here we report on the creation of non-degenerate motif descriptors derived through data mining of training sets of residues taken from the transmembrane-spanning segments of polytopic proteins. These residues correspond to short regions in which there is a deviation from the regular alpha-helical character (i.e. pi-helices, 3(10)-helices and kinks). A 'search engine' derived from these motif descriptors correctly identifies, and discriminates amongst instances of the above 'non-canonical' helical motifs contained in the SwissProt/TrEMBL database of protein primary structures. Our results suggest that deviations from alpha-helicity are encoded locally in sequence patterns only about 7-9 residues long and can be determined in silico directly from the amino acid sequence. Delineation of such variations in helical habit is critical to understanding the complex structure-function relationships of polytopic proteins and for drug discovery. The success of our current methodology foretells development of similar prediction tools capable of identifying other structural motifs from sequence alone. The method described here has been implemented and is available on the World Wide Web at http://cbcsrv.watson.ibm.com/Ttkw.html.
authors.affiliation: Bioinformatics and Pattern Discovery Research Group, IBM Thomas J. Watson Research Center, PO Box 218, Yorktown Heights, NY 10598, USA. rigoutso@us.ibm.com
authors.forename: Isidore
authors.initials: I
authors.lastname: Rigoutsos
authors.forename: Peter
authors.initials: P
authors.lastname: Riek
authors.forename: Robert M
authors.initials: RM
authors.lastname: Graham
authors.forename: Jiri
authors.initials: J
authors.lastname: Novotny
mesh_terms: D000595:Amino Acid Sequence; D020407:Internet; D008565:Membrane Proteins / Q000737:chemistry*; D008969:Molecular Sequence Data; D015394:Molecular Structure; D017433:Protein Structure, Secondary; D012243:Rhodopsin / Q000737:chemistry; D016415:Sequence Alignment; D020539:Sequence Analysis, Protein / Q000379:methods*
chemical_list: D008565:Membrane Proteins; D012243:Rhodopsin