title: Fully automated ab initio protein structure prediction using I-SITES, HMMSTR and ROSETTA.
abstract: BACKGROUND
  The Monte Carlo fragment insertion method for protein tertiary structure prediction (ROSETTA) of Baker and others, has been merged with the I-SITES library of sequence structure motifs and the HMMSTR model for local structure in proteins, to form a new public server for the ab initio prediction of protein structure. The server performs several tasks in addition to tertiary structure prediction, including a database search, amino acid profile generation, fragment structure prediction, and backbone angle and secondary structure prediction. Meeting reasonable service goals required improvements in the efficiency, in particular for the ROSETTA algorithm.
  
  
  RESULTS
  The new server was used for blind predictions of 40 protein sequences as part of the CASP4 blind structure prediction experiment. The results for 31 of those predictions are presented here. 61% of the residues overall were found in topologically correct predictions, which are defined as fragments of 30 residues or more with a root-mean-square deviation in superimposed alpha carbons of less than 6A. HMMSTR 3-state secondary structure predictions were 73% correct overall. Tertiary structure predictions did not improve the accuracy of secondary structure prediction.
authors.affiliation: Department of Biology, Rensselaer Polytechnic Institute, Troy, NY 12180, USA. bystrc@rpi.edu
authors.forename: Christopher
authors.initials: C
authors.lastname: Bystroff
authors.forename: Yu
authors.initials: Y
authors.lastname: Shao
mesh_terms: D000465:Algorithms; D020816:Amino Acid Motifs; D000595:Amino Acid Sequence; D020169:Caspases / Q000737:chemistry; D053471:Caspases, Initiator; D030562:Databases, Protein; D016247:Information Storage and Retrieval / Q000379:methods; D020407:Internet; D008956:Models, Chemical; D008958:Models, Molecular; D008969:Molecular Sequence Data; D011487:Protein Conformation; D017433:Protein Structure, Secondary; D017434:Protein Structure, Tertiary; D011506:Proteins / Q000737:chemistry* / Q000145:classification*; D016415:Sequence Alignment / Q000379:methods; D020539:Sequence Analysis, Protein / Q000379:methods*; D012984:Software; D018511:Systems Integration
chemical_list: D011506:Proteins; C093516:CASP4 protein, human; D020169:Caspases; D053471:Caspases, Initiator