Prediction of protein B-factor profiles.
The polypeptide backbones and side chains of proteins are constantly moving due to thermal motion and the kinetic energy of the atoms. The B-factors of protein crystal structures reflect the fluctuation of atoms about their average positions and provide important information about protein dynamics. Computational approaches to predict thermal motion are useful for analyzing the dynamic properties of proteins with unknown structures. In this article, we utilize a novel support vector regression (SVR) approach to predict the B-factor distribution (B-factor profile) of a protein from its sequence. We explore schemes for encoding sequences and various settings for the parameters used in SVR. Based on a large dataset of high-resolution proteins, our method predicts the B-factor distribution with a Pearson correlation coefficient (CC) of 0.53. In addition, our method predicts the B-factor profile with a CC of at least 0.56 for more than half of the proteins. Our method also performs well for classifying residues (rigid vs. flexible). For almost all predicted B-factor thresholds, prediction accuracies (percent of correctly predicted residues) are greater than 70%. These results exceed the best results of other sequence-based prediction methods.
Yuan
Zheng
Z
Institute for Molecular Bioscience and ARC Centre in Bioinformatics, The University of Queensland, St. Lucia, Australia. z.yuan@imb.uq.edu.au
Bailey
Timothy L
TL
Teasdale
Rohan D
RD
D000465:Algorithms; D000595:Amino Acid Sequence; D000596:Amino Acids; D019295:Computational Biology; D003198:Computer Simulation; D018360:Crystallography, X-Ray; D030562:Databases, Protein; D007700:Kinetics; D008956:Models, Chemical; D008958:Models, Molecular; D015233:Models, Statistical; D008968:Molecular Conformation; D010455:Peptides / Q000737:chemistry*; D011485:Protein Binding; D011487:Protein Conformation; D017510:Protein Folding; D017433:Protein Structure, Secondary; D040901:Proteomics / Q000379:methods*; D012044:Regression Analysis; D020539:Sequence Analysis, Protein
D000596:Amino Acids; D010455:Peptides