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BMC Bioinformatics 2012
Protein docking prediction using predicted protein-protein interfaceKeywords: protein docking prediction, protein-protein interaction, interaction site prediction Abstract: We present a novel protein docking algorithm that utilizes imperfect protein-protein binding interface prediction for guiding protein docking. Since the accuracy of protein binding site prediction varies depending on cases, the challenge is to develop a method which does not deteriorate but improves docking results by using a binding site prediction which may not be 100% accurate. The algorithm, named PI-LZerD (using Predicted Interface with Local 3D Zernike descriptor-based Docking algorithm), is based on a pair wise protein docking prediction algorithm, LZerD, which we have developed earlier. PI-LZerD starts from performing docking prediction using the provided protein-protein binding interface prediction as constraints, which is followed by the second round of docking with updated docking interface information to further improve docking conformation. Benchmark results on bound and unbound cases show that PI-LZerD consistently improves the docking prediction accuracy as compared with docking without using binding site prediction or using the binding site prediction as post-filtering.We have developed PI-LZerD, a pairwise docking algorithm, which uses imperfect protein-protein binding interface prediction to improve docking accuracy. PI-LZerD consistently showed better prediction accuracy over alternative methods in the series of benchmark experiments including docking using actual docking interface site predictions as well as unbound docking cases.Many important cellular processes, such as gene expression regulation and transport, are carried out by protein complexes [1-3]. The importance and the abundance of protein interactions and complexes have been recently further highlighted by large-scale protein-protein interaction maps revealed for many organisms [4-7]. The tertiary structure of proteins is necessary for understanding the underlying molecular mechanism of protein interaction [2], however, it is often difficult to obtain complex structures by experimental
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