Integrating statistical pair potentials into protein complex prediction

被引:270
作者
Mintseris, Julian
Pierce, Brian
Wiehe, Kevin
Anderson, Robert
Chen, Rong
Weng, Zhiping
机构
[1] Boston Univ, Dept Biomed Engn, Boston, MA 02215 USA
[2] Boston Univ, Bioinformat Program, Boston, MA 02215 USA
关键词
protein interactions; protein recognition; protein interfaces; protein complexes;
D O I
10.1002/prot.21502
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
The biophysical study of protein-protein interactions and docking has important implications in our understanding of most complex cellular signaling processes. Most computational approaches to protein docking involve a tradeoff between the level of detail incorporated into the model and computational power required to properly handle that level of detail. In this work, we seek to optimize that balance by showing that we can reduce the complexity of model representation and thus make the computation tractable with minimal loss of predictive performance. We also introduce a pair-wise statistical potential suitable for docking that builds on previous work and show that this potential can be incorporated into our fast fourier transform-based docking algorithm MOCK. We use the Protein Docking Benchmark to illustrate the improved performance of this potential compared with less detailed other scoring functions. Furthermore, we show that the new potential performs well on antibody-antigen complexes, with most predictions clustering around the Complementarity Determining Regions of antibodies without any manual intervention. (C) 2007 Wiley-Liss, Inc.
引用
收藏
页码:511 / 520
页数:10
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