Literature DB >> 24844567

A New Distributed Algorithm for Side-Chain Positioning in the Process of Protein Docking*

Mohammad Moghadasi1, Dima Kozakov2, Pirooz Vakili3, Sandor Vajda2, Ioannis Ch Paschalidis1.   

Abstract

Side-chain positioning (SCP) is an important component of computational protein docking methods. Existing SCP methods and available software have been designed for protein folding applications where side-chain positioning is also important. As a result they do not take into account significant special structure that SCP for docking exhibits. We propose a new algorithm which poses SCP as a Maximum Weighted Independent Set (MWIS) problem on an appropriately constructed graph. We develop an approximate algorithm which solves a relaxation of the MWIS and then rounds the solution to obtain a high-quality feasible solution to the problem. The algorithm is fully distributed and can be executed on a large network of processing nodes requiring only local information and message-passing between neighboring nodes. Motivated by the special structure in docking, we establish optimality guarantees for a certain class of graphs. Our results on a benchmark set of enzyme-inhibitor protein complexes show that our predictions are close to the native structure and are comparable to the ones obtained by a state-of-the-art method. The results are substantially improved if rotamers from unbound protein structures are included in the search. We also establish that the use of our SCP algorithm substantially improves docking results.

Entities:  

Year:  2013        PMID: 24844567      PMCID: PMC4024309          DOI: 10.1109/CDC.2013.6759970

Source DB:  PubMed          Journal:  Proc IEEE Conf Decis Control        ISSN: 0743-1546


  13 in total

1.  The Protein Data Bank.

Authors:  H M Berman; J Westbrook; Z Feng; G Gilliland; T N Bhat; H Weissig; I N Shindyalov; P E Bourne
Journal:  Nucleic Acids Res       Date:  2000-01-01       Impact factor: 16.971

2.  Protein design is NP-hard.

Authors:  Niles A Pierce; Erik Winfree
Journal:  Protein Eng       Date:  2002-10

3.  Protein-protein docking with simultaneous optimization of rigid-body displacement and side-chain conformations.

Authors:  Jeffrey J Gray; Stewart Moughon; Chu Wang; Ora Schueler-Furman; Brian Kuhlman; Carol A Rohl; David Baker
Journal:  J Mol Biol       Date:  2003-08-01       Impact factor: 5.469

4.  PIPER: an FFT-based protein docking program with pairwise potentials.

Authors:  Dima Kozakov; Ryan Brenke; Stephen R Comeau; Sandor Vajda
Journal:  Proteins       Date:  2006-11-01

5.  Tertiary templates for proteins. Use of packing criteria in the enumeration of allowed sequences for different structural classes.

Authors:  J W Ponder; F M Richards
Journal:  J Mol Biol       Date:  1987-02-20       Impact factor: 5.469

6.  Achieving reliability and high accuracy in automated protein docking: ClusPro, PIPER, SDU, and stability analysis in CAPRI rounds 13-19.

Authors:  Dima Kozakov; David R Hall; Dmitri Beglov; Ryan Brenke; Stephen R Comeau; Yang Shen; Keyong Li; Jiefu Zheng; Pirooz Vakili; Ioannis Ch Paschalidis; Sandor Vajda
Journal:  Proteins       Date:  2010-11-15

7.  A smoothed backbone-dependent rotamer library for proteins derived from adaptive kernel density estimates and regressions.

Authors:  Maxim V Shapovalov; Roland L Dunbrack
Journal:  Structure       Date:  2011-06-08       Impact factor: 5.006

8.  Rigid Body Energy Minimization on Manifolds for Molecular Docking.

Authors:  Hanieh Mirzaei; Dmitri Beglov; Ioannis Ch Paschalidis; Sandor Vajda; Pirooz Vakili; Dima Kozakov
Journal:  J Chem Theory Comput       Date:  2012-08-21       Impact factor: 6.006

9.  A Message Passing Approach to Side Chain Positioning with Applications in Protein Docking Refinement.

Authors:  Mohammad Moghadasi; Dima Kozakov; Artem B Mamonov; Pirooz Vakili; Sandor Vajda; Ioannis Ch Paschalidis
Journal:  Proc IEEE Conf Decis Control       Date:  2012

10.  Protein docking by the underestimation of free energy funnels in the space of encounter complexes.

Authors:  Yang Shen; Ioannis Ch Paschalidis; Pirooz Vakili; Sandor Vajda
Journal:  PLoS Comput Biol       Date:  2008-10-10       Impact factor: 4.475

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  2 in total

1.  The impact of side-chain packing on protein docking refinement.

Authors:  Mohammad Moghadasi; Hanieh Mirzaei; Artem Mamonov; Pirooz Vakili; Sandor Vajda; Ioannis Ch Paschalidis; Dima Kozakov
Journal:  J Chem Inf Model       Date:  2015-03-24       Impact factor: 4.956

2.  A Subspace Semi-Definite programming-based Underestimation (SSDU) method for stochastic global optimization in protein docking.

Authors:  Feng Nan; Mohammad Moghadasi; Pirooz Vakili; Sandor Vajda; Dima Kozakov; Ioannis Ch Paschalidis
Journal:  Proc IEEE Conf Decis Control       Date:  2014-12
  2 in total

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