Literature DB >> 23237705

To milliseconds and beyond: challenges in the simulation of protein folding.

Thomas J Lane1, Diwakar Shukla, Kyle A Beauchamp, Vijay S Pande.   

Abstract

Quantitatively accurate all-atom molecular dynamics (MD) simulations of protein folding have long been considered a holy grail of computational biology. Due to the large system sizes and long timescales involved, such a pursuit was for many years computationally intractable. Further, sufficiently accurate forcefields needed to be developed in order to realistically model folding. This decade, however, saw the first reports of folding simulations describing kinetics on the order of milliseconds, placing many proteins firmly within reach of these methods. Progress in sampling and forcefield accuracy, however, presents a new challenge: how to turn huge MD datasets into scientific understanding. Here, we review recent progress in MD simulation techniques and show how the vast datasets generated by such techniques present new challenges for analysis. We critically discuss the state of the art, including reaction coordinate and Markov state model (MSM) methods, and provide a perspective for the future.
Copyright © 2012 Elsevier Ltd. All rights reserved.

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Year:  2012        PMID: 23237705      PMCID: PMC3673555          DOI: 10.1016/j.sbi.2012.11.002

Source DB:  PubMed          Journal:  Curr Opin Struct Biol        ISSN: 0959-440X            Impact factor:   6.809


  85 in total

Review 1.  Molecular dynamics simulations of biomolecules.

Authors:  Martin Karplus; J Andrew McCammon
Journal:  Nat Struct Biol       Date:  2002-09

Review 2.  Force fields for protein simulations.

Authors:  Jay W Ponder; David A Case
Journal:  Adv Protein Chem       Date:  2003

3.  Atomistic protein folding simulations on the submillisecond time scale using worldwide distributed computing.

Authors:  Vijay S Pande; Ian Baker; Jarrod Chapman; Sidney P Elmer; Siraj Khaliq; Stefan M Larson; Young Min Rhee; Michael R Shirts; Christopher D Snow; Eric J Sorin; Bojan Zagrovic
Journal:  Biopolymers       Date:  2003-01       Impact factor: 2.505

4.  EMMA: A Software Package for Markov Model Building and Analysis.

Authors:  Martin Senne; Benjamin Trendelkamp-Schroer; Antonia S J S Mey; Christof Schütte; Frank Noé
Journal:  J Chem Theory Comput       Date:  2012-06-18       Impact factor: 6.006

5.  Coarse master equations for peptide folding dynamics.

Authors:  Nicolae-Viorel Buchete; Gerhard Hummer
Journal:  J Phys Chem B       Date:  2008-01-31       Impact factor: 2.991

Review 6.  Biomolecular simulation: a computational microscope for molecular biology.

Authors:  Ron O Dror; Robert M Dirks; J P Grossman; Huafeng Xu; David E Shaw
Journal:  Annu Rev Biophys       Date:  2012       Impact factor: 12.981

7.  Markov state model reveals folding and functional dynamics in ultra-long MD trajectories.

Authors:  Thomas J Lane; Gregory R Bowman; Kyle Beauchamp; Vincent A Voelz; Vijay S Pande
Journal:  J Am Chem Soc       Date:  2011-10-26       Impact factor: 15.419

Review 8.  Everything you wanted to know about Markov State Models but were afraid to ask.

Authors:  Vijay S Pande; Kyle Beauchamp; Gregory R Bowman
Journal:  Methods       Date:  2010-06-04       Impact factor: 3.608

9.  How does a protein fold?

Authors:  A Sali; E Shakhnovich; M Karplus
Journal:  Nature       Date:  1994-05-19       Impact factor: 49.962

10.  Modeling conformational ensembles of slow functional motions in Pin1-WW.

Authors:  Faruck Morcos; Santanu Chatterjee; Christopher L McClendon; Paul R Brenner; Roberto López-Rendón; John Zintsmaster; Maria Ercsey-Ravasz; Christopher R Sweet; Matthew P Jacobson; Jeffrey W Peng; Jesús A Izaguirre
Journal:  PLoS Comput Biol       Date:  2010-12-02       Impact factor: 4.475

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  97 in total

1.  How do metal ions direct ribozyme folding?

Authors:  Natalia A Denesyuk; D Thirumalai
Journal:  Nat Chem       Date:  2015-08-31       Impact factor: 24.427

2.  MDTraj: A Modern Open Library for the Analysis of Molecular Dynamics Trajectories.

Authors:  Robert T McGibbon; Kyle A Beauchamp; Matthew P Harrigan; Christoph Klein; Jason M Swails; Carlos X Hernández; Christian R Schwantes; Lee-Ping Wang; Thomas J Lane; Vijay S Pande
Journal:  Biophys J       Date:  2015-10-20       Impact factor: 4.033

3.  Dynamics of the BH3-Only Protein Binding Interface of Bcl-xL.

Authors:  Xiaorong Liu; Alex Beugelsdijk; Jianhan Chen
Journal:  Biophys J       Date:  2015-09-01       Impact factor: 4.033

4.  Heat dissipation guides activation in signaling proteins.

Authors:  Jeffrey K Weber; Diwakar Shukla; Vijay S Pande
Journal:  Proc Natl Acad Sci U S A       Date:  2015-08-03       Impact factor: 11.205

5.  Ultrafast folding kinetics and cooperativity of villin headpiece in single-molecule force spectroscopy.

Authors:  Gabriel Žoldák; Johannes Stigler; Benjamin Pelz; Hongbin Li; Matthias Rief
Journal:  Proc Natl Acad Sci U S A       Date:  2013-10-21       Impact factor: 11.205

6.  Native contacts determine protein folding mechanisms in atomistic simulations.

Authors:  Robert B Best; Gerhard Hummer; William A Eaton
Journal:  Proc Natl Acad Sci U S A       Date:  2013-10-15       Impact factor: 11.205

Review 7.  Protein folding transition path times from single molecule FRET.

Authors:  Hoi Sung Chung; William A Eaton
Journal:  Curr Opin Struct Biol       Date:  2017-11-05       Impact factor: 6.809

8.  A network of molecular switches controls the activation of the two-component response regulator NtrC.

Authors:  Dan K Vanatta; Diwakar Shukla; Morgan Lawrenz; Vijay S Pande
Journal:  Nat Commun       Date:  2015-06-15       Impact factor: 14.919

9.  Benchmarking all-atom simulations using hydrogen exchange.

Authors:  John J Skinner; Wookyung Yu; Elizabeth K Gichana; Michael C Baxa; James R Hinshaw; Karl F Freed; Tobin R Sosnick
Journal:  Proc Natl Acad Sci U S A       Date:  2014-10-27       Impact factor: 11.205

10.  Refinement of Generalized Born Implicit Solvation Parameters for Nucleic Acids and Their Complexes with Proteins.

Authors:  Hai Nguyen; Alberto Pérez; Sherry Bermeo; Carlos Simmerling
Journal:  J Chem Theory Comput       Date:  2015-08-11       Impact factor: 6.006

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