Literature DB >> 21254767

Kinetic network study of the diversity and temperature dependence of Trp-Cage folding pathways: combining transition path theory with stochastic simulations.

Weihua Zheng1, Emilio Gallicchio, Nanjie Deng, Michael Andrec, Ronald M Levy.   

Abstract

We present a new approach to study a multitude of folding pathways and different folding mechanisms for the 20-residue mini-protein Trp-Cage using the combined power of replica exchange molecular dynamics (REMD) simulations for conformational sampling, transition path theory (TPT) for constructing folding pathways, and stochastic simulations for sampling the pathways in a high dimensional structure space. REMD simulations of Trp-Cage with 16 replicas at temperatures between 270 and 566 K are carried out with an all-atom force field (OPLSAA) and an implicit solvent model (AGBNP). The conformations sampled from all temperatures are collected. They form a discretized state space that can be used to model the folding process. The equilibrium population for each state at a target temperature can be calculated using the weighted-histogram-analysis method (WHAM). By connecting states with similar structures and creating edges satisfying detailed balance conditions, we construct a kinetic network that preserves the equilibrium population distribution of the state space. After defining the folded and unfolded macrostates, committor probabilities (P(fold)) are calculated by solving a set of linear equations for each node in the network and pathways are extracted together with their fluxes using the TPT algorithm. By clustering the pathways into folding "tubes", a more physically meaningful picture of the diversity of folding routes emerges. Stochastic simulations are carried out on the network, and a procedure is developed to project sampled trajectories onto the folding tubes. The fluxes through the folding tubes calculated from the stochastic trajectories are in good agreement with the corresponding values obtained from the TPT analysis. The temperature dependence of the ensemble of Trp-Cage folding pathways is investigated. Above the folding temperature, a large number of diverse folding pathways with comparable fluxes flood the energy landscape. At low temperature, however, the folding transition is dominated by only a few localized pathways.

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Year:  2011        PMID: 21254767      PMCID: PMC3059588          DOI: 10.1021/jp1089596

Source DB:  PubMed          Journal:  J Phys Chem B        ISSN: 1520-5207            Impact factor:   2.991


  65 in total

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Journal:  Proc Natl Acad Sci U S A       Date:  2003-10-27       Impact factor: 11.205

4.  Free energy surfaces of beta-hairpin and alpha-helical peptides generated by replica exchange molecular dynamics with the AGBNP implicit solvent model.

Authors:  Anthony K Felts; Yuichi Harano; Emilio Gallicchio; Ronald M Levy
Journal:  Proteins       Date:  2004-08-01

5.  The equilibrium properties and folding kinetics of an all-atom Go model of the Trp-cage.

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Journal:  J Chem Phys       Date:  2005-03-15       Impact factor: 3.488

6.  Protein folding kinetics and thermodynamics from atomistic simulations.

Authors:  David van der Spoel; M Marvin Seibert
Journal:  Phys Rev Lett       Date:  2006-06-15       Impact factor: 9.161

7.  Temperature weighted histogram analysis method, replica exchange, and transition paths.

Authors:  Emilio Gallicchio; Michael Andrec; Anthony K Felts; Ronald M Levy
Journal:  J Phys Chem B       Date:  2005-04-14       Impact factor: 2.991

8.  Rate constant and reaction coordinate of Trp-cage folding in explicit water.

Authors:  Jarek Juraszek; Peter G Bolhuis
Journal:  Biophys J       Date:  2008-08-01       Impact factor: 4.033

9.  Computing the stability diagram of the Trp-cage miniprotein.

Authors:  Dietmar Paschek; Sascha Hempel; Angel E García
Journal:  Proc Natl Acad Sci U S A       Date:  2008-11-12       Impact factor: 11.205

10.  Constructing multi-resolution Markov State Models (MSMs) to elucidate RNA hairpin folding mechanisms.

Authors:  Xuhui Huang; Yuan Yao; Gregory R Bowman; Jian Sun; Leonidas J Guibas; Gunnar Carlsson; Vijay S Pande
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  22 in total

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Authors:  Robert M Culik; Arnaldo L Serrano; Michelle R Bunagan; Feng Gai
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Journal:  Eur Biophys J       Date:  2015-11-12       Impact factor: 1.733

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Journal:  J Chem Theory Comput       Date:  2012-01-10       Impact factor: 6.006

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Authors:  Rommie E Amaro; Adrian J Mulholland
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6.  Insights into the dynamics of HIV-1 protease: a kinetic network model constructed from atomistic simulations.

Authors:  Nan-jie Deng; Weihua Zheng; Emillio Gallicchio; Ronald M Levy
Journal:  J Am Chem Soc       Date:  2011-05-25       Impact factor: 15.419

7.  Temperature evolution of Trp-cage folding pathways: An analysis by dividing the probability flux field into stream tubes.

Authors:  Vladimir A Andryushchenko; Sergei F Chekmarev
Journal:  J Biol Phys       Date:  2017-10-05       Impact factor: 1.365

8.  Network visualization of conformational sampling during molecular dynamics simulation.

Authors:  Logan S Ahlstrom; Joseph Lee Baker; Kent Ehrlich; Zachary T Campbell; Sunita Patel; Ivan I Vorontsov; Florence Tama; Osamu Miyashita
Journal:  J Mol Graph Model       Date:  2013-10-16       Impact factor: 2.518

9.  Stratified UWHAM and Its Stochastic Approximation for Multicanonical Simulations Which Are Far from Equilibrium.

Authors:  Bin W Zhang; Nanjie Deng; Zhiqiang Tan; Ronald M Levy
Journal:  J Chem Theory Comput       Date:  2017-09-28       Impact factor: 6.006

10.  How kinetics within the unfolded state affects protein folding: an analysis based on markov state models and an ultra-long MD trajectory.

Authors:  Nan-jie Deng; Wei Dai; Ronald M Levy
Journal:  J Phys Chem B       Date:  2013-06-13       Impact factor: 2.991

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