Literature DB >> 26631775

Automated Event Detection and Activity Monitoring in Long Molecular Dynamics Simulations.

Willy Wriggers1, Kate A Stafford1, Yibing Shan1, Stefano Piana1, Paul Maragakis1, Kresten Lindorff-Larsen1, Patrick J Miller1, Justin Gullingsrud1, Charles A Rendleman1, Michael P Eastwood1, Ron O Dror1, David E Shaw1.   

Abstract

Events of scientific interest in molecular dynamics (MD) simulations, including conformational changes, folding transitions, and translocations of ligands and reaction products, often correspond to high-level structural rearrangements that alter contacts between molecules or among different parts of a molecule. Due to advances in computer architecture and software, MD trajectories representing such structure-changing events have become easier to generate, but the length of these trajectories poses a challenge to scientific interpretation and analysis. In this paper, we present automated methods for the detection of potentially important structure-changing events in long MD trajectories. In contrast with traditional tools for the analysis of such trajectories, our methods provide a detailed report of broken and formed contacts that aids in the identification of specific time-dependent side-chain interactions. Our approach employs a coarse-grained representation of amino acid side chains, a contact metric based on higher order generalizations of Delaunay tetrahedralization, techniques for detecting significant shifts in the resulting contact time series, and a new kernel-based measure of contact alteration activity. The analysis methods we describe are incorporated in a newly developed package, called TimeScapes, which is freely available and compatible with trajectories generated by a variety of popular MD programs. Tests based on actual microsecond time scale simulations demonstrate that the package can be used to efficiently detect and characterize important conformational changes in realistic protein systems.

Year:  2009        PMID: 26631775     DOI: 10.1021/ct900229u

Source DB:  PubMed          Journal:  J Chem Theory Comput        ISSN: 1549-9618            Impact factor:   6.006


  27 in total

1.  Spatial Heat Maps from Fast Information Matching of Fast and Slow Degrees of Freedom: Application to Molecular Dynamics Simulations.

Authors:  Julio A Kovacs; Willy Wriggers
Journal:  J Phys Chem B       Date:  2016-05-31       Impact factor: 2.991

2.  Identifying localized changes in large systems: Change-point detection for biomolecular simulations.

Authors:  Zhou Fan; Ron O Dror; Thomas J Mildorf; Stefano Piana; David E Shaw
Journal:  Proc Natl Acad Sci U S A       Date:  2015-05-29       Impact factor: 11.205

3.  Chokepoints in Mechanical Coupling Associated with Allosteric Proteins: The Pyruvate Kinase Example.

Authors:  Lewis E Johnson; Bojana Ginovska; Aron W Fenton; Simone Raugei
Journal:  Biophys J       Date:  2019-04-02       Impact factor: 4.033

4.  A chemical group graph representation for efficient high-throughput analysis of atomistic protein simulations.

Authors:  Noah C Benson; Valerie Daggett
Journal:  J Bioinform Comput Biol       Date:  2012-06-22       Impact factor: 1.122

5.  Event detection and sub-state discovery from biomolecular simulations using higher-order statistics: application to enzyme adenylate kinase.

Authors:  Arvind Ramanathan; Andrej J Savol; Pratul K Agarwal; Chakra S Chennubhotla
Journal:  Proteins       Date:  2012-08-08

6.  C(α) torsion angles as a flexible criterion to extract secrets from a molecular dynamics simulation.

Authors:  Fredrick Robin Devadoss Victor Paul Raj; Thomas E Exner
Journal:  J Mol Model       Date:  2014-04-12       Impact factor: 1.810

7.  Solution Conformation of Bovine Leukemia Virus Gag Suggests an Elongated Structure.

Authors:  Dominic F Qualley; Sarah E Cooper; James L Ross; Erik D Olson; William A Cantara; Karin Musier-Forsyth
Journal:  J Mol Biol       Date:  2019-02-04       Impact factor: 5.469

8.  Hypothesis driven single nucleotide polymorphism search (HyDn-SNP-S).

Authors:  Rebecca J Swett; Angela Elias; Jeffrey A Miller; Gregory E Dyson; G Andrés Cisneros
Journal:  DNA Repair (Amst)       Date:  2013-07-05

9.  Wavelet Analysis of Protein Motion.

Authors:  Noah C Benson; Valerie Daggett
Journal:  Int J Wavelets Multiresolut Inf Process       Date:  2012-07       Impact factor: 1.408

10.  Disruption of intrinsic motions as a mechanism for enzyme inhibition.

Authors:  Rebecca J Swett; G Andrés Cisneros; Andrew L Feig
Journal:  Biophys J       Date:  2013-07-16       Impact factor: 4.033

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