DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Comparing generalized ensemble methods for sampling of systems with many degrees of freedom

Abstract

Here, we compare two standard replica exchange methods using temperature and dielectric constant as the scaling variables for independent replicas against two new corresponding enhanced sampling methods based on non-equilibrium statistical cooling (temperature) or descreening (dielectric). We test the four methods on a rough 1D potential as well as for alanine dipeptide in water, for which their relatively small phase space allows for the ability to define quantitative convergence metrics. We show that both dielectric methods are inferior to the temperature enhanced sampling methods, and in turn show that temperature cool walking (TCW) systematically outperforms the standard temperature replica exchange (TREx) method. We extend our comparisons of the TCW and TREx methods to the 5 residue met-enkephalin peptide, in which we evaluate the Kullback-Leibler divergence metric to show that the rate of convergence between two independent trajectories is faster for TCW compared to TREx. Finally we apply the temperature methods to the 42 residue amyloid-β peptide in which we find non-negligible differences in the disordered ensemble using TCW compared to the standard TREx. All four methods have been made available as software through the OpenMM Omnia software consortium.

Authors:
ORCiD logo [1];  [1];  [2]
  1. Univ. of California, Berkeley, CA (United States)
  2. Univ. of California, Berkeley, CA (United States); Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States)
Publication Date:
Research Org.:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Org.:
USDOE Office of Science (SC)
OSTI Identifier:
1413710
Grant/Contract Number:  
AC02-05CH11231
Resource Type:
Accepted Manuscript
Journal Name:
Journal of Chemical Physics
Additional Journal Information:
Journal Volume: 145; Journal Issue: 17; Journal ID: ISSN 0021-9606
Publisher:
American Institute of Physics (AIP)
Country of Publication:
United States
Language:
English
Subject:
37 INORGANIC, ORGANIC, PHYSICAL, AND ANALYTICAL CHEMISTRY

Citation Formats

Lincoff, James, Sasmal, Sukanya, and Head-Gordon, Teresa. Comparing generalized ensemble methods for sampling of systems with many degrees of freedom. United States: N. p., 2016. Web. doi:10.1063/1.4965439.
Lincoff, James, Sasmal, Sukanya, & Head-Gordon, Teresa. Comparing generalized ensemble methods for sampling of systems with many degrees of freedom. United States. https://doi.org/10.1063/1.4965439
Lincoff, James, Sasmal, Sukanya, and Head-Gordon, Teresa. Thu . "Comparing generalized ensemble methods for sampling of systems with many degrees of freedom". United States. https://doi.org/10.1063/1.4965439. https://www.osti.gov/servlets/purl/1413710.
@article{osti_1413710,
title = {Comparing generalized ensemble methods for sampling of systems with many degrees of freedom},
author = {Lincoff, James and Sasmal, Sukanya and Head-Gordon, Teresa},
abstractNote = {Here, we compare two standard replica exchange methods using temperature and dielectric constant as the scaling variables for independent replicas against two new corresponding enhanced sampling methods based on non-equilibrium statistical cooling (temperature) or descreening (dielectric). We test the four methods on a rough 1D potential as well as for alanine dipeptide in water, for which their relatively small phase space allows for the ability to define quantitative convergence metrics. We show that both dielectric methods are inferior to the temperature enhanced sampling methods, and in turn show that temperature cool walking (TCW) systematically outperforms the standard temperature replica exchange (TREx) method. We extend our comparisons of the TCW and TREx methods to the 5 residue met-enkephalin peptide, in which we evaluate the Kullback-Leibler divergence metric to show that the rate of convergence between two independent trajectories is faster for TCW compared to TREx. Finally we apply the temperature methods to the 42 residue amyloid-β peptide in which we find non-negligible differences in the disordered ensemble using TCW compared to the standard TREx. All four methods have been made available as software through the OpenMM Omnia software consortium.},
doi = {10.1063/1.4965439},
journal = {Journal of Chemical Physics},
number = 17,
volume = 145,
place = {United States},
year = {Thu Nov 03 00:00:00 EDT 2016},
month = {Thu Nov 03 00:00:00 EDT 2016}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record

Citation Metrics:
Cited by: 10 works
Citation information provided by
Web of Science

Save / Share:

Works referenced in this record:

A Second Look at Canonical Sampling of Biomolecules Using Replica Exchange Simulation
journal, May 2006

  • Zuckerman, Daniel M.; Lyman, Edward
  • Journal of Chemical Theory and Computation, Vol. 2, Issue 4
  • DOI: 10.1021/ct0600464

On the Hamiltonian replica exchange method for efficient sampling of biomolecular systems: Application to protein structure prediction
journal, May 2002

  • Fukunishi, Hiroaki; Watanabe, Osamu; Takada, Shoji
  • The Journal of Chemical Physics, Vol. 116, Issue 20
  • DOI: 10.1063/1.1472510

Cool walking: A new Markov chain Monte Carlo sampling method
journal, December 2002

  • Brown, Scott; Head-Gordon, Teresa
  • Journal of Computational Chemistry, Vol. 24, Issue 1
  • DOI: 10.1002/jcc.10181

Parallel tempering algorithm for conformational studies of biological molecules
journal, December 1997


Extended state-space Monte Carlo methods
journal, April 2001


Convergence and sampling efficiency in replica exchange simulations of peptide folding in explicit solvent
journal, January 2007

  • Periole, Xavier; Mark, Alan E.
  • The Journal of Chemical Physics, Vol. 126, Issue 1
  • DOI: 10.1063/1.2404954

Multidimensional replica-exchange method for free-energy calculations
journal, October 2000

  • Sugita, Yuji; Kitao, Akio; Okamoto, Yuko
  • The Journal of Chemical Physics, Vol. 113, Issue 15
  • DOI: 10.1063/1.1308516

Comparison of simple potential functions for simulating liquid water
journal, July 1983

  • Jorgensen, William L.; Chandrasekhar, Jayaraman; Madura, Jeffry D.
  • The Journal of Chemical Physics, Vol. 79, Issue 2
  • DOI: 10.1063/1.445869

Comparison of Structure Determination Methods for Intrinsically Disordered Amyloid-β Peptides
journal, January 2014

  • Ball, K. Aurelia; Wemmer, David E.; Head-Gordon, Teresa
  • The Journal of Physical Chemistry B, Vol. 118, Issue 24
  • DOI: 10.1021/jp410275y

Structure of Met-enkephalin in explicit aqueous solution using replica exchange molecular dynamics: Replica Exchange MD of Met-Enkephalin
journal, December 2001

  • Sanbonmatsu, K. Y.; García, A. E.
  • Proteins: Structure, Function, and Bioinformatics, Vol. 46, Issue 2
  • DOI: 10.1002/prot.1167

Development of an improved four-site water model for biomolecular simulations: TIP4P-Ew
journal, May 2004

  • Horn, Hans W.; Swope, William C.; Pitera, Jed W.
  • The Journal of Chemical Physics, Vol. 120, Issue 20
  • DOI: 10.1063/1.1683075

OpenMM 4: A Reusable, Extensible, Hardware Independent Library for High Performance Molecular Simulation
journal, November 2012

  • Eastman, Peter; Friedrichs, Mark S.; Chodera, John D.
  • Journal of Chemical Theory and Computation, Vol. 9, Issue 1
  • DOI: 10.1021/ct300857j

Comparison of multiple Amber force fields and development of improved protein backbone parameters
journal, November 2006

  • Hornak, Viktor; Abel, Robert; Okur, Asim
  • Proteins: Structure, Function, and Bioinformatics, Vol. 65, Issue 3
  • DOI: 10.1002/prot.21123

Replica-exchange molecular dynamics method for protein folding
journal, November 1999


Coulomb replica-exchange method: Handling electrostatic attractive and repulsive forces for biomolecules
journal, November 2012

  • Itoh, Satoru G.; Okumura, Hisashi
  • Journal of Computational Chemistry, Vol. 34, Issue 8
  • DOI: 10.1002/jcc.23167

Evaluation of Enhanced Sampling Provided by Accelerated Molecular Dynamics with Hamiltonian Replica Exchange Methods
journal, March 2014

  • Roe, Daniel R.; Bergonzo, Christina; Cheatham, Thomas E.
  • The Journal of Physical Chemistry B, Vol. 118, Issue 13
  • DOI: 10.1021/jp4125099

Homogeneous and Heterogeneous Tertiary Structure Ensembles of Amyloid-β Peptides
journal, September 2011

  • Ball, K. Aurelia; Phillips, Aaron H.; Nerenberg, Paul S.
  • Biochemistry, Vol. 50, Issue 35
  • DOI: 10.1021/bi200732x

Targeting Electrostatic Interactions in Accelerated Molecular Dynamics with Application to Protein Partial Unfolding
journal, May 2015

  • Flores-Canales, Jose C.; Kurnikova, Maria
  • Journal of Chemical Theory and Computation, Vol. 11, Issue 6
  • DOI: 10.1021/ct501090y

Optimized Explicit-Solvent Replica Exchange Molecular Dynamics from Scratch
journal, August 2008

  • Nadler, Walter; Hansmann, Ulrich H. E.
  • The Journal of Physical Chemistry B, Vol. 112, Issue 34
  • DOI: 10.1021/jp805085y

VMD: Visual molecular dynamics
journal, February 1996


Differences in β-strand Populations of Monomeric Aβ40 and Aβ42
journal, June 2013

  • Ball, K. Aurelia; Phillips, Aaron H.; Wemmer, David E.
  • Biophysical Journal, Vol. 104, Issue 12
  • DOI: 10.1016/j.bpj.2013.04.056

Soluble protein oligomers in neurodegeneration: lessons from the Alzheimer's amyloid β-peptide
journal, February 2007

  • Haass, Christian; Selkoe, Dennis J.
  • Nature Reviews Molecular Cell Biology, Vol. 8, Issue 2
  • DOI: 10.1038/nrm2101

Works referencing / citing this record:

Perspective: Computational chemistry software and its advancement as illustrated through three grand challenge cases for molecular science
journal, November 2018

  • Krylov, Anna; Windus, Theresa L.; Barnes, Taylor
  • The Journal of Chemical Physics, Vol. 149, Issue 18
  • DOI: 10.1063/1.5052551

Recent Advances in Computational Protocols Addressing Intrinsically Disordered Proteins
journal, April 2019


The combined force field-sampling problem in simulations of disordered amyloid-β peptides
journal, March 2019

  • Lincoff, James; Sasmal, Sukanya; Head-Gordon, Teresa
  • The Journal of Chemical Physics, Vol. 150, Issue 10
  • DOI: 10.1063/1.5078615

Recent Advances in Computational Protocols Addressing Intrinsically Disordered Proteins
journal, April 2019