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What is Variation?01:14

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Apart from the measures of central tendency, distribution, outliers, and the changing characteristics of data with time, an important characteristic of any data set is its variation or spread. In some data sets, the data values are concentrated closely near the mean; in others, the data values are more widely spread out from the mean.
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Enhanced Jarzynski free energy calculations using weighted ensemble.

The Journal of chemical physics·2020
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Methods of Soil Resampling to Monitor Changes in the Chemical Concentrations of Forest Soils
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REVO: Resampling of ensembles by variation optimization.

Nazanin Donyapour1, Nicole M Roussey2, Alex Dickson1

  • 1Department of Computational Mathematics, Science and Engineering, Michigan State University, East Lansing, Michigan 48824-1312, USA.

The Journal of Chemical Physics
|July 1, 2019
PubMed
Summary

This study introduces a novel regionless enhanced sampling method for biomolecular simulations. The new approach optimizes trajectory variation for broader conformational sampling and efficient exploration of free energy landscapes.

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Area of Science:

  • Computational Biology
  • Biophysics
  • Molecular Dynamics

Background:

  • Conventional molecular dynamics (MD) simulations struggle with high-dimensional biomolecular systems and rough energy landscapes, limiting the observation of rare events.
  • Enhanced sampling techniques are crucial for calculating transition rates and studying ligand-protein interactions, which often require extensive conformational sampling.
  • Existing methods like WExplore face challenges with conformational space regioning, hindering efficient ensemble generation.

Purpose of the Study:

  • To develop a novel, regionless enhanced sampling method based on the weighted ensemble framework.
  • To improve the exploration of free energy landscapes and the sampling of diverse protein conformations and transition states.
  • To enable more consistent measurements of observables in complex biomolecular systems.

Main Methods:

  • A new regionless enhanced sampling algorithm is proposed, optimizing "trajectory variation" via cloning and merging operations.
  • The method is demonstrated using the N-dimensional random walk and the trypsin-benzamidine unbinding system.
  • Conformation space networks were utilized for system analysis.

Main Results:

  • The novel method demonstrated efficient exploration of previously inaccessible conformations.
  • The residence time of benzamidine in the trypsin-benzamidine system was confirmed.
  • A new unbinding pathway for the trypsin-benzamidine system was identified.

Conclusions:

  • The proposed regionless enhanced sampling method offers broader sampling and consistent observable measurements.
  • Variation optimization in resampling ensembles is a promising general tool for exploring free energy landscapes.
  • This approach facilitates the study of rare events and transition rates in complex biomolecular systems.