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Methods of Soil Resampling to Monitor Changes in the Chemical Concentrations of Forest Soils
Published on: November 25, 2016
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.
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.
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.
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