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Lessons Learned from a Ligand-Unbinding Stress Test for Weighted Ensemble Simulations.
Anthony T Bogetti1, Darian T Yang1, Hannah E Piston1
1Department of Chemistry, University of Pittsburgh, 331 Eberly Hall, Chevron Science Center, 219 Parkman Ave, Pittsburgh, Pennsylvania 15260, United States.
The weighted ensemble (WE) method was enhanced for molecular simulations by developing the minimal adaptive binless (MABL) approach. This new strategy improves efficiency for studying protein-ligand unbinding, like ADP from Eg5 motor protein.
Area of Science:
- Computational chemistry
- Biophysics
- Molecular dynamics
Background:
- The weighted ensemble (WE) path sampling strategy enables molecular simulations of biological processes beyond millisecond timescales.
- Further optimization of WE is needed to fully realize its potential, particularly through rigorous stress testing.
Purpose of the Study:
- To stress test the WE method by simulating the seconds-timescale unbinding of ADP from the Eg5 motor protein.
- To identify improvements for the WE resampling procedure and progress coordinate selection.
- To develop a novel, more efficient WE method.
Main Methods:
- Exploration of a seconds-timescale ligand-protein unbinding event using WE path sampling.
- Development of the minimal adaptive binless (MABL) WE method, inspired by minimal adaptive binning.
- Comparison of MABL's efficiency against binned WE approaches.
Main Results:
- The stress test provided insights into optimizing progress coordinates and WE resampling.
- The minimal adaptive binless (MABL) method was developed, offering a binless alternative to rectilinear binning.
- MABL demonstrated >50% greater efficiency compared to its binned counterpart.
Conclusions:
- The MABL method represents a significant advancement in WE path sampling, enhancing efficiency for complex molecular simulations.
- This binless approach provides a foundation for developing more sophisticated WE methods.
- The study highlights the value of stress testing in advancing computational simulation strategies.
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