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Updated: Jan 10, 2026

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Structure of HIV-1 Capsid Assemblies by Cryo-electron Microscopy and Iterative Helical Real-space Reconstruction
Published on: August 9, 2011
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Weighted Ensemble Simulations Reveal Novel Conformations and Modulator Effects in Hepatitis B Virus Capsid Assembly
Diane L Lynch1, Anna Pavlova1, Zixing Fan2
1School of Physics, Georgia Institute of Technology, Atlanta, Georgia 30332, United States.
Journal of Chemical Theory and Computation
|November 25, 2025
Summary
Molecular dynamics simulations face sampling challenges for complex biophysical processes. Weighted ensemble methods overcome these limitations, revealing new conformations and enlarged binding pockets for Hepatitis B virus capsid modulators, aiding drug development.
Area of Science:
- Biophysics
- Computational Chemistry
- Drug Discovery
Background:
- Molecular dynamics (MD) simulations offer atomic-level insights into biophysical processes.
- Standard MD simulations often suffer from insufficient sampling of relevant timescales.
- Hepatitis B virus (HBV) capsid assembly modulation involves binding at a flexible protein-protein interface, requiring detailed conformational analysis.
Purpose of the Study:
- To address sampling limitations in MD simulations for HBV capsid assembly.
- To characterize the free-energy landscape of HBV capsid assembly modulators.
- To explore the conformational landscape and its alteration upon ligand binding.
Main Methods:
- Employed the weighted ensemble (WE) methodology.
- Utilized WE to characterize the free-energy landscape.
- Analyzed functionally relevant progress coordinates.
Main Results:
- WE simulations provided conformations beyond those sampled by standard MD.
- Observed an increased number of structures with enlarged binding pockets.
- Demonstrated enhanced sampling of the conformational landscape.
Conclusions:
- Weighted ensemble is a powerful tool for overcoming MD sampling issues.
- This approach facilitates the mechanistic description of capsid assembly modulation.
- WE enhances computational drug development for HBV therapeutics.
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