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Published on: October 20, 2019
Do All Paths Lead to Rome? How Reliable is Umbrella Sampling Along a Single Path?
Noora Aho1,2, Gerrit Groenhof1, Pavel Buslaev1
1Nanoscience Center and Department of Chemistry, University of Jyväskylä, 40014 Jyväskylä, Finland.
Umbrella sampling (US) for molecular dynamics simulations shows poor reproducibility in binding free energy calculations. Adaptive biasing methods like accelerated weight histogram (AWH) offer more consistent and reliable results for protein-ligand and protein-protein complexes.
Area of Science:
- Computational chemistry
- Biophysics
- Molecular modeling
Background:
- Molecular dynamics (MD) simulations are crucial for estimating binding free energies of molecular complexes.
- Umbrella sampling (US) is a common MD technique for calculating potential of mean force (PMF) along a reaction coordinate.
- Reproducibility and convergence of US for binding free energy calculations remain under-investigated.
Purpose of the Study:
- To systematically assess the reproducibility and convergence of the standard umbrella sampling (US) workflow.
- To compare the performance of US with adaptive biasing methods, specifically accelerated weight histogram (AWH), for binding free energy calculations.
- To highlight potential pitfalls in established US protocols and advocate for improved methods.
Main Methods:
- Investigated reproducibility of US along a distance-based reaction coordinate for protein-ligand and protein-protein complexes.
- Performed complete US workflow repetitions to quantify discrepancies in binding free energies.
- Employed accelerated weight histogram (AWH) simulations to assess convergence with simultaneous multi-pathway sampling.
Main Results:
- Standard US workflows exhibited significant variability (2-20 kcal/mol) in computed binding free energies due to pathway differences.
- Small variations in binding pathways lead to unavoidable discrepancies in US results.
- Accelerated weight histogram (AWH) simulations yielded consistent and reproducible PMF profiles across tested systems.
Conclusions:
- Established umbrella sampling protocols may suffer from poor reproducibility in binding free energy calculations.
- Adaptive biasing methods like AWH demonstrate superior consistency and reliability for these calculations.
- Further benchmarking of adaptive biasing methods is recommended for accurate binding affinity predictions.
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