Related Experiment Video
Updated: Sep 22, 2025

Rapid in-silico Battery Electrolyte Electrochemical Reaction Generation using 3T-VASP Multi-Scale Energy Minimization
Published on: August 22, 2025
Alchemical Free Energy Estimators and Molecular Dynamics Engines: Accuracy, Precision, and Reproducibility
Alexander D Wade1, Agastya P Bhati1, Shunzhou Wan1
1Centre for Computational Science, Department of Chemistry, University College London, London WC1H 0AJ, UK.
Computational methods for binding free energy calculations show good reproducibility across different molecular dynamics packages. This aids in drug discovery by reliably predicting ligand-protein interactions for therapeutic development.
Area of Science:
- Computational chemistry
- Molecular dynamics simulations
- Drug discovery
Background:
- Binding free energy is crucial for drug discovery.
- Computational assessment guides therapeutic development.
- Reproducibility of these calculations is key.
Purpose of the Study:
- To assess the reproducibility of alchemical relative binding free energy computations.
- To compare popular molecular dynamics packages and free energy estimators.
- To evaluate performance across diverse protein targets and ligand transformations.
Main Methods:
- Alchemical relative binding free energy calculations.
- Utilized OpenMM, NAMD2, and NAMD3 alpha molecular dynamics packages.
- Employed thermodynamic integration and free energy perturbation methods.
Main Results:
- Good agreement between molecular dynamics packages (average mean unsigned error of 0.50 kcal/mol).
- High correlation coefficients (Spearman's ≥ 0.92, Pearson's ≥ 0.91, Kendall's tau ≥ 0.76).
- Excellent agreement between thermodynamic integration and free energy perturbation with ensemble averaging.
Conclusions:
- Alchemical free energy calculations are reproducible across different software.
- This consistency supports the use of these methods in drug discovery pipelines.
- Ensemble averaging improves agreement between different free energy calculation methods.
Related Concept Videos
Estimation of the Physical Quantities
Accuracy and Precision
Calculating Standard Free Energy Changes
An Introduction to Free Energy
Free Energy and Equilibrium
Recall that Q is the numerical value of the mass action...
Uncertainty in Measurement: Accuracy and Precision

