transformato
transformato performs large-scale relative binding free energy calculations for small molecules that share a common core scaffold by setting up alchemical transformations to estimate relative binding and solvation free energies.
Key Features:
- Common Core Scaffold Approach: Both ligands are mutated to a shared core structure to avoid direct L1→L2 transformations and minimize dummy atoms, which are only present at intermediate states.
- Alchemical Transformation Path Setup: Constructs alchemical transformation paths that mutate two ligands into a common core structure.
- MD Engine Support: Generates inputs for and supports simulations with OpenMM, CHARMM, and CHARMM/OpenMM.
- Separation of Logic and Input Generation: Architecture separates program logic from input generation to enable extension to additional engines.
- Hydrogen Mass Reweighting: Produces results with and without hydrogen mass reweighting.
- Implementation: Implemented in Python.
- Validation and Performance Metrics: Validation across five protein–ligand systems included 76 relative binding free energy differences with an overall RMSE of 1.17 kcal/mol and Pearson correlation 0.73 versus experiment.
- Independence from Chosen Core: For selected cases, relative ΔΔG values were confirmed to be independent of the chosen intermediate common core structure.
Scientific Applications:
- Relative Binding Free Energy Estimation: Estimation of relative binding free energies (ΔΔG) for protein–ligand pairs within congeneric series sharing a common core.
- Solvation Free Energy Estimation: Calculation of relative solvation free energies via alchemical transformations.
- Method Benchmarking and Validation: Benchmarking and validation of alchemical free energy calculation methods against experimental binding free energies.
- Large-Scale Congeneric Series Studies: Large-scale computation of relative free energies for congeneric ligand series in computational chemistry and drug discovery research.
Methodology:
Sets up alchemical transformation paths that mutate pairs of ligands to a shared core, generates inputs for OpenMM, CHARMM, and CHARMM/OpenMM, supports hydrogen mass reweighting, and confines dummy atoms to intermediate alchemical states.
Topics
Details
- License:
- MIT
- Cost:
- Free of charge
- Tool Type:
- library
- Operating Systems:
- Mac, Linux, Windows
- Programming Languages:
- Python
- Added:
- 10/28/2022
- Last Updated:
- 11/24/2024
Operations
Publications
Karwounopoulos J, Wieder M, Boresch S. Relative binding free energy calculations with transformato: A molecular dynamics engine-independent tool. Frontiers in Molecular Biosciences. 2022;9. doi:10.3389/fmolb.2022.954638. PMID:36148009. PMCID:PMC9485484.