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.

PMID: 36148009
PMCID: PMC9485484
Funding: - Austrian Science Fund: P-31024-N28

Documentation