PyAutoFEP
PyAutoFEP automates Free Energy Perturbation (FEP) calculations to estimate Relative Free Energies of Binding (RFEB) between small molecules and macromolecular targets for drug discovery.
Key Features:
- Automation: Generation of perturbation maps, construction of dual topologies for ligand pairs, system building for molecular dynamics (MD) simulations, and subsequent analysis.
- Force field support: Compatibility with Amber03/GAFF, CHARMM36m/CGenFF, and OPLS-AA/M/LigParGen force fields.
- Enhanced sampling methods: Integration of Replica Exchange with Solute Tempering (REST) and Replica Exchange with Solute Scaling (REST2).
- Flexible λ windows: Support for flexible λ values along perturbation windows to tune alchemical transformations.
Scientific Applications:
- Benchmarking on Farnesoid X receptor ligands: Applied to 14 Farnesoid X receptor ligands in the Drug Design Data Resource Grand Challenge 2, achieving an 88% mean correct sign prediction rate and 75% of predictions with error below 1.5 kcal/mol.
- Validation results: Reported Pearson correlation coefficients of 0.71 ± 0.13 with Amber03/GAFF and 0.66 ± 0.20 with OPLS-AA/M/LigParGen; application of REST2 improved CHARMM36m/CGenFF results to Pearson's r = 0.43 ± 0.21 with minimal impact on other force fields.
- Lead optimization assessment: Estimated probabilities of identifying molecules with pKi one unit better than a lead, with up to sevenfold increases over random sampling when screening 100 molecules.
Methodology:
Generation of perturbation maps, construction of dual ligand topologies, system building for MD simulations, use of Amber03/GAFF, CHARMM36m/CGenFF, and OPLS-AA/M/LigParGen force fields, application of REST and REST2 enhanced sampling, flexible λ windows, and subsequent analysis.
Topics
Details
- License:
- Not licensed
- Cost:
- Free of charge
- Tool Type:
- command-line tool
- Operating Systems:
- Mac, Linux, Windows
- Programming Languages:
- Python
- Added:
- 10/24/2021
- Last Updated:
- 10/24/2021
Operations
Publications
Carvalho Martins L, Cino EA, Ferreira RS. PyAutoFEP: An Automated Free Energy Perturbation Workflow for GROMACS Integrating Enhanced Sampling Methods. Journal of Chemical Theory and Computation. 2021;17(7):4262-4273. doi:10.1021/acs.jctc.1c00194. PMID:34142828.