Predict per-residue Fdewet using SASA + MPNN
Project description
FastHydroMap
FastHydroMap predicts per-residue dewetting free energies (Fdewet) from protein structures and trajectories.
Quick Start
Use a fresh Python environment. Python 3.11 to 3.14 are supported.
pip install fasthydromap
fasthydromap install-torch
fasthydromap predict your_structure.pdb -o outputs/your_structure_fdewet
fasthydromap install-torch defaults to the CPU build, which is usually the right choice for current FastHydroMap workloads because SASA preprocessing dominates runtime.
Advanced installation options, Docker usage, GPU Torch variants, and release workflows are documented in INSTALL.md and PYPI_RELEASE.md.
Inputs
FastHydroMap supports:
- Single protein structures in
PDBformat - Protein trajectories in
DCDorXTCformat together with a matching topologyPDB
Typical usage:
# Single structure
fasthydromap predict examples/1A1U.pdb -o outputs/1A1U_fdewet
# Trajectory
fasthydromap predict-trajectory examples/proteinG.pdb examples/proteinG_short.dcd -o outputs/proteinG_fdewet
Outputs
For a single structure, FastHydroMap writes:
*.csv: one row per residue withFdewet; with--parts, intrinsic and context columns are included*.pdb: a copy of the input structure with predictedFdewetwritten to B-factors
For a trajectory, FastHydroMap writes wide CSV files containing one row per frame and one column per residue.
Use --parts to also write intrinsic, context, and per-frame summary CSVs.
Model Scope
FastHydroMap was trained on structured single-chain proteins and the 20 canonical amino-acid chemistries. Predictions for PTMs and other non-canonical chemistries should be treated cautiously.
Visualization
FastHydroMap writes Fdewet values to the B-factor column of output PDBs, so you can color structures directly in molecular viewers.
ChimeraX:
color bfactor range 4,6.5 palette ^lipophilicity
PyMOL:
spectrum b, red_white_blue, minimum=4, maximum=6.5
For dynamic hydrophobicity visualization in a MD trajectory, see the teaching-oriented example script
scripts/chimerax_fdewet_trajectory_example.py with a ChimeraX implementation you can adjust.
Acknowledgements
Shell Lab and Shea Group
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