| """ |
| Binding affinity predictor based on Intermolecular Contacts (ICs). |
| """ |
|
|
| import argparse |
| import logging |
| import sys |
| from argparse import RawTextHelpFormatter |
| from pathlib import Path |
|
|
| from Bio.PDB.Structure import Structure |
|
|
| from prodigy_prot.modules.parsers import (get_parser, parse_structure, |
| validate_structure) |
| from prodigy_prot.modules.prodigy import Prodigy |
|
|
| |
| logging.basicConfig(level=logging.INFO, stream=sys.stdout, format="%(message)s") |
| log = logging.getLogger("Prodigy") |
|
|
|
|
| ap = argparse.ArgumentParser(description=__doc__, formatter_class=RawTextHelpFormatter) |
| ap.add_argument( |
| "input_path", |
| help="Path to either: \n- Structure in PDB or mmCIF format\n- Directory containing structure files", |
| ) |
| ap.add_argument( |
| "--distance-cutoff", |
| type=float, |
| default=5.5, |
| help="Distance cutoff to calculate ICs", |
| ) |
| ap.add_argument( |
| "--acc-threshold", |
| type=float, |
| default=0.05, |
| help="Accessibility threshold for BSA analysis", |
| ) |
| ap.add_argument( |
| "--temperature", |
| type=float, |
| default=25.0, |
| help="Temperature (C) for Kd prediction", |
| ) |
| ap.add_argument("--contact_list", action="store_true", help="Output a list of contacts") |
| ap.add_argument( |
| "--pymol_selection", |
| action="store_true", |
| help="Output a script to highlight the interface (pymol)", |
| ) |
| ap.add_argument( |
| "-q", |
| "--quiet", |
| action="store_true", |
| help="Outputs only the predicted affinity value", |
| ) |
| _co_help = """ |
| By default, all intermolecular contacts are taken into consideration, |
| a molecule being defined as an isolated group of amino acids sharing |
| a common chain identifier. In specific cases, for example |
| antibody-antigen complexes, some chains should be considered as a |
| single molecule. |
| |
| Use the --selection option to provide collections of chains that should |
| be considered for the calculation. Separate by a space the chains that |
| are to be considered _different_ molecules. Use commas to include multiple |
| chains as part of a single group: |
| |
| --selection A B => Contacts calculated (only) between chains A and B. |
| --selection A,B C => Contacts calculated (only) between \ |
| chains A and C; and B and C. |
| --selection A B C => Contacts calculated (only) between \ |
| chains A and B; B and C; and A and C. |
| """ |
| sel_opt = ap.add_argument_group("Selection Options", description=_co_help) |
| sel_opt.add_argument("--selection", nargs="+", metavar=("A B", "A,B C")) |
|
|
|
|
| def main(): |
| args = ap.parse_args() |
| log.setLevel(logging.ERROR if args.quiet else logging.INFO) |
|
|
| struct_path = Path(args.input_path) |
|
|
| input_list = [] |
| if struct_path.is_file(): |
| input_list.append(struct_path) |
|
|
| elif struct_path.is_dir(): |
| for input_f in struct_path.glob("*"): |
| if Path(input_f).suffix in [".pdb", ".cif", ".ent"]: |
| input_list.append(input_f) |
|
|
| elif not struct_path.exists(): |
| log.error(f"File {struct_path} does not exist") |
| sys.exit(1) |
|
|
| else: |
| log.error(f"Input path {struct_path} is neither a valid file nor a directory") |
| sys.exit(1) |
|
|
| for input_f in input_list: |
| structure, n_chains, n_res = parse_structure(str(input_f)) |
|
|
| if len(input_list) > 1: |
| log.info("#" * 42) |
|
|
| log.info( |
| "[+] Parsed structure file {0} ({1} chains, {2} residues)".format( |
| structure.id, n_chains, n_res |
| ) |
| ) |
| prodigy = Prodigy(structure, args.selection, args.temperature) |
| prodigy.predict( |
| distance_cutoff=args.distance_cutoff, acc_threshold=args.acc_threshold |
| ) |
| prodigy.print_prediction(quiet=args.quiet) |
|
|
| if args.contact_list: |
| prodigy.print_contacts(outfile=str(struct_path.with_suffix(".ic"))) |
|
|
| if args.pymol_selection: |
| prodigy.print_pymol_script(outfile=str(struct_path.with_suffix(".pml"))) |
|
|
|
|
| if __name__ == "__main__": |
| sys.exit(main()) |
|
|