from mpi4py import MPI from mpi4py.futures import MPICommExecutor from Bio.PDB import PDBParser, PDBIO, Select, PPBuilder import warnings import tempfile import os import sys from rdkit import Chem import pandas as pd def is_het(residue): res = residue.id[0] return res != " " and res != "W" class ResidueSelect(Select): def __init__(self, het): self.het = het def accept_residue(self, residue): """ Recognition of heteroatoms - Remove water molecules """ return (self.het and is_het(residue) or not self.het and not is_het(residue)) def get_complex(fn): try: parser = PDBParser() io = PDBIO() structure = parser.get_structure('complex',fn) io.set_structure(structure) with tempfile.NamedTemporaryFile(mode='w',delete=False) as f: name_receptor = f.name with tempfile.NamedTemporaryFile(mode='w',delete=False) as f: name_ligand = f.name io.save(name_receptor,ResidueSelect(het=False)) io.save(name_ligand,ResidueSelect(het=True)) parser = PDBParser() receptor = parser.get_structure('protein',name_receptor) ppb = PPBuilder() seq = [] for pp in ppb.build_peptides(structure): seq.append(str(pp.get_sequence())) seq = ''.join(seq) mol = Chem.MolFromPDBFile(name_ligand) smiles = Chem.MolToSmiles(mol) os.unlink(name_ligand) os.unlink(name_receptor) return seq, smiles except Exception as e: print(e) pass if __name__ == '__main__': import glob filenames = glob.glob(sys.argv[2]) comm = MPI.COMM_WORLD with MPICommExecutor(comm, root=0) as executor: if executor is not None: result = executor.map(get_complex, filenames) names = [] all_seq = [] all_smiles = [] for n,r in zip(filenames,result): try: all_seq.append(r[0]) all_smiles.append(r[1]) names.append(os.path.basename(n)) except: pass df = pd.DataFrame({'name': names, 'seq': all_seq, 'smiles': all_smiles}) df.to_parquet(sys.argv[1])