anzhi2710gmailcom's picture
Upload folder using huggingface_hub (part 4)
96f168d verified
Raw
History Blame Contribute Delete
4.96 kB
# Copyright 2021 DeepMind Technologies Limited
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Cleans up a PDB file using pdbfixer in preparation for OpenMM simulations.
fix_pdb uses a third-party tool. We also support fixing some additional edge
cases like removing chains of length one (see clean_structure).
"""
import io
from pdbfixer import PDBFixer
from openmm import app
from openmm.app import element
from openmm.app.internal import pdbstructure
def pdb_to_structure(pdb_str):
handle = io.StringIO(pdb_str)
return pdbstructure.PdbStructure(handle)
def fix_pdb(pdbfile, alterations_info):
"""Apply pdbfixer to the contents of a PDB file; return a PDB string result.
1) Replaces nonstandard residues.
2) Removes heterogens (non protein residues) including water.
3) Adds missing residues and missing atoms within existing residues.
4) Adds hydrogens assuming pH=7.0.
5) KeepIds is currently true, so the fixer must keep the existing chain and
residue identifiers. This will fail for some files in wider PDB that have
invalid IDs.
Args:
pdbfile: Input PDB file handle.
alterations_info: A dict that will store details of changes made.
Returns:
A PDB string representing the fixed structure.
"""
fixer = PDBFixer(pdbfile)
fixer.findNonstandardResidues()
alterations_info['nonstandard_residues'] = fixer.nonstandardResidues
fixer.replaceNonstandardResidues()
_remove_heterogens(fixer, alterations_info, keep_water=False)
fixer.findMissingResidues()
alterations_info['missing_residues'] = fixer.missingResidues
fixer.findMissingAtoms()
alterations_info['missing_heavy_atoms'] = fixer.missingAtoms
alterations_info['missing_terminals'] = fixer.missingTerminals
fixer.addMissingAtoms(seed=0)
fixer.addMissingHydrogens()
out_handle = io.StringIO()
app.PDBFile.writeFile(fixer.topology, fixer.positions, out_handle,
keepIds=True)
return out_handle.getvalue()
def clean_structure(pdb_structure, alterations_info):
"""Applies additional fixes to an OpenMM structure, to handle edge cases.
Args:
pdb_structure: An OpenMM structure to modify and fix.
alterations_info: A dict that will store details of changes made.
"""
_replace_met_se(pdb_structure, alterations_info)
_remove_chains_of_length_one(pdb_structure, alterations_info)
def _remove_heterogens(fixer, alterations_info, keep_water):
"""Removes the residues that Pdbfixer considers to be heterogens.
Args:
fixer: A Pdbfixer instance.
alterations_info: A dict that will store details of changes made.
keep_water: If True, water (HOH) is not considered to be a heterogen.
"""
initial_resnames = set()
for chain in fixer.topology.chains():
for residue in chain.residues():
initial_resnames.add(residue.name)
fixer.removeHeterogens(keepWater=keep_water)
final_resnames = set()
for chain in fixer.topology.chains():
for residue in chain.residues():
final_resnames.add(residue.name)
alterations_info['removed_heterogens'] = (
initial_resnames.difference(final_resnames))
def _replace_met_se(pdb_structure, alterations_info):
"""Replace the Se in any MET residues that were not marked as modified."""
modified_met_residues = []
for res in pdb_structure.iter_residues():
name = res.get_name_with_spaces().strip()
if name == 'MET':
s_atom = res.get_atom('SD')
if s_atom.element_symbol == 'Se':
s_atom.element_symbol = 'S'
s_atom.element = element.get_by_symbol('S')
modified_met_residues.append(s_atom.residue_number)
alterations_info['Se_in_MET'] = modified_met_residues
def _remove_chains_of_length_one(pdb_structure, alterations_info):
"""Removes chains that correspond to a single amino acid.
A single amino acid in a chain is both N and C terminus. There is no force
template for this case.
Args:
pdb_structure: An OpenMM pdb_structure to modify and fix.
alterations_info: A dict that will store details of changes made.
"""
removed_chains = {}
for model in pdb_structure.iter_models():
valid_chains = [c for c in model.iter_chains() if len(c) > 1]
invalid_chain_ids = [c.chain_id for c in model.iter_chains() if len(c) <= 1]
model.chains = valid_chains
for chain_id in invalid_chain_ids:
model.chains_by_id.pop(chain_id)
removed_chains[model.number] = invalid_chain_ids
alterations_info['removed_chains'] = removed_chains