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setup_gromacs_md.py
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__description__ = \
"""
Small library for generating GROMACS simulation inputs for proteins, small
molecules with custom forcefields, or both together.
"""
__author__ = "Michael J. Harms"
__date__ = "2021-04-16"
import re, glob, os, subprocess, shutil, random, string, sys
def _run_cmd(cmd_list,base=None,run_in_dir=None,input=None):
"""
Run a bash command, doing error checking.
cmd_list: bash command, with each argument an individual entry in the list.
base: base to write out logs. If none, do not write.
run_in_dir: directory in which to run the command.
"""
# Go into specified working directory
cwd = os.getcwd()
if run_in_dir is not None:
os.chdir(run_in_dir)
# Run subprocess
s = subprocess.run(cmd_list,capture_output=True,input=input)
# Check for success
if s.returncode != 0:
err = ["Command failed. Command was:\n\n"]
err.append(" ".join(cmd_list))
err.append("\n\n")
err.append("standard error was:\n\n")
stderr = s.stderr.decode("utf-8")
err.append(stderr)
os.chdir(cwd)
raise RuntimeError("".join(err))
# Write out logs
if base:
f = open(f"{base}.stdout","w")
f.write(s.stdout.decode("utf-8"))
f.close()
f = open(f"{base}.stderr","w")
f.write(s.stderr.decode("utf-8"))
f.close()
os.chdir(cwd)
def _generic_handler(line,num_for_key=None):
"""
Handle a gromacs itp-style line.
num_for_key: number of fields to use for the key, starting from the first
field. This means an atom field (1,) or bond field (1,2), or
angle field (1,2,3), etc. can use the same parsing function
"""
# Get rid of everything after comment
line = line.split(";")[0].strip()
# If line only has comments or is blank, return nothing
if line == "":
return None
else:
# If no num_for_key is specified, use the whole line (less the comment)
# as a key
if num_for_key is None:
key = line
# If num_for_key is specified, grab fields 0-num_for_key and use as key
else:
key = tuple(line.split()[0:num_for_key])
value = line
return key, value
def _moleculetype_handler(line):
"""moleculetype handler: field 1 as key"""
return _generic_handler(line,1)
def _atoms_handler(line):
"""atoms handler: field 1 as key"""
return _generic_handler(line,1)
def _bonds_handler(line):
"""atoms handler: fields 1-2 as key"""
return _generic_handler(line,2)
def _pairs_handler(line):
"""pairs handler: fields 1-2 as key"""
return _generic_handler(line,2)
def _angles_handler(line):
"""angles handler: fields 1-3 as key"""
return _generic_handler(line,3)
def _dihedrals_handler(line):
"""dihedrals handler: fields 1-4 as key"""
return _generic_handler(line,4)
def _load_itp(itp_file,filter_set=None):
"""
Load an itp file into a dictionary or load an itp file and filter based on
values in filter_set.
itp_file: a gromacs itp file
filter_set: dictionary of key (e.g. "atoms") and sub-keys (e.g. (1,3,4))
If only itp_file is stored, return a dictionary with key/sub-keys
representing the itp file.
If itp_file and filter_set are specified, return the text of the itp file
filtered such that it only has the key/sub-key/value information from
filter_set.
"""
# Dictionary to hold itp data
itp_dict = {}
# Dictionary mapping keys from itp data to handler functions.
handler_dict = {}
handler_dict["moleculetype"] = _moleculetype_handler
handler_dict["atoms"] = _atoms_handler
handler_dict["atomtypes"] = _atoms_handler
handler_dict["bonds"] = _bonds_handler
handler_dict["bondtypes"] = _bonds_handler
handler_dict["pairs"] = _pairs_handler
handler_dict["pairtypes"] = _pairs_handler
handler_dict["angles"] = _angles_handler
handler_dict["angletypes"] = _angles_handler
handler_dict["dihedrals"] = _dihedrals_handler
handler_dict["dihedraltypes"] = _dihedrals_handler
# handler key is current key (e.g. "angles"). current handler is the
# handler function in use.
handler_key = None
current_handler = None
# Go through the line
out_lines = []
with open(itp_file) as f:
for line in f:
# If a new key
if re.match("\[ .*? \]",line):
# Get the handler_key and current_handler. (The
# _generic_handler uses the whole line as a key and value).
handler_key = line.strip()[1:-1].strip()
try:
current_handler = handler_dict[handler_key]
except KeyError:
current_handler = _generic_handler
# make sure itp_dict has a place for the key.
try:
itp_dict[handler_key]
except KeyError:
itp_dict[handler_key] = {}
if filter_set is not None:
out_lines.append(line)
continue
# If we have a real handler...
if current_handler is not None:
# Get the value from the line.
value = current_handler(line)
# If we got a value, store in itp_dict
if value is not None:
itp_dict[handler_key][value[0]] = value[1]
# Store reverse key too (the angle (a,b,c) should be the same
# as (c,b,a)).
if len(value[0]) > 1:
itp_dict[handler_key][tuple(value[0][::-1])] = value[1]
# If we have a filter set, decide what to do with the this line
if filter_set is not None:
# If we didn't get anything from the line, pass it along
# without changing it
if value is None:
out_lines.append(line)
else:
# If we got a key/value pair and it is in the fitler_set,
# we should grab it.
try:
filter_set[handler_key][value[0]]
out_lines.append(line)
except KeyError:
pass
# If we don't have a real handler...
else:
# If a filter_set is specified, write the line without changing
# it.
if filter_set is not None:
out_lines.append(line)
# If we have a a filter_set, return the filtered lines rather than the itp_dict
if filter_set is not None:
return "".join(out_lines)
return itp_dict
def _load_itp_into_ff(new_itp,ff_dir,never_load=["defaults"]):
"""
Take some new_itp file (say, for a ligand) and load this into a ff_dir,
stripping all duplicate definitions from the new_itp file. This is useful
because something like charmm-gui will spit out an itp file for a ligand
that includes all atoms. If we want to combine that ligand with a protein;
however, we need to use the generic forcefield. The generic forcefield will
include duplicate definitions of the atoms. This script whacks those
duplicates from the new itp out.
WARNING: this function will modify the contents of the forcefield
directory. Make sure this is a local copy you do not mind changing.
new_itp: itp file for the ligand.
ff_dir: gromacs-style forcefield dir (generally downloaded from
http://mackerell.umaryland.edu/charmm_ff.shtml#gromacs)
never_load: fields that will never be loaded from the new_itp file.
"""
# Load new itp in to an ff
new_ff = _load_itp(new_itp)
# Load itp files into dictionaries
itp_list = glob.glob(f"{ff_dir}/*.itp")
ff_itp = [_load_itp(itp) for itp in itp_list]
# Make a set of all keys seen in itp files, except new one (stuff like
# 'atomtypes', 'dihedraltypes', etc.)
all_existing_key_types = []
for ff in ff_itp:
all_existing_key_types.extend(ff.keys())
all_existing_key_types = set(all_existing_key_types)
# Go over all existing key types
for key_type in all_existing_key_types:
# Get entries with key_type from new ff. If no entries, move along
try:
new_ff_entries = new_ff[key_type]
except KeyError:
continue
# Make so certain key types will never load
if key_type in never_load:
new_ff[key_type] = {}
continue
# This will hold sub-keys that are in the new ff but not the old ones
new_dict = {}
# Go through all of the entries under the key in the new ff
for k in new_ff_entries.keys():
# See if this entry is found
entry_found = False
for ff in ff_itp:
try:
ff[key_type][k]
entry_found = True
break
except KeyError:
pass
# if the entry wasn't in any of the itp files, include it in the new
# itp
if not entry_found:
new_dict[k] = new_ff_entries[k]
# Update the new_ff with a (likely) truncated set of entires
new_ff[key_type] = new_dict
# Now, reload the itp file, filtering by entries in new_ff
new_file_contents = _load_itp(new_itp,new_ff)
f = open(os.path.join(ff_dir,"custom-ligand.itp"),'w')
f.write(new_file_contents)
f.close()
append_next = False
out_lines = []
with open(os.path.join(ff_dir,"forcefield.itp")) as f:
for line in f:
if append_next:
out_lines.append("#include \"custom-ligand.itp\"\n")
append_next = False
if line.startswith("#include \"ffbonded.itp\""):
append_next = True
out_lines.append(line)
f = open(os.path.join(ff_dir,"forcefield.itp"),"w")
f.write("".join(out_lines))
f.close()
def _load_pose(pose_file,tmp_gro,output_file):
"""
load the coordinates from a pose pdb file into a gro file. (This is useful
because the pdb format truncates the atom names, but pymol only saves out
pdb files... The work flow is to load the .gro file into pymol, tweak the
coordinates of the file, and then save them out as a .pdb file.)
pose_file: pdb file with new atom coordinates. these atoms must be in the
same order and have the same (first four character) names as
the gro file. This is what is written out by pymol if you
load in from the .gro file and then export with the 'Original
atom order' and 'Retain atom ids' options checked.
tmp_gro: gro file that will have data loaded into it.
output_file: gro file for writing out.
"""
# Read pdb file, grabbing atom names and coordinates in nm
atoms = []
with open(pose_file) as f:
for line in f:
if line[:6] in ["ATOM ","HETATM"]:
atom_name = line[12:16].strip()
coord = [float(line[30+8*i:(38+8*i)])/10.0 for i in range(3)]
atoms.append((atom_name,coord))
# Go through gro file and replace atom coordinates with those from the pdb
# file
out_lines = []
with open(tmp_gro) as f:
for i, line in enumerate(f):
# Skip two header lines
if i < 2:
out_lines.append(line)
continue
# Last line is not atom in gro file
if i - 2 == len(atoms):
out_lines.append(line)
continue
# Make sure atoms match
atom = line[10:15].strip()
if atom[:4] != atoms[i-2][0]:
err = "apparent mismatch in atoms in gro and pdb file\n"
err += f" {atom[:4]} vs {atoms[i-2][0]}\n"
raise ValueError(err)
# Load in new coordinates
front = line[:20]
coord = "".join(["{:>8.3f}".format(c) for c in atoms[i-2][1]])
back = line[44:]
out_lines.append(f"{front}{coord}{back}")
# Write to output file
f = open(output_file,'w')
f.write("".join(out_lines))
f.close()
def _load_ligands_into_system(new_gro_files,
new_itp_files,
system_gro=None,
system_top=None):
"""
new_gro_files: list of new gro files to load into the system gro file
new_itp_files: list of itp files matched to gro files to load into the
system top file
system_gro: system gro file
system_top: system topology file
"""
# sanity check
if len(new_gro_files) != len(new_itp_files):
err = "gro files and itp files must be matched\n"
raise ValueError(err)
# Read current system gro file
if system_gro is not None:
f = open(system_gro,'r')
gro_lines = f.readlines()
f.close()
out_lines = gro_lines[2:-1]
else:
gro_lines = ["gmx\n"]
out_lines = []
# Go through new gro files
itp_to_import = {}
molecule_counts = {}
for i in range(len(new_gro_files)):
# Read lines from new gro files
f = open(new_gro_files[i])
gro_file = f.readlines()[2:-1]
f.close()
# Figure out residue offset we need to add to new gro file
this_start = int(gro_file[0][:5])
if len(out_lines) == 0:
last_resid = 0
else:
last_resid = int(out_lines[-1][:5])
offset = last_resid - this_start + 1
# Go through lines from new gro file and stick into system gro file
for g in gro_file:
v = int(g[:5]) + offset
out_lines.append("{:5d}{}".format(v,g[5:]))
# If we've already seen this itp file, increment counter
if new_itp_files[i] in itp_to_import:
molecule_counts[itp_to_import[new_itp_files[i]]] += 1
# If we haven't seen this itp file, load it in to our counter
else:
itp_dict = _load_itp(new_itp_files[i])
mtype = list(itp_dict["moleculetype"].keys())[0][0]
try:
molecule_counts[mtype]
err = "molecule with same name specified in two different itp files\n"
raise ValueError(err)
except KeyError:
itp_to_import[new_itp_files[i]] = mtype
molecule_counts[mtype] = 1
# Construct itp inclusion lines
itp_inclusion_string = []
for itp in itp_to_import:
local_name = os.path.split(itp)[-1]
itp_inclusion_string.append(f"#include \"{local_name}\"")
itp_inclusion_string = "\n".join(itp_inclusion_string)
# Construct molecule counts data
m_counts_string = []
for m in molecule_counts:
m_counts_string.append(f"{m} {molecule_counts[m]}")
m_counts_string.append("\n")
m_counts_string = "\n".join(m_counts_string)
# Construct finalized gro file
final_gro_contents = [gro_lines[0]]
final_gro_contents.append("{:d}\n".format(len(out_lines)))
final_gro_contents.extend(out_lines)
final_gro_contents.append(gro_lines[-1])
if system_gro is None:
system_gro = os.path.join(os.path.dirname(system_top),"system.gro")
f = open(system_gro,'w')
f.write("".join(final_gro_contents))
f.close()
# Construct finalized top file
looking_for_new_molecule = False
final_top = []
with open(system_top) as f:
for line in f:
if line.startswith("[ system ]"):
final_top.append(itp_inclusion_string)
final_top.append("\n\n")
if line.startswith("[ molecules ]"):
looking_for_new_molecule = True
if looking_for_new_molecule and line.strip() == "":
final_top.append(m_counts_string)
looking_for_new_molecule = False
final_top.append(line)
if looking_for_new_molecule:
final_top.append(m_counts_string)
f = open(system_top,'w')
f.write("".join(final_top))
f.close()
def setup_run(output_dir,
ff_source_dir,
mdp_files_dir,
charmm_gui_gromacs_dir=None,
protein_pdb_file=None,
ligand_pose_files=None,
overwrite=False,
box_size=1.0,
ion_conc=0.1):
"""
Set up an MD run, possibly with a ligand that has a custom forcefield
generated by charmm-gui. This will add a solvent box and ions to neutralize
the system.
output_dir: directory to write files to
ff_source_dir: directory of forcefield in gromacs format (e.g. CHARMM36m.ff)
mdp_files_dir: directory with mdp files to set up run
charmm_gui_gromacs_dir: gromacs dir spit out by charmm-gui
protein_pdb_file: protein pdb file, posed as desired. if not specified,
will build simulation without protein.
ligand_pose_files: ligand pdb file (or list of files) with pose(s).
overwrite: overwrite output_dir (default is false)
box_size: length of edge of box away from molecule in all directions (nm)
ion_conc: ion concentration in M. will add NA and CL ions to this conc
in numbers to neutralize system.
WARNING: this does *not* check for forcefield consistency. You could
generate the ligand ff on charmm-gui using CHARMM36m and then stick it into
the CHARMM22 forcefield. This script may work, without error, but could
lead to wacky outcomes in the simulations.
HACKS:
* This excludes the position_restraints field from the ligand .itp
file. This was a single, screwed up, line for LPS as generated
by charmm-gui, so we simply dropped.
* Always uses TIP3P waters.
"""
# Raise error if insufficient input specified
if charmm_gui_gromacs_dir is None and \
protein_pdb_file is None and \
ligand_pose_files is None:
err = "You must specify at least one of charmm_gui_gromacs dir,\n"
err += "protein_pdb_file, or ligand_pose_files\n"
raise ValueError(err)
if ligand_pose_files is not None and charmm_gui_gromacs_dir is None:
err = "ligand_pose_files require charmm_gui_gromacs_dir is given\n"
raise ValueError(err)
# Random 10-letter string to append to temporary files
tmp_base = "".join([random.choice(string.ascii_letters) for _ in range(10)])
# Create output directory
if os.path.isdir(output_dir):
if overwrite:
shutil.rmtree(output_dir)
else:
err = f"'{output_dir}' already exists!\n"
raise FileExistsError(err)
os.mkdir(output_dir)
# Create a source directory to store the raw ff and charmm-gui output
src_dir = os.path.join(output_dir,"src")
os.mkdir(src_dir)
# Create working directory
working_dir = os.path.join(output_dir,"working")
os.mkdir(working_dir)
# Create final direcotry
final_dir = os.path.join(output_dir,"final")
os.mkdir(final_dir)
# Copy in the forcefield directory
ff_source_dir_base = os.path.split(os.path.dirname(ff_source_dir))[-1]
shutil.copytree(ff_source_dir,os.path.join(src_dir,ff_source_dir_base))
shutil.copytree(ff_source_dir,os.path.join(working_dir,ff_source_dir_base))
ff_gromacs_dir = os.path.join(working_dir,ff_source_dir_base)
# Copy in the mdp files
mdp_files_dir_base = os.path.split(os.path.dirname(mdp_files_dir))[-1]
shutil.copytree(mdp_files_dir,os.path.join(src_dir,mdp_files_dir_base))
mdp_files = glob.glob(os.path.join(mdp_files_dir,"*.*"))
for m in mdp_files:
shutil.copy(m,working_dir)
# If custom gromacs dir specified
if charmm_gui_gromacs_dir is not None:
# Copy in the charmm-gui gromacs directory
charmm_gui_gromacs_dir_base = os.path.split(os.path.dirname(charmm_gui_gromacs_dir))[-1]
shutil.copytree(charmm_gui_gromacs_dir,os.path.join(src_dir,charmm_gui_gromacs_dir_base))
charmm_gui_gromacs_dir = os.path.join(src_dir,charmm_gui_gromacs_dir_base)
# Look for gro file for ligand
gro_files = glob.glob(os.path.join(charmm_gui_gromacs_dir,"*.gro"))
if len(gro_files) != 1:
err = f"There should be a single .gro file in {charmm_gui_gromacs_dir}\n"
raise ValueError(err)
gro_file = gro_files[0]
# Look for itp file for ligand
itp_files = glob.glob(os.path.join(charmm_gui_gromacs_dir,"toppar","*.itp"))
itp_files = [itp for itp in itp_files if os.path.split(itp)[-1] != "forcefield.itp"]
if len(itp_files) != 1:
err = f"There should be a single .itp file besides forcefield.itp "
err += f"in {charmm_gui_gromacs_dir}/toppar/\n"
raise ValueError(err)
itp_file = itp_files[0]
# Look for the topol file for the ligand
topol_file = os.path.join(charmm_gui_gromacs_dir,"topol.top")
# Look for the forcefield itp file
ff_itp_file = os.path.join(charmm_gui_gromacs_dir,"toppar","forcefield.itp")
# Look for unique names in gro_file
f = open(gro_file)
lines = f.readlines()[2:-1]
f.close()
unique_resid_in_gro = set([l[5:10] for l in lines])
# Look for unique residue names in itp file
itp_atoms = _load_itp(itp_file)["atoms"]
unique_resid_in_itp = []
for k in itp_atoms:
unique_resid_in_itp.append(itp_atoms[k].split()[3])
unique_resid_in_itp = set(unique_resid_in_itp)
# Find stuff in gro file that does not match itp file. Clean up.
gro_mismatches = unique_resid_in_gro.difference(unique_resid_in_itp)
itp_mismatches = unique_resid_in_itp.difference(unique_resid_in_gro)
to_gro_name = {}
for g in gro_mismatches:
for p in itp_mismatches:
if p[:len(g)] == g:
try:
to_gro_name[p]
print(f"itp residue {p} ambiguous. maps to {to_gro_name[p]} and {g}\n")
raise ValueError(err)
except KeyError:
to_gro_name[p] = g + " "*(len(p) - len(g))
out_lines = []
in_atoms = False
in_pos_restraints = False
with open(itp_file,'r') as f:
for line in f:
if line.startswith("[ atoms ]"):
in_atoms = True
out_lines.append(line)
continue
if in_atoms:
if line.startswith("["):
in_atoms = False
else:
for p in to_gro_name:
line = re.sub(p,to_gro_name[p],line)
# Remove posres
if line.startswith("#ifdef POSRES"):
in_pos_restraints = True
continue
if in_pos_restraints:
if line.startswith("#endif"):
in_pos_restraints = False
continue
out_lines.append(line)
# Create temporary itp file
tmp_itp = os.path.join(working_dir,f"{tmp_base}_ligand.itp")
f = open(tmp_itp,'w')
f.write("".join(out_lines))
f.close()
# Create temporary gro file
tmp_gro = os.path.join(working_dir,f"{tmp_base}_ligand.gro")
shutil.copy(gro_file,tmp_gro)
# Create temporary ligand topology file
tmp_top = os.path.join(working_dir,f"{tmp_base}_ligand-topol.top")
shutil.copy(topol_file,tmp_top)
# Create temporary ligand_ff.itp
tmp_ff_itp = os.path.join(working_dir,f"{tmp_base}_ligand_ff.itp")
shutil.copy(ff_itp_file,tmp_ff_itp)
# Load the tmp forcefield itp file into the gromacs forcefield directory
_load_itp_into_ff(tmp_ff_itp,ff_gromacs_dir,never_load=["defaults","position_restraints"])
# If ligand poses are specified, load them into .gro files in the
# working directory
if charmm_gui_gromacs_dir is not None:
ligand_gro_files = []
if ligand_pose_files is not None:
if type(ligand_pose_files) is str:
ligand_pose_files = [ligand_pose_files]
for i, p in enumerate(ligand_pose_files):
p = os.path.abspath(p)
p1 = os.path.split(p)[-1]
pose_file = os.path.join(working_dir,f"{tmp_base}_{p1}")
shutil.copy(p,pose_file)
output_file = os.path.join(working_dir,f"{tmp_base}_pose_{i}.gro")
_load_pose(pose_file,tmp_gro,output_file)
ligand_gro_files.append(output_file)
# If no poses are specified, use the simple ligand.gro file from the initial topology
else:
output_file = os.path.join(working_dir,f"{tmp_base}_pose_0.gro")
shutil.copy(tmp_gro,output_file)
ligand_gro_files.append(output_file)
print("Creating initial topology")
sys.stdout.flush()
# If there is a protein pdb file, run pdb2gmx
if protein_pdb_file is not None:
tmp_protein_pdb = os.path.join(working_dir,f"{tmp_base}_protein.pdb")
shutil.copy(protein_pdb_file,tmp_protein_pdb)
local_ff = ff_source_dir_base.split(".ff")[0].strip()
_run_cmd(["gmx","pdb2gmx",
"-f",os.path.split(tmp_protein_pdb)[-1],
"-o","system.gro",
"-p","topol.top",
"-ff",local_ff,
"-water","tip3p",
"-cmap"],
base=f"{tmp_base}_pdb2gmx",
run_in_dir=working_dir)
system_gro = os.path.join(working_dir,"system.gro")
system_topol = os.path.join(working_dir,"topol.top")
# Otherwise, create a starting topology file
else:
system_gro = None
system_topol = os.path.join(working_dir,"topol.top")
f = open(system_topol,"w")
f.write(f"#include \"./{ff_source_dir_base}/forcefield.itp\"\n")
f.write(f"#include \"./{ff_source_dir_base}/tip3p.itp\"\n")
f.write("\n\n")
f.write("#ifdef POSRES_WATER\n")
f.write("[ position_restraints ]\n")
f.write("1 1 1000 1000 1000\n")
f.write("#endif\n\n")
f.write(f"#include \"./{ff_source_dir_base}/ions.itp\"\n")
f.write("\n\n")
f.write("[ system ]\n; Name\ngmx\n\n[ molecules ]\n\n")
f.close()
if charmm_gui_gromacs_dir is not None:
# Load ligands into the system
output_itp = os.path.join(working_dir,"custom-lig_local.itp")
shutil.copy(tmp_itp,output_itp)
new_itp_files = [output_itp for _ in ligand_gro_files]
_load_ligands_into_system(ligand_gro_files,
new_itp_files,
system_gro,
system_topol)
# When we reach this point, we should have system.gro, topol.top, the
# local forcefield, and a bunch of autogenerated .itp files that fully
# specify the system. This is not solvated or charge neutralized.
print("Create box")
sys.stdout.flush()
_run_cmd(["gmx","editconf",
"-f","system.gro",
"-o","system.gro",
"-c",
"-d","{:.1f}".format(box_size),
"-bt","cubic"],
base=f"{tmp_base}_editconf",
run_in_dir=working_dir)
print("Solvating")
sys.stdout.flush()
_run_cmd(["gmx","solvate",
"-cp","system.gro",
"-cs","spc216.gro",
"-o","system.gro",
"-p","topol.top"],
base=f"{tmp_base}_solvate",
run_in_dir=working_dir)
print("Ionizing")
sys.stdout.flush()
_run_cmd(["gmx","grompp",
"-f","ions.mdp",
"-c","system.gro",
"-p","topol.top",
"-o","ions.tpr"],
base=f"{tmp_base}_grompp_ion",
run_in_dir=working_dir)
_run_cmd(["gmx","genion",
"-s","ions.tpr",
"-o","system.gro",
"-p","topol.top",
"-pname","NA",
"-nname","CL",
"-neutral",
"-conc","{:.3}".format(ion_conc)],
base=f"{tmp_base}_genion",
run_in_dir=working_dir,
input=b"SOL")
# Copy out to the final directory
non_tmp = [c for c in os.listdir(working_dir) if not c.startswith(tmp_base)]
non_tmp = [c for c in non_tmp if not c.startswith("#")]
for c in non_tmp:
source = os.path.join(working_dir,c)
target = os.path.join(final_dir,c)
if os.path.isdir(source):
shutil.copytree(source,target)
else:
shutil.copy(source,target)