Example #1
0
def generate_solvated_hybrid_test_topology(current_mol_name="naphthalene",
                                           proposed_mol_name="benzene",
                                           current_mol_smiles=None,
                                           proposed_mol_smiles=None,
                                           vacuum=False,
                                           render_atom_mapping=False):
    """
    This function will generate a topology proposal, old positions, and new positions with a geometry proposal (either vacuum or solvated) given a set of input iupacs or smiles.
    The function will (by default) read the iupac names first.  If they are set to None, then it will attempt to read a set of current and new smiles.
    An atom mapping pdf will be generated if specified.
    Arguments
    ----------
    current_mol_name : str, optional
        name of the first molecule
    proposed_mol_name : str, optional
        name of the second molecule
    current_mol_smiles : str (default None)
        current mol smiles
    proposed_mol_smiles : str (default None)
        proposed mol smiles
    vacuum: bool (default False)
        whether to render a vacuum or solvated topology_proposal
    render_atom_mapping : bool (default False)
        whether to render the atom map of the current_mol_name and proposed_mol_name

    Returns
    -------
    topology_proposal : perses.rjmc.topology_proposal
        The topology proposal representing the transformation
    current_positions : np.array, unit-bearing
        The positions of the initial system
    new_positions : np.array, unit-bearing
        The positions of the new system
    """
    import simtk.openmm.app as app
    from openmoltools import forcefield_generators

    from openeye import oechem
    from openmoltools.openeye import iupac_to_oemol, generate_conformers, smiles_to_oemol
    from openmoltools import forcefield_generators
    import perses.utils.openeye as openeye
    from perses.utils.data import get_data_filename
    from perses.rjmc.topology_proposal import TopologyProposal, SystemGenerator, SmallMoleculeSetProposalEngine
    import simtk.unit as unit
    from perses.rjmc.geometry import FFAllAngleGeometryEngine

    if current_mol_name != None and proposed_mol_name != None:
        try:
            old_oemol, new_oemol = iupac_to_oemol(
                current_mol_name), iupac_to_oemol(proposed_mol_name)
            old_smiles = oechem.OECreateSmiString(
                old_oemol,
                oechem.OESMILESFlag_DEFAULT | oechem.OESMILESFlag_Hydrogens)
            new_smiles = oechem.OECreateSmiString(
                new_oemol,
                oechem.OESMILESFlag_DEFAULT | oechem.OESMILESFlag_Hydrogens)
        except:
            raise Exception(
                f"either {current_mol_name} or {proposed_mol_name} is not compatible with 'iupac_to_oemol' function!"
            )
    elif current_mol_smiles != None and proposed_mol_smiles != None:
        try:
            old_oemol, new_oemol = smiles_to_oemol(
                current_mol_smiles), smiles_to_oemol(proposed_mol_smiles)
            old_smiles = oechem.OECreateSmiString(
                old_oemol,
                oechem.OESMILESFlag_DEFAULT | oechem.OESMILESFlag_Hydrogens)
            new_smiles = oechem.OECreateSmiString(
                new_oemol,
                oechem.OESMILESFlag_DEFAULT | oechem.OESMILESFlag_Hydrogens)
        except:
            raise Exception(f"the variables are not compatible")
    else:
        raise Exception(
            f"either current_mol_name and proposed_mol_name must be specified as iupacs OR current_mol_smiles and proposed_mol_smiles must be specified as smiles strings."
        )

    old_oemol, old_system, old_positions, old_topology = openeye.createSystemFromSMILES(
        old_smiles, title="MOL")

    #correct the old positions
    old_positions = openeye.extractPositionsFromOEMol(old_oemol)
    old_positions = old_positions.in_units_of(unit.nanometers)

    new_oemol, new_system, new_positions, new_topology = openeye.createSystemFromSMILES(
        new_smiles, title="NEW")

    ffxml = forcefield_generators.generateForceFieldFromMolecules(
        [old_oemol, new_oemol])

    old_oemol.SetTitle('MOL')
    new_oemol.SetTitle('MOL')

    old_topology = forcefield_generators.generateTopologyFromOEMol(old_oemol)
    new_topology = forcefield_generators.generateTopologyFromOEMol(new_oemol)

    if not vacuum:
        nonbonded_method = app.PME
        barostat = openmm.MonteCarloBarostat(1.0 * unit.atmosphere,
                                             300.0 * unit.kelvin, 50)
    else:
        nonbonded_method = app.NoCutoff
        barostat = None

    gaff_xml_filename = get_data_filename("data/gaff.xml")
    system_generator = SystemGenerator(
        [gaff_xml_filename, 'amber99sbildn.xml', 'tip3p.xml'],
        barostat=barostat,
        forcefield_kwargs={
            'removeCMMotion': False,
            'nonbondedMethod': nonbonded_method,
            'constraints': app.HBonds,
            'hydrogenMass': 4.0 * unit.amu
        })
    system_generator._forcefield.loadFile(StringIO(ffxml))

    proposal_engine = SmallMoleculeSetProposalEngine([old_smiles, new_smiles],
                                                     system_generator,
                                                     residue_name='MOL')
    geometry_engine = FFAllAngleGeometryEngine(metadata=None,
                                               use_sterics=False,
                                               n_bond_divisions=1000,
                                               n_angle_divisions=180,
                                               n_torsion_divisions=360,
                                               verbose=True,
                                               storage=None,
                                               bond_softening_constant=1.0,
                                               angle_softening_constant=1.0,
                                               neglect_angles=False)

    if not vacuum:
        #now to solvate
        modeller = app.Modeller(old_topology, old_positions)
        hs = [
            atom for atom in modeller.topology.atoms()
            if atom.element.symbol in ['H']
            and atom.residue.name not in ['MOL', 'OLD', 'NEW']
        ]
        modeller.delete(hs)
        modeller.addHydrogens(forcefield=system_generator._forcefield)
        modeller.addSolvent(system_generator._forcefield,
                            model='tip3p',
                            padding=9.0 * unit.angstroms)
        solvated_topology = modeller.getTopology()
        solvated_positions = modeller.getPositions()
        solvated_positions = unit.quantity.Quantity(value=np.array([
            list(atom_pos) for atom_pos in
            solvated_positions.value_in_unit_system(unit.md_unit_system)
        ]),
                                                    unit=unit.nanometers)
        solvated_system = system_generator.build_system(solvated_topology)

        #now to create proposal
        top_proposal = proposal_engine.propose(
            current_system=solvated_system,
            current_topology=solvated_topology,
            current_mol=old_oemol,
            proposed_mol=new_oemol)
        new_positions, _ = geometry_engine.propose(top_proposal,
                                                   solvated_positions, beta)

        if render_atom_mapping:
            from perses.utils.smallmolecules import render_atom_mapping
            print(
                f"new_to_old: {proposal_engine.non_offset_new_to_old_atom_map}"
            )
            render_atom_mapping(f"{old_smiles}to{new_smiles}.png", old_oemol,
                                new_oemol,
                                proposal_engine.non_offset_new_to_old_atom_map)

        return top_proposal, solvated_positions, new_positions

    else:
        vacuum_system = system_generator.build_system(old_topology)
        top_proposal = proposal_engine.propose(current_system=vacuum_system,
                                               current_topology=old_topology,
                                               current_mol=old_oemol,
                                               proposed_mol=new_oemol)
        new_positions, _ = geometry_engine.propose(top_proposal, old_positions,
                                                   beta)
        if render_atom_mapping:
            from perses.utils.smallmolecules import render_atom_mapping
            print(f"new_to_old: {top_proposal._new_to_old_atom_map}")
            render_atom_mapping(f"{old_smiles}to{new_smiles}.png", old_oemol,
                                new_oemol, top_proposal._new_to_old_atom_map)
        return top_proposal, old_positions, new_positions
Example #2
0
system_generator = SystemGenerator(
    ['gaff2.xml'],
    barostat=None,
    forcefield_kwargs={
        'removeCMMotion': False,
        'ewaldErrorTolerance': 1e-4,
        'nonbondedMethod': app.NoCutoff,
        'constraints': app.HBonds,
        'hydrogenMass': 4 * unit.amus
    })

# In[ ]:

# In[ ]:

old_mol, old_system, old_pos, old_top = createSystemFromSMILES('CCCCO')
old_system = system_generator.build_system(old_top)

new_mol, new_system, new_pos, new_top = createSystemFromSMILES('CCCCS')
new_system = system_generator.build_system(new_top)

# In[ ]:

num_old_constraints = old_system.getNumConstraints()
print(num_old_constraints)
for i in range(num_old_constraints):
    print(old_system.getConstraintParameters(i))

# In[ ]:

num_old_constraints = new_system.getNumConstraints()