Python AllChem.ComputeGasteigerCharges方法代碼示例

# 需要導入模塊: from rdkit.Chem import AllChem [as 別名]
# 或者: from rdkit.Chem.AllChem import ComputeGasteigerCharges [as 別名]
def compute_charges(mol):
  """Attempt to compute Gasteiger Charges on Mol

  This also has the side effect of calculating charges on mol.  The
  mol passed into this function has to already have been sanitized

  Params
  ------
  mol: rdkit molecule

  Returns
  -------
  No return since updates in place.
  
  Note
  ----
  This function requires RDKit to be installed.
  """
  from rdkit.Chem import AllChem
  try:
    # Updates charges in place
    AllChem.ComputeGasteigerCharges(mol)
  except Exception as e:
    logging.exception("Unable to compute charges for mol")
    raise MoleculeLoadException(e) 

# 需要導入模塊: from rdkit.Chem import AllChem [as 別名]
# 或者: from rdkit.Chem.AllChem import ComputeGasteigerCharges [as 別名]
def construct_partial_charge_vec(
        mol, num_max_atoms=WEAVE_DEFAULT_NUM_MAX_ATOMS):
    AllChem.ComputeGasteigerCharges(mol)
    n = mol.GetNumAtoms()
    partial_charge_vec = numpy.zeros((num_max_atoms, 1), dtype=numpy.float32)
    for i in range(n):
        a = mol.GetAtomWithIdx(i)
        partial_charge_vec[i, 0] = a.GetProp("_GasteigerCharge")
    return partial_charge_vec 

# 需要導入模塊: from rdkit.Chem import AllChem [as 別名]
# 或者: from rdkit.Chem.AllChem import ComputeGasteigerCharges [as 別名]
def get_atom_features(self, mol):
        AllChem.ComputeGasteigerCharges(mol)
        Chem.AssignStereochemistry(mol)

        hydrogen_donor_match = sum(mol.GetSubstructMatches(self.hydrogen_donor), ())
        hydrogen_acceptor_match = sum(mol.GetSubstructMatches(self.hydrogen_acceptor), ())
        acidic_match = sum(mol.GetSubstructMatches(self.acidic), ())
        basic_match = sum(mol.GetSubstructMatches(self.basic), ())

        ring = mol.GetRingInfo()

        m = []
        for atom_idx in range(mol.GetNumAtoms()):
            atom = mol.GetAtomWithIdx(atom_idx)

            o = []
            o += one_hot(atom.GetSymbol(), ['C', 'O', 'N', 'S', 'Cl', 'F', 'Br', 'P',
                                            'I', 'Si', 'B', 'Na', 'Sn', 'Se', 'other']) if self.use_atom_symbol else []
            o += one_hot(atom.GetDegree(), [0, 1, 2, 3, 4, 5, 6]) if self.use_degree else []
            o += one_hot(atom.GetHybridization(), [Chem.rdchem.HybridizationType.SP,
                                                   Chem.rdchem.HybridizationType.SP2,
                                                   Chem.rdchem.HybridizationType.SP3,
                                                   Chem.rdchem.HybridizationType.SP3D,
                                                   Chem.rdchem.HybridizationType.SP3D2]) if self.use_hybridization else []
            o += one_hot(atom.GetImplicitValence(), [0, 1, 2, 3, 4, 5, 6]) if self.use_implicit_valence else []
            o += one_hot(atom.GetFormalCharge(), [-3, -2, -1, 0, 1, 2, 3]) if self.use_degree else []
            # o += [atom.GetProp("_GasteigerCharge")] if self.use_partial_charge else [] # some molecules return NaN
            o += [atom.GetIsAromatic()] if self.use_aromaticity else []
            o += [ring.IsAtomInRingOfSize(atom_idx, 3),
                  ring.IsAtomInRingOfSize(atom_idx, 4),
                  ring.IsAtomInRingOfSize(atom_idx, 5),
                  ring.IsAtomInRingOfSize(atom_idx, 6),
                  ring.IsAtomInRingOfSize(atom_idx, 7),
                  ring.IsAtomInRingOfSize(atom_idx, 8)] if self.use_ring_size else []
            o += one_hot(atom.GetTotalNumHs(), [0, 1, 2, 3, 4]) if self.use_num_hydrogen else []

            if self.use_chirality:
                try:
                    o += one_hot(atom.GetProp('_CIPCode'), ["R", "S"]) + [atom.HasProp("_ChiralityPossible")]
                except:
                    o += [False, False] + [atom.HasProp("_ChiralityPossible")]
            if self.use_hydrogen_bonding:
                o += [atom_idx in hydrogen_donor_match]
                o += [atom_idx in hydrogen_acceptor_match]
            if self.use_acid_base:
                o += [atom_idx in acidic_match]
                o += [atom_idx in basic_match]

            m.append(o)

        return np.array(m, dtype=float) 

# 需要導入模塊: from rdkit.Chem import AllChem [as 別名]
# 或者: from rdkit.Chem.AllChem import ComputeGasteigerCharges [as 別名]
def PhyChem(smiles):
    """ Calculating the 19D physicochemical descriptors for each molecules,
    the value has been normalized with Gaussian distribution.

    Arguments:
        smiles (list): list of SMILES strings.
    Returns:
        props (ndarray): m X 19 matrix as nomalized PhysChem descriptors.
            m is the No. of samples
    """
    props = []
    for smile in smiles:
        mol = Chem.MolFromSmiles(smile)
        try:
            MW = desc.MolWt(mol)
            LOGP = Crippen.MolLogP(mol)
            HBA = Lipinski.NumHAcceptors(mol)
            HBD = Lipinski.NumHDonors(mol)
            rotable = Lipinski.NumRotatableBonds(mol)
            amide = AllChem.CalcNumAmideBonds(mol)
            bridge = AllChem.CalcNumBridgeheadAtoms(mol)
            heteroA = Lipinski.NumHeteroatoms(mol)
            heavy = Lipinski.HeavyAtomCount(mol)
            spiro = AllChem.CalcNumSpiroAtoms(mol)
            FCSP3 = AllChem.CalcFractionCSP3(mol)
            ring = Lipinski.RingCount(mol)
            Aliphatic = AllChem.CalcNumAliphaticRings(mol)
            aromatic = AllChem.CalcNumAromaticRings(mol)
            saturated = AllChem.CalcNumSaturatedRings(mol)
            heteroR = AllChem.CalcNumHeterocycles(mol)
            TPSA = MolSurf.TPSA(mol)
            valence = desc.NumValenceElectrons(mol)
            mr = Crippen.MolMR(mol)
            # charge = AllChem.ComputeGasteigerCharges(mol)
            prop = [MW, LOGP, HBA, HBD, rotable, amide, bridge, heteroA, heavy, spiro,
                    FCSP3, ring, Aliphatic, aromatic, saturated, heteroR, TPSA, valence, mr]
        except:
            print(smile)
            prop = [0] * 19
        props.append(prop)
    props = np.array(props)
    props = Scaler().fit_transform(props)
    return props