In [5]:
tree.generateMorphs()
show_mol_grid(tree.candidates)
Out[5]:
from rdkit import Chem
from rdkit.Chem.Draw import IPythonConsole
from rdkit.Chem.Draw import MolsToGridImage
from rdkit.Chem.Draw.MolDrawing import MolDrawing, DrawingOptions
from rdkit.Chem.Draw import rdMolDraw2D
from IPython.display import SVG
IPythonConsole.ipython_useSVG = False
DrawingOptions.includeAtomNumbers = False
def get_locked_ids(mol):
return [idx for idx, atm in enumerate(mol.atoms) if atm.is_locked]
def depict(mol):
rd_mol = mol.asRDMol()
drawer = rdMolDraw2D.MolDraw2DSVG(300, 300)
# include atom indices
opts = drawer.drawOptions()
for i in range(rd_mol.GetNumAtoms()):
opts.atomLabels[i] = str(i+1)
# draw the molecule as SVG
drawer.DrawMolecule(
rd_mol
, highlightAtoms=get_locked_ids(mol)
)
drawer.FinishDrawing()
return SVG(drawer.GetDrawingText().replace('svg:',''))
def get_locked_atoms(mol):
return [(idx, atm) for idx, atm in enumerate(mol.atoms) if atm.is_locked]
def show_mol_grid(mols):
locked_atoms = [[y[0] for y in get_locked_atoms(x)] for x in mols]
return MolsToGridImage(
[x.asRDMol() for x in mols]
, subImgSize=(250,200)
, highlightAtomLists=locked_atoms
, legends=[x.parent_operator for x in mols]
)
from rdkit import Chem
from molpher.core import MolpherMol, MolpherAtom
from molpher.core.morphing.operators import MorphingOperator
from molpher.random_numbers import get_random_number
class AddFragment(MorphingOperator):
def __init__(self, fragment, open_atoms_frag, oper_name):
super(AddFragment, self).__init__()
self._name = oper_name
self._fragment = fragment
self._open_atoms_frag = open_atoms_frag
self._orig_rdkit = None
self._open_atoms = []
def setOriginal(self, mol):
super(AddFragment, self).setOriginal(mol)
if self.original:
self._orig_rdkit = self.original.asRDMol()
self._open_atoms = []
for atm_rdkit, atm_molpher in zip(self._orig_rdkit.GetAtoms(), self.original.atoms):
free_bonds = atm_rdkit.GetImplicitValence()
if free_bonds >= 1 and not (MolpherAtom.NO_ADDITION & atm_molpher.locking_mask):
self._open_atoms.append(atm_rdkit.GetIdx())
def morph(self):
combo_mol = Chem.EditableMol(Chem.CombineMols(
self._orig_rdkit
, self._fragment
))
atom_orig = self._open_atoms[get_random_number(0, len(self._open_atoms)-1)]
atom_frag = len(self.original.atoms) + self._open_atoms_frag[get_random_number(0, len(self._open_atoms_frag)-1)]
combo_mol.AddBond(atom_orig, atom_frag, order=Chem.rdchem.BondType.SINGLE)
combo_mol = combo_mol.GetMol()
Chem.SanitizeMol(combo_mol)
ret = MolpherMol(other=combo_mol)
for atm_ret, atm_orig in zip(ret.atoms, self.original.atoms):
atm_ret.locking_mask = atm_orig.locking_mask
return ret
def getName(self):
return self._name
captopril = MolpherMol("captopril.sdf")
frag = Chem.MolFromSmiles('c1ccccc1')
add_frag = AddFragment(frag, [1], "Add Benzene")
add_frag.setOriginal(captopril)
depict(add_frag.morph())
from molpher.core import ExplorationTree as ETree
captopril = MolpherMol("captopril.sdf")
enalapril = MolpherMol("O=C(O)[CH]2N(C(=O)[CH](N[CH](C(=O)OCC)CCc1ccccc1)C)CCC2")
tree = ETree.create(source=captopril, target=enalapril)
tree.morphing_operators = tree.morphing_operators + (add_frag,)
tree.generateMorphs()
show_mol_grid(tree.candidates)
class FindClosest:
def __init__(self):
self.closest_mol = None
self.closest_distance = None
def __call__(self, morph):
if not self.closest_mol or self.closest_distance > morph.dist_to_target:
self.closest_mol = morph
self.closest_distance = morph.dist_to_target
closest_info = FindClosest()
while not tree.path_found:
tree.generateMorphs()
tree.sortMorphs()
tree.filterMorphs()
tree.extend()
tree.prune()
tree.traverse(closest_info)
print('Generation #', tree.generation_count, sep='')
print('Molecules in tree:', tree.mol_count)
print(
'Closest molecule to target: {0} (Tanimoto distance: {1})'.format(
closest_info.closest_mol.getSMILES()
, closest_info.closest_distance
)
)
Generation #1 Molecules in tree: 19 Closest molecule to target: CC(CSC1=CC=CC=C1)C(=O)N1CCCC1C(=O)O (Tanimoto distance: 0.484375) Generation #2 Molecules in tree: 100 Closest molecule to target: CC(CCC1=CC=CC=C1)C(=O)N1CCCC1C(=O)O (Tanimoto distance: 0.3035714285714286) Generation #3 Molecules in tree: 200 Closest molecule to target: CC(CCC1=CC=CC=C1)C(=O)N1CCCC1C(=O)O (Tanimoto distance: 0.3035714285714286) Generation #4 Molecules in tree: 300 Closest molecule to target: CC(CCC1=CC=CC=C1)C(=O)N1CCCC1C(=O)O (Tanimoto distance: 0.3035714285714286) Generation #5 Molecules in tree: 400 Closest molecule to target: CC(NC(O)CCC1=CC=CC=C1)C(=O)N1CCCC1C(=O)O (Tanimoto distance: 0.2586206896551724) Generation #6 Molecules in tree: 500 Closest molecule to target: CC(CCC1=CC=CC=C1)NC(C)C(=O)N1CCCC1C(=O)O (Tanimoto distance: 0.24561403508771928) Generation #7 Molecules in tree: 600 Closest molecule to target: CCOC(CCC1=CC=CC=C1)NC(C)C(=O)N1CCCC1C(=O)O (Tanimoto distance: 0.23333333333333328) Generation #8 Molecules in tree: 650 Closest molecule to target: CC=C(CC)C(CCC1=CC=CC=C1)NC(C)C(=O)N1CCCC1C(=O)O (Tanimoto distance: 0.21666666666666667) Generation #9 Molecules in tree: 718 Closest molecule to target: CC=C(OCC)C(CCC1=CC=CC=C1)NC(C)C(=O)N1CCCC1C(=O)O (Tanimoto distance: 0.16666666666666663) Generation #10 Molecules in tree: 757 Closest molecule to target: C=C(OCC)C(CCC1=CC=CC=C1)NC(C)C(=O)N1CCCC1C(=O)O (Tanimoto distance: 0.15254237288135597) Generation #11 Molecules in tree: 752 Closest molecule to target: C=C(OCC)C(CCC1=CC=CC=C1)NC(C)C(=O)N1CCCC1C(=O)O (Tanimoto distance: 0.15254237288135597) Generation #12 Molecules in tree: 760 Closest molecule to target: CCOC(=O)C(CCCC1=CC=CC=C1)NC(C)C(=O)N1CCCC1C(=O)O (Tanimoto distance: 0.08771929824561409) Generation #13 Molecules in tree: 726 Closest molecule to target: CCOC(=O)C(CCC1=CC=CC=C1)NC(C)C(=O)N1CCCC1C(=O)O (Tanimoto distance: 0.0)
show_mol_grid(tree.fetchPathTo(tree.params['target']))
