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feat: add All descriptor module for CDK and RDKit #79
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from rdkit.Chem import Descriptors, QED, Lipinski, rdMolDescriptors, rdmolops | ||
from app.modules.rdkitmodules import checkRo5Violations, checkSMILES | ||
from app.modules.cdkmodules import getCDKSDG, JClass, cdk_base | ||
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def getAllRDKitDescriptors(smiles: str): | ||
"""Take an input SMILES and generate a selected set of molecular | ||
descriptors generated using RDKit as a list. | ||
Args (str): SMILES string | ||
Returns (list): a list of calculated descriptors | ||
""" | ||
mol = checkSMILES(smiles) | ||
if mol: | ||
AtomC = rdMolDescriptors.CalcNumAtoms(mol) | ||
BondC = mol.GetNumBonds() | ||
HeavyAtomsC = rdMolDescriptors.CalcNumHeavyAtoms(mol) | ||
MolWt = "%.2f" % Descriptors.MolWt(mol) | ||
ExactMolWt = "%.2f" % Descriptors.ExactMolWt(mol) | ||
ALogP = "%.2f" % QED.properties(mol).ALOGP | ||
NumRotatableBonds = rdMolDescriptors.CalcNumRotatableBonds(mol) | ||
PSA = "%.2f" % rdMolDescriptors.CalcTPSA(mol) | ||
HBA = Descriptors.NumHAcceptors(mol) | ||
HBD = Descriptors.NumHDonors(mol) | ||
Lipinski_HBA = Lipinski.NumHAcceptors(mol) | ||
Lipinski_HBD = Lipinski.NumHDonors(mol) | ||
Ro5Violations = checkRo5Violations(mol) | ||
AromaticRings = rdMolDescriptors.CalcNumAromaticRings(mol) | ||
QEDWeighted = "%.2f" % QED.qed(mol) | ||
FormalCharge = "%.2f" % rdmolops.GetFormalCharge(mol) | ||
fsp3 = "%.3f" % rdMolDescriptors.CalcFractionCSP3(mol) | ||
NumRings = rdMolDescriptors.CalcNumRings(mol) | ||
return ( | ||
AtomC, | ||
BondC, | ||
HeavyAtomsC, | ||
MolWt, | ||
ExactMolWt, | ||
ALogP, | ||
NumRotatableBonds, | ||
PSA, | ||
HBA, | ||
HBD, | ||
Lipinski_HBA, | ||
Lipinski_HBD, | ||
Ro5Violations, | ||
AromaticRings, | ||
QEDWeighted, | ||
FormalCharge, | ||
fsp3, | ||
NumRings, | ||
) | ||
else: | ||
return "Error reading SMILES string, check again." | ||
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def getAllCDKDescriptors(smiles: str): | ||
"""Take an input SMILES and generate a selected set of molecular | ||
descriptors generated using CDK as a list. | ||
Args (str): SMILES string | ||
Returns (list): a list of calculated descriptors | ||
""" | ||
Mol = getCDKSDG(smiles) | ||
if Mol: | ||
AtomCountDescriptor = ( | ||
JClass(cdk_base + ".qsar.descriptors.molecular.AtomCountDescriptor")() | ||
.calculate(Mol) | ||
.getValue() | ||
) | ||
BondCountDescriptor = JClass(cdk_base+".qsar.descriptors.molecular.BondCountDescriptor")().calculate(Mol).getValue() | ||
HeavyAtomsC = Mol.getAtomCount() | ||
WeightDescriptor = ( | ||
JClass(cdk_base + ".qsar.descriptors.molecular.WeightDescriptor")() | ||
.calculate(Mol) | ||
.getValue().toString() | ||
) | ||
TotalExactMass = JClass( | ||
cdk_base + ".tools.manipulator.AtomContainerManipulator" | ||
).getTotalExactMass(Mol) | ||
ALogP = ( | ||
JClass(cdk_base + ".qsar.descriptors.molecular.ALOGPDescriptor")() | ||
.calculate(Mol) | ||
.getValue() | ||
) | ||
NumRotatableBonds = ( | ||
JClass( | ||
cdk_base + ".qsar.descriptors.molecular.RotatableBondsCountDescriptor" | ||
)() | ||
.calculate(Mol) | ||
.getValue() | ||
) | ||
TPSADescriptor = ( | ||
JClass(cdk_base + ".qsar.descriptors.molecular.TPSADescriptor")() | ||
.calculate(Mol) | ||
.getValue().toString() | ||
) | ||
HBondAcceptorCountDescriptor = ( | ||
JClass( | ||
cdk_base + ".qsar.descriptors.molecular.HBondAcceptorCountDescriptor" | ||
)() | ||
.calculate(Mol) | ||
.getValue() | ||
) | ||
HBondDonorCountDescriptor = ( | ||
JClass( | ||
cdk_base + ".qsar.descriptors.molecular.HBondDonorCountDescriptor" | ||
)() | ||
.calculate(Mol) | ||
.getValue() | ||
) | ||
RuleOfFiveDescriptor = ( | ||
JClass(cdk_base + ".qsar.descriptors.molecular.RuleOfFiveDescriptor")() | ||
.calculate(Mol) | ||
.getValue() | ||
) | ||
AromaticRings = None | ||
QEDWeighted = None | ||
FormalCharge = JClass( | ||
cdk_base + ".tools.manipulator.AtomContainerManipulator" | ||
).getTotalFormalCharge(Mol) | ||
FractionalCSP3Descriptor = ( | ||
JClass(cdk_base + ".qsar.descriptors.molecular.FractionalCSP3Descriptor")() | ||
.calculate(Mol) | ||
.getValue().toString() | ||
) | ||
NumRings = JClass(cdk_base + ".graph.Cycles").mcb(Mol).numberOfCycles() | ||
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return ( | ||
str(AtomCountDescriptor), | ||
str(BondCountDescriptor), | ||
HeavyAtomsC, | ||
"{:.2f}".format(float(str(WeightDescriptor))), | ||
"{:.2f}".format(float(str(TotalExactMass))), | ||
"{:.2f}".format(float(str(ALogP).split(",")[0])), | ||
str(NumRotatableBonds), | ||
"{:.2f}".format(float(str(TPSADescriptor))), | ||
str(HBondAcceptorCountDescriptor), | ||
str(HBondDonorCountDescriptor), | ||
str(HBondAcceptorCountDescriptor), | ||
str(HBondDonorCountDescriptor), | ||
str(RuleOfFiveDescriptor), | ||
str(AromaticRings), | ||
str(QEDWeighted), | ||
FormalCharge, | ||
"{:.2f}".format(float(str(FractionalCSP3Descriptor))), | ||
NumRings, | ||
) | ||
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def getCDKRDKitcombinedDescriptors(smiles: str): | ||
"""Take an input SMILES and generates a selected set of molecular | ||
descriptors using CDK and RDKit and returns as a dictionary. | ||
Args (str): SMILES string. | ||
Returns (dist): a dictionary of calculated descriptors. | ||
""" | ||
RDKitDescriptors = getAllRDKitDescriptors(smiles) | ||
CDKDescriptors = getAllCDKDescriptors(smiles) | ||
AllDescriptors = { | ||
"Atom count", | ||
"Bond count", | ||
"Heavy atom count", | ||
"Molecular weight", | ||
"Exact molecular weight", | ||
"ALogP", | ||
"Rotatable bond count", | ||
"Topological polar surface area", | ||
"Hydrogen bond acceptors", | ||
"Hydrogen bond donors", | ||
"Hydrogen bond acceptors(Lipinski)", | ||
"Hydrogen bond donors(Lipinski)", | ||
"Lipinski's rule of five violations", | ||
"Aromatic rings count", | ||
"QED drug likeliness", | ||
"Formal Charge", | ||
"FractionCSP3", | ||
"Number of Minimal Rings", | ||
} | ||
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if len(AllDescriptors) == len(RDKitDescriptors) == len(CDKDescriptors): | ||
combinedDict = dict(zip(AllDescriptors, zip(RDKitDescriptors, CDKDescriptors))) | ||
return combinedDict | ||
else: | ||
return "Error dictionary lenth invalid" |