Mercurial > repos > bgruening > openbabel_remsmall
diff cheminfolib.py @ 0:2704d4017b13 draft
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/chemicaltoolbox/openbabel commit 01da22e4184a5a6f6a3dd4631a7b9c31d1b6d502
author | bgruening |
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date | Sat, 20 May 2017 08:39:53 -0400 |
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children | aebc671bae78 |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/cheminfolib.py Sat May 20 08:39:53 2017 -0400 @@ -0,0 +1,264 @@ +#!/usr/bin/env python +""" + Small library with cheminformatic functions based on openbabel and pgchem. + Copyright 2012, Bjoern Gruening and Xavier Lucas +""" + +import os, sys + +try: + from galaxy import eggs + eggs.require('psycopg2') +except: + print('psycopg2 is not available. It is currently used in the pgchem wrappers, that are not shipped with default CTB') + +try: + import pybel + import openbabel +except: + print('OpenBabel could not be found. A few functions are not available without OpenBabel.') + +from multiprocessing import Pool +import glob, tempfile, re +import subprocess + +def CountLines( path ): + out = subprocess.Popen(['wc', '-l', path], + stdout=subprocess.PIPE, + stderr=subprocess.STDOUT + ).communicate()[0] + return int(out.partition(b' ')[0]) + +def grep(pattern, file_obj): + grepper = re.compile(pattern) + for line in file_obj: + if grepper.search(line): + return True + return False + +def check_filetype(filepath): + mol = False + possible_inchi = True + for line_counter, line in enumerate(open(filepath)): + if line_counter > 10000: + break + if line.find('$$$$') != -1: + return 'sdf' + elif line.find('@<TRIPOS>MOLECULE') != -1: + return 'mol2' + elif line.find('ligand id') != -1: + return 'drf' + elif possible_inchi and re.findall('^InChI=', line): + return 'inchi' + elif re.findall('^M\s+END', line): + mol = True + # first line is not an InChI, so it can't be an InChI file + possible_inchi = False + + if mol: + # END can occures before $$$$, so and SDF file will + # be recognised as mol, if you not using this hack' + return 'mol' + return 'smi' + +def db_connect(args): + try: + db_conn = psycopg2.connect("dbname=%s user=%s host=%s password=%s" % (args.dbname, args.dbuser, args.dbhost, args.dbpasswd)); + return db_conn + except: + sys.exit('Unable to connect to the db') + +ColumnNames = { + 'can_smiles' : 'Canonical SMILES', + 'can' : 'Canonical SMILES', + 'inchi' : 'InChI', + 'inchi_key' : 'InChI key', + 'inchi_key_first' : 'InChI key first', + 'inchi_key_last' : 'InChI key last', + 'molwt' : 'Molecular weight', + 'hbd' : 'Hydrogen-bond donors', + 'donors' : 'Hydrogen-bond donors', + 'hba' : 'Hydrogen-bond acceptors', + 'acceptors' : 'Hydrogen-bond acceptors', + 'rotbonds' : 'Rotatable bonds', + 'logp' : 'logP', + 'psa' : 'Polar surface area', + 'mr' : 'Molecular refractivity', + 'atoms' : 'Number of heavy atoms', + 'rings' : 'Number of rings', + 'set_bits' : 'FP2 bits', + 'id' : 'Internal identifier', + 'tani' : 'Tanimoto coefficient', + 'spectrophore' : 'Spectrophores(TM)', + 'dist_spectrophore' : 'Spectrophores(TM) distance to target', + 'synonym' : 'Entry id', +} + +OBDescriptor = { + 'atoms': ["atoms","Number of atoms"], + 'hatoms': ["hatoms","Number of heavy atoms"], # self defined tag hatoms in plugindefines.txt + 'can_smiles' : ["cansmi","Canonical SMILES"], + 'can_smilesNS' : ["cansmiNS","Canonical SMILES without isotopes or stereo"], + #["abonds","Number of aromatic bonds"], + #["bonds","Number of bonds"], + #["dbonds","Number of double bonds"], + #["formula","Chemical formula"], + 'hba': ["HBA1","Number of Hydrogen Bond Acceptors 1 (JoelLib)"], + 'hba2': ["HBA2","Number of Hydrogen Bond Acceptors 2 (JoelLib)"], + 'hbd': ["HBD","Number of Hydrogen Bond Donors (JoelLib)"], + 'inchi': ["InChI","IUPAC InChI identifier"], + 'inchi_key': ["InChIKey","InChIKey"], + #["L5","Lipinski Rule of Five"], + 'logp': ["logP","octanol/water partition coefficient"], + 'mr': ["MR","molar refractivity"], + 'molwt': ["MW","Molecular Weight filter"], + #["nF","Number of Fluorine Atoms"], + #["s","SMARTS filter"], + #["sbonds","Number of single bonds"], + #["smarts","SMARTS filter"], + #["tbonds","Number of triple bonds"], + #["title","For comparing a molecule's title"], + 'psa': ["TPSA","topological polar surface area"], + 'rotbonds' : ['ROTATABLE_BOND', 'rotatable bonds'], +} + + +def print_output(args, rows): + if args.oformat == 'table': + outfile = open(args.output, 'w') + requested_fields = (filter(lambda x: x not in ["[", "]", "'"], args.fetch)).split(', ') + if args.header: + outfile.write( 'Identifier\t' + '\t'.join( [ColumnNames[key] for key in requested_fields] ) + '\n' ) + for row in rows: + outfile.write( row['synonym'] + '\t' + '\t'.join( [str(row[key]) for key in requested_fields] ) + '\n' ) + + elif args.oformat in ['sdf', 'mol2']: + outfile = pybel.Outputfile(args.oformat, args.output, overwrite=True) + for row in rows: + try: + mol = pybel.readstring('sdf', row['mol']) + if args.oformat == 'sdf': + keys = filter(lambda x: x not in ["[", "]", "'"], args.fetch).split(', ') + mol.data.update( { ColumnNames['synonym'] : row['synonym'] } ) + if 'inchi_key' in keys: + keys = (', '.join(keys).replace( "inchi_key", "inchi_key_first, inchi_key_last" )).split(', ') + [ mol.data.update( { ColumnNames[key] : row[key] } ) for key in keys if key] + outfile.write(mol) + except: + pass + else: + outfile = open(args.output, 'w') + outfile.write( '\n'.join( [ '%s\t%s' % (row[args.oformat], row['synonym'] ) for row in rows ] ) ) + outfile.close() + +def pybel_stop_logging(): + openbabel.obErrorLog.StopLogging() + +def get_properties_ext(mol): + + HBD = pybel.Smarts("[!#6;!H0]") + HBA = pybel.Smarts("[$([$([#8,#16]);!$(*=N~O);" + + "!$(*~N=O);X1,X2]),$([#7;v3;" + + "!$([nH]);!$(*(-a)-a)])]" + ) + calc_desc_dict = mol.calcdesc() + + try: + logp = calc_desc_dict['logP'] + except: + logp = calc_desc_dict['LogP'] + + return {"molwt": mol.molwt, + "logp": logp, + "donors": len(HBD.findall(mol)), + "acceptors": len(HBA.findall(mol)), + "psa": calc_desc_dict['TPSA'], + "mr": calc_desc_dict['MR'], + "rotbonds": mol.OBMol.NumRotors(), + "can": mol.write("can").split()[0].strip(), ### tthis one works fine for both zinc and chembl (no ZINC code added after can descriptor string) + "inchi": mol.write("inchi").strip(), + "inchi_key": get_inchikey(mol).strip(), + "rings": len(mol.sssr), + "atoms": mol.OBMol.NumHvyAtoms(), + "spectrophore" : OBspectrophore(mol), + } + +def get_inchikey(mol): + conv = openbabel.OBConversion() + conv.SetInAndOutFormats("mol", "inchi") + conv.SetOptions("K", conv.OUTOPTIONS) + inchikey = conv.WriteString( mol.OBMol ) + return inchikey + +def OBspectrophore(mol): + spectrophore = pybel.ob.OBSpectrophore() + # Parameters: rotation angle = 20, normalization for mean and sd, accuracy = 3.0 A and non-stereospecific cages. + spectrophore.SetNormalization( spectrophore.NormalizationTowardsZeroMeanAndUnitStd ) + return ', '.join( [ "%.3f" % value for value in spectrophore.GetSpectrophore( mol.OBMol ) ] ) + +def squared_euclidean_distance(a, b): + try: + return ((np.asarray( a ) - np.asarray( b ))**2).sum() + except ValueError: + return 0 + +def split_library( lib_path, lib_format = 'sdf', package_size = None ): + """ + Split a library of compounds. Usage: split_library( lib_path, lib_format, package_size ) + IT currently ONLY WORKS FOR SD-Files + """ + pack = 1 + mol_counter = 0 + + outfile = open('/%s/%s_pack_%i.%s' % ( '/'.join(lib_path.split('/')[:-1]), lib_path.split('/')[-1].split('.')[0], pack, 'sdf'), 'w' ) + + for line in open(lib_path, 'r'): + outfile.write( line ) + if line.strip() == '$$$$': + mol_counter += 1 + if mol_counter % package_size == 0: + outfile.close() + pack += 1 + outfile = open('/%s/%s_pack_%i.%s' % ( '/'.join(lib_path.split('/')[:-1]), lib_path.split('/')[-1].split('.')[0], pack, 'sdf'), 'w' ) + if mol_counter*10 % package_size == 0: + print('%i molecules parsed, starting pack nr. %i' % ( mol_counter, pack - 1 )) + outfile.close() + + return True + +def split_smi_library( smiles_file, structures_in_one_file ): + """ + Split a file with SMILES to several files for multiprocessing usage. + Usage: split_smi_library( smiles_file, 10 ) + """ + output_files = [] + tfile = tempfile.NamedTemporaryFile(delete=False) + + smiles_handle = open(smiles_file, 'r') + for count, line in enumerate( smiles_handle ): + if count % structures_in_one_file == 0 and count != 0: + tfile.close() + output_files.append(tfile.name) + tfile = tempfile.NamedTemporaryFile(delete=False) + tfile.write(line) + tfile.close() + output_files.append(tfile.name) + smiles_handle.close() + return output_files + + +def mp_run(input_path, regex, PROCESSES, function_to_call ): + paths = [] + [ paths.append(compound_file) for compound_file in glob.glob(str(input_path) + str(regex)) ] + paths.sort() + + pool = Pool(processes=PROCESSES) + print('Process initialized with', PROCESSES, 'processors') + result = pool.map_async(function_to_call, paths) + result.get() + + return paths + +if __name__ == '__main__': + print(check_filetype(sys.argv[1])) +