/usr/share/RDKit/Contrib/fraggle/atomcontrib.py is in rdkit-data 201309-1.
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1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 | # Copyright (c) 2013, GlaxoSmithKline Research & Development Ltd.
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# Created by Jameed Hussain, May 2013
import sys
from optparse import OptionParser
from rdkit import Chem
from rdkit import DataStructs
from collections import defaultdict
#input format
#query_substructs,query_smiles,SMILES,ID,Tversky_sim
#algorithm
#read in query_substructs and smiles
#feed to atomcontrib function to return generalised_SMILES
#use Tanimoto to compare generalised_SMILES with query smiles to give fraggle similarity
from rdkit.Chem.Fraggle import FraggleSim
parser = OptionParser(description="Program to post-process Tversky search results as part of Fraggle",
epilog="Format of input file: query_frag_smiles,query_smiles,query_id,retrieved_smi,retrieved_id,tversky_sim\t"
"Output: SMILES,ID,QuerySMI,QueryID,Fraggle_Similarity,RDK5_Similarity")
parser.add_option('-c','--cutoff',action='store', dest='cutoff', type='float', default=0.7,
help="Cutoff for fraggle similarity. Only results with similarity greater than the cutoff will be output. DEFAULT = 0.7")
parser.add_option('-p','--pfp',action='store', dest='pfp', type='float', default=0.8,
help="Cutoff for partial fp similarity. DEFAULT = 0.8")
if __name__ == '__main__':
#parse the command line options
(options, args) = parser.parse_args()
if( (options.cutoff >= 0) and (options.cutoff <= 1) ):
fraggle_cutoff = options.cutoff
else:
print "Fraggle cutoff must be in range 0-1"
sys.exit(1)
print "SMILES,ID,QuerySMI,QueryID,Fraggle_Similarity,RDK5_Similarity"
#create some data structure to store results
id_to_smi = {}
day_sim = {}
frag_sim = {}
query_size = {}
query_mols = {}
#generate dummy mol object which generates empty fp
emptyMol = Chem.MolFromSmiles('*')
#read the STDIN
for line in sys.stdin:
line = line.rstrip()
qSubs,qSmi,qID,inSmi,id_,tversky = line.split(",")
#add query to id_to_smi
id_to_smi[qID] = qSmi
id_to_smi[id_] = inSmi
#add query to data structures
frag_sim.setdefault(qID, defaultdict(float))
day_sim.setdefault(qID, {})
if(qID not in query_size):
qMol = Chem.MolFromSmiles(qSmi)
if(qMol == None):
sys.stderr.write("Can't generate mol for: %s\n" % (qSmi) )
continue
query_mols[qID] = qMol
query_size[qID] = qMol.GetNumAtoms()
iMol = Chem.MolFromSmiles(inSmi)
if(iMol == None):
sys.stderr.write("Can't generate mol for: %s\n" % (inSmi) )
continue
#discard based on atom size
if(iMol.GetNumAtoms() < query_size[qID]-3):
#sys.stderr.write("Too small: %s\n" % (inSmi) )
continue;
if(iMol.GetNumAtoms() > query_size[qID]+4):
#sys.stderr.write("Too large: %s\n" % (inSmi) )
continue;
#print '>>>',id_
rdkit_sim,fraggle_sim = FraggleSim.compute_fraggle_similarity_for_subs(iMol,query_mols[qID],qSmi,qSubs,
options.pfp)
day_sim[qID][id_] = rdkit_sim
frag_sim[qID][id_] = max(frag_sim[qID][id_],fraggle_sim)
#check if you have the fp for the modified query
#and generate if need to
#right, print out the results for the query
#Format: SMILES,ID,QuerySMI,QueryID,Fraggle_Similarity,Daylight_Similarity
for qID in frag_sim:
for id_ in frag_sim[qID]:
if(frag_sim[qID][id_] >= fraggle_cutoff):
print "%s,%s,%s,%s,%s,%s" % (id_to_smi[id_],id_,id_to_smi[qID],qID,frag_sim[qID][id_],day_sim[qID][id_])
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