def test_find_contradicts():
st1 = Inhibition(Agent('a'), Agent('b'))
st2 = Activation(Agent('a'), Agent('b'))
st3 = IncreaseAmount(Agent('a'), Agent('b'))
st4 = DecreaseAmount(Agent('a'), Agent('b'))
pa = Preassembler(hierarchies, [st1, st2, st3, st4])
contradicts = pa.find_contradicts()
assert len(contradicts) == 2
for s1, s2 in contradicts:
assert {s1.uuid, s2.uuid} in ({st1.uuid,
st2.uuid}, {st3.uuid, st4.uuid})
def test_find_contradicts_refinement():
ras = Agent('RAS', db_refs={'FPLX': 'RAS'})
kras = Agent('KRAS', db_refs={'HGNC': '6407'})
hras = Agent('HRAS', db_refs={'HGNC': '5173'})
st1 = Phosphorylation(Agent('x'), ras)
st2 = Dephosphorylation(Agent('x'), kras)
st3 = Dephosphorylation(Agent('x'), hras)
pa = Preassembler(bio_ontology, [st1, st2, st3])
contradicts = pa.find_contradicts()
assert len(contradicts) == 2
for s1, s2 in contradicts:
assert {s1.uuid, s2.uuid} in ({st1.uuid,
st2.uuid}, {st1.uuid, st3.uuid})
def test_find_contradicts_refinement():
ras = Agent('RAS', db_refs={'FPLX': 'RAS'})
kras = Agent('KRAS', db_refs={'HGNC': '6407'})
hras = Agent('HRAS', db_refs={'HGNC': '5173'})
st1 = Phosphorylation(Agent('x'), ras)
st2 = Dephosphorylation(Agent('x'), kras)
st3 = Dephosphorylation(Agent('x'), hras)
pa = Preassembler(hierarchies, [st1, st2, st3])
contradicts = pa.find_contradicts()
assert len(contradicts) == 2
for s1, s2 in contradicts:
assert {s1.uuid, s2.uuid} in ({st1.uuid, st2.uuid},
{st1.uuid, st3.uuid})
def test_find_contradicts():
st1 = Inhibition(Agent('a'), Agent('b'))
st2 = Activation(Agent('a'), Agent('b'))
st3 = IncreaseAmount(Agent('a'), Agent('b'))
st4 = DecreaseAmount(Agent('a'), Agent('b'))
st5 = ActiveForm(Agent('a',
mods=[ModCondition('phosphorylation', None, None, True)]),
'kinase', True)
st6 = ActiveForm(Agent('a',
mods=[ModCondition('phosphorylation', None, None, True)]),
'kinase', False)
pa = Preassembler(hierarchies, [st1, st2, st3, st4, st5, st6])
contradicts = pa.find_contradicts()
assert len(contradicts) == 3
for s1, s2 in contradicts:
assert {s1.uuid, s2.uuid} in ({st1.uuid, st2.uuid},
{st3.uuid, st4.uuid},
{st5.uuid, st6.uuid})
def run_preassembly(statements, hierarchies):
print('%d total statements' % len(statements))
# Filter to grounded only
statements = map_onto(statements)
ac.dump_statements(statements, 'pi_mtg_demo_unfiltered.pkl')
statements = ac.filter_grounded_only(statements, score_threshold=0.7)
#statements = ac.filter_by_db_refs(statements, 'UN',
# ['conflict', 'food_security', 'precipitation'], policy='one',
# match_suffix=True)
statements = ac.filter_by_db_refs(
statements,
'UN', [
'conflict', 'food_security', 'flooding', 'food_production',
'human_migration', 'drought', 'food_availability', 'market',
'food_insecurity'
],
policy='all',
match_suffix=True)
assume_polarity(statements)
statements = filter_has_polarity(statements)
# Make a Preassembler with the Eidos and TRIPS ontology
pa = Preassembler(hierarchies, statements)
# Make a BeliefEngine and run combine duplicates
be = BeliefEngine()
unique_stmts = pa.combine_duplicates()
print('%d unique statements' % len(unique_stmts))
be.set_prior_probs(unique_stmts)
# Run combine related
related_stmts = pa.combine_related(return_toplevel=False)
be.set_hierarchy_probs(related_stmts)
#related_stmts = ac.filter_belief(related_stmts, 0.8)
# Filter to top-level Statements
top_stmts = ac.filter_top_level(related_stmts)
pa.stmts = top_stmts
print('%d top-level statements' % len(top_stmts))
conflicts = pa.find_contradicts()
top_stmts = remove_contradicts(top_stmts, conflicts)
ac.dump_statements(top_stmts, 'pi_mtg_demo.pkl')
return top_stmts
def test_find_contradicts():
st1 = Inhibition(Agent('a'), Agent('b'))
st2 = Activation(Agent('a'), Agent('b'))
st3 = IncreaseAmount(Agent('a'), Agent('b'))
st4 = DecreaseAmount(Agent('a'), Agent('b'))
st5 = ActiveForm(
Agent('a', mods=[ModCondition('phosphorylation', None, None, True)]),
'kinase', True)
st6 = ActiveForm(
Agent('a', mods=[ModCondition('phosphorylation', None, None, True)]),
'kinase', False)
pa = Preassembler(bio_ontology, [st1, st2, st3, st4, st5, st6])
contradicts = pa.find_contradicts()
assert len(contradicts) == 3
for s1, s2 in contradicts:
assert {s1.uuid,
s2.uuid} in ({st1.uuid,
st2.uuid}, {st3.uuid,
st4.uuid}, {st5.uuid, st6.uuid})
#!/usr/bin/env python3
import pickle
from argparse import ArgumentParser
from os import path
from indra.preassembler import Preassembler
from indra.preassembler.hierarchy_manager import hierarchies
if __name__ == "__main__":
description = ("find pairs of contradicting statements within a list "
"of statements")
epilog = ("creates a pickle file containing a list of pairs of"
"contradicting statements.")
parser = ArgumentParser(description=description, epilog=epilog)
help_text = "pickle file containing a list of statements."
parser.add_argument("infile", help=help_text)
args = parser.parse_args()
infile = args.infile
filename, file_extension = path.splitext(infile)
outfile = filename + "_contradictions" + file_extension
with open(infile, "rb") as f:
stmts = pickle.load(f)
preassembler = Preassembler(stmts=stmts, hierarchies=hierarchies)
contra = preassembler.find_contradicts()
with open(outfile, 'wb') as f:
pickle.dump(contra, f)
