In [1]:
from __future__ import absolute_import, print_function, unicode_literals
from builtins import dict, str
statement_path = 'ras_pathway.txt'
txt = open(statement_path, 'rt').read()
print(txt)
Growth-factor proteins activate EGFR, ERBB2 and FGFR.
Growth-factor proteins activate PDGFR.
Growth-factor proteins activate MET, ROS1 and ALK.
EGFR, ERBB2, PDGFR, MET, ROS1, ALK and FGFR activate GRB2 and SHC.
GRB2 and SHC activate RASGRF and SOS.
GRB2 binds SHC.
SOS and RASGRF activate HRAS, NRAS and KRAS.
RASGRP activates HRAS, KRAS and NRAS.
SPRY deactivates HRAS, KRAS and NRAS.
RASA/ARHGAP35 deactivates HRAS, NRAS and KRAS.
RASAL deactivates HRAS, NRAS and KRAS.
NF1/SPRED deactivates HRAS, NRAS and KRAS.
RASA/ARHGAP35 deactivates RHOA, RHOB and RHOC.
RASAL deactivates RHOA, RHOB and RHOC.
NF1/SPRED deactivates RHOA, RHOB and RHOC.
HRAS, NRAS and KRAS activate RALGDS.
RALGDS activates RALA and RALB.
HRAS, NRAS and KRAS activate ARAF, BRAF and RAF1.
ARAF, BRAF and RAF1 activate MAP2K1 and MAP2K2.
MAP2K1 and MAP2K2 activate MAPK1 and MAPK3.
MAPK1 and MAPK3 activate ETS, JUN and FOS.
KSR binds ARAF, BRAF and RAF1.
KSR binds MAP2K1 and MAP2K2.
KSR binds MAPK1 and MAPK3.
ETS, FOS and JUN activate MDM2, CCND1 and DUSP.
MDM2 deactivates TP53.
CCND1 activates CDK4 and CDK6, which deactivate RB1.
DUSP deactivates MAPK1 and MAPK3.
SOS and RASGRF activate RHOA, RHOB and RHOC.
RHOA, RHOB and RHOC activate ROCK1 and ROCK2.
HRAS, NRAS and KRAS activate PIK3C and PIK3R.
PIK3C and PIK3R activate PIP3.
PTEN deactivates PIP3.
PIP3 activates PDPK1, AKT and TIAM.
PDPK1 activates AKT.
AKT deactivates TSC1/TSC2.
TSC1/TSC2 deactivates RHEB.
RHEB activates mTORC2.
STK11 activates PRKAA, PRKAB and PRKAG.
PRKAA, PRKAB and PRKAG deactivate mTORC2.
mTORC2 deactivates EIF4EBP1.
mTORC2 activates RPS6KA.
TIAM activates RAC, which activates PAK.
In [2]:
from indra import reach
rp = reach.process_text(txt, offline=False)
st = rp.statements
In [3]:
from indra.preassembler.grounding_mapper import GroundingMapper, gm
GM = GroundingMapper(gm)
mapped_stmts = GM.map_agents(st, do_rename=True)
import pickle
pickle.dump(mapped_stmts, open("st.pkl", "wb"))
In [4]:
import pickle
st = pickle.load(open("st.pkl", "rb"))
In [5]:
st
Out[5]:
[Complex(GRB2(), SHC()),
Complex(KSR(), RAF1()),
Complex(KSR(), BRAF()),
Complex(KSR(), ARAF()),
Complex(KSR(), MAP2K1()),
Complex(KSR(), MAP2K2()),
Complex(KSR(), MAPK3()),
Complex(KSR(), MAPK1()),
Activation(Growth_factor_proteins(), activity, ERBB2(), activity, True),
Activation(Growth_factor_proteins(), activity, FGFR(), activity, True),
Activation(Growth_factor_proteins(), activity, EGFR(), activity, True),
Activation(Growth_factor_proteins(), activity, PDGFR(), activity, True),
Activation(Growth_factor_proteins(), activity, ALK(), activity, True),
Activation(Growth_factor_proteins(), activity, ROS1(), activity, True),
Activation(PDGFR(), activity, GRB2(), activity, True),
Activation(ERBB2(), activity, GRB2(), activity, True),
Activation(ALK(), activity, SHC(), activity, True),
Activation(PDGFR(), activity, SHC(), activity, True),
Activation(FGFR(), activity, GRB2(), activity, True),
Activation(ALK(), activity, GRB2(), activity, True),
Activation(ROS1(), activity, SHC(), activity, True),
Activation(ERBB2(), activity, SHC(), activity, True),
Activation(ROS1(), activity, GRB2(), activity, True),
Activation(FGFR(), activity, SHC(), activity, True),
Activation(EGFR(), activity, GRB2(), activity, True),
Activation(EGFR(), activity, SHC(), activity, True),
Activation(SHC(), activity, RASGRF(), activity, True),
Activation(SHC(), activity, SOS(), activity, True),
Activation(GRB2(), activity, SOS(), activity, True),
Activation(GRB2(), activity, RASGRF(), activity, True),
Activation(RASGRF(), activity, KRAS(), activity, True),
Activation(RASGRF(), activity, NRAS(), activity, True),
Activation(SOS(), activity, HRAS(), activity, True),
Activation(SOS(), activity, KRAS(), activity, True),
Activation(SOS(), activity, NRAS(), activity, True),
Activation(RASGRF(), activity, HRAS(), activity, True),
Activation(RASGRP(), activity, KRAS(), activity, True),
Activation(RASGRP(), activity, NRAS(), activity, True),
Activation(RASGRP(), activity, HRAS(), activity, True),
Activation(SPRY(), activity, NRAS(), activity, False),
Activation(SPRY(), activity, KRAS(), activity, False),
Activation(SPRY(), activity, HRAS(), activity, False),
Activation(RASA(), activity, KRAS(), activity, False),
Activation(ARHGAP35(), activity, KRAS(), activity, False),
Activation(ARHGAP35(), activity, HRAS(), activity, False),
Activation(ARHGAP35(), activity, NRAS(), activity, False),
Activation(RASA(), activity, NRAS(), activity, False),
Activation(RASA(), activity, HRAS(), activity, False),
Activation(RASAL(), activity, HRAS(), activity, False),
Activation(RASAL(), activity, KRAS(), activity, False),
Activation(RASAL(), activity, NRAS(), activity, False),
Activation(NF1(), activity, KRAS(), activity, False),
Activation(NF1(), activity, HRAS(), activity, False),
Activation(NF1(), activity, NRAS(), activity, False),
Activation(SPRED(), activity, NRAS(), activity, False),
Activation(SPRED(), activity, HRAS(), activity, False),
Activation(SPRED(), activity, KRAS(), activity, False),
Activation(ARHGAP35(), activity, RHOA(), activity, False),
Activation(RASA(), activity, RHOC(), activity, False),
Activation(RASA(), activity, RHOB(), activity, False),
Activation(ARHGAP35(), activity, RHOC(), activity, False),
Activation(RASA(), activity, RHOA(), activity, False),
Activation(ARHGAP35(), activity, RHOB(), activity, False),
Activation(RASAL(), activity, RHOB(), activity, False),
Activation(RASAL(), activity, RHOC(), activity, False),
Activation(RASAL(), activity, RHOA(), activity, False),
Activation(SPRED(), activity, RHOA(), activity, False),
Activation(NF1(), activity, RHOB(), activity, False),
Activation(NF1(), activity, RHOA(), activity, False),
Activation(NF1(), activity, RHOC(), activity, False),
Activation(SPRED(), activity, RHOB(), activity, False),
Activation(SPRED(), activity, RHOC(), activity, False),
Activation(KRAS(), activity, RALGDS(), activity, True),
Activation(NRAS(), activity, RALGDS(), activity, True),
Activation(HRAS(), activity, RALGDS(), activity, True),
Activation(RALGDS(), activity, RALA(), activity, True),
Activation(RALGDS(), activity, RALB(), activity, True),
Activation(KRAS(), activity, RAF1(), activity, True),
Activation(KRAS(), activity, BRAF(), activity, True),
Activation(KRAS(), activity, ARAF(), activity, True),
Activation(HRAS(), activity, RAF1(), activity, True),
Activation(NRAS(), activity, RAF1(), activity, True),
Activation(HRAS(), activity, BRAF(), activity, True),
Activation(NRAS(), activity, ARAF(), activity, True),
Activation(HRAS(), activity, ARAF(), activity, True),
Activation(NRAS(), activity, BRAF(), activity, True),
Activation(BRAF(), activity, MAP2K1(), activity, True),
Activation(RAF1(), activity, MAP2K2(), activity, True),
Activation(ARAF(), activity, MAP2K2(), activity, True),
Activation(ARAF(), activity, MAP2K1(), activity, True),
Activation(RAF1(), activity, MAP2K1(), activity, True),
Activation(BRAF(), activity, MAP2K2(), activity, True),
Activation(MAP2K2(), activity, MAPK1(), activity, True),
Activation(MAP2K1(), activity, MAPK1(), activity, True),
Activation(MAP2K1(), activity, MAPK3(), activity, True),
Activation(MAP2K2(), activity, MAPK3(), activity, True),
Activation(MAPK1(), activity, FOS_family(), activity, True),
Activation(MAPK3(), activity, FOS_family(), activity, True),
Activation(MAPK1(), activity, JUN_family(), activity, True),
Activation(MAPK1(), activity, ETS(), activity, True),
Activation(MAPK3(), activity, JUN_family(), activity, True),
Activation(MAPK3(), activity, ETS(), activity, True),
Activation(ETS(), activity, DUSP(), activity, True),
Activation(JUN_family(), activity, MDM2(), activity, True),
Activation(FOS_family(), activity, DUSP(), activity, True),
Activation(ETS(), activity, CCND1(), activity, True),
Activation(FOS_family(), activity, CCND1(), activity, True),
Activation(JUN_family(), activity, CCND1(), activity, True),
Activation(ETS(), activity, MDM2(), activity, True),
Activation(JUN_family(), activity, DUSP(), activity, True),
Activation(FOS_family(), activity, MDM2(), activity, True),
Activation(MDM2(), activity, TP53(), activity, False),
Activation(CDK6(), activity, RB1(), activity, False),
Activation(CCND1(), activity, CDK6(), activity, True),
Activation(CDK4(), activity, RB1(), activity, False),
Activation(CCND1(), activity, CDK4(), activity, True),
Activation(DUSP(), activity, MAPK3(), activity, False),
Activation(DUSP(), activity, MAPK1(), activity, False),
Activation(SOS(), activity, RHOA(), activity, True),
Activation(RASGRF(), activity, RHOB(), activity, True),
Activation(RASGRF(), activity, RHOC(), activity, True),
Activation(RASGRF(), activity, RHOA(), activity, True),
Activation(SOS(), activity, RHOC(), activity, True),
Activation(SOS(), activity, RHOB(), activity, True),
Activation(RHOB(), activity, ROCK1(), activity, True),
Activation(RHOC(), activity, ROCK2(), activity, True),
Activation(RHOA(), activity, ROCK2(), activity, True),
Activation(RHOC(), activity, ROCK1(), activity, True),
Activation(RHOB(), activity, ROCK2(), activity, True),
Activation(RHOA(), activity, ROCK1(), activity, True),
Activation(NRAS(), activity, PIK3R_I(), activity, True),
Activation(HRAS(), activity, PI3K_p110(), activity, True),
Activation(KRAS(), activity, PIK3R_I(), activity, True),
Activation(NRAS(), activity, PI3K_p110(), activity, True),
Activation(HRAS(), activity, PIK3R_I(), activity, True),
Activation(KRAS(), activity, PI3K_p110(), activity, True),
Activation(PIK3R_I(), activity, PIP3(), activity, True),
Activation(PI3K_p110(), activity, PIP3(), activity, True),
Activation(PTEN(), activity, PIP3(), activity, False),
Activation(PIP3(), activity, TIAM(), activity, True),
Activation(PIP3(), activity, PDPK1(), activity, True),
Activation(PIP3(), activity, AKT(), activity, True),
Activation(PDPK1(), activity, AKT(), activity, True),
Activation(AKT(), activity, TSC1(), activity, False),
Activation(AKT(), activity, TSC2(), activity, False),
Activation(TSC2(), activity, RHEB(), activity, False),
Activation(TSC1(), activity, RHEB(), activity, False),
Activation(RHEB(), activity, mTORC2(), activity, True),
Activation(STK11(), activity, AMPK_beta(), activity, True),
Activation(STK11(), activity, AMPK_alpha(), activity, True),
Activation(STK11(), activity, AMPK_gamma(), activity, True),
Activation(AMPK_beta(), activity, mTORC2(), activity, False),
Activation(AMPK_alpha(), activity, mTORC2(), activity, False),
Activation(AMPK_gamma(), activity, mTORC2(), activity, False),
Activation(mTORC2(), activity, EIF4EBP1(), activity, False),
Activation(mTORC2(), activity, P90RSK(), activity, True),
Activation(RAC(), activity, PAK(), activity, True),
Activation(TIAM(), activity, RAC(), activity, True)]
In [6]:
from indra.statements import *
from indra.assemblers import CyJSAssembler
In [7]:
cja = CyJSAssembler()
In [8]:
cja.add_statements(st)
In [9]:
cja.make_model(grouping=True,
drop_virtual_edges=False,
add_edge_weights=True)
Out[9]:
'{\n "mut_colorscale_str": "[]", \n "model_elements_str": "{\\n \\"edges\\": [\\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 0, \\n \\"polarity\\": \\"negative\\", \\n \\"source\\": 1, \\n \\"target\\": 2, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 3, \\n \\"polarity\\": \\"negative\\", \\n \\"source\\": 1, \\n \\"target\\": 4, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 5, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 6, \\n \\"target\\": 7, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 8, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 6, \\n \\"target\\": 9, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 10, \\n \\"polarity\\": \\"negative\\", \\n \\"source\\": 11, \\n \\"target\\": 12, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 13, \\n \\"polarity\\": \\"negative\\", \\n \\"source\\": 14, \\n \\"target\\": 12, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 15, \\n \\"polarity\\": \\"negative\\", \\n \\"source\\": 16, \\n \\"target\\": 12, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 17, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 18, \\n \\"target\\": 19, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 20, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 18, \\n \\"target\\": 21, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 22, \\n \\"polarity\\": \\"negative\\", \\n \\"source\\": 23, \\n \\"target\\": 24, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 25, \\n \\"polarity\\": \\"negative\\", \\n \\"source\\": 23, \\n \\"target\\": 26, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 27, \\n \\"polarity\\": \\"negative\\", \\n \\"source\\": 23, \\n \\"target\\": 28, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 29, \\n \\"polarity\\": \\"negative\\", \\n \\"source\\": 23, \\n \\"target\\": 30, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 31, \\n \\"polarity\\": \\"negative\\", \\n \\"source\\": 23, \\n \\"target\\": 32, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 33, \\n \\"polarity\\": \\"negative\\", \\n \\"source\\": 23, \\n \\"target\\": 34, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 35, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 36, \\n \\"target\\": 19, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 37, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 36, \\n \\"target\\": 21, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 38, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 39, \\n \\"target\\": 40, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 41, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 39, \\n \\"target\\": 42, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 43, \\n \\"polarity\\": \\"negative\\", \\n \\"source\\": 40, \\n \\"target\\": 44, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 45, \\n \\"polarity\\": \\"negative\\", \\n \\"source\\": 42, \\n \\"target\\": 44, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 46, \\n \\"polarity\\": \\"negative\\", \\n \\"source\\": 47, \\n \\"target\\": 48, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 49, \\n \\"polarity\\": \\"negative\\", \\n \\"source\\": 47, \\n \\"target\\": 50, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 51, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 52, \\n \\"target\\": 7, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 53, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 52, \\n \\"target\\": 9, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 54, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 55, \\n \\"target\\": 7, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 56, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 55, \\n \\"target\\": 9, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 57, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 58, \\n \\"target\\": 39, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 59, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 58, \\n \\"target\\": 47, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 60, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 58, \\n \\"target\\": 61, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 62, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 63, \\n \\"target\\": 7, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 64, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 63, \\n \\"target\\": 9, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 65, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 66, \\n \\"target\\": 39, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 67, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 66, \\n \\"target\\": 47, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 68, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 66, \\n \\"target\\": 61, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 69, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 7, \\n \\"target\\": 70, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 71, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 7, \\n \\"target\\": 72, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 73, \\n \\"polarity\\": \\"positive\\", \\n \\"source\\": 74, \\n \\"target\\": 6, \\n \\"weight\\": 1\\n }\\n }, \\n {\\n \\"data\\": {\\n \\"i\\": \\"Virtual\\", \\n \\"id\\": 75, \\n \\"polarity\\": \\"positive\\", \\n 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In [10]:
cja.set_context(cell_type = 'LOXIMVI_SKIN',
bin_expression = True,
n_bins = 9)
In [11]:
cja.save_model('cyjs/model.js')
In [13]:
%%html
<iframe width="100%" height="600" src="cyjs/index.html"></iframe>
In [ ]:
Content source: jmuhlich/indra
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