In [1]:
# Parameters
data_name = "ILC1;A;GEO"
modisco_root = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/Naive_modisco2019"
tomtom_report_root = "http://mitra.stanford.edu/kundaje/msharmin/report/tomtom_outs/cells"
task_dir = "task_107-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_107-naivegw/NaiveauPRC.txt"
homer_root = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/Naive_scans"
reportfile = "/mnt/lab_data/kundaje/msharmin/annotations/filtering samples_MS2.xlsx"
sheetname = "filter23"
In [2]:
from matlas.reports import display_metadata
load data from labcluster
Using TensorFlow backend.
2019-08-30 19:04:25,529 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeILC1(WT)
    Cell GroupOther Immune Cells
    Experiment NameATAC
    Experiment GroupGEO
    Pipeline Output
    replicateNaïve overlap peaksIDR peaksTSS enrichment (< 8 is very poor <10 is low)Final number of unique mapping, dup-filtered, chrM filtered readsNumber of reads in called peak regionsFraction of reads in called peak regionsNumber of reads in promoter regionsFraction of reads in promoter regionsNumber of reads in enhancer regionsFraction of reads in enhancer regions
    rep1970397360211.73393213247246253680.14434016260.1059113200820.3525
    rep2970397360215.54552771146460728220.219338373950.1386103840630.375
    Modelling Metadata
    MetricValue
    auPRC0.5906
    Calibrated Recall at 50% FDR0.209
    Number of Positive Examples in Test Data83947
    Number of Negative Examples in Test Data7986904
    Imbalance Ratio in Test Data0.0104
    Test Chromosomeschr2, chr3, chr19
In [4]:
from matlas.reports import display_paiwise_pattern_comparison
from matlas.reports import display_denovo_patterns
In [5]:
display_denovo_patterns(data_name, modisco_root=modisco_root)
TF-MoDISco is using the TensorFlow backend.
The following two links show list of Denovo Patterns and corresponding Motifs discovered by TF-MoDISco
Click here for Denovo Patterns by TF-MoDISco: #20
Pattern NameTF Name(s)Modisco
metacluster_1/pattern_0 # seqlets: 5811 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_1 # seqlets: 4706 SequenceContrib ScoresHyp_Contrib Scores
Erg, Ets1, Etv4, Elk1, Etv2, Gabpa, Fli1, Elk4, Spi1, Etv6,

Elf2, Etv5, Elk3, Spib, Ehf, Fev, Elf1, Etv3, XP_911724.4, Etv1, Elf3,

Elf4, Stat4, Irf8, Irf4, Ets2, Elf5, Spdef, Stat3, Spic
metacluster_1/pattern_2 # seqlets: 3373 SequenceContrib ScoresHyp_Contrib Scores
Sp4, Sp2, Sp3, Klf3, Sp1, E2f4, Klf6, Klf7, Klf4, Egr1,

Klf8, Klf1, Klf12, Zbtb17, Egr2, Sp5, E2f1, Zfp281, Klf5, Zfx
metacluster_1/pattern_3 # seqlets: 1373 SequenceContrib ScoresHyp_Contrib Scores
Runx1, Runx2, Runx3, Cbfb, Gfi1b
metacluster_1/pattern_4 # seqlets: 1217 SequenceContrib ScoresHyp_Contrib Scores
Irf1, Irf2, Stat1, Prdm1, Irf7, Irf3, Stat2, Batf3, Irf9
metacluster_1/pattern_5 # seqlets: 1198 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_6 # seqlets: 1016 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfyc, Nfya, Foxi1, Pbx3
metacluster_1/pattern_7 # seqlets: 950 SequenceContrib ScoresHyp_Contrib Scores
Creb1, Atf7, Creb5, Jdp2, Atf2, Atf1, Crem, Jun, Nfil3, Mafb,

Tef, Rxrb, Atf3, Dbp, Fosl1, Hlf, Cebpb, Gmeb2
metacluster_1/pattern_8 # seqlets: 806 SequenceContrib ScoresHyp_Contrib Scores
Nfkb1, Rela, Nfkb2, Relb, Rel
metacluster_1/pattern_9 # seqlets: 772 SequenceContrib ScoresHyp_Contrib Scores
Fosl2, Batf, Fosb, Fos, Junb, Jund, Bach2, Nfe2, Nfe2l2, Bach1,

Mafa, Mafk
metacluster_1/pattern_10 # seqlets: 617 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2
metacluster_1/pattern_11 # seqlets: 598 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_12 # seqlets: 562 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Rfx1, Zfp42, Wt1
metacluster_1/pattern_13 # seqlets: 453 SequenceContrib ScoresHyp_Contrib Scores
Usf1, Usf2, Tfeb, Arntl, Tfe3, Tfec, Mitf, Clock, Srebf1, Bhlhe40,

Arnt, Mlx, Npas2, Mycn, Creb3l2, Srebf2, Max, Myc, Tcfl5, Xbp1, Bhlhe41,

Mlxip, Hes1
metacluster_1/pattern_14 # seqlets: 340 SequenceContrib ScoresHyp_Contrib Scores
Rorc, Pparg, Nr1d2, Rora, Ppara, Nr1d1
metacluster_1/pattern_15 # seqlets: 182 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_16 # seqlets: 146 SequenceContrib ScoresHyp_Contrib Scores
Rfx3, Rfx2, Rfx4, Rfx7, Rfx6
metacluster_1/pattern_17 # seqlets: 93 SequenceContrib ScoresHyp_Contrib Scores
Nfib, Nfia, Nfic
metacluster_1/pattern_18 # seqlets: 84 SequenceContrib ScoresHyp_Contrib Scores
Zbtb33
metacluster_1/pattern_19 # seqlets: 74 SequenceContrib ScoresHyp_Contrib Scores
Click here for Motifs by TF-MoDISco: #153
TF NamePattern(s)
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.11306e-15
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_07.20902e-08
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00296947
metacluster_1/pattern_150.033571300000000005
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00351957
metacluster_1/pattern_150.00906258
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0036658000000000003
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00411127
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00011478700000000001
metacluster_1/pattern_150.0107112
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00365079
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00296947
metacluster_1/pattern_150.0266807
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00427185
metacluster_1/pattern_150.052944500000000005
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0588855
metacluster_1/pattern_150.033571300000000005
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00296947
metacluster_1/pattern_150.0266807
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.014837399999999999
metacluster_1/pattern_150.052944500000000005
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00132591
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00369296
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00238483
metacluster_1/pattern_40.00746606
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_10.028400599999999998
metacluster_1/pattern_150.0591745
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00296947
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00296947
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00351957
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00351957
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00369296
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0455027
metacluster_1/pattern_150.033571300000000005
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00860911
Stat4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0113845
metacluster_1/pattern_190.055912300000000005
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0156314
metacluster_1/pattern_41.0652799999999999e-05
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0197852
metacluster_1/pattern_40.0253793
Ets2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.028460500000000003
metacluster_1/pattern_150.0591745
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0508409
metacluster_1/pattern_150.0266807
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0497154
Stat3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.057009199999999996
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_10.057009199999999996
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00266335
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_26.968589999999999e-06
metacluster_1/pattern_120.000103251
metacluster_1/pattern_180.055705099999999994
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_21.65048e-05
metacluster_1/pattern_120.00120079
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_23.71957e-05
metacluster_1/pattern_120.0467236
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00101444
metacluster_1/pattern_120.000492027
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000664247
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0010053
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00143603
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.030372399999999997
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0572469
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0023263000000000003
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0321589
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.031009699999999998
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00802738
metacluster_1/pattern_120.018227
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0103324
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0184458
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.01948
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.035287599999999995
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.035487
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_20.035487
metacluster_1/pattern_50.059646199999999996
metacluster_1/pattern_120.00461552
metacluster_1/pattern_180.055705099999999994
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_37.091e-06
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.010506399999999999
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_37.86243e-05
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0006779210000000001
Gfi1b
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0300644
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_45.6404e-15
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00341544
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_43.37136e-05
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_43.37136e-05
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_43.8189200000000004e-05
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00144308
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00152389
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00341544
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00341544
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_56.79497e-07
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_61.4565e-14
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_69.24682e-12
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_61.4389200000000002e-09
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_69.18152e-07
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_65.5552e-06
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0006518159999999999
metacluster_1/pattern_130.037853899999999996
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000137335
metacluster_1/pattern_130.0350406
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_71.3563599999999998e-05
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00109046
metacluster_1/pattern_98.07031e-06
metacluster_1/pattern_130.0495626
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000437577
metacluster_1/pattern_130.053600199999999994
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.043575199999999994
metacluster_1/pattern_130.0270025
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00112104
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_70.030820799999999995
metacluster_1/pattern_90.027038200000000002
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00828388
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0112359
metacluster_1/pattern_90.037574
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_70.015769799999999997
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0272002
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.059174000000000004
metacluster_1/pattern_95.3308100000000006e-06
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_70.038952
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0366013
metacluster_1/pattern_90.0322667
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.045752600000000004
metacluster_1/pattern_130.044012800000000005
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0554196
Gmeb2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.057815599999999995
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_83.06473e-05
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_88.66206e-05
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_88.66206e-05
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000588567
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00395634
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_96.02151e-06
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0119029
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_92.7910400000000003e-06
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_92.7910400000000003e-06
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0130702
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00252252
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00416333
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00925492
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0107942
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.012147499999999999
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0156947
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_90.027345099999999997
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_101.19548e-22
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_101.19548e-22
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_105.8748e-14
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_126.485509999999999e-06
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_127.139789999999999e-06
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.010512700000000002
metacluster_1/pattern_166.43715e-10
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_120.012515299999999998
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0445437
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00661882
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00142797
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00119601
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00404998
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00159991
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00137646
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00119601
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_130.05160409999999999
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.050752099999999994
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0217509
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0538144
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0159939
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00142797
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0429708
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.021606999999999998
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00752952
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0438833
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0163411
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0112104
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.026841300000000002
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_130.026841300000000002
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0538144
Hes1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.059895800000000006
Rorc
Pattern NameModiscoSignificance
metacluster_1/pattern_143.2546500000000004e-05
Pparg
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0424801
Nr1d2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00438004
Rora
Pattern NameModiscoSignificance
metacluster_1/pattern_140.028975
Ppara
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0171988
Nr1d1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0208454
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00607816
metacluster_1/pattern_190.00441977
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_162.86497e-08
metacluster_1/pattern_193.11812e-09
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_160.000427391
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00286747
metacluster_1/pattern_190.027735500000000003
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_160.027277
metacluster_1/pattern_190.046287800000000004
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0006627919999999999
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0006627919999999999
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00705268
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00011129299999999999
In [6]:
display_paiwise_pattern_comparison(data_name, modisco_root, homer_root)
Number of CISBP TFs obtained by TF-MoDISco and Homer
Shared TFs between TF-MoDISco and Homer: #93
TF NameModiscoHomer
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000137335
metacluster_1/pattern_130.0350406
Pattern NameHomerSignificance
motif9.motif0.00734038
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.014837399999999999
metacluster_1/pattern_150.052944500000000005
Pattern NameHomerSignificance
motif2.motif0.0267795
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_26.968589999999999e-06
metacluster_1/pattern_120.000103251
metacluster_1/pattern_180.055705099999999994
Pattern NameHomerSignificance
motif3.motif0.000167556
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_105.8748e-14
Pattern NameHomerSignificance
motif5.motif6.55447e-06
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000437577
metacluster_1/pattern_130.053600199999999994
Pattern NameHomerSignificance
motif9.motif0.0178845
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_69.18152e-07
Pattern NameHomerSignificance
motif8.motif0.014355000000000001
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00427185
metacluster_1/pattern_150.052944500000000005
Pattern NameHomerSignificance
motif2.motif0.000216464
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0588855
metacluster_1/pattern_150.033571300000000005
Pattern NameHomerSignificance
motif2.motif0.0430522
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.01948
Pattern NameHomerSignificance
motif3.motif0.00716296
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0006779210000000001
Pattern NameHomerSignificance
motif4.motif0.00382911
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_21.65048e-05
metacluster_1/pattern_120.00120079
Pattern NameHomerSignificance
motif3.motif3.3786e-05
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.012147499999999999
Pattern NameHomerSignificance
motif16.motif0.00861027
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0184458
Pattern NameHomerSignificance
motif3.motif0.0353847
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00661882
Pattern NameHomerSignificance
motif9.motif0.04341230000000001
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00369296
Pattern NameHomerSignificance
motif2.motif0.000216464
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_96.02151e-06
Pattern NameHomerSignificance
motif16.motif0.00637043
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00296947
metacluster_1/pattern_150.033571300000000005
Pattern NameHomerSignificance
motif2.motif0.000216464
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00101444
metacluster_1/pattern_120.000492027
Pattern NameHomerSignificance
motif3.motif0.00716296
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_56.79497e-07
Pattern NameHomerSignificance
motif11.motif0.000657087
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00132591
Pattern NameHomerSignificance
motif2.motif7.867000000000001e-06
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.059174000000000004
metacluster_1/pattern_95.3308100000000006e-06
Pattern NameHomerSignificance
motif9.motif0.0232238
motif16.motif0.00703755
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00252252
Pattern NameHomerSignificance
motif16.motif0.015693600000000002
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000664247
Pattern NameHomerSignificance
motif3.motif0.00188785
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00112104
Pattern NameHomerSignificance
motif9.motif0.044031400000000005
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000588567
Pattern NameHomerSignificance
motif15.motif0.000848737
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0572469
Pattern NameHomerSignificance
motif3.motif0.030105299999999998
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0455027
metacluster_1/pattern_150.033571300000000005
Pattern NameHomerSignificance
motif2.motif0.0149429
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.050752099999999994
Pattern NameHomerSignificance
motif9.motif0.0593913
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0036658000000000003
Pattern NameHomerSignificance
motif2.motif0.00180377
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00266335
Pattern NameHomerSignificance
motif3.motif0.012751799999999999
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00369296
Pattern NameHomerSignificance
motif2.motif0.00039395300000000005
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0508409
metacluster_1/pattern_150.0266807
Pattern NameHomerSignificance
motif2.motif0.0201072
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_126.485509999999999e-06
Pattern NameHomerSignificance
motif14.motif0.00405319
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0119029
Pattern NameHomerSignificance
motif16.motif0.0111996
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_61.4565e-14
Pattern NameHomerSignificance
motif8.motif0.0007248469999999999
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_88.66206e-05
Pattern NameHomerSignificance
motif15.motif8.64836e-05
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_101.19548e-22
Pattern NameHomerSignificance
motif5.motif1.4435299999999998e-06
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00416333
Pattern NameHomerSignificance
motif16.motif0.017834400000000004
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00238483
metacluster_1/pattern_40.00746606
Pattern NameHomerSignificance
motif2.motif0.050602
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00143603
Pattern NameHomerSignificance
motif3.motif9.70315e-06
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_71.3563599999999998e-05
Pattern NameHomerSignificance
motif9.motif0.00249877
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_23.71957e-05
metacluster_1/pattern_120.0467236
Pattern NameHomerSignificance
motif3.motif8.03191e-06
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.043575199999999994
metacluster_1/pattern_130.0270025
Pattern NameHomerSignificance
motif9.motif0.044031400000000005
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00411127
Pattern NameHomerSignificance
motif2.motif0.000216464
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_90.027345099999999997
Pattern NameHomerSignificance
motif16.motif0.044596
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.035487
Pattern NameHomerSignificance
motif3.motif0.00135961
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_37.86243e-05
Pattern NameHomerSignificance
motif4.motif0.00183818
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00159991
Pattern NameHomerSignificance
motif9.motif0.0336469
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00351957
metacluster_1/pattern_150.00906258
Pattern NameHomerSignificance
motif2.motif0.000216464
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0366013
metacluster_1/pattern_90.0322667
Pattern NameHomerSignificance
motif16.motif0.0255933
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0103324
Pattern NameHomerSignificance
motif3.motif0.030809100000000002
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00011478700000000001
metacluster_1/pattern_150.0107112
Pattern NameHomerSignificance
motif2.motif0.0012759
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0497154
Pattern NameHomerSignificance
motif2.motif0.0292988
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_10.028400599999999998
metacluster_1/pattern_150.0591745
Pattern NameHomerSignificance
motif2.motif0.0430522
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_37.091e-06
Pattern NameHomerSignificance
motif4.motif0.0432091
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.010506399999999999
Pattern NameHomerSignificance
motif4.motif0.00183818
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0112359
metacluster_1/pattern_90.037574
Pattern NameHomerSignificance
motif9.motif0.0275735
motif16.motif0.0255933
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0006518159999999999
metacluster_1/pattern_130.037853899999999996
Pattern NameHomerSignificance
motif9.motif0.00626528
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00109046
metacluster_1/pattern_98.07031e-06
metacluster_1/pattern_130.0495626
Pattern NameHomerSignificance
motif9.motif0.00749294
motif16.motif0.0409849
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_07.20902e-08
Pattern NameHomerSignificance
motif1.motif0.000790675
motif7.motif0.00199074
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0272002
Pattern NameHomerSignificance
motif9.motif0.0219362
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.031009699999999998
Pattern NameHomerSignificance
motif3.motif0.00335327
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.030372399999999997
Pattern NameHomerSignificance
motif3.motif0.00288473
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00296947
Pattern NameHomerSignificance
motif2.motif0.0012759
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_88.66206e-05
Pattern NameHomerSignificance
motif15.motif9.08556e-05
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00395634
Pattern NameHomerSignificance
motif15.motif0.05352080000000001
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_120.012515299999999998
Pattern NameHomerSignificance
motif14.motif0.000499955
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00860911
Pattern NameHomerSignificance
motif2.motif0.0012759
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_127.139789999999999e-06
Pattern NameHomerSignificance
motif14.motif0.000592075
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00351957
Pattern NameHomerSignificance
motif2.motif0.000216464
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0130702
Pattern NameHomerSignificance
motif16.motif0.017834400000000004
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_83.06473e-05
Pattern NameHomerSignificance
motif15.motif9.76732e-06
Stat3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.057009199999999996
Pattern NameHomerSignificance
motif2.motif0.04246830000000001
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_92.7910400000000003e-06
Pattern NameHomerSignificance
motif16.motif0.00852011
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_69.24682e-12
Pattern NameHomerSignificance
motif8.motif0.00239421
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00802738
metacluster_1/pattern_120.018227
Pattern NameHomerSignificance
motif3.motif0.00626823
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_61.4389200000000002e-09
Pattern NameHomerSignificance
motif8.motif0.00239421
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0010053
Pattern NameHomerSignificance
motif3.motif0.000285615
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_70.030820799999999995
metacluster_1/pattern_90.027038200000000002
Pattern NameHomerSignificance
motif16.motif0.0328476
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0321589
Pattern NameHomerSignificance
motif3.motif0.0189888
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00365079
Pattern NameHomerSignificance
motif2.motif0.000406661
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00925492
Pattern NameHomerSignificance
motif16.motif0.045843300000000003
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_65.5552e-06
Pattern NameHomerSignificance
motif8.motif0.0117821
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00351957
Pattern NameHomerSignificance
motif2.motif0.000233687
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_101.19548e-22
Pattern NameHomerSignificance
motif5.motif1.78821e-06
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0156947
Pattern NameHomerSignificance
motif16.motif0.0121765
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00296947
metacluster_1/pattern_150.0266807
Pattern NameHomerSignificance
motif2.motif0.00493832
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00296947
metacluster_1/pattern_150.0266807
Pattern NameHomerSignificance
motif2.motif0.000216464
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0107942
Pattern NameHomerSignificance
motif16.motif0.04439269999999999
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00296947
Pattern NameHomerSignificance
motif2.motif0.000252678
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_92.7910400000000003e-06
Pattern NameHomerSignificance
motif16.motif0.00637043
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0023263000000000003
Pattern NameHomerSignificance
motif3.motif3.09738e-05
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.11306e-15
Pattern NameHomerSignificance
motif1.motif0.000401
motif7.motif0.00199074
Unique TF-MoDISco TFs: #60
TF NameModiscoHomer
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_130.026841300000000002
Absent
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_130.05160409999999999
Absent
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0217509
Absent
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00752952
Absent
Nr1d2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00438004
Absent
Gmeb2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.057815599999999995
Absent
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_43.37136e-05
Absent
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.021606999999999998
Absent
Stat4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0113845
metacluster_1/pattern_190.055912300000000005
Absent
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00119601
Absent
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0006627919999999999
Absent
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.026841300000000002
Absent
Pparg
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0424801
Absent
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0197852
metacluster_1/pattern_40.0253793
Absent
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00119601
Absent
Ets2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.028460500000000003
metacluster_1/pattern_150.0591745
Absent
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0538144
Absent
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_10.057009199999999996
Absent
Rorc
Pattern NameModiscoSignificance
metacluster_1/pattern_143.2546500000000004e-05
Absent
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0429708
Absent
Gfi1b
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0300644
Absent
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.035287599999999995
Absent
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00341544
Absent
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00607816
metacluster_1/pattern_190.00441977
Absent
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0156314
metacluster_1/pattern_41.0652799999999999e-05
Absent
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00142797
Absent
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0159939
Absent
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00705268
Absent
Hes1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.059895800000000006
Absent
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0438833
Absent
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00011129299999999999
Absent
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0538144
Absent
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00341544
Absent
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_45.6404e-15
Absent
Rora
Pattern NameModiscoSignificance
metacluster_1/pattern_140.028975
Absent
Ppara
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0171988
Absent
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0554196
Absent
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0445437
Absent
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_43.37136e-05
Absent
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.045752600000000004
metacluster_1/pattern_130.044012800000000005
Absent
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00404998
Absent
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00137646
Absent
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_70.015769799999999997
Absent
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0112104
Absent
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.010512700000000002
metacluster_1/pattern_166.43715e-10
Absent
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0163411
Absent
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_20.035487
metacluster_1/pattern_50.059646199999999996
metacluster_1/pattern_120.00461552
metacluster_1/pattern_180.055705099999999994
Absent
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_43.8189200000000004e-05
Absent
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_70.038952
Absent
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00286747
metacluster_1/pattern_190.027735500000000003
Absent
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00144308
Absent
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00152389
Absent
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_160.027277
metacluster_1/pattern_190.046287800000000004
Absent
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0006627919999999999
Absent
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00142797
Absent
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_160.000427391
Absent
Nr1d1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0208454
Absent
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_162.86497e-08
metacluster_1/pattern_193.11812e-09
Absent
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00828388
Absent
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00341544
Absent
Unique Homer TFs: #7
TF NameModiscoHomer
MafAbsent
Pattern NameHomerSignificance
motif16.motif0.0498513
E2f7Absent
Pattern NameHomerSignificance
motif3.motif0.0444862
Klf15Absent
Pattern NameHomerSignificance
motif3.motif0.00716296
MafgAbsent
Pattern NameHomerSignificance
motif16.motif0.0376569
MaffAbsent
Pattern NameHomerSignificance
motif16.motif0.0554129
Zbtb1Absent
Pattern NameHomerSignificance
motif3.motif0.029463200000000002
E2f6Absent
Pattern NameHomerSignificance
motif3.motif0.0350485