In [1]:
# Parameters
data_name = "iNKT;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_136-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_136-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 19:10:47,075 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeInvariant NKT (iNKT) cells
    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
    rep11270599692215.63941970341544511330.226131924890.162269464790.3529
    rep21270599692218.68841639073351074560.31236178590.22160488240.3695
    rep31270599692211.62823191805860071250.188347184520.1479112823920.3537
    Modelling Metadata
    MetricValue
    auPRC0.5869
    Calibrated Recall at 50% FDR0.228
    Number of Positive Examples in Test Data108873
    Number of Negative Examples in Test Data7961978
    Imbalance Ratio in Test Data0.0135
    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: #23
Pattern NameTF Name(s)Modisco
metacluster_1/pattern_0 # seqlets: 6000 SequenceContrib ScoresHyp_Contrib Scores
Ets1, Erg, Etv4, Etv2, Elk1, Gabpa, Fli1, Elk4, Elf2, Spi1,

Etv6, Etv5, Elk3, Ehf, Fev, Spib, Elf1, Elf3, Etv3, XP_911724.4, Etv1,

Stat4, Elf4, Irf8, Ets2, Irf4, Elf5, Stat3, Spdef
metacluster_1/pattern_1 # seqlets: 5899 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_2 # seqlets: 2487 SequenceContrib ScoresHyp_Contrib Scores
Sp4, Sp2, Sp3, Klf3, Sp1, E2f4, Klf6, Klf7, Egr1, Klf4,

Klf8, Klf12, Klf1, Zbtb17, Egr2, Sp5, E2f1, Zfp281, Klf5, Egr3, Zfx
metacluster_1/pattern_3 # seqlets: 1233 SequenceContrib ScoresHyp_Contrib Scores
Irf1, Irf2, Stat1, Prdm1, Irf7, Stat2, Irf3, Irf9, Batf3
metacluster_1/pattern_4 # seqlets: 1209 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfyc, Nfya, Foxi1, Pbx3
metacluster_1/pattern_5 # seqlets: 1125 SequenceContrib ScoresHyp_Contrib Scores
Runx1, Runx2, Runx3, Cbfb, Gfi1b
metacluster_1/pattern_6 # seqlets: 1121 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_7 # seqlets: 901 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_8 # seqlets: 741 SequenceContrib ScoresHyp_Contrib Scores
Atf7, Atf1, Atf2, Creb1, Creb5, Jdp2, Crem, Rxrb, Dbp, Jun,

Nfil3, Hlf, Mafb, Tfec, Tef, Atf3, Srebf1, Cebpb, Bhlhe40, Cebpa
metacluster_1/pattern_9 # seqlets: 660 SequenceContrib ScoresHyp_Contrib Scores
Usf1, Usf2, Tfeb, Arntl, Mitf, Tfe3, Clock, Mlx, Arnt, Npas2,

Srebf2, Tcfl5, Creb3l2, Bhlhe41, Xbp1, Mlxip
metacluster_1/pattern_10 # seqlets: 655 SequenceContrib ScoresHyp_Contrib Scores
Thap11, Zfp143, Tbx2
metacluster_1/pattern_11 # seqlets: 641 SequenceContrib ScoresHyp_Contrib Scores
Hes7, Hes1
metacluster_1/pattern_12 # seqlets: 465 SequenceContrib ScoresHyp_Contrib Scores
Rfx2, Rfx1, Rfx3, Rfx4, Rfx7, Rfx6
metacluster_1/pattern_13 # seqlets: 250 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Zfp42
metacluster_1/pattern_14 # seqlets: 247 SequenceContrib ScoresHyp_Contrib Scores
Fos, Fosl2, Fosl1, Jund, Batf, Fosb, Junb, Mafa, Bach2, Mafk,

Nfe2l2, Nfe2, Bach1, Mafg, Maff, Maf
metacluster_1/pattern_15 # seqlets: 224 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_16 # seqlets: 187 SequenceContrib ScoresHyp_Contrib Scores
Mef2d, Mef2a, Mef2c
metacluster_1/pattern_17 # seqlets: 154 SequenceContrib ScoresHyp_Contrib Scores
Tcf7l1, Tcf7l2, Lef1
metacluster_1/pattern_18 # seqlets: 136 SequenceContrib ScoresHyp_Contrib Scores
Nfkb2, Nfkb1, Rela, Relb, Rel
metacluster_1/pattern_19 # seqlets: 107 SequenceContrib ScoresHyp_Contrib Scores
Gata3, Gata1, Gata2, Gata4, Gata6, Tal1
metacluster_1/pattern_20 # seqlets: 94 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_21 # seqlets: 57 SequenceContrib ScoresHyp_Contrib Scores
Zbtb33, Wt1
metacluster_1/pattern_22 # seqlets: 42 SequenceContrib ScoresHyp_Contrib Scores
Click here for Motifs by TF-MoDISco: #157
TF NamePattern(s)
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0044016
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00426365
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00456593
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_05.6108e-05
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00491413
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00456593
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00426365
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00543676
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0237733
metacluster_1/pattern_150.05391990000000001
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00188438
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00372379
metacluster_1/pattern_150.0584553
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00188438
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00456593
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_00.029388900000000003
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00250255
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0026678
metacluster_1/pattern_30.00131424
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00334198
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.057298699999999994
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00456593
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00456593
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00491413
Stat4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.011547499999999999
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.013565100000000002
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0212525
metacluster_1/pattern_32.10742e-06
Ets2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0223162
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0253878
metacluster_1/pattern_30.0310494
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0314429
Stat3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.057298699999999994
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_00.057298699999999994
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_14.71364e-16
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_11.94494e-07
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00512041
metacluster_1/pattern_110.010859299999999999
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_22.70579e-05
metacluster_1/pattern_68.81725e-05
metacluster_1/pattern_110.000786028
metacluster_1/pattern_130.000123325
metacluster_1/pattern_210.00036569099999999997
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_23.3937600000000005e-05
metacluster_1/pattern_60.0009549510000000001
metacluster_1/pattern_110.000910793
metacluster_1/pattern_130.000829961
metacluster_1/pattern_210.00146172
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_28.9485e-05
metacluster_1/pattern_60.027534899999999998
metacluster_1/pattern_110.000617149
metacluster_1/pattern_130.051847000000000004
metacluster_1/pattern_210.0229716
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0026662
metacluster_1/pattern_60.0009549510000000001
metacluster_1/pattern_110.00511466
metacluster_1/pattern_130.000805139
metacluster_1/pattern_210.0006021830000000001
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0013454
metacluster_1/pattern_110.00892129
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00237405
metacluster_1/pattern_110.00437861
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00237405
metacluster_1/pattern_110.000617149
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0463284
metacluster_1/pattern_110.0358642
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0421347
metacluster_1/pattern_110.00511466
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00407159
metacluster_1/pattern_110.0007527339999999999
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0463284
metacluster_1/pattern_110.000786028
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.044857999999999995
metacluster_1/pattern_110.00369568
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00941999
metacluster_1/pattern_130.0115656
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.058708500000000004
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0151218
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.027145799999999998
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0498654
metacluster_1/pattern_110.010859299999999999
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.044857999999999995
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0463284
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0498654
metacluster_1/pattern_60.00175136
metacluster_1/pattern_130.0023445999999999996
metacluster_1/pattern_210.0166737
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_35.57808e-17
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00214952
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_33.30885e-06
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_38.21351e-05
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000112963
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00011335200000000001
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000616344
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00298263
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.015808700000000002
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_48.031999999999999e-11
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_41.04211e-05
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_41.27995e-05
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_41.27995e-05
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_48.69813e-05
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00019637799999999998
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.014427700000000002
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00076953
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00312631
Gfi1b
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0382685
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_63.20315e-07
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000935097
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.018618799999999998
metacluster_1/pattern_90.0132619
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0009929119999999999
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00173507
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000362597
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00388944
metacluster_1/pattern_140.00143474
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00388944
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.021798599999999998
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0582918
metacluster_1/pattern_90.0457851
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0248847
metacluster_1/pattern_140.000270381
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0258113
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_80.032278100000000004
metacluster_1/pattern_90.044030400000000004
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.032278100000000004
metacluster_1/pattern_140.025635700000000004
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_80.032278100000000004
metacluster_1/pattern_90.00281385
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_80.039304900000000004
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.043648900000000004
metacluster_1/pattern_140.000262966
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0487914
metacluster_1/pattern_90.00235958
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.055218399999999994
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_80.055218399999999994
metacluster_1/pattern_90.00624697
Cebpa
Pattern NameModiscoSignificance
metacluster_1/pattern_80.055218399999999994
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00348685
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0036303000000000004
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00118244
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00577924
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00235958
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0033639000000000004
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_90.03488
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_90.029016399999999998
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_90.036507300000000006
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00235958
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00337446
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0056399
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.057911199999999996
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0132619
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.044030400000000004
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_90.057911199999999996
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_101.9925e-21
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_103.01464e-21
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_108.73709e-14
Hes7
Pattern NameModiscoSignificance
metacluster_1/pattern_110.039854
Hes1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.042922300000000004
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_121.0965200000000002e-08
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_122.14526e-07
metacluster_1/pattern_130.011319
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0185685
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_127.74514e-05
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00692147
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0186788
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_134.56416e-06
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_134.56416e-06
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00925888
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_149.67381e-07
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0550369
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.010826299999999999
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_140.013240700000000001
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_140.021679499999999997
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000241009
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0550369
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00533021
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00542081
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_140.010787799999999998
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0269387
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0118494
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.019071400000000002
Mafg
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0243945
Maff
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0336595
Maf
Pattern NameModiscoSignificance
metacluster_1/pattern_140.037313
Mef2d
Pattern NameModiscoSignificance
metacluster_1/pattern_165.46347e-09
Mef2a
Pattern NameModiscoSignificance
metacluster_1/pattern_160.000240925
Mef2c
Pattern NameModiscoSignificance
metacluster_1/pattern_161.4699000000000002e-07
Tcf7l1
Pattern NameModiscoSignificance
metacluster_1/pattern_170.034719599999999996
Tcf7l2
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0468047
Lef1
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0468047
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_181.5562e-05
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00020743
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00084136
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00112357
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_180.0155648
Gata3
Pattern NameModiscoSignificance
metacluster_1/pattern_190.024988099999999996
metacluster_1/pattern_220.0406429
Gata1
Pattern NameModiscoSignificance
metacluster_1/pattern_190.00521405
Gata2
Pattern NameModiscoSignificance
metacluster_1/pattern_190.00521405
Gata4
Pattern NameModiscoSignificance
metacluster_1/pattern_190.0245887
Gata6
Pattern NameModiscoSignificance
metacluster_1/pattern_190.0245887
Tal1
Pattern NameModiscoSignificance
metacluster_1/pattern_190.0395319
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_211.77612e-05
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_210.0468314
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: #67
TF NameModiscoHomer
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_101.9925e-21
Pattern NameHomerSignificance
motif5.motif0.00252651
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_00.057298699999999994
Pattern NameHomerSignificance
motif2.motif0.043582499999999996
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_00.029388900000000003
Pattern NameHomerSignificance
motif2.motif0.029381400000000002
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00214952
Pattern NameHomerSignificance
motif9.motif0.00021898900000000003
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00312631
Pattern NameHomerSignificance
motif4.motif0.0032151
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_41.27995e-05
Pattern NameHomerSignificance
motif7.motif3.57527e-05
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_14.71364e-16
Pattern NameHomerSignificance
motif1.motif0.000553449
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0314429
Pattern NameHomerSignificance
motif2.motif0.0525861
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_48.69813e-05
Pattern NameHomerSignificance
motif7.motif0.00039849300000000004
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0237733
metacluster_1/pattern_150.05391990000000001
Pattern NameHomerSignificance
motif2.motif0.017862400000000004
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_63.20315e-07
Pattern NameHomerSignificance
motif10.motif0.000421959
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0212525
metacluster_1/pattern_32.10742e-06
Pattern NameHomerSignificance
motif2.motif0.0191461
motif9.motif0.00277527
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00512041
metacluster_1/pattern_110.010859299999999999
Pattern NameHomerSignificance
motif3.motif0.0265471
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_38.21351e-05
Pattern NameHomerSignificance
motif9.motif0.00380936
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00456593
Pattern NameHomerSignificance
motif2.motif0.00379128
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0463284
metacluster_1/pattern_110.000786028
Pattern NameHomerSignificance
motif3.motif0.0265471
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_41.04211e-05
Pattern NameHomerSignificance
motif7.motif1.69058e-05
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_211.77612e-05
Pattern NameHomerSignificance
motif14.motif0.00104581
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0421347
metacluster_1/pattern_110.00511466
Pattern NameHomerSignificance
motif3.motif0.000765834
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_22.70579e-05
metacluster_1/pattern_68.81725e-05
metacluster_1/pattern_110.000786028
metacluster_1/pattern_130.000123325
metacluster_1/pattern_210.00036569099999999997
Pattern NameHomerSignificance
motif3.motif0.00031025
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00076953
Pattern NameHomerSignificance
motif4.motif0.0110081
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.057298699999999994
Pattern NameHomerSignificance
motif2.motif0.0571232
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_103.01464e-21
Pattern NameHomerSignificance
motif5.motif0.00221519
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00250255
Pattern NameHomerSignificance
motif2.motif0.00311972
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0026662
metacluster_1/pattern_60.0009549510000000001
metacluster_1/pattern_110.00511466
metacluster_1/pattern_130.000805139
metacluster_1/pattern_210.0006021830000000001
Pattern NameHomerSignificance
motif3.motif0.00701217
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00456593
Pattern NameHomerSignificance
motif2.motif0.00367867
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.044857999999999995
Pattern NameHomerSignificance
motif3.motif0.0320764
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0013454
metacluster_1/pattern_110.00892129
Pattern NameHomerSignificance
motif3.motif0.000349586
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00426365
Pattern NameHomerSignificance
motif2.motif0.00367867
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.027145799999999998
Pattern NameHomerSignificance
motif3.motif0.0409555
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_41.27995e-05
Pattern NameHomerSignificance
motif7.motif3.8479e-06
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00491413
Pattern NameHomerSignificance
motif2.motif0.00367867
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.014427700000000002
Pattern NameHomerSignificance
motif4.motif0.05289169999999999
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_48.031999999999999e-11
Pattern NameHomerSignificance
motif7.motif3.77603e-07
Stat3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.057298699999999994
Pattern NameHomerSignificance
motif2.motif0.0521086
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_33.30885e-06
Pattern NameHomerSignificance
motif9.motif0.013552400000000001
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.044857999999999995
metacluster_1/pattern_110.00369568
Pattern NameHomerSignificance
motif3.motif0.0223721
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0463284
metacluster_1/pattern_110.0358642
Pattern NameHomerSignificance
motif3.motif0.029370799999999996
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00298263
Pattern NameHomerSignificance
motif9.motif0.00021898900000000003
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000616344
Pattern NameHomerSignificance
motif9.motif0.039566199999999996
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00188438
Pattern NameHomerSignificance
motif2.motif0.05199840000000001
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0044016
Pattern NameHomerSignificance
motif2.motif0.00367867
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_05.6108e-05
Pattern NameHomerSignificance
motif2.motif0.000697252
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000112963
Pattern NameHomerSignificance
motif9.motif0.0373914
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00491413
Pattern NameHomerSignificance
motif2.motif0.00367867
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00456593
Pattern NameHomerSignificance
motif2.motif0.00367867
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00019637799999999998
Pattern NameHomerSignificance
motif4.motif0.0223821
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00407159
metacluster_1/pattern_110.0007527339999999999
Pattern NameHomerSignificance
motif3.motif0.00167492
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_108.73709e-14
Pattern NameHomerSignificance
motif5.motif0.00178101
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_28.9485e-05
metacluster_1/pattern_60.027534899999999998
metacluster_1/pattern_110.000617149
metacluster_1/pattern_130.051847000000000004
metacluster_1/pattern_210.0229716
Pattern NameHomerSignificance
motif3.motif0.00033955199999999996
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0253878
metacluster_1/pattern_30.0310494
Pattern NameHomerSignificance
motif2.motif0.0231251
motif9.motif0.00380936
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00011335200000000001
Pattern NameHomerSignificance
motif9.motif0.00556396
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.013565100000000002
Pattern NameHomerSignificance
motif2.motif0.0106048
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00426365
Pattern NameHomerSignificance
motif2.motif0.00367867
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_11.94494e-07
Pattern NameHomerSignificance
motif1.motif0.00109814
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00372379
metacluster_1/pattern_150.0584553
Pattern NameHomerSignificance
motif2.motif0.00367867
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00456593
Pattern NameHomerSignificance
motif2.motif0.00367867
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00334198
Pattern NameHomerSignificance
motif2.motif0.0106048
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0026678
metacluster_1/pattern_30.00131424
Pattern NameHomerSignificance
motif2.motif0.00379128
motif9.motif0.0373914
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00188438
Pattern NameHomerSignificance
motif2.motif0.00167555
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00456593
Pattern NameHomerSignificance
motif2.motif0.00379128
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00237405
metacluster_1/pattern_110.000617149
Pattern NameHomerSignificance
motif3.motif0.000765834
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_35.57808e-17
Pattern NameHomerSignificance
motif9.motif0.000132825
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00237405
metacluster_1/pattern_110.00437861
Pattern NameHomerSignificance
motif3.motif0.000765834
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_23.3937600000000005e-05
metacluster_1/pattern_60.0009549510000000001
metacluster_1/pattern_110.000910793
metacluster_1/pattern_130.000829961
metacluster_1/pattern_210.00146172
Pattern NameHomerSignificance
motif3.motif0.00033955199999999996
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0498654
metacluster_1/pattern_60.00175136
metacluster_1/pattern_130.0023445999999999996
metacluster_1/pattern_210.0166737
Pattern NameHomerSignificance
motif3.motif0.022367500000000002
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00543676
Pattern NameHomerSignificance
motif2.motif0.00469507
Unique TF-MoDISco TFs: #90
TF NameModiscoHomer
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00020743
Absent
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0498654
metacluster_1/pattern_110.010859299999999999
Absent
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0036303000000000004
Absent
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00348685
Absent
Stat4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.011547499999999999
Absent
Mef2c
Pattern NameModiscoSignificance
metacluster_1/pattern_161.4699000000000002e-07
Absent
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_140.021679499999999997
Absent
Cebpa
Pattern NameModiscoSignificance
metacluster_1/pattern_80.055218399999999994
Absent
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00533021
Absent
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.015808700000000002
Absent
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00692147
Absent
Gata2
Pattern NameModiscoSignificance
metacluster_1/pattern_190.00521405
Absent
Maff
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0336595
Absent
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0033639000000000004
Absent
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.019071400000000002
Absent
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000241009
Absent
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0463284
Absent
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0248847
metacluster_1/pattern_140.000270381
Absent
Tcf7l1
Pattern NameModiscoSignificance
metacluster_1/pattern_170.034719599999999996
Absent
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_90.036507300000000006
Absent
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0185685
Absent
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_180.0155648
Absent
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_80.032278100000000004
metacluster_1/pattern_90.00281385
Absent
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_90.029016399999999998
Absent
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_90.057911199999999996
Absent
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.032278100000000004
metacluster_1/pattern_140.025635700000000004
Absent
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0009929119999999999
Absent
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0151218
Absent
Gfi1b
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0382685
Absent
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00388944
Absent
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00235958
Absent
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0186788
Absent
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_90.03488
Absent
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.021798599999999998
Absent
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00084136
Absent
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0269387
Absent
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_140.010787799999999998
Absent
Tal1
Pattern NameModiscoSignificance
metacluster_1/pattern_190.0395319
Absent
Gata3
Pattern NameModiscoSignificance
metacluster_1/pattern_190.024988099999999996
metacluster_1/pattern_220.0406429
Absent
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000362597
Absent
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_134.56416e-06
Absent
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0582918
metacluster_1/pattern_90.0457851
Absent
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0258113
Absent
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_121.0965200000000002e-08
Absent
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00118244
Absent
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.010826299999999999
Absent
Gata6
Pattern NameModiscoSignificance
metacluster_1/pattern_190.0245887
Absent
Mef2a
Pattern NameModiscoSignificance
metacluster_1/pattern_160.000240925
Absent
Gata4
Pattern NameModiscoSignificance
metacluster_1/pattern_190.0245887
Absent
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0550369
Absent
Tcf7l2
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0468047
Absent
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.018618799999999998
metacluster_1/pattern_90.0132619
Absent
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0118494
Absent
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.058708500000000004
Absent
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00388944
metacluster_1/pattern_140.00143474
Absent
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_122.14526e-07
metacluster_1/pattern_130.011319
Absent
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.055218399999999994
Absent
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_80.039304900000000004
Absent
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00925888
Absent
Mef2d
Pattern NameModiscoSignificance
metacluster_1/pattern_165.46347e-09
Absent
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.043648900000000004
metacluster_1/pattern_140.000262966
Absent
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_181.5562e-05
Absent
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000935097
Absent
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.044030400000000004
Absent
Gata1
Pattern NameModiscoSignificance
metacluster_1/pattern_190.00521405
Absent
Hes7
Pattern NameModiscoSignificance
metacluster_1/pattern_110.039854
Absent
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0487914
metacluster_1/pattern_90.00235958
Absent
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00173507
Absent
Lef1
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0468047
Absent
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0056399
Absent
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0550369
Absent
Mafg
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0243945
Absent
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_80.055218399999999994
metacluster_1/pattern_90.00624697
Absent
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00941999
metacluster_1/pattern_130.0115656
Absent
Hes1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.042922300000000004
Absent
Ets2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0223162
Absent
Maf
Pattern NameModiscoSignificance
metacluster_1/pattern_140.037313
Absent
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00542081
Absent
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.057911199999999996
Absent
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0132619
Absent
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00235958
Absent
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00337446
Absent
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00112357
Absent
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_80.032278100000000004
metacluster_1/pattern_90.044030400000000004
Absent
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_134.56416e-06
Absent
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_140.013240700000000001
Absent
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00577924
Absent
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_127.74514e-05
Absent
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_210.0468314
Absent
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_149.67381e-07
Absent
Unique Homer TFs: #6
TF NameModiscoHomer
SpicAbsent
Pattern NameHomerSignificance
motif2.motif0.0342731
Irf6Absent
Pattern NameHomerSignificance
motif9.motif0.0373914
Zscan10Absent
Pattern NameHomerSignificance
motif2.motif0.0357056
Irf5Absent
Pattern NameHomerSignificance
motif9.motif0.0147007
E2f7Absent
Pattern NameHomerSignificance
motif3.motif0.052993399999999996
Zbtb1Absent
Pattern NameHomerSignificance
motif3.motif0.05766569999999999