In [1]:
# Parameters
data_name = "AML;AE9a;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_145-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_145-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 19:11:55,560 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeCkit Mice cells AE9a (AML)
    Cell GroupCancer or Immortalized 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
    rep11918601542618.780169330884155877850.224980446240.1161268746630.3877
    rep219186015426110.365758011754164244510.283278721480.1357238172430.4107
    Modelling Metadata
    MetricValue
    auPRC0.5125
    Calibrated Recall at 50% FDR0.271
    Number of Positive Examples in Test Data161644
    Number of Negative Examples in Test Data7909207
    Imbalance Ratio in Test Data0.02
    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: #19
Pattern NameTF Name(s)Modisco
metacluster_1/pattern_0 # seqlets: 6574 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_1 # seqlets: 4943 SequenceContrib ScoresHyp_Contrib Scores
Etv4, Spi1, Ets1, Spib, Etv2, Etv6, Erg, Gabpa, Fli1, Etv3,

Elk1, XP_911724.4, Elk4, Irf8, Irf4, Elk3, Elf4, Elf2, Spic, Etv1, Etv5,

Ehf, Elf5, Elf3, Elf1, Fev, Spdef, Prdm1, Irf3, Irf2, Zscan10
metacluster_1/pattern_2 # seqlets: 3293 SequenceContrib ScoresHyp_Contrib Scores
Sp4, Klf3, Klf4, Sp2, Sp3, Klf7, Klf1, Klf8, Klf12, Klf6,

Sp1, E2f4, Egr1, Klf5, Egr2, Zbtb17, E2f1, Zfp740, Sall4, Zfp281, Sp5,

Egr3, Zbtb1
metacluster_1/pattern_3 # seqlets: 1042 SequenceContrib ScoresHyp_Contrib Scores
Gata4, Gata2, Tal1, Gata1, Gata6, Gata3, Gata5
metacluster_1/pattern_4 # seqlets: 968 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_5 # seqlets: 941 SequenceContrib ScoresHyp_Contrib Scores
Nfia, Nfib, Nfic
metacluster_1/pattern_6 # seqlets: 881 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfyc, Nfya, Foxi1, Pbx3
metacluster_1/pattern_7 # seqlets: 782 SequenceContrib ScoresHyp_Contrib Scores
Runx1, Runx2, Runx3, Cbfb, Gfi1b
metacluster_1/pattern_8 # seqlets: 728 SequenceContrib ScoresHyp_Contrib Scores
Bach2, Nfe2l2, Nfe2, Bach1, Mafk, Mafa, Jun, Mafb, Mafg, Atf3,

Maff, Maf, Fosb, Fosl2, Junb, Fosl1, Jund, Batf, Fos, Jdp2
metacluster_1/pattern_9 # seqlets: 718 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Zfx, Zfp42, Maz, Wt1, Mxi1, Usf2
metacluster_1/pattern_10 # seqlets: 609 SequenceContrib ScoresHyp_Contrib Scores
Atf7, Atf2, Creb1, Creb5, Atf1, Crem, Nfil3, Hlf, Dbp, Tef,

Creb3l2, Cebpb, Tfec, Usf1, Cebpa, Srebf1, Tfe3, Atf4, Rxrb, Cebpg, Mlx
metacluster_1/pattern_11 # seqlets: 576 SequenceContrib ScoresHyp_Contrib Scores
Irf1, Stat1, Irf7, Stat2, Irf9, Batf3
metacluster_1/pattern_12 # seqlets: 446 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2
metacluster_1/pattern_13 # seqlets: 348 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_14 # seqlets: 284 SequenceContrib ScoresHyp_Contrib Scores
Tfeb, Arntl, Mitf, Bhlhe40, Clock, Arnt, Npas2, Srebf2, Tcfl5, Mycn,

Max, Bhlhe41, Myc, Xbp1, Mlxip
metacluster_1/pattern_15 # seqlets: 159 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_16 # seqlets: 139 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_17 # seqlets: 98 SequenceContrib ScoresHyp_Contrib Scores
Zbtb33
metacluster_1/pattern_18 # seqlets: 47 SequenceContrib ScoresHyp_Contrib Scores
Rest
Click here for Motifs by TF-MoDISco: #152
TF NamePattern(s)
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.77957e-14
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_06.75234e-07
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000833359
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000810026
metacluster_1/pattern_130.053699800000000006
metacluster_1/pattern_150.04111769999999999
metacluster_1/pattern_160.04994319999999999
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000289297
metacluster_1/pattern_130.0141721
metacluster_1/pattern_160.017554
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00017895700000000001
metacluster_1/pattern_110.00222687
metacluster_1/pattern_150.04111769999999999
metacluster_1/pattern_160.0596933
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00018407
metacluster_1/pattern_130.053699800000000006
metacluster_1/pattern_160.017554
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000612993
metacluster_1/pattern_160.042138999999999996
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00029231
metacluster_1/pattern_130.053699800000000006
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00720752
metacluster_1/pattern_130.053699800000000006
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000985429
metacluster_1/pattern_130.053699800000000006
metacluster_1/pattern_160.042138999999999996
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00029231
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000763499
metacluster_1/pattern_130.033951
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00034181099999999997
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000507188
metacluster_1/pattern_130.053699800000000006
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000551511
metacluster_1/pattern_112.04836e-06
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000556175
metacluster_1/pattern_110.00727604
metacluster_1/pattern_150.04111769999999999
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000833359
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0006925960000000001
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000833359
metacluster_1/pattern_160.04994319999999999
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00114058
metacluster_1/pattern_150.0107805
metacluster_1/pattern_160.04994319999999999
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000833359
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00104757
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00198129
metacluster_1/pattern_160.057555600000000005
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0546578
metacluster_1/pattern_160.042138999999999996
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00570676
metacluster_1/pattern_160.042138999999999996
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0017649999999999999
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_10.003906300000000001
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_10.009056999999999999
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0303394
metacluster_1/pattern_110.000139879
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0379337
metacluster_1/pattern_110.000225249
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0415277
metacluster_1/pattern_110.00154975
Zscan10
Pattern NameModiscoSignificance
metacluster_1/pattern_10.05205219999999999
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00115385
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_27.21017e-09
metacluster_1/pattern_90.0326216
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000364364
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_21.12592e-05
metacluster_1/pattern_91.54625e-05
metacluster_1/pattern_170.00760795
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_21.95865e-05
metacluster_1/pattern_90.000422302
metacluster_1/pattern_170.00482321
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_21.95865e-05
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00115234
metacluster_1/pattern_130.058801400000000004
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_22.86446e-05
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00111926
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_23.45103e-05
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000409715
metacluster_1/pattern_94.59936e-05
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00040464300000000005
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0182558
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00130721
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.016128899999999998
metacluster_1/pattern_90.0570679
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_20.018175999999999998
metacluster_1/pattern_90.0107276
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0182558
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0254748
Sall4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.029004200000000004
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0339259
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.029487299999999998
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0335937
Zbtb1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0590304
Gata4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00029132400000000003
Gata2
Pattern NameModiscoSignificance
metacluster_1/pattern_31.3186300000000001e-05
Tal1
Pattern NameModiscoSignificance
metacluster_1/pattern_33.56369e-05
Gata1
Pattern NameModiscoSignificance
metacluster_1/pattern_35.94553e-05
Gata6
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00016635400000000001
Gata3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00963149
Gata5
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00275473
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_46.51596e-09
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_52.49693e-07
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00737512
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_50.023234400000000002
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_65.78148e-13
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_65.78148e-13
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_66.97578e-12
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_62.18618e-06
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_62.3014700000000003e-06
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00011601
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0135608
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00039740800000000003
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00237416
Gfi1b
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0240215
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_88.692449999999999e-08
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_82.30973e-07
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_88.692449999999999e-08
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_81.14195e-05
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00153653
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0009276060000000001
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00184592
metacluster_1/pattern_100.0429935
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00333799
metacluster_1/pattern_100.011933200000000001
Mafg
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00325726
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00333799
metacluster_1/pattern_100.00594364
Maff
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00333799
Maf
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00333799
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00412071
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00570592
metacluster_1/pattern_100.00443192
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00422285
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00435623
metacluster_1/pattern_100.011933200000000001
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0574342
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0574342
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00661149
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.010797200000000002
metacluster_1/pattern_100.000194681
metacluster_1/pattern_140.05776569999999999
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_99.55783e-06
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_91.54625e-05
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00295435
metacluster_1/pattern_170.00113698
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0146219
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0300142
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0300142
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0326654
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0448208
metacluster_1/pattern_140.00452704
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00010146299999999999
metacluster_1/pattern_140.0253105
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00028900599999999996
metacluster_1/pattern_140.0562644
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0019558
metacluster_1/pattern_140.0448191
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_106.4907e-05
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.014306200000000002
metacluster_1/pattern_140.0190952
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00249214
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0341004
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_100.011933200000000001
metacluster_1/pattern_140.0253105
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_100.047009300000000004
metacluster_1/pattern_140.0417796
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0182555
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0190324
metacluster_1/pattern_140.016449000000000002
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.04494190000000001
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0353483
metacluster_1/pattern_140.00179156
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.037526699999999996
metacluster_1/pattern_140.00756756
Cebpa
Pattern NameModiscoSignificance
metacluster_1/pattern_100.037752
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.047009300000000004
metacluster_1/pattern_140.030440199999999997
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0429935
metacluster_1/pattern_140.00179156
Atf4
Pattern NameModiscoSignificance
metacluster_1/pattern_100.05445030000000001
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.04494190000000001
Cebpg
Pattern NameModiscoSignificance
metacluster_1/pattern_100.059478699999999995
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_100.05445030000000001
metacluster_1/pattern_140.0108794
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_115.92504e-17
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_118.9336e-06
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_113.60954e-05
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00019898799999999999
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00186652
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00725034
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_121.47618e-21
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_121.47618e-21
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_128.92107e-13
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00048519199999999996
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00486396
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000987141
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0108794
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_140.028026099999999998
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0417796
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00278771
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00435008
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00869021
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0108794
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_140.013724600000000002
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0195285
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0213648
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0448191
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_140.05776569999999999
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_171.8046e-06
Rest
Pattern NameModiscoSignificance
metacluster_1/pattern_182.53468e-15
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: #91
TF NameModiscoHomer
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_10.009056999999999999
Pattern NameHomerSignificance
motif2.motif0.00372414
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00018407
metacluster_1/pattern_130.053699800000000006
metacluster_1/pattern_160.017554
Pattern NameHomerSignificance
motif2.motif3.16482e-05
Gata1
Pattern NameModiscoSignificance
metacluster_1/pattern_35.94553e-05
Pattern NameHomerSignificance
motif3.motif0.000295324
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_46.51596e-09
Pattern NameHomerSignificance
motif10.motif4.51615e-07
Gata4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00029132400000000003
Pattern NameHomerSignificance
motif3.motif0.00748521
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0415277
metacluster_1/pattern_110.00154975
Pattern NameHomerSignificance
motif2.motif0.0172515
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00034181099999999997
Pattern NameHomerSignificance
motif2.motif9.59207e-05
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_23.45103e-05
Pattern NameHomerSignificance
motif4.motif0.0006828569999999999
Gata5
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00275473
Pattern NameHomerSignificance
motif3.motif0.00040374
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_22.86446e-05
Pattern NameHomerSignificance
motif4.motif0.000113861
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_121.47618e-21
Pattern NameHomerSignificance
motif6.motif1.57321e-07
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000409715
metacluster_1/pattern_94.59936e-05
Pattern NameHomerSignificance
motif4.motif0.00534977
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00111926
Pattern NameHomerSignificance
motif4.motif0.0143144
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000507188
metacluster_1/pattern_130.053699800000000006
Pattern NameHomerSignificance
motif2.motif0.00014575799999999998
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_06.75234e-07
Pattern NameHomerSignificance
motif1.motif0.000181587
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.77957e-14
Pattern NameHomerSignificance
motif1.motif1.7521700000000002e-06
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000833359
Pattern NameHomerSignificance
motif2.motif0.000191387
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000556175
metacluster_1/pattern_110.00727604
metacluster_1/pattern_150.04111769999999999
Pattern NameHomerSignificance
motif2.motif0.00035256400000000003
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0379337
metacluster_1/pattern_110.000225249
Pattern NameHomerSignificance
motif2.motif0.028368400000000002
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00130721
Pattern NameHomerSignificance
motif4.motif0.00332053
Gata6
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00016635400000000001
Pattern NameHomerSignificance
motif3.motif0.0008489410000000001
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000289297
metacluster_1/pattern_130.0141721
metacluster_1/pattern_160.017554
Pattern NameHomerSignificance
motif2.motif3.16482e-05
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00029231
Pattern NameHomerSignificance
motif2.motif7.70253e-05
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_21.12592e-05
metacluster_1/pattern_91.54625e-05
metacluster_1/pattern_170.00760795
Pattern NameHomerSignificance
motif4.motif0.000103009
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_91.54625e-05
Pattern NameHomerSignificance
motif11.motif0.00269681
Gata3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00963149
Pattern NameHomerSignificance
motif3.motif0.00412102
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_27.21017e-09
metacluster_1/pattern_90.0326216
Pattern NameHomerSignificance
motif4.motif4.21734e-05
Maff
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00333799
Pattern NameHomerSignificance
motif15.motif0.000352846
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_99.55783e-06
Pattern NameHomerSignificance
motif11.motif0.000158436
Tal1
Pattern NameModiscoSignificance
metacluster_1/pattern_33.56369e-05
Pattern NameHomerSignificance
motif3.motif0.000506947
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0182558
Pattern NameHomerSignificance
motif4.motif0.0231047
Zbtb1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0590304
Pattern NameHomerSignificance
motif4.motif0.0167523
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_128.92107e-13
Pattern NameHomerSignificance
motif6.motif1.4069799999999997e-06
Maf
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00333799
Pattern NameHomerSignificance
motif15.motif0.0005185
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000810026
metacluster_1/pattern_130.053699800000000006
metacluster_1/pattern_150.04111769999999999
metacluster_1/pattern_160.04994319999999999
Pattern NameHomerSignificance
motif2.motif0.00138875
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00661149
Pattern NameHomerSignificance
motif15.motif0.05960700000000001
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00115234
metacluster_1/pattern_130.058801400000000004
Pattern NameHomerSignificance
motif4.motif0.05186369999999999
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00153653
Pattern NameHomerSignificance
motif15.motif0.000163762
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00040464300000000005
Pattern NameHomerSignificance
motif4.motif0.00071853
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000833359
Pattern NameHomerSignificance
motif2.motif0.000206402
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_62.3014700000000003e-06
Pattern NameHomerSignificance
motif7.motif0.000791955
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00435623
metacluster_1/pattern_100.011933200000000001
Pattern NameHomerSignificance
motif15.motif0.03858230000000001
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_88.692449999999999e-08
Pattern NameHomerSignificance
motif15.motif3.0285000000000003e-06
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00029231
metacluster_1/pattern_130.053699800000000006
Pattern NameHomerSignificance
motif2.motif5.0523900000000006e-05
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_81.14195e-05
Pattern NameHomerSignificance
motif15.motif1.1909200000000001e-05
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_65.78148e-13
Pattern NameHomerSignificance
motif7.motif2.5255199999999997e-07
Gata2
Pattern NameModiscoSignificance
metacluster_1/pattern_31.3186300000000001e-05
Pattern NameHomerSignificance
motif3.motif0.000134467
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00412071
Pattern NameHomerSignificance
motif15.motif0.0463571
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0303394
metacluster_1/pattern_110.000139879
Pattern NameHomerSignificance
motif2.motif0.0181212
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00184592
metacluster_1/pattern_100.0429935
Pattern NameHomerSignificance
motif15.motif0.0108637
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_121.47618e-21
Pattern NameHomerSignificance
motif6.motif8.60959e-09
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00720752
metacluster_1/pattern_130.053699800000000006
Pattern NameHomerSignificance
motif2.motif0.00155642
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_20.018175999999999998
metacluster_1/pattern_90.0107276
Pattern NameHomerSignificance
motif4.motif0.00405871
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00333799
metacluster_1/pattern_100.00594364
Pattern NameHomerSignificance
motif15.motif0.0322945
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0546578
metacluster_1/pattern_160.042138999999999996
Pattern NameHomerSignificance
motif2.motif0.0389798
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_82.30973e-07
Pattern NameHomerSignificance
motif15.motif8.06607e-06
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0182558
Pattern NameHomerSignificance
motif4.motif0.00534977
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00104757
Pattern NameHomerSignificance
motif2.motif0.000112781
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0339259
Pattern NameHomerSignificance
motif4.motif0.056852
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.016128899999999998
metacluster_1/pattern_90.0570679
Pattern NameHomerSignificance
motif4.motif0.05186369999999999
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0017649999999999999
Pattern NameHomerSignificance
motif2.motif7.70253e-05
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_21.95865e-05
Pattern NameHomerSignificance
motif4.motif7.22757e-05
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000833359
metacluster_1/pattern_160.04994319999999999
Pattern NameHomerSignificance
motif2.motif0.00895996
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0006925960000000001
Pattern NameHomerSignificance
motif2.motif0.00025619099999999996
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000833359
Pattern NameHomerSignificance
motif2.motif0.000146087
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00114058
metacluster_1/pattern_150.0107805
metacluster_1/pattern_160.04994319999999999
Pattern NameHomerSignificance
motif2.motif0.00139383
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000763499
metacluster_1/pattern_130.033951
Pattern NameHomerSignificance
motif2.motif0.000124112
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_88.692449999999999e-08
Pattern NameHomerSignificance
motif15.motif3.7856199999999995e-06
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_62.18618e-06
Pattern NameHomerSignificance
motif7.motif0.000922438
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00198129
metacluster_1/pattern_160.057555600000000005
Pattern NameHomerSignificance
motif2.motif0.00111859
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.029487299999999998
Pattern NameHomerSignificance
motif4.motif0.025874599999999998
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0009276060000000001
Pattern NameHomerSignificance
motif15.motif0.00039136300000000004
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000364364
Pattern NameHomerSignificance
motif4.motif0.00763594
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00333799
metacluster_1/pattern_100.011933200000000001
Pattern NameHomerSignificance
motif15.motif0.000360264
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00570592
metacluster_1/pattern_100.00443192
Pattern NameHomerSignificance
motif15.motif0.0463571
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0574342
Pattern NameHomerSignificance
motif15.motif0.059772000000000006
Mafg
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00325726
Pattern NameHomerSignificance
motif15.motif0.000163762
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_65.78148e-13
Pattern NameHomerSignificance
motif7.motif4.255630000000001e-06
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_115.92504e-17
Pattern NameHomerSignificance
motif2.motif0.0374717
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000551511
metacluster_1/pattern_112.04836e-06
Pattern NameHomerSignificance
motif2.motif0.00034020400000000004
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000985429
metacluster_1/pattern_130.053699800000000006
metacluster_1/pattern_160.042138999999999996
Pattern NameHomerSignificance
motif2.motif0.00027592400000000004
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_10.003906300000000001
Pattern NameHomerSignificance
motif2.motif0.000633469
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_66.97578e-12
Pattern NameHomerSignificance
motif7.motif2.78873e-06
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00115385
Pattern NameHomerSignificance
motif4.motif0.00723482
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0146219
Pattern NameHomerSignificance
motif11.motif0.033267000000000005
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_21.95865e-05
metacluster_1/pattern_90.000422302
metacluster_1/pattern_170.00482321
Pattern NameHomerSignificance
motif4.motif7.22757e-05
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000612993
metacluster_1/pattern_160.042138999999999996
Pattern NameHomerSignificance
motif2.motif0.00135558
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00017895700000000001
metacluster_1/pattern_110.00222687
metacluster_1/pattern_150.04111769999999999
metacluster_1/pattern_160.0596933
Pattern NameHomerSignificance
motif2.motif7.70253e-05
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00422285
Pattern NameHomerSignificance
motif15.motif0.0463571
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0574342
Pattern NameHomerSignificance
motif15.motif0.0463571
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00570676
metacluster_1/pattern_160.042138999999999996
Pattern NameHomerSignificance
motif2.motif0.00403446
Unique TF-MoDISco TFs: #61
TF NameModiscoHomer
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0335937
Absent
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0019558
metacluster_1/pattern_140.0448191
Absent
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0326654
Absent
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0182555
Absent
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0300142
Absent
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00486396
Absent
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00039740800000000003
Absent
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_50.023234400000000002
Absent
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00237416
Absent
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0417796
Absent
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00186652
Absent
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_140.05776569999999999
Absent
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00249214
Absent
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00278771
Absent
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00295435
metacluster_1/pattern_170.00113698
Absent
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00869021
Absent
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_113.60954e-05
Absent
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0135608
Absent
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_100.047009300000000004
metacluster_1/pattern_140.0417796
Absent
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0341004
Absent
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00011601
Absent
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.014306200000000002
metacluster_1/pattern_140.0190952
Absent
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00737512
Absent
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.04494190000000001
Absent
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_171.8046e-06
Absent
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_100.05445030000000001
metacluster_1/pattern_140.0108794
Absent
Sall4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.029004200000000004
Absent
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00028900599999999996
metacluster_1/pattern_140.0562644
Absent
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0254748
Absent
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000987141
Absent
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00010146299999999999
metacluster_1/pattern_140.0253105
Absent
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00725034
Absent
Gfi1b
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0240215
Absent
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00435008
Absent
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.04494190000000001
Absent
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_106.4907e-05
Absent
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0108794
Absent
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0448191
Absent
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0448208
metacluster_1/pattern_140.00452704
Absent
Atf4
Pattern NameModiscoSignificance
metacluster_1/pattern_100.05445030000000001
Absent
Cebpg
Pattern NameModiscoSignificance
metacluster_1/pattern_100.059478699999999995
Absent
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0108794
Absent
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0195285
Absent
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0190324
metacluster_1/pattern_140.016449000000000002
Absent
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0300142
Absent
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_100.011933200000000001
metacluster_1/pattern_140.0253105
Absent
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0353483
metacluster_1/pattern_140.00179156
Absent
Zscan10
Pattern NameModiscoSignificance
metacluster_1/pattern_10.05205219999999999
Absent
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0213648
Absent
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_140.028026099999999998
Absent
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_52.49693e-07
Absent
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.047009300000000004
metacluster_1/pattern_140.030440199999999997
Absent
Rest
Pattern NameModiscoSignificance
metacluster_1/pattern_182.53468e-15
Absent
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_140.013724600000000002
Absent
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00019898799999999999
Absent
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_118.9336e-06
Absent
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.037526699999999996
metacluster_1/pattern_140.00756756
Absent
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0429935
metacluster_1/pattern_140.00179156
Absent
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00048519199999999996
Absent
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.010797200000000002
metacluster_1/pattern_100.000194681
metacluster_1/pattern_140.05776569999999999
Absent
Cebpa
Pattern NameModiscoSignificance
metacluster_1/pattern_100.037752
Absent
Unique Homer TFs: #4
TF NameModiscoHomer
Klf15Absent
Pattern NameHomerSignificance
motif4.motif0.0054562
E2f7Absent
Pattern NameHomerSignificance
motif4.motif0.0165799
Zfp637Absent
Pattern NameHomerSignificance
motif20.motif0.00265918
E2f6Absent
Pattern NameHomerSignificance
motif4.motif0.03486330000000001