In [1]:
# Parameters
data_name = "wES;Telenchephalon;D;En"
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_255-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_255-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 19:37:16,970 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typetelencephalon tissue
    Cell GroupES cells and embryonic tissues
    Experiment NameDHS
    Experiment GroupENCODE
    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
    rep124265114895513.03113805773381630160.214541702120.1096172290320.4528
    rep224265114895513.51462322649241101080.17723407250.1008105936790.4562
    rep324265114895514.2232448053643923140.179525972310.1061110108170.4499
    Modelling Metadata
    MetricValue
    auPRC0.6109
    Calibrated Recall at 50% FDR0.237
    Number of Positive Examples in Test Data191380
    Number of Negative Examples in Test Data7879471
    Imbalance Ratio in Test Data0.0237
    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: 4401 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_1 # seqlets: 3220 SequenceContrib ScoresHyp_Contrib Scores
Egr2, Egr3, Egr1, Zbtb17, Zfp281, Gli3, Klf1, Gli1
metacluster_1/pattern_2 # seqlets: 2679 SequenceContrib ScoresHyp_Contrib Scores
Mef2a, Mef2c, Mef2d
metacluster_1/pattern_3 # seqlets: 2594 SequenceContrib ScoresHyp_Contrib Scores
Neurod1, Neurod2, Olig2, Neurog2, Atoh1, Bhlhe22, Msc, Neurog1, Twist2, Tcf21,

Msgn1, Lyl1, Bhlha15, Ascl2, Ascl1, Tal1, Myog, Tfap4, Twist1
metacluster_1/pattern_4 # seqlets: 2341 SequenceContrib ScoresHyp_Contrib Scores
Nfib, Nfia, Nfic
metacluster_1/pattern_5 # seqlets: 2295 SequenceContrib ScoresHyp_Contrib Scores
Sp1, Sp4, Sp3, Sp2, E2f4, Klf3, Wt1, Sp5, Klf4, Klf7,

Klf8, Klf6, Klf12, E2f1, Klf15, Maz, Klf5
metacluster_1/pattern_6 # seqlets: 1645 SequenceContrib ScoresHyp_Contrib Scores
Rfx2, Rfx1, Rfx3, Rfx4, Rfx7, Rfx6
metacluster_1/pattern_7 # seqlets: 1542 SequenceContrib ScoresHyp_Contrib Scores
Jund, Fos, Jdp2, Fosb, Junb, Fosl1, Atf3, Batf, Fosl2, Jun,

Bach2, Nfe2, Nfe2l2, Bach1
metacluster_1/pattern_8 # seqlets: 1305 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_9 # seqlets: 1108 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfya, Nfyc, Foxi1, Pbx3
metacluster_1/pattern_10 # seqlets: 1081 SequenceContrib ScoresHyp_Contrib Scores
Dbp, Nfil3, Hlf, Tef, Cebpb, Pou5f1, Sox2, Nanog
metacluster_1/pattern_11 # seqlets: 860 SequenceContrib ScoresHyp_Contrib Scores
Gabpa, Elk1, Elk4, Fli1, Elk3, Erg, Etv5, Ets1, Etv1, Etv4,

Etv6, Elf1, Fev, Etv3, XP_911724.4, Spi1, Elf4, Elf2, Etv2, Elf5, Ehf,

Spic, Spib, Spdef, Elf3, Irf8, Irf4
metacluster_1/pattern_12 # seqlets: 549 SequenceContrib ScoresHyp_Contrib Scores
Atf2, Atf7, Creb1, Creb5, Crem, Atf1, Mafb, Creb3l2, Cebpg, Tfe3
metacluster_1/pattern_13 # seqlets: 389 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_14 # seqlets: 344 SequenceContrib ScoresHyp_Contrib Scores
Usf1, Tfeb, Tfec, Usf2, Arntl, Mitf, Srebf1, Bhlhe40, Mlx, Arnt,

Clock, Srebf2, Npas2, Tcfl5, Mycn, Bhlhe41, Max, Myc, Mlxip
metacluster_1/pattern_15 # seqlets: 325 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2
metacluster_1/pattern_16 # seqlets: 208 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Zfx, Zfp42
metacluster_1/pattern_17 # seqlets: 66 SequenceContrib ScoresHyp_Contrib Scores
Sox9, Sox10, Sox3, Sox6, Sox4, Sox17
metacluster_1/pattern_18 # seqlets: 49 SequenceContrib ScoresHyp_Contrib Scores
Click here for Motifs by TF-MoDISco: #155
TF NamePattern(s)
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_04.7369300000000004e-14
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_05.13901e-07
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0329116
metacluster_1/pattern_50.014132599999999999
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0566102
metacluster_1/pattern_50.00645196
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.012507299999999999
metacluster_1/pattern_50.0200825
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_10.01965
metacluster_1/pattern_50.000271928
metacluster_1/pattern_160.0136217
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0329116
metacluster_1/pattern_50.0289769
Gli3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0470741
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0384829
Gli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.052610199999999996
Mef2a
Pattern NameModiscoSignificance
metacluster_1/pattern_28.79833e-06
Mef2c
Pattern NameModiscoSignificance
metacluster_1/pattern_22.40616e-10
Mef2d
Pattern NameModiscoSignificance
metacluster_1/pattern_23.12882e-09
Neurod1
Pattern NameModiscoSignificance
metacluster_1/pattern_35.28839e-06
Neurod2
Pattern NameModiscoSignificance
metacluster_1/pattern_31.0055899999999999e-06
Olig2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0047876
Neurog2
Pattern NameModiscoSignificance
metacluster_1/pattern_31.4596500000000002e-05
Atoh1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00108377
Bhlhe22
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000483262
Msc
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00105115
Neurog1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00112327
Twist2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00203274
Tcf21
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00205832
Msgn1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00270145
Lyl1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00705397
Bhlha15
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0263507
Ascl2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.033100599999999994
Ascl1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0230834
Tal1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0230834
Myog
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0304255
Tfap4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0375316
Twist1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0393204
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_40.000301348
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00211882
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00582447
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00318908
metacluster_1/pattern_160.00468261
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00318908
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00017067900000000002
metacluster_1/pattern_160.00161183
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00017067900000000002
metacluster_1/pattern_169.67885e-05
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00141496
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00141496
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00177359
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00202661
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0524732
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00318908
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00494961
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0054099
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00610377
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0170758
Klf15
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0192463
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0289769
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0317249
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_61.8374199999999998e-07
metacluster_1/pattern_133.11055e-09
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_63.6976699999999998e-06
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0324466
metacluster_1/pattern_130.0597163
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00017009
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0143627
metacluster_1/pattern_130.0597163
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_60.025271599999999998
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00193476
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_72.11889e-05
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_75.16346e-05
metacluster_1/pattern_129.470190000000001e-05
metacluster_1/pattern_140.039809699999999996
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_76.0875e-05
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0106418
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.026517000000000002
metacluster_1/pattern_120.00605074
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000307497
metacluster_1/pattern_120.00446729
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.012919299999999998
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000867357
metacluster_1/pattern_120.00401605
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0573009
metacluster_1/pattern_120.033727
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00574095
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00851696
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0100284
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0106418
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_87.36468e-07
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_94.53411e-15
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_93.28618e-11
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_93.28618e-11
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_92.6037200000000003e-06
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_92.6037200000000003e-06
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0315301
metacluster_1/pattern_120.0490285
metacluster_1/pattern_140.042009899999999996
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0315301
metacluster_1/pattern_120.00798523
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0315301
metacluster_1/pattern_120.0389712
metacluster_1/pattern_140.027786
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_100.011361399999999999
metacluster_1/pattern_120.0155155
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0437223
Pou5f1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.033330900000000004
Sox2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.035276800000000004
metacluster_1/pattern_170.000114168
Nanog
Pattern NameModiscoSignificance
metacluster_1/pattern_100.035313
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0006469
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0006117809999999999
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00105485
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00110369
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0006469
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00110369
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_110.000136693
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00110369
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0006469
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00517953
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_110.014339500000000002
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00110369
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00138563
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00138563
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00143791
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0368538
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00403624
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0150191
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00517953
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0444936
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_110.037324699999999995
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_110.040466
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_110.014750999999999998
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0214429
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0392305
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_110.040466
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0444936
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00020726900000000002
metacluster_1/pattern_140.039809699999999996
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_125.18095e-05
metacluster_1/pattern_140.019269400000000002
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000998968
metacluster_1/pattern_140.0292565
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_124.86786e-05
metacluster_1/pattern_140.056155
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_120.001761
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0179508
metacluster_1/pattern_140.024516299999999998
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_120.001761
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0479451
metacluster_1/pattern_140.023118299999999998
Cebpg
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0490285
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0490285
metacluster_1/pattern_140.00096337
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00739114
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000203495
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0010968
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00756801
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_140.013800899999999998
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000514378
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.025241800000000002
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00739114
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00866389
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_140.042009899999999996
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0263709
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00328459
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00356018
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00635512
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_140.013800899999999998
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_140.016158600000000002
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0188563
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_140.028839999999999998
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_140.056155
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_157.48257e-21
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_151.4666e-20
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_158.816629999999999e-13
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_165.13036e-06
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_165.13036e-06
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0103181
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_160.011407899999999999
Sox9
Pattern NameModiscoSignificance
metacluster_1/pattern_174.4174799999999997e-13
Sox10
Pattern NameModiscoSignificance
metacluster_1/pattern_171.51676e-05
Sox3
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00610468
Sox6
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00309365
Sox4
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0271597
Sox17
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0428499
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: #81
TF NameModiscoHomer
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_61.8374199999999998e-07
metacluster_1/pattern_133.11055e-09
Pattern NameHomerSignificance
motif5.motif5.780019999999999e-06
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0329116
metacluster_1/pattern_50.014132599999999999
Pattern NameHomerSignificance
motif2.motif0.0186972
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_10.01965
metacluster_1/pattern_50.000271928
metacluster_1/pattern_160.0136217
Pattern NameHomerSignificance
motif2.motif0.0153363
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_93.28618e-11
Pattern NameHomerSignificance
motif20.motif3.7540500000000004e-05
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0006469
Pattern NameHomerSignificance
motif18.motif0.016752799999999998
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_165.13036e-06
Pattern NameHomerSignificance
motif23.motif0.00298546
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00574095
Pattern NameHomerSignificance
motif6.motif0.0034547
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00110369
Pattern NameHomerSignificance
motif18.motif0.021315200000000003
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0006469
Pattern NameHomerSignificance
motif18.motif0.017140400000000004
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_05.13901e-07
Pattern NameHomerSignificance
motif1.motif4.2949900000000005e-06
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0150191
Pattern NameHomerSignificance
motif18.motif0.016752799999999998
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00143791
Pattern NameHomerSignificance
motif18.motif0.030382799999999998
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0315301
metacluster_1/pattern_120.0490285
metacluster_1/pattern_140.042009899999999996
Pattern NameHomerSignificance
motif9.motif0.0492218
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00202661
Pattern NameHomerSignificance
motif2.motif0.0290938
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_75.16346e-05
metacluster_1/pattern_129.470190000000001e-05
metacluster_1/pattern_140.039809699999999996
Pattern NameHomerSignificance
motif6.motif0.00159698
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00403624
Pattern NameHomerSignificance
motif18.motif0.016752799999999998
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_76.0875e-05
Pattern NameHomerSignificance
motif6.motif0.00034526099999999997
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00517953
Pattern NameHomerSignificance
motif18.motif0.016752799999999998
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00017067900000000002
metacluster_1/pattern_169.67885e-05
Pattern NameHomerSignificance
motif10.motif0.0366319
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_140.028839999999999998
Pattern NameHomerSignificance
motif18.motif0.021111599999999998
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_04.7369300000000004e-14
Pattern NameHomerSignificance
motif1.motif7.85288e-07
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0100284
Pattern NameHomerSignificance
motif6.motif0.018611700000000002
Neurog1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00112327
Pattern NameHomerSignificance
motif4.motif0.016491099999999998
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0444936
Pattern NameHomerSignificance
motif18.motif0.0261775
Olig2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0047876
Pattern NameHomerSignificance
motif4.motif0.030643200000000002
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00138563
Pattern NameHomerSignificance
motif18.motif0.030382799999999998
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.026517000000000002
metacluster_1/pattern_120.00605074
Pattern NameHomerSignificance
motif6.motif6.277939999999999e-05
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_87.36468e-07
Pattern NameHomerSignificance
motif16.motif6.941730000000001e-08
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.012919299999999998
Pattern NameHomerSignificance
motif6.motif0.000493403
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00110369
Pattern NameHomerSignificance
motif18.motif0.00233422
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0566102
metacluster_1/pattern_50.00645196
Pattern NameHomerSignificance
motif2.motif0.038255199999999996
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0573009
metacluster_1/pattern_120.033727
Pattern NameHomerSignificance
motif6.motif6.277939999999999e-05
Mef2a
Pattern NameModiscoSignificance
metacluster_1/pattern_28.79833e-06
Pattern NameHomerSignificance
motif3.motif2.2680999999999998e-07
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_110.014339500000000002
Pattern NameHomerSignificance
motif18.motif0.0173806
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0324466
metacluster_1/pattern_130.0597163
Pattern NameHomerSignificance
motif5.motif0.0283298
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00017067900000000002
metacluster_1/pattern_160.00161183
Pattern NameHomerSignificance
motif10.motif0.0366319
Mef2c
Pattern NameModiscoSignificance
metacluster_1/pattern_22.40616e-10
Pattern NameHomerSignificance
motif3.motif1.0055800000000002e-09
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00517953
Pattern NameHomerSignificance
motif18.motif0.016752799999999998
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_92.6037200000000003e-06
Pattern NameHomerSignificance
motif20.motif0.000116658
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_158.816629999999999e-13
Pattern NameHomerSignificance
motif11.motif6.70903e-05
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0143627
metacluster_1/pattern_130.0597163
Pattern NameHomerSignificance
motif5.motif0.0141092
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0006117809999999999
Pattern NameHomerSignificance
motif18.motif0.016752799999999998
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_110.000136693
Pattern NameHomerSignificance
motif18.motif0.00861485
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_157.48257e-21
Pattern NameHomerSignificance
motif11.motif9.56446e-06
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.012507299999999999
metacluster_1/pattern_50.0200825
Pattern NameHomerSignificance
motif2.motif0.0290938
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00017009
Pattern NameHomerSignificance
motif5.motif0.00011512600000000001
Mef2d
Pattern NameModiscoSignificance
metacluster_1/pattern_23.12882e-09
Pattern NameHomerSignificance
motif3.motif1.04925e-09
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_110.037324699999999995
Pattern NameHomerSignificance
motif18.motif0.0173806
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_165.13036e-06
Pattern NameHomerSignificance
motif23.motif0.0195705
Tcf21
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00205832
Pattern NameHomerSignificance
motif4.motif0.035250800000000006
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_94.53411e-15
Pattern NameHomerSignificance
motif20.motif4.02129e-07
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0329116
metacluster_1/pattern_50.0289769
Pattern NameHomerSignificance
motif2.motif0.0290938
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0392305
Pattern NameHomerSignificance
motif18.motif0.053505399999999995
Msc
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00105115
Pattern NameHomerSignificance
motif4.motif0.016491099999999998
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_151.4666e-20
Pattern NameHomerSignificance
motif11.motif9.45215e-06
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_63.6976699999999998e-06
Pattern NameHomerSignificance
motif5.motif7.33753e-05
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0006469
Pattern NameHomerSignificance
motif18.motif0.016752799999999998
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0315301
metacluster_1/pattern_120.00798523
Pattern NameHomerSignificance
motif9.motif0.0555884
Bhlhe22
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000483262
Pattern NameHomerSignificance
motif4.motif0.0194387
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00138563
Pattern NameHomerSignificance
motif18.motif0.00973492
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_60.025271599999999998
Pattern NameHomerSignificance
motif5.motif0.0310948
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00105485
Pattern NameHomerSignificance
motif18.motif0.021111599999999998
Twist2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00203274
Pattern NameHomerSignificance
motif4.motif0.0173145
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0106418
Pattern NameHomerSignificance
motif6.motif0.023068599999999998
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0315301
metacluster_1/pattern_120.0389712
metacluster_1/pattern_140.027786
Pattern NameHomerSignificance
motif9.motif0.0555884
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000307497
metacluster_1/pattern_120.00446729
Pattern NameHomerSignificance
motif6.motif0.000309275
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00110369
Pattern NameHomerSignificance
motif18.motif0.0239672
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_100.011361399999999999
metacluster_1/pattern_120.0155155
Pattern NameHomerSignificance
motif9.motif0.0555884
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0384829
Pattern NameHomerSignificance
motif2.motif0.0290938
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0106418
Pattern NameHomerSignificance
motif6.motif0.0317367
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_92.6037200000000003e-06
Pattern NameHomerSignificance
motif20.motif0.000428344
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_93.28618e-11
Pattern NameHomerSignificance
motif20.motif3.7540500000000004e-05
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00110369
Pattern NameHomerSignificance
motif18.motif0.023278599999999997
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00851696
Pattern NameHomerSignificance
motif6.motif0.00486488
Neurod1
Pattern NameModiscoSignificance
metacluster_1/pattern_35.28839e-06
Pattern NameHomerSignificance
motif4.motif0.0552227
Atoh1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00108377
Pattern NameHomerSignificance
motif4.motif0.0167893
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0368538
Pattern NameHomerSignificance
motif18.motif0.0551536
Bhlha15
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0263507
Pattern NameHomerSignificance
motif4.motif0.0194387
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000867357
metacluster_1/pattern_120.00401605
Pattern NameHomerSignificance
motif6.motif0.000413503
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_72.11889e-05
Pattern NameHomerSignificance
motif6.motif5.716270000000001e-05
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00193476
Pattern NameHomerSignificance
motif6.motif0.0211248
Unique TF-MoDISco TFs: #74
TF NameModiscoHomer
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_40.000301348
Absent
Neurog2
Pattern NameModiscoSignificance
metacluster_1/pattern_31.4596500000000002e-05
Absent
Tal1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0230834
Absent
Ascl2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.033100599999999994
Absent
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00739114
Absent
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_120.001761
Absent
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00020726900000000002
metacluster_1/pattern_140.039809699999999996
Absent
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00328459
Absent
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00318908
Absent
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00739114
Absent
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0010968
Absent
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00318908
Absent
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.025241800000000002
Absent
Twist1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0393204
Absent
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00318908
metacluster_1/pattern_160.00468261
Absent
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0214429
Absent
Lyl1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00705397
Absent
Tfap4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0375316
Absent
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_140.056155
Absent
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0103181
Absent
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_120.001761
Absent
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00866389
Absent
Msgn1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00270145
Absent
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_124.86786e-05
metacluster_1/pattern_140.056155
Absent
Sox6
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00309365
Absent
Sox4
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0271597
Absent
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000514378
Absent
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0444936
Absent
Nanog
Pattern NameModiscoSignificance
metacluster_1/pattern_100.035313
Absent
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0437223
Absent
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0188563
Absent
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0479451
metacluster_1/pattern_140.023118299999999998
Absent
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00141496
Absent
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00211882
Absent
Sox9
Pattern NameModiscoSignificance
metacluster_1/pattern_174.4174799999999997e-13
Absent
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00356018
Absent
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00635512
Absent
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0179508
metacluster_1/pattern_140.024516299999999998
Absent
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00494961
Absent
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0289769
Absent
Gli3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0470741
Absent
Sox2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.035276800000000004
metacluster_1/pattern_170.000114168
Absent
Cebpg
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0490285
Absent
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00582447
Absent
Myog
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0304255
Absent
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_160.011407899999999999
Absent
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000203495
Absent
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_110.040466
Absent
Neurod2
Pattern NameModiscoSignificance
metacluster_1/pattern_31.0055899999999999e-06
Absent
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_110.040466
Absent
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0490285
metacluster_1/pattern_140.00096337
Absent
Klf15
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0192463
Absent
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_140.042009899999999996
Absent
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00756801
Absent
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0317249
Absent
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_140.016158600000000002
Absent
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00141496
Absent
Gli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.052610199999999996
Absent
Sox17
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0428499
Absent
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00610377
Absent
Ascl1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0230834
Absent
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00177359
Absent
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_110.014750999999999998
Absent
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0524732
Absent
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0170758
Absent
Pou5f1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.033330900000000004
Absent
Sox10
Pattern NameModiscoSignificance
metacluster_1/pattern_171.51676e-05
Absent
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_140.013800899999999998
Absent
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000998968
metacluster_1/pattern_140.0292565
Absent
Sox3
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00610468
Absent
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_125.18095e-05
metacluster_1/pattern_140.019269400000000002
Absent
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0054099
Absent
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_140.013800899999999998
Absent
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0263709
Absent
Unique Homer TFs: #4
TF NameModiscoHomer
MafkAbsent
Pattern NameHomerSignificance
motif6.motif0.036442800000000004
MafaAbsent
Pattern NameHomerSignificance
motif6.motif0.028109699999999998
Olig3Absent
Pattern NameHomerSignificance
motif4.motif0.0167893
Zbtb33Absent
Pattern NameHomerSignificance
motif22.motif4.06933e-07