In [1]:
# Parameters
data_name = "ESNPHL_SPLND_BlbCA;CL"
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_21-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_21-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 18:45:12,338 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeeosinophils (isolated from spleens, BalbC)
    Cell GroupOther Immune Cells
    Experiment NameATAC
    Experiment GroupCasellas Lab
    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
    rep1590333581211.60432890857707410.02462027030.07058728670.3036
    rep2590333581217.19911813347716025010.088517636190.097452914800.2921
    rep3590333581210.74932292112012580520.054918252680.079770806640.3092
    Modelling Metadata
    MetricValue
    auPRC0.6563
    Calibrated Recall at 50% FDR0.208
    Number of Positive Examples in Test Data40644
    Number of Negative Examples in Test Data8030207
    Imbalance Ratio in Test Data0.005
    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: #17
Pattern NameTF Name(s)Modisco
metacluster_0/pattern_0 # seqlets: 6111 SequenceContrib ScoresHyp_Contrib Scores
Spic, Spi1, Spib, Etv6, Irf8, Irf4, Etv4, Ets1, Etv3, Elk1,

Erg, Gabpa, Fli1, XP_911724.4, Etv2, Elk3, Elk4, Elf4, Elf2, Etv1, Etv5,

Ehf, Elf1, Elf3, Elf5, Spdef, Prdm1, Irf3, Irf2, Irf1, Irf9
metacluster_0/pattern_1 # seqlets: 3732 SequenceContrib ScoresHyp_Contrib Scores
Sp2, Sp3, Klf3, Sp4, Sp1, Klf6, Klf4, E2f4, Klf5, Klf7,

Egr1, Sp5, Klf8, Klf12, Zbtb17, Egr2, Wt1, Klf1, Zfp281, Maz, E2f1,

Klf15, Egr3, Sall4, Srebf2, Zfp740
metacluster_0/pattern_2 # seqlets: 3620 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_0/pattern_3 # seqlets: 2219 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfyc, Nfya, Foxi1, Pbx3
metacluster_0/pattern_4 # seqlets: 1561 SequenceContrib ScoresHyp_Contrib Scores
Nrf1, Zfx
metacluster_0/pattern_5 # seqlets: 1304 SequenceContrib ScoresHyp_Contrib Scores
Usf2, Creb1, Atf1, Atf2, Usf1, Atf7, Crem, Jdp2, Rfx1, Tfe3,

Creb5, Atf3, Tfec, Mxi1, Bhlhe40, Srebf1, Mitf, Tfeb, Fosl2, Arntl, Rxrb,

Clock, Mlx
metacluster_0/pattern_6 # seqlets: 1008 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2
metacluster_0/pattern_7 # seqlets: 996 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Zfp42
metacluster_0/pattern_8 # seqlets: 407 SequenceContrib ScoresHyp_Contrib Scores
Cebpb, Cebpa, Cebpd, Cebpg, Dbp, Hlf, Cebpe, Nfil3, Atf4, Ddit3,

Tef, Pou3f3
metacluster_0/pattern_9 # seqlets: 387 SequenceContrib ScoresHyp_Contrib Scores
Jun, Jund, Fos, Bach2, Fosl1, Nfe2l2, Nfe2, Bach1, Fosb, Junb,

Batf, Mafk, Mafa, Mafg, Mafb, Maff, Maf
metacluster_0/pattern_10 # seqlets: 328 SequenceContrib ScoresHyp_Contrib Scores
Irf7, Stat1, Stat2, Irf5, Batf3, Irf6
metacluster_0/pattern_11 # seqlets: 321 SequenceContrib ScoresHyp_Contrib Scores
Fev
metacluster_0/pattern_12 # seqlets: 319 SequenceContrib ScoresHyp_Contrib Scores
metacluster_0/pattern_13 # seqlets: 250 SequenceContrib ScoresHyp_Contrib Scores
Zbtb33
metacluster_0/pattern_14 # seqlets: 215 SequenceContrib ScoresHyp_Contrib Scores
Rfx2, Rfx3, Rfx4, Rfx7, Rfx6
metacluster_0/pattern_15 # seqlets: 141 SequenceContrib ScoresHyp_Contrib Scores
Gata4, Gata2, Tal1, Gata1, Gata6, Gata3, Gata5
metacluster_0/pattern_16 # seqlets: 49 SequenceContrib ScoresHyp_Contrib Scores
Pou2f2, Foxa2
Click here for Motifs by TF-MoDISco: #146
TF NamePattern(s)
Spic
Pattern NameModiscoSignificance
metacluster_0/pattern_00.000176043
metacluster_0/pattern_120.011256799999999999
Spi1
Pattern NameModiscoSignificance
metacluster_0/pattern_00.0013183
metacluster_0/pattern_120.044139599999999994
Spib
Pattern NameModiscoSignificance
metacluster_0/pattern_03.61205e-05
metacluster_0/pattern_100.0014177
metacluster_0/pattern_120.0306802
Etv6
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00354393
metacluster_0/pattern_110.0540885
Irf8
Pattern NameModiscoSignificance
metacluster_0/pattern_00.000219069
metacluster_0/pattern_105.53137e-06
metacluster_0/pattern_120.0306802
Irf4
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00031219
metacluster_0/pattern_100.00112208
metacluster_0/pattern_120.0306802
Etv4
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00165942
metacluster_0/pattern_110.0244579
Ets1
Pattern NameModiscoSignificance
metacluster_0/pattern_00.000479541
metacluster_0/pattern_110.00390896
Etv3
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00043681300000000003
Elk1
Pattern NameModiscoSignificance
metacluster_0/pattern_00.011376100000000002
metacluster_0/pattern_110.00247702
Erg
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00126641
metacluster_0/pattern_110.00361795
Gabpa
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00219768
metacluster_0/pattern_110.013369999999999998
Fli1
Pattern NameModiscoSignificance
metacluster_0/pattern_00.0120765
metacluster_0/pattern_110.00544071
XP_911724.4
Pattern NameModiscoSignificance
metacluster_0/pattern_00.000561832
Etv2
Pattern NameModiscoSignificance
metacluster_0/pattern_00.000576467
Elk3
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00983448
metacluster_0/pattern_110.029226299999999997
Elk4
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00468635
metacluster_0/pattern_110.00871368
Elf4
Pattern NameModiscoSignificance
metacluster_0/pattern_00.0008043989999999999
Elf2
Pattern NameModiscoSignificance
metacluster_0/pattern_00.0011658
Etv1
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00171546
metacluster_0/pattern_110.0346976
Etv5
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00171546
metacluster_0/pattern_110.0131339
Ehf
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00374476
Elf1
Pattern NameModiscoSignificance
metacluster_0/pattern_00.0023552
Elf3
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00599373
Elf5
Pattern NameModiscoSignificance
metacluster_0/pattern_00.0281985
Spdef
Pattern NameModiscoSignificance
metacluster_0/pattern_00.0126712
Prdm1
Pattern NameModiscoSignificance
metacluster_0/pattern_00.027753800000000002
metacluster_0/pattern_100.00035066800000000005
Irf3
Pattern NameModiscoSignificance
metacluster_0/pattern_00.030536400000000002
metacluster_0/pattern_100.0337435
Irf2
Pattern NameModiscoSignificance
metacluster_0/pattern_00.0350608
metacluster_0/pattern_100.00236025
Irf1
Pattern NameModiscoSignificance
metacluster_0/pattern_00.046867599999999995
metacluster_0/pattern_108.359960000000001e-10
Irf9
Pattern NameModiscoSignificance
metacluster_0/pattern_00.0482706
metacluster_0/pattern_100.000519069
Sp2
Pattern NameModiscoSignificance
metacluster_0/pattern_18.49414e-10
metacluster_0/pattern_51.26582e-05
metacluster_0/pattern_71.8946400000000002e-05
metacluster_0/pattern_130.0005526
Sp3
Pattern NameModiscoSignificance
metacluster_0/pattern_11.45134e-08
metacluster_0/pattern_50.000191762
metacluster_0/pattern_70.000483533
metacluster_0/pattern_130.00510028
Klf3
Pattern NameModiscoSignificance
metacluster_0/pattern_11.91657e-07
metacluster_0/pattern_50.00736927
metacluster_0/pattern_70.041496
Sp4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.000997986
metacluster_0/pattern_70.0546658
Sp1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.000408438
metacluster_0/pattern_50.000338405
metacluster_0/pattern_70.000115722
metacluster_0/pattern_130.00750707
Klf6
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00025534
Klf4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.000765646
E2f4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.000287858
Klf5
Pattern NameModiscoSignificance
metacluster_0/pattern_10.000639706
Klf7
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0006855289999999999
Egr1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.057213099999999996
metacluster_0/pattern_70.0525331
Sp5
Pattern NameModiscoSignificance
metacluster_0/pattern_10.000765646
Klf8
Pattern NameModiscoSignificance
metacluster_0/pattern_10.000997986
Klf12
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00114508
Zbtb17
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00114508
metacluster_0/pattern_50.044062800000000006
metacluster_0/pattern_70.00922444
Egr2
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0369624
metacluster_0/pattern_70.0515001
Wt1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00403823
metacluster_0/pattern_50.035907999999999995
metacluster_0/pattern_70.0199707
Klf1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.018863400000000002
Zfp281
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00640013
Maz
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00922753
metacluster_0/pattern_70.041496
E2f1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.018489
Klf15
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0330575
Egr3
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0369624
Sall4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0420953
Srebf2
Pattern NameModiscoSignificance
metacluster_0/pattern_10.042178
metacluster_0/pattern_50.0549409
Zfp740
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0503573
Ctcf
Pattern NameModiscoSignificance
metacluster_0/pattern_21.80542e-13
Ctcfl
Pattern NameModiscoSignificance
metacluster_0/pattern_21.2665999999999999e-08
metacluster_0/pattern_50.015228299999999998
Nfyb
Pattern NameModiscoSignificance
metacluster_0/pattern_35.461559999999999e-16
Nfyc
Pattern NameModiscoSignificance
metacluster_0/pattern_31.93181e-12
Nfya
Pattern NameModiscoSignificance
metacluster_0/pattern_34.15395e-11
Foxi1
Pattern NameModiscoSignificance
metacluster_0/pattern_32.6919e-06
Pbx3
Pattern NameModiscoSignificance
metacluster_0/pattern_32.6919e-06
Nrf1
Pattern NameModiscoSignificance
metacluster_0/pattern_45.049199999999999e-07
Zfx
Pattern NameModiscoSignificance
metacluster_0/pattern_40.04365669999999999
metacluster_0/pattern_50.018550599999999997
metacluster_0/pattern_70.00415092
metacluster_0/pattern_130.00510028
Usf2
Pattern NameModiscoSignificance
metacluster_0/pattern_54.1547599999999994e-08
metacluster_0/pattern_110.029226299999999997
metacluster_0/pattern_130.0432228
Creb1
Pattern NameModiscoSignificance
metacluster_0/pattern_50.00570934
metacluster_0/pattern_110.0381969
Atf1
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0275387
Atf2
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0115545
metacluster_0/pattern_110.031114299999999998
Usf1
Pattern NameModiscoSignificance
metacluster_0/pattern_50.000304977
Atf7
Pattern NameModiscoSignificance
metacluster_0/pattern_50.00394795
Crem
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0455315
Jdp2
Pattern NameModiscoSignificance
metacluster_0/pattern_50.00570934
metacluster_0/pattern_90.0029924
metacluster_0/pattern_110.0400026
Rfx1
Pattern NameModiscoSignificance
metacluster_0/pattern_50.00271599
metacluster_0/pattern_70.0199707
metacluster_0/pattern_143.74804e-11
Tfe3
Pattern NameModiscoSignificance
metacluster_0/pattern_50.05919630000000001
Creb5
Pattern NameModiscoSignificance
metacluster_0/pattern_50.00570934
Atf3
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0164397
metacluster_0/pattern_90.000117962
Tfec
Pattern NameModiscoSignificance
metacluster_0/pattern_50.00865386
Mxi1
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0106807
metacluster_0/pattern_70.0525331
Bhlhe40
Pattern NameModiscoSignificance
metacluster_0/pattern_50.042938
Srebf1
Pattern NameModiscoSignificance
metacluster_0/pattern_50.042938
Mitf
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0406626
Tfeb
Pattern NameModiscoSignificance
metacluster_0/pattern_50.025686599999999997
Fosl2
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0190322
metacluster_0/pattern_90.000130786
Arntl
Pattern NameModiscoSignificance
metacluster_0/pattern_50.025686599999999997
Rxrb
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0379728
Clock
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0415187
Mlx
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0419976
Zfp143
Pattern NameModiscoSignificance
metacluster_0/pattern_65.081890000000001e-22
Thap11
Pattern NameModiscoSignificance
metacluster_0/pattern_68.56073e-22
Tbx2
Pattern NameModiscoSignificance
metacluster_0/pattern_62.46492e-13
Taf1
Pattern NameModiscoSignificance
metacluster_0/pattern_73.7655e-06
Yy1
Pattern NameModiscoSignificance
metacluster_0/pattern_76.343590000000001e-06
Zfp42
Pattern NameModiscoSignificance
metacluster_0/pattern_70.0129964
Cebpb
Pattern NameModiscoSignificance
metacluster_0/pattern_80.00242952
Cebpa
Pattern NameModiscoSignificance
metacluster_0/pattern_80.00401849
Cebpd
Pattern NameModiscoSignificance
metacluster_0/pattern_80.00242952
Cebpg
Pattern NameModiscoSignificance
metacluster_0/pattern_80.00334253
Dbp
Pattern NameModiscoSignificance
metacluster_0/pattern_80.014968700000000001
Hlf
Pattern NameModiscoSignificance
metacluster_0/pattern_80.0212307
Cebpe
Pattern NameModiscoSignificance
metacluster_0/pattern_80.00614202
Nfil3
Pattern NameModiscoSignificance
metacluster_0/pattern_80.0222615
Atf4
Pattern NameModiscoSignificance
metacluster_0/pattern_80.00718684
Ddit3
Pattern NameModiscoSignificance
metacluster_0/pattern_80.00242952
Tef
Pattern NameModiscoSignificance
metacluster_0/pattern_80.013207900000000002
Pou3f3
Pattern NameModiscoSignificance
metacluster_0/pattern_80.0443365
Jun
Pattern NameModiscoSignificance
metacluster_0/pattern_92.86211e-06
Jund
Pattern NameModiscoSignificance
metacluster_0/pattern_90.027068900000000003
Fos
Pattern NameModiscoSignificance
metacluster_0/pattern_91.9735599999999998e-05
Bach2
Pattern NameModiscoSignificance
metacluster_0/pattern_91.9735599999999998e-05
Fosl1
Pattern NameModiscoSignificance
metacluster_0/pattern_94.2965699999999994e-05
Nfe2l2
Pattern NameModiscoSignificance
metacluster_0/pattern_96.2445e-05
Nfe2
Pattern NameModiscoSignificance
metacluster_0/pattern_96.2445e-05
Bach1
Pattern NameModiscoSignificance
metacluster_0/pattern_97.28513e-05
Fosb
Pattern NameModiscoSignificance
metacluster_0/pattern_90.000130786
Junb
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00023005400000000002
Batf
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0186198
Mafk
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00665317
Mafa
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00900569
Mafg
Pattern NameModiscoSignificance
metacluster_0/pattern_90.01567
Mafb
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0188223
Maff
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0219362
Maf
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0219362
Irf7
Pattern NameModiscoSignificance
metacluster_0/pattern_105.53137e-06
Stat1
Pattern NameModiscoSignificance
metacluster_0/pattern_105.53137e-06
Stat2
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00103673
Irf5
Pattern NameModiscoSignificance
metacluster_0/pattern_100.010241799999999999
Batf3
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0274159
Irf6
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0297238
Fev
Pattern NameModiscoSignificance
metacluster_0/pattern_110.0131339
Zbtb33
Pattern NameModiscoSignificance
metacluster_0/pattern_132.93747e-05
Rfx2
Pattern NameModiscoSignificance
metacluster_0/pattern_140.0119737
Rfx3
Pattern NameModiscoSignificance
metacluster_0/pattern_140.00030711
Rfx4
Pattern NameModiscoSignificance
metacluster_0/pattern_143.41541e-05
Rfx7
Pattern NameModiscoSignificance
metacluster_0/pattern_140.000283468
Rfx6
Pattern NameModiscoSignificance
metacluster_0/pattern_140.000541218
Gata4
Pattern NameModiscoSignificance
metacluster_0/pattern_150.000315942
Gata2
Pattern NameModiscoSignificance
metacluster_0/pattern_151.3955599999999999e-05
Tal1
Pattern NameModiscoSignificance
metacluster_0/pattern_151.3955599999999999e-05
Gata1
Pattern NameModiscoSignificance
metacluster_0/pattern_153.38707e-05
Gata6
Pattern NameModiscoSignificance
metacluster_0/pattern_150.000313919
Gata3
Pattern NameModiscoSignificance
metacluster_0/pattern_150.015272899999999999
Gata5
Pattern NameModiscoSignificance
metacluster_0/pattern_150.00485036
Pou2f2
Pattern NameModiscoSignificance
metacluster_0/pattern_160.0520839
Foxa2
Pattern NameModiscoSignificance
metacluster_0/pattern_160.0520839
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: #54
TF NameModiscoHomer
Sp1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.000408438
metacluster_0/pattern_50.000338405
metacluster_0/pattern_70.000115722
metacluster_0/pattern_130.00750707
Pattern NameHomerSignificance
motif1.motif0.0104888
Egr1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.057213099999999996
metacluster_0/pattern_70.0525331
Pattern NameHomerSignificance
motif1.motif0.0245387
Zfp143
Pattern NameModiscoSignificance
metacluster_0/pattern_65.081890000000001e-22
Pattern NameHomerSignificance
motif4.motif1.0007600000000002e-06
Gabpa
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00219768
metacluster_0/pattern_110.013369999999999998
Pattern NameHomerSignificance
motif2.motif0.00595083
Klf1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.018863400000000002
Pattern NameHomerSignificance
motif1.motif0.0244542
Sp4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.000997986
metacluster_0/pattern_70.0546658
Pattern NameHomerSignificance
motif1.motif0.0350709
Klf6
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00025534
Pattern NameHomerSignificance
motif1.motif0.00254894
Elf3
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00599373
Pattern NameHomerSignificance
motif2.motif0.0467979
Etv4
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00165942
metacluster_0/pattern_110.0244579
Pattern NameHomerSignificance
motif2.motif0.00346539
Elf2
Pattern NameModiscoSignificance
metacluster_0/pattern_00.0011658
Pattern NameHomerSignificance
motif2.motif0.00586604
Ctcf
Pattern NameModiscoSignificance
metacluster_0/pattern_21.80542e-13
Pattern NameHomerSignificance
motif3.motif7.00017e-05
motif10.motif0.0291902
Elk4
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00468635
metacluster_0/pattern_110.00871368
Pattern NameHomerSignificance
motif2.motif0.00012035
E2f4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.000287858
Pattern NameHomerSignificance
motif1.motif0.000976715
Spdef
Pattern NameModiscoSignificance
metacluster_0/pattern_00.0126712
Pattern NameHomerSignificance
motif2.motif0.0196928
Zfx
Pattern NameModiscoSignificance
metacluster_0/pattern_40.04365669999999999
metacluster_0/pattern_50.018550599999999997
metacluster_0/pattern_70.00415092
metacluster_0/pattern_130.00510028
Pattern NameHomerSignificance
motif1.motif0.0564996
Zbtb33
Pattern NameModiscoSignificance
metacluster_0/pattern_132.93747e-05
Pattern NameHomerSignificance
motif9.motif0.00101885
Irf8
Pattern NameModiscoSignificance
metacluster_0/pattern_00.000219069
metacluster_0/pattern_105.53137e-06
metacluster_0/pattern_120.0306802
Pattern NameHomerSignificance
motif2.motif0.026451
Klf8
Pattern NameModiscoSignificance
metacluster_0/pattern_10.000997986
Pattern NameHomerSignificance
motif1.motif0.000934747
Etv5
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00171546
metacluster_0/pattern_110.0131339
Pattern NameHomerSignificance
motif2.motif9.241280000000001e-05
Etv2
Pattern NameModiscoSignificance
metacluster_0/pattern_00.000576467
Pattern NameHomerSignificance
motif2.motif0.0038606
XP_911724.4
Pattern NameModiscoSignificance
metacluster_0/pattern_00.000561832
Pattern NameHomerSignificance
motif2.motif6.21866e-05
Ehf
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00374476
Pattern NameHomerSignificance
motif2.motif0.034189599999999994
Ets1
Pattern NameModiscoSignificance
metacluster_0/pattern_00.000479541
metacluster_0/pattern_110.00390896
Pattern NameHomerSignificance
motif2.motif0.0009290980000000001
Nfyc
Pattern NameModiscoSignificance
metacluster_0/pattern_31.93181e-12
Pattern NameHomerSignificance
motif5.motif1.04473e-07
Elf4
Pattern NameModiscoSignificance
metacluster_0/pattern_00.0008043989999999999
Pattern NameHomerSignificance
motif2.motif0.00046176400000000003
Etv3
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00043681300000000003
Pattern NameHomerSignificance
motif2.motif3.89685e-05
Foxi1
Pattern NameModiscoSignificance
metacluster_0/pattern_32.6919e-06
Pattern NameHomerSignificance
motif5.motif2.77527e-06
Klf4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.000765646
Pattern NameHomerSignificance
motif1.motif0.000548205
Fli1
Pattern NameModiscoSignificance
metacluster_0/pattern_00.0120765
metacluster_0/pattern_110.00544071
Pattern NameHomerSignificance
motif2.motif0.0006604639999999999
Spi1
Pattern NameModiscoSignificance
metacluster_0/pattern_00.0013183
metacluster_0/pattern_120.044139599999999994
Pattern NameHomerSignificance
motif2.motif0.026451
Nfyb
Pattern NameModiscoSignificance
metacluster_0/pattern_35.461559999999999e-16
Pattern NameHomerSignificance
motif5.motif7.81024e-11
Nrf1
Pattern NameModiscoSignificance
metacluster_0/pattern_45.049199999999999e-07
Pattern NameHomerSignificance
motif7.motif1.4292099999999999e-06
Irf4
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00031219
metacluster_0/pattern_100.00112208
metacluster_0/pattern_120.0306802
Pattern NameHomerSignificance
motif2.motif0.026451
Elf1
Pattern NameModiscoSignificance
metacluster_0/pattern_00.0023552
Pattern NameHomerSignificance
motif2.motif0.00105603
Elk1
Pattern NameModiscoSignificance
metacluster_0/pattern_00.011376100000000002
metacluster_0/pattern_110.00247702
Pattern NameHomerSignificance
motif2.motif0.0008420680000000001
Sp2
Pattern NameModiscoSignificance
metacluster_0/pattern_18.49414e-10
metacluster_0/pattern_51.26582e-05
metacluster_0/pattern_71.8946400000000002e-05
metacluster_0/pattern_130.0005526
Pattern NameHomerSignificance
motif1.motif0.00026251400000000004
Spib
Pattern NameModiscoSignificance
metacluster_0/pattern_03.61205e-05
metacluster_0/pattern_100.0014177
metacluster_0/pattern_120.0306802
Pattern NameHomerSignificance
motif2.motif0.014263299999999998
Elf5
Pattern NameModiscoSignificance
metacluster_0/pattern_00.0281985
Pattern NameHomerSignificance
motif2.motif0.00276472
Pbx3
Pattern NameModiscoSignificance
metacluster_0/pattern_32.6919e-06
Pattern NameHomerSignificance
motif5.motif4.92696e-05
Erg
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00126641
metacluster_0/pattern_110.00361795
Pattern NameHomerSignificance
motif2.motif0.0008420680000000001
Tbx2
Pattern NameModiscoSignificance
metacluster_0/pattern_62.46492e-13
Pattern NameHomerSignificance
motif4.motif6.5221e-05
Klf12
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00114508
Pattern NameHomerSignificance
motif1.motif0.027758699999999997
Klf7
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0006855289999999999
Pattern NameHomerSignificance
motif1.motif0.000546459
Elk3
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00983448
metacluster_0/pattern_110.029226299999999997
Pattern NameHomerSignificance
motif2.motif0.00114334
Spic
Pattern NameModiscoSignificance
metacluster_0/pattern_00.000176043
metacluster_0/pattern_120.011256799999999999
Pattern NameHomerSignificance
motif2.motif0.0014299000000000002
Klf3
Pattern NameModiscoSignificance
metacluster_0/pattern_11.91657e-07
metacluster_0/pattern_50.00736927
metacluster_0/pattern_70.041496
Pattern NameHomerSignificance
motif1.motif0.000320841
Nfya
Pattern NameModiscoSignificance
metacluster_0/pattern_34.15395e-11
Pattern NameHomerSignificance
motif5.motif6.48267e-08
Sp3
Pattern NameModiscoSignificance
metacluster_0/pattern_11.45134e-08
metacluster_0/pattern_50.000191762
metacluster_0/pattern_70.000483533
metacluster_0/pattern_130.00510028
Pattern NameHomerSignificance
motif1.motif0.000287114
Etv6
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00354393
metacluster_0/pattern_110.0540885
Pattern NameHomerSignificance
motif2.motif0.0130893
Klf5
Pattern NameModiscoSignificance
metacluster_0/pattern_10.000639706
Pattern NameHomerSignificance
motif1.motif0.0232818
Ctcfl
Pattern NameModiscoSignificance
metacluster_0/pattern_21.2665999999999999e-08
metacluster_0/pattern_50.015228299999999998
Pattern NameHomerSignificance
motif3.motif0.000373445
motif10.motif0.000532011
Thap11
Pattern NameModiscoSignificance
metacluster_0/pattern_68.56073e-22
Pattern NameHomerSignificance
motif4.motif1.0007600000000002e-06
Fev
Pattern NameModiscoSignificance
metacluster_0/pattern_110.0131339
Pattern NameHomerSignificance
motif2.motif0.00791864
Etv1
Pattern NameModiscoSignificance
metacluster_0/pattern_00.00171546
metacluster_0/pattern_110.0346976
Pattern NameHomerSignificance
motif2.motif0.000141215
Unique TF-MoDISco TFs: #92
TF NameModiscoHomer
Tal1
Pattern NameModiscoSignificance
metacluster_0/pattern_151.3955599999999999e-05
Absent
Nfe2
Pattern NameModiscoSignificance
metacluster_0/pattern_96.2445e-05
Absent
Jdp2
Pattern NameModiscoSignificance
metacluster_0/pattern_50.00570934
metacluster_0/pattern_90.0029924
metacluster_0/pattern_110.0400026
Absent
Maf
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0219362
Absent
Jund
Pattern NameModiscoSignificance
metacluster_0/pattern_90.027068900000000003
Absent
Sp5
Pattern NameModiscoSignificance
metacluster_0/pattern_10.000765646
Absent
Usf2
Pattern NameModiscoSignificance
metacluster_0/pattern_54.1547599999999994e-08
metacluster_0/pattern_110.029226299999999997
metacluster_0/pattern_130.0432228
Absent
Srebf1
Pattern NameModiscoSignificance
metacluster_0/pattern_50.042938
Absent
Bach1
Pattern NameModiscoSignificance
metacluster_0/pattern_97.28513e-05
Absent
Gata3
Pattern NameModiscoSignificance
metacluster_0/pattern_150.015272899999999999
Absent
Bach2
Pattern NameModiscoSignificance
metacluster_0/pattern_91.9735599999999998e-05
Absent
Ddit3
Pattern NameModiscoSignificance
metacluster_0/pattern_80.00242952
Absent
Mitf
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0406626
Absent
Gata5
Pattern NameModiscoSignificance
metacluster_0/pattern_150.00485036
Absent
Atf3
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0164397
metacluster_0/pattern_90.000117962
Absent
Irf9
Pattern NameModiscoSignificance
metacluster_0/pattern_00.0482706
metacluster_0/pattern_100.000519069
Absent
Mxi1
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0106807
metacluster_0/pattern_70.0525331
Absent
Irf6
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0297238
Absent
Nfe2l2
Pattern NameModiscoSignificance
metacluster_0/pattern_96.2445e-05
Absent
Rfx2
Pattern NameModiscoSignificance
metacluster_0/pattern_140.0119737
Absent
Irf1
Pattern NameModiscoSignificance
metacluster_0/pattern_00.046867599999999995
metacluster_0/pattern_108.359960000000001e-10
Absent
Rfx3
Pattern NameModiscoSignificance
metacluster_0/pattern_140.00030711
Absent
Stat1
Pattern NameModiscoSignificance
metacluster_0/pattern_105.53137e-06
Absent
Mafb
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0188223
Absent
Rfx4
Pattern NameModiscoSignificance
metacluster_0/pattern_143.41541e-05
Absent
Jun
Pattern NameModiscoSignificance
metacluster_0/pattern_92.86211e-06
Absent
Cebpa
Pattern NameModiscoSignificance
metacluster_0/pattern_80.00401849
Absent
Irf7
Pattern NameModiscoSignificance
metacluster_0/pattern_105.53137e-06
Absent
Usf1
Pattern NameModiscoSignificance
metacluster_0/pattern_50.000304977
Absent
Pou2f2
Pattern NameModiscoSignificance
metacluster_0/pattern_160.0520839
Absent
Tfeb
Pattern NameModiscoSignificance
metacluster_0/pattern_50.025686599999999997
Absent
Foxa2
Pattern NameModiscoSignificance
metacluster_0/pattern_160.0520839
Absent
Gata2
Pattern NameModiscoSignificance
metacluster_0/pattern_151.3955599999999999e-05
Absent
Gata1
Pattern NameModiscoSignificance
metacluster_0/pattern_153.38707e-05
Absent
Tfec
Pattern NameModiscoSignificance
metacluster_0/pattern_50.00865386
Absent
Junb
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00023005400000000002
Absent
Fosl1
Pattern NameModiscoSignificance
metacluster_0/pattern_94.2965699999999994e-05
Absent
Mlx
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0419976
Absent
Clock
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0415187
Absent
Zfp281
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00640013
Absent
Stat2
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00103673
Absent
Hlf
Pattern NameModiscoSignificance
metacluster_0/pattern_80.0212307
Absent
Srebf2
Pattern NameModiscoSignificance
metacluster_0/pattern_10.042178
metacluster_0/pattern_50.0549409
Absent
Fosl2
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0190322
metacluster_0/pattern_90.000130786
Absent
Wt1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00403823
metacluster_0/pattern_50.035907999999999995
metacluster_0/pattern_70.0199707
Absent
Crem
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0455315
Absent
Mafg
Pattern NameModiscoSignificance
metacluster_0/pattern_90.01567
Absent
Maff
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0219362
Absent
Prdm1
Pattern NameModiscoSignificance
metacluster_0/pattern_00.027753800000000002
metacluster_0/pattern_100.00035066800000000005
Absent
Rxrb
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0379728
Absent
Mafa
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00900569
Absent
Bhlhe40
Pattern NameModiscoSignificance
metacluster_0/pattern_50.042938
Absent
Gata6
Pattern NameModiscoSignificance
metacluster_0/pattern_150.000313919
Absent
Egr2
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0369624
metacluster_0/pattern_70.0515001
Absent
Sall4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0420953
Absent
Cebpe
Pattern NameModiscoSignificance
metacluster_0/pattern_80.00614202
Absent
Zfp740
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0503573
Absent
Fosb
Pattern NameModiscoSignificance
metacluster_0/pattern_90.000130786
Absent
Rfx1
Pattern NameModiscoSignificance
metacluster_0/pattern_50.00271599
metacluster_0/pattern_70.0199707
metacluster_0/pattern_143.74804e-11
Absent
Cebpd
Pattern NameModiscoSignificance
metacluster_0/pattern_80.00242952
Absent
Rfx7
Pattern NameModiscoSignificance
metacluster_0/pattern_140.000283468
Absent
Atf7
Pattern NameModiscoSignificance
metacluster_0/pattern_50.00394795
Absent
Egr3
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0369624
Absent
Atf1
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0275387
Absent
Rfx6
Pattern NameModiscoSignificance
metacluster_0/pattern_140.000541218
Absent
Atf2
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0115545
metacluster_0/pattern_110.031114299999999998
Absent
Gata4
Pattern NameModiscoSignificance
metacluster_0/pattern_150.000315942
Absent
Creb5
Pattern NameModiscoSignificance
metacluster_0/pattern_50.00570934
Absent
E2f1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.018489
Absent
Irf3
Pattern NameModiscoSignificance
metacluster_0/pattern_00.030536400000000002
metacluster_0/pattern_100.0337435
Absent
Creb1
Pattern NameModiscoSignificance
metacluster_0/pattern_50.00570934
metacluster_0/pattern_110.0381969
Absent
Taf1
Pattern NameModiscoSignificance
metacluster_0/pattern_73.7655e-06
Absent
Nfil3
Pattern NameModiscoSignificance
metacluster_0/pattern_80.0222615
Absent
Maz
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00922753
metacluster_0/pattern_70.041496
Absent
Zbtb17
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00114508
metacluster_0/pattern_50.044062800000000006
metacluster_0/pattern_70.00922444
Absent
Dbp
Pattern NameModiscoSignificance
metacluster_0/pattern_80.014968700000000001
Absent
Arntl
Pattern NameModiscoSignificance
metacluster_0/pattern_50.025686599999999997
Absent
Klf15
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0330575
Absent
Cebpb
Pattern NameModiscoSignificance
metacluster_0/pattern_80.00242952
Absent
Cebpg
Pattern NameModiscoSignificance
metacluster_0/pattern_80.00334253
Absent
Zfp42
Pattern NameModiscoSignificance
metacluster_0/pattern_70.0129964
Absent
Batf
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0186198
Absent
Tef
Pattern NameModiscoSignificance
metacluster_0/pattern_80.013207900000000002
Absent
Yy1
Pattern NameModiscoSignificance
metacluster_0/pattern_76.343590000000001e-06
Absent
Tfe3
Pattern NameModiscoSignificance
metacluster_0/pattern_50.05919630000000001
Absent
Atf4
Pattern NameModiscoSignificance
metacluster_0/pattern_80.00718684
Absent
Pou3f3
Pattern NameModiscoSignificance
metacluster_0/pattern_80.0443365
Absent
Irf5
Pattern NameModiscoSignificance
metacluster_0/pattern_100.010241799999999999
Absent
Irf2
Pattern NameModiscoSignificance
metacluster_0/pattern_00.0350608
metacluster_0/pattern_100.00236025
Absent
Mafk
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00665317
Absent
Batf3
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0274159
Absent
Fos
Pattern NameModiscoSignificance
metacluster_0/pattern_91.9735599999999998e-05
Absent
Unique Homer TFs: #1
TF NameModiscoHomer
Zbtb1Absent
Pattern NameHomerSignificance
motif1.motif0.05277769999999999