In [1]:
# Parameters
data_name = "Th17;CD4+;A;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_3-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_3-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 18:41:46,054 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeTh17 CD4
    Cell GroupT 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
    rep11174658604210.652652508136102271070.194875283510.1434179931990.3428
    Modelling Metadata
    MetricValue
    auPRC0.6069
    Calibrated Recall at 50% FDR0.22
    Number of Positive Examples in Test Data97092
    Number of Negative Examples in Test Data7973759
    Imbalance Ratio in Test Data0.012
    Test Chromosomeschr2, chr3, chr19
In [4]:
from matlas.reports import display_paiwise_pattern_comparison
from matlas.reports import display_denovo_patterns
In [5]:
display_denovo_patterns(data_name, modisco_root=modisco_root)
TF-MoDISco is using the TensorFlow backend.
The following two links show list of Denovo Patterns and corresponding Motifs discovered by TF-MoDISco
Click here for Denovo Patterns by TF-MoDISco: #20
Pattern NameTF Name(s)Modisco
metacluster_1/pattern_0 # seqlets: 5033 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_1 # seqlets: 4851 SequenceContrib ScoresHyp_Contrib Scores
Ets1, Erg, Elk1, Etv4, Gabpa, Fli1, Elk4, Spi1, Etv2, Elk3,

Etv5, Etv6, Fev, Elf2, Etv1, Spib, XP_911724.4, Etv3, Elf1, Elf4, Ehf,

Elf5, Irf8, Irf4, Spic, Elf3, Spdef, Zscan10, Stat3
metacluster_1/pattern_2 # seqlets: 3826 SequenceContrib ScoresHyp_Contrib Scores
Sp4, Sp2, Sp3, Klf3, Sp1, E2f4, Klf6, Klf7, Klf4, Klf8,

Klf1, Klf12, Egr1, Zbtb17, Egr2, E2f1, Klf5, Sp5, Zfp281, Zfx, Zfp740,

Egr3, Zbtb1
metacluster_1/pattern_3 # seqlets: 1636 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfyc, Nfya, Foxi1, Pbx3
metacluster_1/pattern_4 # seqlets: 1416 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_5 # seqlets: 1352 SequenceContrib ScoresHyp_Contrib Scores
Irf1, Irf2, Irf7, Stat1, Prdm1, Irf9, Batf3, Stat2, Irf3
metacluster_1/pattern_6 # seqlets: 954 SequenceContrib ScoresHyp_Contrib Scores
Fosl2, Batf, Jdp2, Bach2, Fos, Bach1, Jund, Nfe2l2, Nfe2, Jun,

Fosl1, Fosb, Atf3, Junb, Mafa, Mafk, Mafb, Mafg, Nfatc1, Maff, Maf
metacluster_1/pattern_7 # seqlets: 920 SequenceContrib ScoresHyp_Contrib Scores
Creb1, Atf7, Creb5, Atf2, Atf1, Crem, Nfil3, Tef, Dbp, Rxrb,

Hlf, Gmeb2, Cebpb, Cebpa
metacluster_1/pattern_8 # seqlets: 817 SequenceContrib ScoresHyp_Contrib Scores
Runx1, Runx2, Runx3, Cbfb, Gfi1b
metacluster_1/pattern_9 # seqlets: 724 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Rfx1, Zfp42, Wt1, Mxi1
metacluster_1/pattern_10 # seqlets: 688 SequenceContrib ScoresHyp_Contrib Scores
Nfkb1, Nfkb2, Rela, Relb, Rel
metacluster_1/pattern_11 # seqlets: 659 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2
metacluster_1/pattern_12 # seqlets: 616 SequenceContrib ScoresHyp_Contrib Scores
Usf1, Usf2, Tfe3, Tfeb, Arntl, Tfec, Mitf, Srebf1, Bhlhe40, Clock,

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

Mlxip
metacluster_1/pattern_13 # seqlets: 455 SequenceContrib ScoresHyp_Contrib Scores
Rfx3, Rfx2, Rfx4, Rfx6, Rfx7
metacluster_1/pattern_14 # seqlets: 444 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_15 # seqlets: 145 SequenceContrib ScoresHyp_Contrib Scores
Zbtb33
metacluster_1/pattern_16 # seqlets: 144 SequenceContrib ScoresHyp_Contrib Scores
Nfia, Nfib, Nfic
metacluster_1/pattern_17 # seqlets: 129 SequenceContrib ScoresHyp_Contrib Scores
Pou2f2, Pou2f1
metacluster_1/pattern_18 # seqlets: 124 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_19 # seqlets: 91 SequenceContrib ScoresHyp_Contrib Scores
Click here for Motifs by TF-MoDISco: #156
TF NamePattern(s)
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.09445e-15
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_04.97261e-08
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00165536
metacluster_1/pattern_140.0467518
metacluster_1/pattern_190.014987100000000001
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00165536
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00165536
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00165536
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00165536
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00165536
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00217904
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0266966
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000287962
metacluster_1/pattern_190.014987100000000001
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00165536
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00070943
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00138741
metacluster_1/pattern_190.032762
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00152531
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00819419
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00165536
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00165536
metacluster_1/pattern_50.00167428
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00165536
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0018044
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00271654
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00525468
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_10.011589499999999999
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.028741500000000003
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00976168
metacluster_1/pattern_53.36078e-05
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00976168
metacluster_1/pattern_50.0224703
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0455689
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0257353
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_10.027698400000000005
Zscan10
Pattern NameModiscoSignificance
metacluster_1/pattern_10.028747
Stat3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.058082400000000006
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00156311
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_22.1388099999999996e-06
metacluster_1/pattern_90.00039129199999999995
metacluster_1/pattern_150.00162672
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_27.0480399999999995e-06
metacluster_1/pattern_90.0063757
metacluster_1/pattern_150.00304172
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_21.98182e-05
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000514463
metacluster_1/pattern_90.0144834
metacluster_1/pattern_150.00415668
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000427762
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000573781
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000622665
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.012282
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0008983210000000001
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0405758
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0132903
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0405758
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00545968
metacluster_1/pattern_90.010952600000000002
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0405758
metacluster_1/pattern_90.055295500000000004
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0120362
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0196583
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0217952
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0267223
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0294072
metacluster_1/pattern_40.019100299999999997
metacluster_1/pattern_90.0063757
metacluster_1/pattern_150.00304172
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0415043
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0475605
Zbtb1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.05739059999999999
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_31.21533e-09
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_36.196419999999999e-06
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_36.196419999999999e-06
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_38.99213e-06
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00020517700000000002
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_45.66435e-07
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_57.21147e-13
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0010854
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00022163
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00106843
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0010854
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0010854
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0010854
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00225177
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00588729
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0005419309999999999
metacluster_1/pattern_70.056754099999999995
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00724026
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00023076900000000003
metacluster_1/pattern_70.000526827
metacluster_1/pattern_120.042533800000000004
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00032967
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0005419309999999999
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0005419309999999999
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00225554
metacluster_1/pattern_70.0467399
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00056148
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0005419309999999999
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0114762
metacluster_1/pattern_70.020920400000000002
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0211637
metacluster_1/pattern_70.024459900000000003
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000594145
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000594145
metacluster_1/pattern_70.0480528
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0208988
metacluster_1/pattern_70.05334069999999999
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0114762
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_60.018219299999999997
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.029992599999999998
metacluster_1/pattern_70.00496749
Mafg
Pattern NameModiscoSignificance
metacluster_1/pattern_60.029992599999999998
Nfatc1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.030676599999999995
Maff
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0330735
Maf
Pattern NameModiscoSignificance
metacluster_1/pattern_60.049303
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000363715
metacluster_1/pattern_120.057034400000000006
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_74.53672e-05
metacluster_1/pattern_120.030162900000000003
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_72.06017e-05
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000254039
metacluster_1/pattern_120.0442788
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0376028
metacluster_1/pattern_120.0197428
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000581943
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00562101
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_70.011990700000000002
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_70.032023
metacluster_1/pattern_120.0547845
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0376028
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.038245999999999995
metacluster_1/pattern_120.030162900000000003
Gmeb2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0403318
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0579284
Cebpa
Pattern NameModiscoSignificance
metacluster_1/pattern_70.052060699999999994
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000449189
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.011629200000000001
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00199533
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00385549
Gfi1b
Pattern NameModiscoSignificance
metacluster_1/pattern_80.047594599999999994
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_99.16308e-06
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_99.7736e-06
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0119603
metacluster_1/pattern_135.60578e-08
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0144834
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0235865
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0581773
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_101.31019e-05
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_101.94622e-05
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_100.000115792
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.000272438
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00620115
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_115.84531e-21
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_115.84531e-21
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_111.26762e-13
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00648416
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00371391
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00258064
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000772353
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00387614
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00253303
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0015242
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0370852
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0127857
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0286147
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_120.042533800000000004
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0160435
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00231617
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.005012
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.021047299999999998
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00886931
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0096179
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_120.010786
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0184984
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0233543
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0405224
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0536624
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00729081
metacluster_1/pattern_180.00159355
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_138.27978e-08
metacluster_1/pattern_183.91303e-07
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_130.000465659
metacluster_1/pattern_180.0467137
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00116314
metacluster_1/pattern_180.005121199999999999
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00302482
metacluster_1/pattern_180.0188864
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_159.075520000000001e-05
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_161.48536e-05
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_161.65978e-05
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0118985
Pou2f2
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0034823999999999996
Pou2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_170.018950900000000003
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: #83
TF NameModiscoHomer
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0267223
Pattern NameHomerSignificance
motif3.motif0.0387218
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00156311
Pattern NameHomerSignificance
motif3.motif0.00890732
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00724026
Pattern NameHomerSignificance
motif16.motif0.00262531
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_36.196419999999999e-06
Pattern NameHomerSignificance
motif7.motif5.13366e-05
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00020517700000000002
Pattern NameHomerSignificance
motif7.motif0.00637582
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00165536
Pattern NameHomerSignificance
motif2.motif0.0013694
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0144834
Pattern NameHomerSignificance
motif21.motif0.0310193
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0114762
Pattern NameHomerSignificance
motif16.motif0.0236176
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00152531
Pattern NameHomerSignificance
motif2.motif0.000453446
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00165536
Pattern NameHomerSignificance
motif2.motif0.0013694
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0405758
metacluster_1/pattern_90.055295500000000004
Pattern NameHomerSignificance
motif3.motif0.0239237
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000622665
Pattern NameHomerSignificance
motif3.motif0.00034821300000000005
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0132903
Pattern NameHomerSignificance
motif3.motif0.0267056
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_101.31019e-05
Pattern NameHomerSignificance
motif18.motif4.09577e-05
Zbtb1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.05739059999999999
Pattern NameHomerSignificance
motif3.motif0.0216247
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.028741500000000003
Pattern NameHomerSignificance
motif2.motif0.0213879
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.012282
Pattern NameHomerSignificance
motif3.motif0.0241392
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0405758
Pattern NameHomerSignificance
motif3.motif0.0478079
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0114762
metacluster_1/pattern_70.020920400000000002
Pattern NameHomerSignificance
motif16.motif0.025988099999999997
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_159.075520000000001e-05
Pattern NameHomerSignificance
motif20.motif0.00315613
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_115.84531e-21
Pattern NameHomerSignificance
motif6.motif5.03164e-07
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_04.97261e-08
Pattern NameHomerSignificance
motif1.motif0.000307395
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0257353
Pattern NameHomerSignificance
motif2.motif0.024275400000000003
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00165536
metacluster_1/pattern_140.0467518
metacluster_1/pattern_190.014987100000000001
Pattern NameHomerSignificance
motif2.motif0.00104652
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00138741
metacluster_1/pattern_190.032762
Pattern NameHomerSignificance
motif2.motif0.00270055
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00165536
Pattern NameHomerSignificance
motif2.motif0.00143109
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00545968
metacluster_1/pattern_90.010952600000000002
Pattern NameHomerSignificance
motif3.motif0.00217494
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0208988
metacluster_1/pattern_70.05334069999999999
Pattern NameHomerSignificance
motif16.motif0.014685
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0005419309999999999
Pattern NameHomerSignificance
motif16.motif0.00316063
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_22.1388099999999996e-06
metacluster_1/pattern_90.00039129199999999995
metacluster_1/pattern_150.00162672
Pattern NameHomerSignificance
motif3.motif0.000103836
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0266966
Pattern NameHomerSignificance
motif2.motif0.00882307
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000594145
metacluster_1/pattern_70.0480528
Pattern NameHomerSignificance
motif16.motif0.00193245
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000427762
Pattern NameHomerSignificance
motif3.motif0.0005404790000000001
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_101.94622e-05
Pattern NameHomerSignificance
motif18.motif4.09577e-05
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00070943
Pattern NameHomerSignificance
motif2.motif0.000257771
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00165536
Pattern NameHomerSignificance
motif2.motif0.0013694
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_100.000115792
Pattern NameHomerSignificance
motif18.motif0.000655526
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00165536
Pattern NameHomerSignificance
motif2.motif0.0013694
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_10.011589499999999999
Pattern NameHomerSignificance
motif2.motif0.00484612
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000287962
metacluster_1/pattern_190.014987100000000001
Pattern NameHomerSignificance
motif2.motif1.80739e-06
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0217952
Pattern NameHomerSignificance
motif3.motif0.0267056
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_99.7736e-06
Pattern NameHomerSignificance
motif21.motif0.00229781
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00620115
Pattern NameHomerSignificance
motif18.motif0.0130077
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_111.26762e-13
Pattern NameHomerSignificance
motif6.motif5.4503400000000004e-05
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0008983210000000001
Pattern NameHomerSignificance
motif3.motif0.000658275
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_31.21533e-09
Pattern NameHomerSignificance
motif7.motif8.97561e-06
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.09445e-15
Pattern NameHomerSignificance
motif1.motif5.31118e-06
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_27.0480399999999995e-06
metacluster_1/pattern_90.0063757
metacluster_1/pattern_150.00304172
Pattern NameHomerSignificance
motif3.motif0.000103836
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00225554
metacluster_1/pattern_70.0467399
Pattern NameHomerSignificance
motif16.motif0.0045239
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00165536
Pattern NameHomerSignificance
motif2.motif0.00120226
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0005419309999999999
metacluster_1/pattern_70.056754099999999995
Pattern NameHomerSignificance
motif16.motif0.00272298
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0018044
Pattern NameHomerSignificance
motif2.motif0.0013694
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00032967
Pattern NameHomerSignificance
motif16.motif0.00326461
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_60.018219299999999997
Pattern NameHomerSignificance
motif16.motif0.032507
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00525468
Pattern NameHomerSignificance
motif2.motif0.0052092
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.029992599999999998
metacluster_1/pattern_70.00496749
Pattern NameHomerSignificance
motif16.motif0.0352403
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00886931
Pattern NameHomerSignificance
motif14.motif0.024926300000000002
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000573781
Pattern NameHomerSignificance
motif3.motif0.0008553689999999999
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00165536
Pattern NameHomerSignificance
motif2.motif0.00172966
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_36.196419999999999e-06
Pattern NameHomerSignificance
motif7.motif3.68124e-05
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0196583
Pattern NameHomerSignificance
motif3.motif0.00565328
Nfatc1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.030676599999999995
Pattern NameHomerSignificance
motif16.motif0.00316063
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.000272438
Pattern NameHomerSignificance
motif18.motif4.09577e-05
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_10.027698400000000005
Pattern NameHomerSignificance
motif2.motif0.014053200000000002
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0120362
Pattern NameHomerSignificance
motif3.motif0.00251406
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00165536
metacluster_1/pattern_50.00167428
Pattern NameHomerSignificance
motif2.motif0.024275400000000003
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_115.84531e-21
Pattern NameHomerSignificance
motif6.motif4.78176e-07
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000514463
metacluster_1/pattern_90.0144834
metacluster_1/pattern_150.00415668
Pattern NameHomerSignificance
motif3.motif0.00321479
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0405758
Pattern NameHomerSignificance
motif3.motif0.0498038
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_21.98182e-05
Pattern NameHomerSignificance
motif3.motif0.00018637
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000594145
Pattern NameHomerSignificance
motif16.motif0.00247074
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0211637
metacluster_1/pattern_70.024459900000000003
Pattern NameHomerSignificance
motif16.motif0.00286246
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00165536
Pattern NameHomerSignificance
motif2.motif0.00143109
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_99.16308e-06
Pattern NameHomerSignificance
motif21.motif0.00015381
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00056148
Pattern NameHomerSignificance
motif16.motif0.00940599
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_45.66435e-07
Pattern NameHomerSignificance
motif12.motif0.00015879799999999998
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00819419
Pattern NameHomerSignificance
motif2.motif0.0122869
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0005419309999999999
Pattern NameHomerSignificance
motif16.motif0.0097168
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00023076900000000003
metacluster_1/pattern_70.000526827
metacluster_1/pattern_120.042533800000000004
Pattern NameHomerSignificance
motif16.motif0.00262531
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000363715
metacluster_1/pattern_120.057034400000000006
Pattern NameHomerSignificance
motif5.motif0.00860903
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00271654
Pattern NameHomerSignificance
motif2.motif0.000461241
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_38.99213e-06
Pattern NameHomerSignificance
motif7.motif0.000975493
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00217904
Pattern NameHomerSignificance
motif2.motif0.0013694
Unique TF-MoDISco TFs: #73
TF NameModiscoHomer
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0119603
metacluster_1/pattern_135.60578e-08
Absent
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.011629200000000001
Absent
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0286147
Absent
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0235865
Absent
Cebpa
Pattern NameModiscoSignificance
metacluster_1/pattern_70.052060699999999994
Absent
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.021047299999999998
Absent
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_130.000465659
metacluster_1/pattern_180.0467137
Absent
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00302482
metacluster_1/pattern_180.0188864
Absent
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00022163
Absent
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00106843
Absent
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000254039
metacluster_1/pattern_120.0442788
Absent
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_70.011990700000000002
Absent
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00258064
Absent
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00371391
Absent
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0160435
Absent
Pou2f2
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0034823999999999996
Absent
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0233543
Absent
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00387614
Absent
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_74.53672e-05
metacluster_1/pattern_120.030162900000000003
Absent
Stat3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.058082400000000006
Absent
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00253303
Absent
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_120.042533800000000004
Absent
Pou2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_170.018950900000000003
Absent
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00729081
metacluster_1/pattern_180.00159355
Absent
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0096179
Absent
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000449189
Absent
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00562101
Absent
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.038245999999999995
metacluster_1/pattern_120.030162900000000003
Absent
Maf
Pattern NameModiscoSignificance
metacluster_1/pattern_60.049303
Absent
Gfi1b
Pattern NameModiscoSignificance
metacluster_1/pattern_80.047594599999999994
Absent
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0127857
Absent
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_161.48536e-05
Absent
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0405224
Absent
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00976168
metacluster_1/pattern_53.36078e-05
Absent
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0010854
Absent
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0184984
Absent
Zscan10
Pattern NameModiscoSignificance
metacluster_1/pattern_10.028747
Absent
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0370852
Absent
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_161.65978e-05
Absent
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00199533
Absent
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000772353
Absent
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00225177
Absent
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0536624
Absent
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0475605
Absent
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00116314
metacluster_1/pattern_180.005121199999999999
Absent
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0294072
metacluster_1/pattern_40.019100299999999997
metacluster_1/pattern_90.0063757
metacluster_1/pattern_150.00304172
Absent
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0118985
Absent
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00976168
metacluster_1/pattern_50.0224703
Absent
Gmeb2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0403318
Absent
Mafg
Pattern NameModiscoSignificance
metacluster_1/pattern_60.029992599999999998
Absent
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0579284
Absent
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0455689
Absent
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0415043
Absent
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0376028
Absent
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_72.06017e-05
Absent
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.005012
Absent
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00648416
Absent
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0010854
Absent
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0010854
Absent
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00588729
Absent
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_70.032023
metacluster_1/pattern_120.0547845
Absent
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_138.27978e-08
metacluster_1/pattern_183.91303e-07
Absent
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00385549
Absent
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0376028
metacluster_1/pattern_120.0197428
Absent
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_57.21147e-13
Absent
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000581943
Absent
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0015242
Absent
Maff
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0330735
Absent
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00231617
Absent
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0010854
Absent
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0581773
Absent
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_120.010786
Absent
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0005419309999999999
Absent
Unique Homer TFs: #8
TF NameModiscoHomer
E2f7Absent
Pattern NameHomerSignificance
motif3.motif0.00886603
RorcAbsent
Pattern NameHomerSignificance
motif16.motif0.0462795
Klf15Absent
Pattern NameHomerSignificance
motif3.motif0.00565328
E2f6Absent
Pattern NameHomerSignificance
motif3.motif0.025816200000000004
Hes1Absent
Pattern NameHomerSignificance
motif14.motif0.0315866
Hes7Absent
Pattern NameHomerSignificance
motif14.motif0.024926300000000002
Nr1d2Absent
Pattern NameHomerSignificance
motif16.motif0.028450599999999996
Zbtb14Absent
Pattern NameHomerSignificance
motif14.motif0.024926300000000002