In [1]:
# Parameters
data_name = "ILC2precrsr;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_81-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_81-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 18:58:45,862 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeILC2 precursor
    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
    rep113506510992512.571646970013117549900.250476176090.1622155501220.3312
    Modelling Metadata
    MetricValue
    auPRC0.5847
    Calibrated Recall at 50% FDR0.207
    Number of Positive Examples in Test Data121656
    Number of Negative Examples in Test Data7949195
    Imbalance Ratio in Test Data0.0151
    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: 5183 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_1 # seqlets: 4517 SequenceContrib ScoresHyp_Contrib Scores
Ets1, Erg, Fli1, Etv4, Etv2, Elk1, Gabpa, Elk4, Etv5, Spi1,

Elk3, Etv6, Fev, XP_911724.4, Elf2, Etv3, Etv1, Spib, Elf1, Elf4, Ehf,

Elf5, Irf8, Irf4, Elf3, Spic, Spdef, Zscan10, Stat3
metacluster_1/pattern_2 # seqlets: 3413 SequenceContrib ScoresHyp_Contrib Scores
Sp2, Sp3, Sp1, Klf3, Zfx, Klf6, Sp4, Wt1, Zbtb17, Sp5,

Klf1, Egr1, Klf5, Maz, Zfp281, Klf15, Usf2, E2f4, Klf7, Klf4, Klf12,

Klf8, Mxi1, Nr1h4, E2f1, Egr2, Sall4, Srebf2, Tfap2c, Rfx1
metacluster_1/pattern_3 # seqlets: 1321 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_4 # seqlets: 1275 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfyc, Nfya, Foxi1, Pbx3
metacluster_1/pattern_5 # seqlets: 1267 SequenceContrib ScoresHyp_Contrib Scores
Irf1, Irf2, Irf7, Prdm1, Stat1, Stat2, Batf3, Irf3, Irf9
metacluster_1/pattern_6 # seqlets: 1200 SequenceContrib ScoresHyp_Contrib Scores
Gata4, Gata3, Gata1, Gata2, Mecom, Tal1, Gata6
metacluster_1/pattern_7 # seqlets: 955 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_8 # seqlets: 933 SequenceContrib ScoresHyp_Contrib Scores
Atf1, Creb1, Usf1, Atf7, Tfec, Jdp2, Atf2, Bhlhe40, Srebf1, Mitf,

Tfe3, Crem, Creb5, Tfeb, Arntl, Xbp1, Mlx, Creb3l2, Clock, Rxrb, Dbp,

Atf3, Tef, Hlf, Jun, Npas2, Nfil3, Cebpb, Mafb, Fosl2, Tcfl5
metacluster_1/pattern_9 # seqlets: 740 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2
metacluster_1/pattern_10 # seqlets: 577 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_11 # seqlets: 545 SequenceContrib ScoresHyp_Contrib Scores
Rfx3, Rfx2, Rfx4, Rfx7, Rfx6, Sox2
metacluster_1/pattern_12 # seqlets: 542 SequenceContrib ScoresHyp_Contrib Scores
Runx1, Runx2, Cbfb, Runx3
metacluster_1/pattern_13 # seqlets: 461 SequenceContrib ScoresHyp_Contrib Scores
Nfkb2, Nfkb1, Rela, Relb, Rel
metacluster_1/pattern_14 # seqlets: 454 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Zfp42
metacluster_1/pattern_15 # seqlets: 243 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_16 # seqlets: 159 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_17 # seqlets: 113 SequenceContrib ScoresHyp_Contrib Scores
Nfia, Nfib, Nfic
metacluster_1/pattern_18 # seqlets: 108 SequenceContrib ScoresHyp_Contrib Scores
Fos, Fosl1, Jund, Fosb, Batf, Junb, Mafk, Bach2, Mafa, Maff,

Nfe2l2, Nfatc1
Click here for Motifs by TF-MoDISco: #150
TF NamePattern(s)
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.07877e-15
metacluster_1/pattern_20.0373611
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_03.3206600000000003e-07
metacluster_1/pattern_20.00271971
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00110189
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00110189
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00110189
metacluster_1/pattern_20.038612400000000005
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00110189
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_14.78044e-05
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00124395
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00110189
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00129937
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000447575
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.035345
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00110189
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000973186
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00098848
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00110189
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00829722
metacluster_1/pattern_150.0549754
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00110189
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00135857
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00241008
metacluster_1/pattern_50.0112113
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0030614
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00491194
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00952298
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.027644
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.012934999999999999
metacluster_1/pattern_52.1532e-05
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.015706499999999998
metacluster_1/pattern_50.0112113
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.018035699999999998
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_10.048226099999999994
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0210907
Zscan10
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0371856
Stat3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0380635
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_21.1342299999999999e-18
metacluster_1/pattern_147.68218e-05
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_21.87263e-12
metacluster_1/pattern_140.000998209
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00039617300000000004
metacluster_1/pattern_147.68218e-05
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_23.33519e-09
metacluster_1/pattern_140.0242417
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00178037
metacluster_1/pattern_140.00551004
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_21.548e-06
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.003993399999999999
metacluster_1/pattern_140.0562625
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_23.41287e-05
metacluster_1/pattern_140.031439499999999995
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_23.69276e-05
metacluster_1/pattern_140.0128358
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_24.35924e-05
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000119321
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00524218
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000267975
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000519604
metacluster_1/pattern_140.027449599999999998
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0012905
Klf15
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0005646890000000001
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0019660999999999997
metacluster_1/pattern_80.0321325
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00228187
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00265485
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00339955
metacluster_1/pattern_180.0467816
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00520652
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0054412
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00562692
metacluster_1/pattern_140.042598699999999996
Nr1h4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.012335299999999999
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0131196
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0131196
metacluster_1/pattern_140.05466939999999999
Sall4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.028307
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.042113199999999996
metacluster_1/pattern_80.014016899999999999
Tfap2c
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0479588
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0488507
metacluster_1/pattern_112.24071e-09
metacluster_1/pattern_140.0128358
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_32.41982e-07
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_42.82345e-11
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_41.38004e-10
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_42.9422500000000003e-09
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_46.23105e-06
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_48.64545e-06
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_56.494849999999999e-16
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000745087
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_55.56788e-05
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_55.7887100000000004e-05
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_55.7887100000000004e-05
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00215208
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00215208
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00217773
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00221592
Gata4
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00921178
Gata3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0561466
Gata1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.019524
Gata2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00456395
Mecom
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00655018
Tal1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00921178
Gata6
Pattern NameModiscoSignificance
metacluster_1/pattern_60.032845
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0207475
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0056437
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.011561700000000001
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00848165
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_80.026954099999999998
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0124279
metacluster_1/pattern_180.000818048
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00899812
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0481111
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.014223900000000001
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0177299
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.026954099999999998
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0124279
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0068223
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.014223900000000001
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0371106
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00963197
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00963197
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0558247
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0118641
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0217175
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0217175
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0459559
metacluster_1/pattern_180.000348073
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_80.026954099999999998
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_80.026954099999999998
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0273215
metacluster_1/pattern_184.475469999999999e-06
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0310981
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0321325
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0571749
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0459559
metacluster_1/pattern_180.051607400000000005
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.046725800000000005
metacluster_1/pattern_183.7844499999999997e-07
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0571749
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_91.3269799999999999e-21
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_92.0166699999999998e-19
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_91.24378e-13
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.000631364
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0111439
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_115.91058e-05
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_110.000529718
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_110.000691787
Sox2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0554679
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00597807
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.04063169999999999
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00155154
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0245803
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_132.7581900000000003e-06
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_135.38546e-05
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00030370799999999997
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00030370799999999997
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0190649
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_143.30994e-06
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_143.30994e-06
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0128358
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_170.000128272
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_170.000128272
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0166785
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_181.14592e-07
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_180.0455048
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_180.026554599999999998
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_180.000317871
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_180.000317871
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_180.000348073
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_180.0484017
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00477614
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_180.013110900000000002
Maff
Pattern NameModiscoSignificance
metacluster_1/pattern_180.0132854
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_180.0164293
Nfatc1
Pattern NameModiscoSignificance
metacluster_1/pattern_180.0455048
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: #55
TF NameModiscoHomer
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.018035699999999998
Pattern NameHomerSignificance
motif2.motif0.0344628
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000973186
Pattern NameHomerSignificance
motif2.motif0.00908634
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00110189
Pattern NameHomerSignificance
motif2.motif0.00384439
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_143.30994e-06
Pattern NameHomerSignificance
motif21.motif9.614600000000001e-06
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_46.23105e-06
Pattern NameHomerSignificance
motif16.motif0.00462789
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_42.9422500000000003e-09
Pattern NameHomerSignificance
motif16.motif0.00392264
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00829722
metacluster_1/pattern_150.0549754
Pattern NameHomerSignificance
motif2.motif0.0352546
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_55.56788e-05
Pattern NameHomerSignificance
motif20.motif0.0326189
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000745087
Pattern NameHomerSignificance
motif20.motif0.0092345
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00110189
Pattern NameHomerSignificance
motif2.motif0.00297519
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_55.7887100000000004e-05
Pattern NameHomerSignificance
motif20.motif0.0351421
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_03.3206600000000003e-07
metacluster_1/pattern_20.00271971
Pattern NameHomerSignificance
motif1.motif0.00254958
Gata3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0561466
Pattern NameHomerSignificance
motif18.motif0.028250400000000002
motif25.motif0.00697623
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_135.38546e-05
Pattern NameHomerSignificance
motif28.motif0.00171803
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00265485
Pattern NameHomerSignificance
motif3.motif0.018082400000000002
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00952298
Pattern NameHomerSignificance
motif2.motif0.0123071
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00110189
metacluster_1/pattern_20.038612400000000005
Pattern NameHomerSignificance
motif2.motif0.00297519
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_32.41982e-07
Pattern NameHomerSignificance
motif17.motif0.00315484
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00124395
Pattern NameHomerSignificance
motif2.motif0.00297519
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00110189
Pattern NameHomerSignificance
motif2.motif0.00291517
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_56.494849999999999e-16
Pattern NameHomerSignificance
motif20.motif0.00349918
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00215208
Pattern NameHomerSignificance
motif20.motif0.028652099999999996
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_91.24378e-13
Pattern NameHomerSignificance
motif7.motif1.83083e-05
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00217773
Pattern NameHomerSignificance
motif20.motif0.044754300000000004
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00110189
Pattern NameHomerSignificance
motif2.motif0.00384439
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00098848
Pattern NameHomerSignificance
motif2.motif0.000256781
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_132.7581900000000003e-06
Pattern NameHomerSignificance
motif28.motif0.00309821
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0030614
Pattern NameHomerSignificance
motif2.motif0.000860636
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.003993399999999999
metacluster_1/pattern_140.0562625
Pattern NameHomerSignificance
motif3.motif0.018082400000000002
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_143.30994e-06
Pattern NameHomerSignificance
motif21.motif8.05242e-05
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_42.82345e-11
Pattern NameHomerSignificance
motif16.motif0.00102295
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00110189
Pattern NameHomerSignificance
motif2.motif0.00291517
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00110189
Pattern NameHomerSignificance
motif2.motif0.00297519
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0210907
Pattern NameHomerSignificance
motif2.motif0.035889599999999994
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.027644
Pattern NameHomerSignificance
motif2.motif0.056979300000000004
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00524218
Pattern NameHomerSignificance
motif3.motif0.0424836
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_14.78044e-05
Pattern NameHomerSignificance
motif2.motif2.14222e-05
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.07877e-15
metacluster_1/pattern_20.0373611
Pattern NameHomerSignificance
motif1.motif0.00035926
motif6.motif0.0557558
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00030370799999999997
Pattern NameHomerSignificance
motif28.motif0.00346558
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000447575
Pattern NameHomerSignificance
motif2.motif0.000860636
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00129937
Pattern NameHomerSignificance
motif2.motif0.00297519
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0054412
Pattern NameHomerSignificance
motif3.motif0.018082400000000002
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_55.7887100000000004e-05
Pattern NameHomerSignificance
motif20.motif0.000902604
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00520652
Pattern NameHomerSignificance
motif3.motif0.018082400000000002
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0128358
Pattern NameHomerSignificance
motif21.motif0.0017309
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00491194
Pattern NameHomerSignificance
motif2.motif0.022509499999999998
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00135857
Pattern NameHomerSignificance
motif2.motif0.00356836
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_41.38004e-10
Pattern NameHomerSignificance
motif16.motif0.00392264
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_48.64545e-06
Pattern NameHomerSignificance
motif16.motif0.00462789
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_91.3269799999999999e-21
Pattern NameHomerSignificance
motif7.motif5.69566e-08
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_92.0166699999999998e-19
Pattern NameHomerSignificance
motif7.motif3.2445599999999996e-08
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00110189
Pattern NameHomerSignificance
motif2.motif0.00297519
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.012934999999999999
metacluster_1/pattern_52.1532e-05
Pattern NameHomerSignificance
motif20.motif0.0463577
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.035345
Pattern NameHomerSignificance
motif2.motif0.0344628
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00030370799999999997
Pattern NameHomerSignificance
motif28.motif0.015071200000000002
Unique TF-MoDISco TFs: #95
TF NameModiscoHomer
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00221592
Absent
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0190649
Absent
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0124279
Absent
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0245803
Absent
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0118641
Absent
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.04063169999999999
Absent
Gata1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.019524
Absent
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0177299
Absent
Tal1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00921178
Absent
Gata2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00456395
Absent
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_180.000348073
Absent
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0571749
Absent
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0166785
Absent
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00339955
metacluster_1/pattern_180.0467816
Absent
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00178037
metacluster_1/pattern_140.00551004
Absent
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00155154
Absent
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_180.026554599999999998
Absent
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_10.048226099999999994
Absent
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_180.000317871
Absent
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_23.69276e-05
metacluster_1/pattern_140.0128358
Absent
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.015706499999999998
metacluster_1/pattern_50.0112113
Absent
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0111439
Absent
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_180.0484017
Absent
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0217175
Absent
Gata6
Pattern NameModiscoSignificance
metacluster_1/pattern_60.032845
Absent
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.000631364
Absent
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0488507
metacluster_1/pattern_112.24071e-09
metacluster_1/pattern_140.0128358
Absent
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_180.013110900000000002
Absent
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_170.000128272
Absent
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0558247
Absent
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000267975
Absent
Sox2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0554679
Absent
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_115.91058e-05
Absent
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00228187
Absent
Nr1h4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.012335299999999999
Absent
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.042113199999999996
metacluster_1/pattern_80.014016899999999999
Absent
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00963197
Absent
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00562692
metacluster_1/pattern_140.042598699999999996
Absent
Mecom
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00655018
Absent
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_23.41287e-05
metacluster_1/pattern_140.031439499999999995
Absent
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.026954099999999998
Absent
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00215208
Absent
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0056437
Absent
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.014223900000000001
Absent
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0068223
Absent
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_80.026954099999999998
Absent
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0131196
Absent
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_180.000317871
Absent
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_21.1342299999999999e-18
metacluster_1/pattern_147.68218e-05
Absent
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00963197
Absent
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.014223900000000001
Absent
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_24.35924e-05
Absent
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0019660999999999997
metacluster_1/pattern_80.0321325
Absent
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_80.026954099999999998
Absent
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0321325
Absent
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0571749
Absent
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00597807
Absent
Klf15
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0005646890000000001
Absent
Tfap2c
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0479588
Absent
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0207475
Absent
Sall4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.028307
Absent
Zscan10
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0371856
Absent
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_80.026954099999999998
Absent
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_23.33519e-09
metacluster_1/pattern_140.0242417
Absent
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_110.000691787
Absent
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0131196
metacluster_1/pattern_140.05466939999999999
Absent
Gata4
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00921178
Absent
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0217175
Absent
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0124279
metacluster_1/pattern_180.000818048
Absent
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0481111
Absent
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000519604
metacluster_1/pattern_140.027449599999999998
Absent
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0371106
Absent
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000119321
Absent
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_21.87263e-12
metacluster_1/pattern_140.000998209
Absent
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0273215
metacluster_1/pattern_184.475469999999999e-06
Absent
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00477614
Absent
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_180.0164293
Absent
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_181.14592e-07
Absent
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.011561700000000001
Absent
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_21.548e-06
Absent
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00241008
metacluster_1/pattern_50.0112113
Absent
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0012905
Absent
Stat3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0380635
Absent
Maff
Pattern NameModiscoSignificance
metacluster_1/pattern_180.0132854
Absent
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0459559
metacluster_1/pattern_180.051607400000000005
Absent
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_110.000529718
Absent
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.046725800000000005
metacluster_1/pattern_183.7844499999999997e-07
Absent
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00039617300000000004
metacluster_1/pattern_147.68218e-05
Absent
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00899812
Absent
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_180.0455048
Absent
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00848165
Absent
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0310981
Absent
Nfatc1
Pattern NameModiscoSignificance
metacluster_1/pattern_180.0455048
Absent
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_170.000128272
Absent
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0459559
metacluster_1/pattern_180.000348073
Absent
Unique Homer TFs: #2
TF NameModiscoHomer
MaxAbsent
Pattern NameHomerSignificance
motif2.motif0.049177
Zbtb33Absent
Pattern NameHomerSignificance
motif15.motif0.00418928