In [1]:
# Parameters
data_name = "TExh_SPLND;CD8+;A;GEO"
modisco_root = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/Naive_modisco2019"
tomtom_report_root = "http://mitra.stanford.edu/kundaje/msharmin/report/tomtom_outs/cells"
task_dir = "task_118-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_118-naivegw/NaiveauPRC.txt"
homer_root = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/Naive_scans"
reportfile = "/mnt/lab_data/kundaje/msharmin/annotations/filtering samples_MS2.xlsx"
sheetname = "filter23"
In [2]:
from matlas.reports import display_metadata
load data from labcluster
Using TensorFlow backend.
2019-08-30 19:07:15,914 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeSpleen CD8+ T cell (Exhausted)
    Cell GroupT cells
    Experiment NameATAC
    Experiment GroupGEO
    Pipeline Output
    replicateNaïve overlap peaksIDR peaksTSS enrichment (< 8 is very poor <10 is low)Final number of unique mapping, dup-filtered, chrM filtered readsNumber of reads in called peak regionsFraction of reads in called peak regionsNumber of reads in promoter regionsFraction of reads in promoter regionsNumber of reads in enhancer regionsFraction of reads in enhancer regions
    rep11193889926515.37381956226740101540.205231122680.159264539680.3302
    rep21193889926514.56922707972870972080.262348500610.179288878770.3284
    rep31193889926518.0872310808071833530.311147276840.204880145320.3471
    Modelling Metadata
    MetricValue
    auPRC0.5872
    Calibrated Recall at 50% FDR0.217
    Number of Positive Examples in Test Data110296
    Number of Negative Examples in Test Data7960555
    Imbalance Ratio in Test Data0.0137
    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: 7072 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_1 # seqlets: 5664 SequenceContrib ScoresHyp_Contrib Scores
Erg, Ets1, Elk1, Gabpa, Fli1, Elk4, Etv2, Etv4, Etv5, Elf2,

Elk3, Etv6, Spi1, Elf1, Fev, Ehf, Etv1, Etv3, XP_911724.4, Spib, Elf3,

Elf4, Elf5, Stat4, Irf8, Irf4, Ets2, Spdef, Spic
metacluster_1/pattern_2 # seqlets: 3943 SequenceContrib ScoresHyp_Contrib Scores
Sp4, Klf3, Sp2, Sp3, Sp1, Klf6, Klf7, Klf4, E2f4, Klf8,

Klf1, Klf12, Egr1, Egr2, Zbtb17, Klf5, E2f1, Sp5, Zfp281, Egr3, Zfp740,

Zfx, Zbtb1
metacluster_1/pattern_3 # seqlets: 2136 SequenceContrib ScoresHyp_Contrib Scores
Irf1, Irf2, Stat1, Prdm1, Irf7, Irf3, Stat2, Irf9, Batf3
metacluster_1/pattern_4 # seqlets: 1464 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_5 # seqlets: 1207 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfyc, Foxi1, Nfya, Pbx3
metacluster_1/pattern_6 # seqlets: 837 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_7 # seqlets: 806 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2
metacluster_1/pattern_8 # seqlets: 788 SequenceContrib ScoresHyp_Contrib Scores
Runx1, Runx2, Runx3, Cbfb, Gfi1b
metacluster_1/pattern_9 # seqlets: 664 SequenceContrib ScoresHyp_Contrib Scores
Jdp2, Jund, Batf, Fos, Fosb, Fosl2, Junb, Fosl1, Atf3, Jun,

Bach2, Nfe2, Nfe2l2, Bach1, Mafa
metacluster_1/pattern_10 # seqlets: 567 SequenceContrib ScoresHyp_Contrib Scores
Creb1, Atf2, Atf7, Atf1, Crem, Usf2, Creb5, Nfil3, Rxrb
metacluster_1/pattern_11 # seqlets: 536 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Zfp42, Rfx1, Mxi1, Wt1
metacluster_1/pattern_12 # seqlets: 394 SequenceContrib ScoresHyp_Contrib Scores
Usf1, Tfe3, Tfeb, Arntl, Tfec, Mitf, Srebf1, Bhlhe40, Clock, Arnt,

Mlx, Srebf2, Npas2, Tcfl5, Hlf, Mycn, Bhlhe41, Max, Creb3l2, Myc
metacluster_1/pattern_13 # seqlets: 299 SequenceContrib ScoresHyp_Contrib Scores
Rfx2, Rfx3, Rfx4, Rfx7, Rfx6
metacluster_1/pattern_14 # seqlets: 251 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_15 # seqlets: 133 SequenceContrib ScoresHyp_Contrib Scores
Nfkb1, Rela, Nfkb2, Relb, Rel
metacluster_1/pattern_16 # seqlets: 111 SequenceContrib ScoresHyp_Contrib Scores
Zbtb33
metacluster_1/pattern_17 # seqlets: 107 SequenceContrib ScoresHyp_Contrib Scores
Nfatc1
metacluster_1/pattern_18 # seqlets: 43 SequenceContrib ScoresHyp_Contrib Scores
Nfia, Nfib, Nfic
Click here for Motifs by TF-MoDISco: #142
TF NamePattern(s)
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_02.87303e-15
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_03.02044e-07
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00157267
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00157267
metacluster_1/pattern_60.056567099999999995
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00170779
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00157267
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00157267
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00183707
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_13.49359e-05
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00163821
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000477835
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0129888
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00163208
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00152217
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0015545
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00133817
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00135999
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_10.013916399999999999
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00178075
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00172695
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00172695
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00178075
metacluster_1/pattern_30.000975869
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0290661
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.007123100000000001
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0416176
Stat4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.017229400000000002
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0202858
metacluster_1/pattern_32.19881e-06
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0242232
metacluster_1/pattern_30.035135599999999996
Ets2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0289697
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0290661
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0416176
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00129835
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_24.81921e-06
metacluster_1/pattern_110.047107199999999995
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_24.81921e-06
metacluster_1/pattern_113.88645e-05
metacluster_1/pattern_160.0011970000000000001
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_21.26628e-05
metacluster_1/pattern_110.00023673
metacluster_1/pattern_160.00120891
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000445249
metacluster_1/pattern_110.00023673
metacluster_1/pattern_160.00120891
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00035569199999999995
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00035569199999999995
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00556893
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00035569199999999995
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000454294
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0249473
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00985577
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0262122
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.025372799999999997
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00890858
metacluster_1/pattern_110.0169501
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0100059
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.014802100000000002
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0179898
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.028925
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0307142
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0353082
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0479137
metacluster_1/pattern_100.0371799
metacluster_1/pattern_110.00271206
metacluster_1/pattern_160.00297189
Zbtb1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0549101
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_31.98062e-17
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00167174
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_31.41716e-05
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_37.72887e-05
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00012824899999999998
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00022962200000000002
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00034133
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00239071
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00578849
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_41.7012799999999997e-07
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_51.9218099999999998e-10
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_55.17769e-06
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_55.17769e-06
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_55.17769e-06
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00010898
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_73.12477e-22
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_71.30281e-20
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_74.8025900000000004e-14
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000127847
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0126227
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00056394
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00299051
Gfi1b
Pattern NameModiscoSignificance
metacluster_1/pattern_80.027213599999999998
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_91.30772e-05
metacluster_1/pattern_100.00144839
metacluster_1/pattern_120.0444897
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00232837
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00686298
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00010878299999999999
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_90.000250725
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00077898
metacluster_1/pattern_100.0143341
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0184578
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.026136700000000002
metacluster_1/pattern_100.057785199999999995
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_90.000504246
metacluster_1/pattern_100.00846972
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0579577
metacluster_1/pattern_100.0395168
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00626744
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.007215600000000001
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00892391
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00926961
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0542029
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00347919
metacluster_1/pattern_120.032219
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0008234830000000001
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_100.000382909
metacluster_1/pattern_120.0437779
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.051437199999999995
metacluster_1/pattern_120.0248342
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00999775
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.000524629
metacluster_1/pattern_120.00768723
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00220509
metacluster_1/pattern_120.040431800000000004
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0500074
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.05427849999999999
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_115.8513999999999996e-06
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_117.88078e-06
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0121635
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0121635
metacluster_1/pattern_137.6447e-09
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0435565
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0435565
metacluster_1/pattern_160.053799599999999996
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.024655
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00118582
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00023206
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00965111
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00122045
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00072038
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.030303399999999998
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0106136
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_120.024655
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0444897
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00952984
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00486277
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.005285
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0141141
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0164976
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0223109
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_120.023834
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_120.024422700000000002
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.04434880000000001
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0364044
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0249678
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_130.000542762
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_134.15399e-05
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_130.000247051
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0138113
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_150.000218625
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_150.000654092
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_150.000654092
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_150.000654092
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_150.0126292
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_166.285109999999999e-05
Nfatc1
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0376661
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00151399
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00431033
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_180.0458125
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: #86
TF NameModiscoHomer
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00129835
Pattern NameHomerSignificance
motif3.motif0.0201533
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000454294
Pattern NameHomerSignificance
motif3.motif0.00022862400000000003
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_71.30281e-20
Pattern NameHomerSignificance
motif6.motif3.1845e-07
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_51.9218099999999998e-10
Pattern NameHomerSignificance
motif9.motif1.1483e-06
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0015545
Pattern NameHomerSignificance
motif2.motif0.0417981
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0106136
Pattern NameHomerSignificance
motif10.motif0.0478398
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00299051
Pattern NameHomerSignificance
motif4.motif0.0161665
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_55.17769e-06
Pattern NameHomerSignificance
motif9.motif0.00444002
Gfi1b
Pattern NameModiscoSignificance
metacluster_1/pattern_80.027213599999999998
Pattern NameHomerSignificance
motif4.motif0.0161665
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00170779
Pattern NameHomerSignificance
motif2.motif0.00034176300000000003
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00034133
Pattern NameHomerSignificance
motif7.motif0.000359296
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_21.26628e-05
metacluster_1/pattern_110.00023673
metacluster_1/pattern_160.00120891
Pattern NameHomerSignificance
motif3.motif6.70158e-05
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00157267
Pattern NameHomerSignificance
motif2.motif0.000537338
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0100059
Pattern NameHomerSignificance
motif3.motif0.00141087
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000445249
metacluster_1/pattern_110.00023673
metacluster_1/pattern_160.00120891
Pattern NameHomerSignificance
motif3.motif0.00849213
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_24.81921e-06
metacluster_1/pattern_110.047107199999999995
Pattern NameHomerSignificance
motif3.motif5.7174699999999995e-06
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00157267
metacluster_1/pattern_60.056567099999999995
Pattern NameHomerSignificance
motif2.motif0.00034176300000000003
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_37.72887e-05
Pattern NameHomerSignificance
motif7.motif0.045035900000000004
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00183707
Pattern NameHomerSignificance
motif2.motif0.00034176300000000003
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00022962200000000002
Pattern NameHomerSignificance
motif7.motif0.0192851
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00133817
Pattern NameHomerSignificance
motif2.motif0.00143349
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_91.30772e-05
metacluster_1/pattern_100.00144839
metacluster_1/pattern_120.0444897
Pattern NameHomerSignificance
motif10.motif0.0462782
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00122045
Pattern NameHomerSignificance
motif10.motif0.0478398
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00010898
Pattern NameHomerSignificance
motif9.motif0.00118683
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0290661
Pattern NameHomerSignificance
motif2.motif0.025541400000000002
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00157267
Pattern NameHomerSignificance
motif2.motif0.00034176300000000003
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00172695
Pattern NameHomerSignificance
motif2.motif0.00034176300000000003
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_74.8025900000000004e-14
Pattern NameHomerSignificance
motif6.motif5.31875e-05
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00220509
metacluster_1/pattern_120.040431800000000004
Pattern NameHomerSignificance
motif10.motif0.0478398
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.007123100000000001
Pattern NameHomerSignificance
motif2.motif0.00106135
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0249473
Pattern NameHomerSignificance
motif3.motif0.0539105
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00178075
metacluster_1/pattern_30.000975869
Pattern NameHomerSignificance
motif2.motif0.040431699999999994
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_31.41716e-05
Pattern NameHomerSignificance
motif7.motif0.00256677
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00239071
Pattern NameHomerSignificance
motif7.motif0.00089405
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_117.88078e-06
Pattern NameHomerSignificance
motif18.motif0.00931913
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0242232
metacluster_1/pattern_30.035135599999999996
Pattern NameHomerSignificance
motif7.motif0.0161405
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00985577
Pattern NameHomerSignificance
motif3.motif0.00936024
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0262122
Pattern NameHomerSignificance
motif3.motif0.00459275
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00056394
Pattern NameHomerSignificance
motif4.motif0.00264975
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00890858
metacluster_1/pattern_110.0169501
Pattern NameHomerSignificance
motif3.motif0.00384237
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00152217
Pattern NameHomerSignificance
motif2.motif0.0091429
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00167174
Pattern NameHomerSignificance
motif7.motif0.00256677
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00135999
Pattern NameHomerSignificance
motif2.motif0.00106135
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00172695
Pattern NameHomerSignificance
motif2.motif0.00034176300000000003
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0416176
Pattern NameHomerSignificance
motif2.motif0.027992200000000002
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00163821
Pattern NameHomerSignificance
motif2.motif0.00333541
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00347919
metacluster_1/pattern_120.032219
Pattern NameHomerSignificance
motif10.motif0.0462782
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_166.285109999999999e-05
Pattern NameHomerSignificance
motif13.motif0.00433123
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_115.8513999999999996e-06
Pattern NameHomerSignificance
motif18.motif0.000669569
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0416176
Pattern NameHomerSignificance
motif2.motif0.0470395
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00556893
Pattern NameHomerSignificance
motif3.motif0.00846716
Zbtb1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0549101
Pattern NameHomerSignificance
motif3.motif0.0369284
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.025372799999999997
Pattern NameHomerSignificance
motif3.motif0.0148359
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00035569199999999995
Pattern NameHomerSignificance
motif3.motif0.000124548
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00118582
Pattern NameHomerSignificance
motif10.motif0.0462782
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00157267
Pattern NameHomerSignificance
motif2.motif0.00034176300000000003
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00035569199999999995
Pattern NameHomerSignificance
motif3.motif0.000364345
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_100.000382909
metacluster_1/pattern_120.0437779
Pattern NameHomerSignificance
motif10.motif0.0478398
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00486277
Pattern NameHomerSignificance
motif10.motif0.0462782
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00012824899999999998
Pattern NameHomerSignificance
motif7.motif0.00011644200000000001
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0290661
Pattern NameHomerSignificance
motif2.motif0.0319401
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0008234830000000001
Pattern NameHomerSignificance
motif10.motif0.0478398
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0579577
metacluster_1/pattern_100.0395168
Pattern NameHomerSignificance
motif10.motif0.0541572
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.014802100000000002
Pattern NameHomerSignificance
motif3.motif0.00112907
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00035569199999999995
Pattern NameHomerSignificance
motif3.motif6.960029999999999e-05
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00178075
Pattern NameHomerSignificance
motif2.motif0.00034176300000000003
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_41.7012799999999997e-07
Pattern NameHomerSignificance
motif11.motif0.000502531
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_73.12477e-22
Pattern NameHomerSignificance
motif6.motif5.93124e-07
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.051437199999999995
metacluster_1/pattern_120.0248342
Pattern NameHomerSignificance
motif10.motif0.0462782
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00952984
Pattern NameHomerSignificance
motif10.motif0.0462782
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_02.87303e-15
Pattern NameHomerSignificance
motif1.motif0.0005585480000000001
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000127847
Pattern NameHomerSignificance
motif4.motif0.0161665
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_31.98062e-17
Pattern NameHomerSignificance
motif7.motif0.000359296
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00163208
Pattern NameHomerSignificance
motif2.motif0.00034176300000000003
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0126227
Pattern NameHomerSignificance
motif4.motif0.0177288
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00999775
Pattern NameHomerSignificance
motif10.motif0.0462782
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000477835
Pattern NameHomerSignificance
motif2.motif5.83345e-06
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_10.013916399999999999
Pattern NameHomerSignificance
motif2.motif0.0319401
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_03.02044e-07
Pattern NameHomerSignificance
motif1.motif0.00109905
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_55.17769e-06
Pattern NameHomerSignificance
motif9.motif2.11833e-05
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_13.49359e-05
Pattern NameHomerSignificance
motif2.motif0.00106135
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0179898
Pattern NameHomerSignificance
motif3.motif0.0539807
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_24.81921e-06
metacluster_1/pattern_113.88645e-05
metacluster_1/pattern_160.0011970000000000001
Pattern NameHomerSignificance
motif3.motif6.70158e-05
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0129888
Pattern NameHomerSignificance
motif2.motif0.023447
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.030303399999999998
Pattern NameHomerSignificance
motif10.motif0.0462782
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_55.17769e-06
Pattern NameHomerSignificance
motif9.motif3.34557e-05
Unique TF-MoDISco TFs: #56
TF NameModiscoHomer
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_150.000654092
Absent
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0138113
Absent
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0479137
metacluster_1/pattern_100.0371799
metacluster_1/pattern_110.00271206
metacluster_1/pattern_160.00297189
Absent
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00965111
Absent
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.028925
Absent
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0500074
Absent
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_150.000218625
Absent
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0444897
Absent
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0121635
Absent
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00023206
Absent
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00626744
Absent
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_130.000247051
Absent
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00072038
Absent
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.024655
Absent
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00151399
Absent
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0364044
Absent
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0184578
Absent
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.000524629
metacluster_1/pattern_120.00768723
Absent
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_90.000504246
metacluster_1/pattern_100.00846972
Absent
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_150.000654092
Absent
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0249678
Absent
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.04434880000000001
Absent
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00431033
Absent
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00077898
metacluster_1/pattern_100.0143341
Absent
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00926961
Absent
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0223109
Absent
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0307142
Absent
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.05427849999999999
Absent
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0164976
Absent
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00232837
Absent
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_120.024422700000000002
Absent
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_120.023834
Absent
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0141141
Absent
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.026136700000000002
metacluster_1/pattern_100.057785199999999995
Absent
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_130.000542762
Absent
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0121635
metacluster_1/pattern_137.6447e-09
Absent
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0353082
Absent
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.007215600000000001
Absent
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_120.024655
Absent
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.005285
Absent
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_90.000250725
Absent
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_150.000654092
Absent
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00686298
Absent
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00010878299999999999
Absent
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_134.15399e-05
Absent
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_180.0458125
Absent
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_150.0126292
Absent
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0542029
Absent
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00892391
Absent
Nfatc1
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0376661
Absent
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00578849
Absent
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0435565
Absent
Stat4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.017229400000000002
Absent
Ets2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0289697
Absent
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0435565
metacluster_1/pattern_160.053799599999999996
Absent
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0202858
metacluster_1/pattern_32.19881e-06
Absent
Unique Homer TFs: #5
TF NameModiscoHomer
Irf5Absent
Pattern NameHomerSignificance
motif7.motif0.05186469999999999
Klf15Absent
Pattern NameHomerSignificance
motif3.motif0.00402277
E2f7Absent
Pattern NameHomerSignificance
motif3.motif0.011892100000000001
E2f6Absent
Pattern NameHomerSignificance
motif3.motif0.0190858
E2f3Absent
Pattern NameHomerSignificance
motif3.motif0.0487338