In [1]:
# Parameters
data_name = "NK;IL2+IL12+;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_80-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_80-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 18:58:33,647 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeNK (+IL2+IL12)
    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
    rep1726855285815.7584939782811880330.126710410500.11130901350.3294
    rep2726855285811.92754061993051930300.127940352180.0994134247500.3307
    Modelling Metadata
    MetricValue
    auPRC0.5992
    Calibrated Recall at 50% FDR0.213
    Number of Positive Examples in Test Data59572
    Number of Negative Examples in Test Data8011279
    Imbalance Ratio in Test Data0.0074
    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: #18
Pattern NameTF Name(s)Modisco
metacluster_1/pattern_0 # seqlets: 5004 SequenceContrib ScoresHyp_Contrib Scores
Erg, Ets1, Elk1, Gabpa, Fli1, Elk4, Etv2, Etv4, Etv5, Elf2,

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

Elf4, Elf5, Stat4, Irf8, Irf4, Ets2, Spdef, Spic
metacluster_1/pattern_1 # seqlets: 4022 SequenceContrib ScoresHyp_Contrib Scores
Sp4, Sp2, Sp3, Klf3, Sp1, E2f4, Klf6, Klf7, Klf4, Klf8,

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

Zbtb1, Zfp740
metacluster_1/pattern_2 # seqlets: 1848 SequenceContrib ScoresHyp_Contrib Scores
Jun, Jund, Junb, Fosl1, Fosb, Atf3, Fos, Fosl2, Bach2, Jdp2,

Batf, Nfe2l2, Nfe2, Bach1, Mafa, Mafk
metacluster_1/pattern_3 # seqlets: 1703 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_4 # seqlets: 1605 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_5 # seqlets: 1361 SequenceContrib ScoresHyp_Contrib Scores
Creb1, Creb5, Atf7, Atf2, Atf1, Crem, Nfil3, Mafb, Tef, Rxrb,

Dbp, Hlf, Cebpb, Gmeb2
metacluster_1/pattern_6 # seqlets: 1156 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfyc, Nfya, Foxi1, Pbx3
metacluster_1/pattern_7 # seqlets: 1140 SequenceContrib ScoresHyp_Contrib Scores
Runx1, Runx2, Runx3, Cbfb, Gfi1b
metacluster_1/pattern_8 # seqlets: 998 SequenceContrib ScoresHyp_Contrib Scores
Irf1, Irf2, Irf7, Stat1, Prdm1, Irf9, Irf3, Stat2, Batf3, Irf5
metacluster_1/pattern_9 # seqlets: 853 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Zfp42, Rfx1, Wt1, Maz
metacluster_1/pattern_10 # seqlets: 755 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_11 # seqlets: 699 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2
metacluster_1/pattern_12 # seqlets: 344 SequenceContrib ScoresHyp_Contrib Scores
Usf1, Usf2, Tfeb, Arntl, Tfec, Tfe3, Mitf, Srebf1, Clock, Bhlhe40,

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

Mlxip
metacluster_1/pattern_13 # seqlets: 153 SequenceContrib ScoresHyp_Contrib Scores
Zbtb33
metacluster_1/pattern_14 # seqlets: 111 SequenceContrib ScoresHyp_Contrib Scores
Rfx2, Rfx3, Rfx4, Rfx7, Rfx6
metacluster_1/pattern_15 # seqlets: 101 SequenceContrib ScoresHyp_Contrib Scores
Nfkb1, Nfkb2, Rela, Relb, Rel
metacluster_1/pattern_16 # seqlets: 72 SequenceContrib ScoresHyp_Contrib Scores
Mef2a, Mef2c, Mef2d
metacluster_1/pattern_17 # seqlets: 69 SequenceContrib ScoresHyp_Contrib Scores
Nfia, Nfib
Click here for Motifs by TF-MoDISco: #152
TF NamePattern(s)
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00149118
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00149118
metacluster_1/pattern_100.0306145
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00164493
metacluster_1/pattern_100.0452743
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00162346
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00149118
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00180464
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_02.59214e-05
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00162346
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000543825
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.011532700000000002
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00162346
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0565557
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00132125
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00108693
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00119767
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_00.011532700000000002
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0014922000000000002
metacluster_1/pattern_80.0046301
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00162346
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00180464
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00164493
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0243246
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0065903
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0320301
Stat4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.015743700000000003
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_00.017235499999999997
metacluster_1/pattern_83.81705e-06
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.018466
metacluster_1/pattern_80.00644823
Ets2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0247564
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0276238
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_00.034535
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00127485
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_11.40651e-06
metacluster_1/pattern_94.50903e-05
metacluster_1/pattern_130.00175204
metacluster_1/pattern_140.00747494
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_16.22332e-06
metacluster_1/pattern_90.000281025
metacluster_1/pattern_130.0176318
metacluster_1/pattern_140.047269599999999995
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_17.53219e-06
metacluster_1/pattern_90.0317285
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000457318
metacluster_1/pattern_90.000202467
metacluster_1/pattern_130.036505300000000004
metacluster_1/pattern_140.012817600000000002
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00040501800000000004
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000457318
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000457318
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00922573
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000716142
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0309885
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_10.012030200000000001
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0405509
metacluster_1/pattern_90.050405599999999995
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00653128
metacluster_1/pattern_90.00946994
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0421741
metacluster_1/pattern_90.0377715
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.010686
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.012914199999999999
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.020669
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_10.030312799999999997
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0405509
metacluster_1/pattern_40.0352818
metacluster_1/pattern_90.00424007
metacluster_1/pattern_130.0176318
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0522664
Zbtb1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0535879
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0549738
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_21.4343799999999999e-06
metacluster_1/pattern_50.028370299999999998
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_20.014666299999999998
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_23.0292200000000003e-06
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_23.0292200000000003e-06
metacluster_1/pattern_50.0379807
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_23.0292200000000003e-06
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_23.0292200000000003e-06
metacluster_1/pattern_50.0533289
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_26.47003e-06
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000157405
metacluster_1/pattern_50.0539941
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000670239
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000716688
metacluster_1/pattern_50.00109779
metacluster_1/pattern_120.0468104
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00694773
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00152971
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00141074
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00152971
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_20.041730699999999996
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0475594
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_32.11475e-13
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_36.77175e-09
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_42.65643e-07
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000493099
metacluster_1/pattern_120.05161659999999999
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_51.2951199999999999e-05
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000158347
metacluster_1/pattern_120.0325504
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000413105
metacluster_1/pattern_120.042311
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.044430199999999996
metacluster_1/pattern_120.0229297
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_50.001297
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00834078
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_50.016632400000000002
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_50.016632400000000002
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0283973
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_50.044101800000000003
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_50.051702099999999994
metacluster_1/pattern_120.033870599999999994
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0539941
Gmeb2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0559649
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_62.4329e-11
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_61.01728e-05
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_61.49273e-05
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_62.01254e-05
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000148891
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_72.38267e-06
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00685877
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_72.1709699999999996e-05
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000298999
Gfi1b
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0358486
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_82.65701e-15
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0006112
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_82.03834e-05
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_83.50854e-05
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_84.31512e-05
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00109688
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00114262
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00194237
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00296611
Irf5
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0532913
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_94.080159999999999e-06
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_91.14103e-05
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_90.018293
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0284495
metacluster_1/pattern_141.39188e-11
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.029381599999999997
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0317285
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_118.496290000000001e-21
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_111.13344e-20
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_111.48706e-13
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0049686999999999995
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00119977
metacluster_1/pattern_130.0382768
metacluster_1/pattern_140.0486183
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00119977
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00705158
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00128217
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00167596
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00119977
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.04914419999999999
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0571376
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0229297
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_120.014740000000000001
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0546456
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00251686
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_120.033870599999999994
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0357569
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0159613
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00719521
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_120.011152200000000001
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0127357
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0229297
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0229297
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0522184
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_135.41708e-05
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.047269599999999995
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000913395
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_143.86665e-05
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000440146
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00533801
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00030378400000000003
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00031258
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_150.000842764
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00372492
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00489537
Mef2a
Pattern NameModiscoSignificance
metacluster_1/pattern_167.27861e-05
Mef2c
Pattern NameModiscoSignificance
metacluster_1/pattern_161.13942e-11
Mef2d
Pattern NameModiscoSignificance
metacluster_1/pattern_164.76529e-11
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_170.000123776
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_170.010373100000000001
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: #95
TF NameModiscoHomer
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000298999
Pattern NameHomerSignificance
motif3.motif0.000348403
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00119977
Pattern NameHomerSignificance
motif9.motif0.029561
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0065903
Pattern NameHomerSignificance
motif1.motif0.015867600000000003
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_111.13344e-20
Pattern NameHomerSignificance
motif5.motif4.89463e-06
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000148891
Pattern NameHomerSignificance
motif7.motif0.00217449
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.010686
Pattern NameHomerSignificance
motif2.motif0.028102
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00149118
Pattern NameHomerSignificance
motif1.motif0.00220166
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00127485
Pattern NameHomerSignificance
motif2.motif0.0304193
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000716688
metacluster_1/pattern_50.00109779
metacluster_1/pattern_120.0468104
Pattern NameHomerSignificance
motif6.motif0.00125944
motif9.motif0.036481400000000004
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_02.59214e-05
Pattern NameHomerSignificance
motif1.motif7.52641e-05
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00162346
Pattern NameHomerSignificance
motif1.motif0.00220166
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_61.01728e-05
Pattern NameHomerSignificance
motif7.motif2.4653899999999998e-05
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_118.496290000000001e-21
Pattern NameHomerSignificance
motif5.motif1.1028199999999999e-05
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00164493
Pattern NameHomerSignificance
motif1.motif0.00317339
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_23.0292200000000003e-06
metacluster_1/pattern_50.0533289
Pattern NameHomerSignificance
motif6.motif0.000186768
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00119977
Pattern NameHomerSignificance
motif9.motif0.013446799999999998
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0421741
metacluster_1/pattern_90.0377715
Pattern NameHomerSignificance
motif2.motif0.0398164
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.011532700000000002
Pattern NameHomerSignificance
motif1.motif0.0255273
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0229297
Pattern NameHomerSignificance
motif9.motif0.0190979
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00149118
metacluster_1/pattern_100.0306145
Pattern NameHomerSignificance
motif1.motif0.00220166
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_91.14103e-05
Pattern NameHomerSignificance
motif17.motif0.00290835
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0276238
Pattern NameHomerSignificance
motif1.motif0.0334874
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_111.48706e-13
Pattern NameHomerSignificance
motif5.motif9.00203e-05
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_00.011532700000000002
Pattern NameHomerSignificance
motif1.motif0.0167944
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00132125
Pattern NameHomerSignificance
motif1.motif0.00567455
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_17.53219e-06
metacluster_1/pattern_90.0317285
Pattern NameHomerSignificance
motif2.motif8.41281e-05
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00167596
Pattern NameHomerSignificance
motif9.motif0.0190979
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000457318
Pattern NameHomerSignificance
motif2.motif0.000507903
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00180464
Pattern NameHomerSignificance
motif1.motif0.0023497
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000457318
Pattern NameHomerSignificance
motif2.motif0.000673569
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00180464
Pattern NameHomerSignificance
motif1.motif0.00220166
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_20.014666299999999998
Pattern NameHomerSignificance
motif6.motif0.013345500000000001
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00705158
Pattern NameHomerSignificance
motif9.motif0.018563299999999998
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0405509
metacluster_1/pattern_40.0352818
metacluster_1/pattern_90.00424007
metacluster_1/pattern_130.0176318
Pattern NameHomerSignificance
motif2.motif0.0398164
motif16.motif0.022749000000000002
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_72.38267e-06
Pattern NameHomerSignificance
motif3.motif0.00045772900000000004
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00119767
Pattern NameHomerSignificance
motif1.motif0.00107619
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00119977
metacluster_1/pattern_130.0382768
metacluster_1/pattern_140.0486183
Pattern NameHomerSignificance
motif9.motif0.0191132
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00922573
Pattern NameHomerSignificance
motif2.motif0.0398164
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_62.01254e-05
Pattern NameHomerSignificance
motif7.motif0.00217449
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_120.014740000000000001
Pattern NameHomerSignificance
motif9.motif0.046844699999999996
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00653128
metacluster_1/pattern_90.00946994
Pattern NameHomerSignificance
motif2.motif0.036941800000000004
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_42.65643e-07
Pattern NameHomerSignificance
motif10.motif0.00127685
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0546456
Pattern NameHomerSignificance
motif9.motif0.0449756
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_23.0292200000000003e-06
Pattern NameHomerSignificance
motif6.motif0.000186768
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000457318
metacluster_1/pattern_90.000202467
metacluster_1/pattern_130.036505300000000004
metacluster_1/pattern_140.012817600000000002
Pattern NameHomerSignificance
motif2.motif0.0105633
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_90.018293
Pattern NameHomerSignificance
motif17.motif0.0224943
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0229297
Pattern NameHomerSignificance
motif9.motif0.0190979
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_11.40651e-06
metacluster_1/pattern_94.50903e-05
metacluster_1/pattern_130.00175204
metacluster_1/pattern_140.00747494
Pattern NameHomerSignificance
motif2.motif4.33917e-05
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000493099
metacluster_1/pattern_120.05161659999999999
Pattern NameHomerSignificance
motif9.motif0.0191132
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_26.47003e-06
Pattern NameHomerSignificance
motif6.motif0.00125944
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_23.0292200000000003e-06
Pattern NameHomerSignificance
motif6.motif0.0385898
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_10.012030200000000001
Pattern NameHomerSignificance
motif2.motif0.0105633
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_94.080159999999999e-06
Pattern NameHomerSignificance
motif17.motif0.026254200000000002
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00162346
Pattern NameHomerSignificance
motif1.motif0.00199506
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.012914199999999999
Pattern NameHomerSignificance
motif2.motif0.012909799999999999
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_32.11475e-13
Pattern NameHomerSignificance
motif8.motif2.14416e-06
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_61.49273e-05
Pattern NameHomerSignificance
motif7.motif7.61895e-06
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000543825
Pattern NameHomerSignificance
motif1.motif0.000512632
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0159613
Pattern NameHomerSignificance
motif9.motif0.0483133
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0405509
metacluster_1/pattern_90.050405599999999995
Pattern NameHomerSignificance
motif2.motif0.0152571
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0320301
Pattern NameHomerSignificance
motif1.motif0.0308922
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00162346
Pattern NameHomerSignificance
motif1.motif0.00317339
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00685877
Pattern NameHomerSignificance
motif3.motif0.00977623
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0565557
Pattern NameHomerSignificance
motif1.motif0.0176674
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00040501800000000004
Pattern NameHomerSignificance
motif2.motif0.000809312
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.044430199999999996
metacluster_1/pattern_120.0229297
Pattern NameHomerSignificance
motif9.motif0.0380727
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00719521
Pattern NameHomerSignificance
motif9.motif0.029750799999999997
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_72.1709699999999996e-05
Pattern NameHomerSignificance
motif3.motif8.613719999999999e-05
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_135.41708e-05
Pattern NameHomerSignificance
motif14.motif1.23849e-05
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_62.4329e-11
Pattern NameHomerSignificance
motif7.motif1.6331100000000001e-06
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0283973
Pattern NameHomerSignificance
motif9.motif0.0347721
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.04914419999999999
Pattern NameHomerSignificance
motif9.motif0.035583300000000005
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00162346
Pattern NameHomerSignificance
motif1.motif0.00220166
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_51.2951199999999999e-05
Pattern NameHomerSignificance
motif9.motif0.0191132
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00251686
Pattern NameHomerSignificance
motif9.motif0.0176832
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000413105
metacluster_1/pattern_120.042311
Pattern NameHomerSignificance
motif9.motif0.036773900000000005
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00694773
Pattern NameHomerSignificance
motif6.motif0.0242525
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0229297
Pattern NameHomerSignificance
motif9.motif0.013446799999999998
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00108693
Pattern NameHomerSignificance
motif1.motif0.00129753
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0243246
Pattern NameHomerSignificance
motif1.motif0.0447024
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00164493
metacluster_1/pattern_100.0452743
Pattern NameHomerSignificance
motif1.motif0.00220166
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000670239
Pattern NameHomerSignificance
motif6.motif0.0385898
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000716142
Pattern NameHomerSignificance
motif2.motif0.000979785
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000157405
metacluster_1/pattern_50.0539941
Pattern NameHomerSignificance
motif6.motif0.00125944
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_36.77175e-09
Pattern NameHomerSignificance
motif8.motif1.2652799999999999e-06
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0049686999999999995
Pattern NameHomerSignificance
motif9.motif0.045244099999999995
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_50.001297
Pattern NameHomerSignificance
motif9.motif0.0191132
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0309885
Pattern NameHomerSignificance
motif2.motif0.034617400000000006
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000158347
metacluster_1/pattern_120.0325504
Pattern NameHomerSignificance
motif9.motif0.024061700000000002
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0571376
Pattern NameHomerSignificance
motif9.motif0.013446799999999998
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_23.0292200000000003e-06
metacluster_1/pattern_50.0379807
Pattern NameHomerSignificance
motif6.motif0.00130676
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00149118
Pattern NameHomerSignificance
motif1.motif0.00220166
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_16.22332e-06
metacluster_1/pattern_90.000281025
metacluster_1/pattern_130.0176318
metacluster_1/pattern_140.047269599999999995
Pattern NameHomerSignificance
motif2.motif4.33917e-05
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00128217
Pattern NameHomerSignificance
motif9.motif0.019423
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_21.4343799999999999e-06
metacluster_1/pattern_50.028370299999999998
Pattern NameHomerSignificance
motif6.motif0.000460913
Unique TF-MoDISco TFs: #57
TF NameModiscoHomer
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_50.051702099999999994
metacluster_1/pattern_120.033870599999999994
Absent
Stat4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.015743700000000003
Absent
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00109688
Absent
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.020669
Absent
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0539941
Absent
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000440146
Absent
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0006112
Absent
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0475594
Absent
Ets2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0247564
Absent
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00834078
Absent
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_170.000123776
Absent
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0317285
Absent
Mef2d
Pattern NameModiscoSignificance
metacluster_1/pattern_164.76529e-11
Absent
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0357569
Absent
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00152971
Absent
Zbtb1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0535879
Absent
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00141074
Absent
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000913395
Absent
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_82.03834e-05
Absent
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0549738
Absent
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.029381599999999997
Absent
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_50.016632400000000002
Absent
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0522184
Absent
Gmeb2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0559649
Absent
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0522664
Absent
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_20.041730699999999996
Absent
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00296611
Absent
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_84.31512e-05
Absent
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00372492
Absent
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00194237
Absent
Irf5
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0532913
Absent
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00031258
Absent
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_00.017235499999999997
metacluster_1/pattern_83.81705e-06
Absent
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00489537
Absent
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0014922000000000002
metacluster_1/pattern_80.0046301
Absent
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_10.030312799999999997
Absent
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00030378400000000003
Absent
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_50.016632400000000002
Absent
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_82.65701e-15
Absent
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_00.034535
Absent
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.018466
metacluster_1/pattern_80.00644823
Absent
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_50.044101800000000003
Absent
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00152971
Absent
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00533801
Absent
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_120.033870599999999994
Absent
Mef2a
Pattern NameModiscoSignificance
metacluster_1/pattern_167.27861e-05
Absent
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_83.50854e-05
Absent
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_120.011152200000000001
Absent
Mef2c
Pattern NameModiscoSignificance
metacluster_1/pattern_161.13942e-11
Absent
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_150.000842764
Absent
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0284495
metacluster_1/pattern_141.39188e-11
Absent
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.047269599999999995
Absent
Gfi1b
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0358486
Absent
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_170.010373100000000001
Absent
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0127357
Absent
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00114262
Absent
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_143.86665e-05
Absent
Unique Homer TFs: #4
TF NameModiscoHomer
Nfatc1Absent
Pattern NameHomerSignificance
motif6.motif0.0316884
RxrgAbsent
Pattern NameHomerSignificance
motif9.motif0.0483133
Klf15Absent
Pattern NameHomerSignificance
motif2.motif0.055972900000000006
E2f7Absent
Pattern NameHomerSignificance
motif2.motif0.0508473