In [1]:
# Parameters
data_name = "aNonTfh_mut;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_27-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_27-naivegw/NaiveauPRC.txt"
homer_root = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/Naive_scans"
reportfile = "/mnt/lab_data/kundaje/msharmin/annotations/filtering samples_MS2.xlsx"
sheetname = "filter23"
In [2]:
from matlas.reports import display_metadata
load data from labcluster
Using TensorFlow backend.
2019-08-30 18:45:26,870 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeactivated non-Tfh (CD4+CD44+CXCR5-PD1-CD25-) MUT
    Cell GroupT cells
    Experiment NameATAC
    Experiment GroupCasellas Lab
    Pipeline Output
    replicateNaïve overlap peaksIDR peaksTSS enrichment (< 8 is very poor <10 is low)Final number of unique mapping, dup-filtered, chrM filtered readsNumber of reads in called peak regionsFraction of reads in called peak regionsNumber of reads in promoter regionsFraction of reads in promoter regionsNumber of reads in enhancer regionsFraction of reads in enhancer regions
    rep1885366949813.74164598112780395350.174963028690.1371140630040.306
    Modelling Metadata
    MetricValue
    auPRC0.6141
    Calibrated Recall at 50% FDR0.205
    Number of Positive Examples in Test Data79301
    Number of Negative Examples in Test Data7991550
    Imbalance Ratio in Test Data0.0098
    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: 5694 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_1 # seqlets: 4944 SequenceContrib ScoresHyp_Contrib Scores
Ets1, Erg, Fli1, Gabpa, Elk4, Elk1, Etv4, Etv2, Etv5, Elk3,

Fev, Spi1, Etv6, Etv1, Etv3, XP_911724.4, Elf2, Elf1, Elf4, Spib, Ehf,

Elf5, Spdef, Elf3, Spic, Irf8, Irf4, Stat3, Zscan10, Stat4
metacluster_1/pattern_2 # seqlets: 4033 SequenceContrib ScoresHyp_Contrib Scores
Sp2, Sp3, Sp1, Klf3, Sp4, Klf4, E2f4, Klf6, Egr1, Klf5,

Sp5, Zbtb17, Klf7, Klf8, Klf12, Wt1, Egr2, Zfp281, Klf1, Maz, E2f1,

Klf15, Egr3, Srebf2, Sall4
metacluster_1/pattern_3 # seqlets: 1544 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfyc, Nfya, Foxi1, Pbx3
metacluster_1/pattern_4 # seqlets: 1488 SequenceContrib ScoresHyp_Contrib Scores
Irf1, Irf2, Stat1, Irf7, Prdm1, Stat2, Irf9, Irf3, Batf3
metacluster_1/pattern_5 # seqlets: 1321 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_6 # seqlets: 968 SequenceContrib ScoresHyp_Contrib Scores
Creb1, Jdp2, Atf2, Atf7, Creb5, Crem, Atf1, Atf3, Mafb, Fosl2,

Fosl1, Jun, Nfil3, Tef, Hlf, Dbp, Tfe3, Gmeb2, Cebpg, Rorb
metacluster_1/pattern_7 # seqlets: 880 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Zfx, Zfp42, Rfx1, Mxi1
metacluster_1/pattern_8 # seqlets: 818 SequenceContrib ScoresHyp_Contrib Scores
Thap11, Zfp143, Tbx2
metacluster_1/pattern_9 # seqlets: 666 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_10 # seqlets: 653 SequenceContrib ScoresHyp_Contrib Scores
Usf1, Usf2, Tfeb, Arntl, Mitf, Tfec, Clock, Srebf1, Bhlhe40, Arnt,

Mlx, Npas2, Mycn, Creb3l2, Max, Tcfl5, Myc, Bhlhe41, Xbp1, Rarg
metacluster_1/pattern_11 # seqlets: 556 SequenceContrib ScoresHyp_Contrib Scores
Runx1, Runx2, Runx3, Cbfb, Gfi1b
metacluster_1/pattern_12 # seqlets: 415 SequenceContrib ScoresHyp_Contrib Scores
Rfx3, Rfx2, Rfx4, Rfx7, Rfx6, Sox2, Pou5f1
metacluster_1/pattern_13 # seqlets: 403 SequenceContrib ScoresHyp_Contrib Scores
Fos, Jund, Batf, Fosb, Junb, Bach2, Bach1, Nfe2l2, Nfe2, Mafa,

Mafk, Mafg, Maff, Maf
metacluster_1/pattern_14 # seqlets: 153 SequenceContrib ScoresHyp_Contrib Scores
Nfkb2, Nfkb1, Rela, Relb, Rel
metacluster_1/pattern_15 # seqlets: 112 SequenceContrib ScoresHyp_Contrib Scores
Zbtb33
metacluster_1/pattern_16 # seqlets: 102 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_17 # seqlets: 72 SequenceContrib ScoresHyp_Contrib Scores
Nfib, Nfia, Nfic
metacluster_1/pattern_18 # seqlets: 64 SequenceContrib ScoresHyp_Contrib Scores
Click here for Motifs by TF-MoDISco: #156
TF NamePattern(s)
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_02.79619e-15
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_06.52506e-08
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000910385
metacluster_1/pattern_90.047787300000000005
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000910385
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000910385
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000910385
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000992723
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000910385
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000910385
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_13.35962e-05
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000321813
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000910385
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0007204819999999999
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0512506
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000910385
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00103846
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000910385
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000910385
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00679186
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00210283
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00391188
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00468124
metacluster_1/pattern_40.00105375
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00654154
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0231718
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0160529
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.018377
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_10.021236900000000003
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0231718
metacluster_1/pattern_42.8939599999999995e-06
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0239188
metacluster_1/pattern_40.012537999999999999
Stat3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0512506
Zscan10
Pattern NameModiscoSignificance
metacluster_1/pattern_10.046228899999999996
Stat4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.058782799999999996
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_29.043919999999999e-09
metacluster_1/pattern_70.00011118
metacluster_1/pattern_150.00161377
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_24.78463e-08
metacluster_1/pattern_70.000257656
metacluster_1/pattern_150.00236754
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000403692
metacluster_1/pattern_70.000116666
metacluster_1/pattern_150.000384206
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_24.0305300000000003e-07
metacluster_1/pattern_70.0310915
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0012954000000000002
metacluster_1/pattern_70.048338099999999995
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0012954000000000002
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000361961
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000361961
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.044839699999999996
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000686037
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000766588
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000964212
metacluster_1/pattern_70.015392700000000002
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000964212
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00149041
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00177923
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00235744
metacluster_1/pattern_70.0230932
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.039722
metacluster_1/pattern_70.0391435
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00465787
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0274681
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00768992
metacluster_1/pattern_70.0357816
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0187886
Klf15
Pattern NameModiscoSignificance
metacluster_1/pattern_20.022853799999999997
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.035981
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0404902
metacluster_1/pattern_100.009175
Sall4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.044839699999999996
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_31.0013299999999998e-15
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_34.3291199999999997e-10
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_31.4664100000000003e-09
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_39.412309999999999e-07
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_35.42765e-06
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_41.74485e-16
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00105375
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_49.87358e-06
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_43.34124e-05
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_40.000139965
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.000430069
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00111461
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00111461
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.012117000000000001
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_56.56607e-08
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000445514
metacluster_1/pattern_100.028449900000000004
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000169137
metacluster_1/pattern_130.00014111
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000445514
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000155558
metacluster_1/pattern_100.0510906
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000122542
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00234527
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0201939
metacluster_1/pattern_100.025506
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00765799
metacluster_1/pattern_130.00014111
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00234527
metacluster_1/pattern_130.0294515
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00642708
metacluster_1/pattern_132.65839e-06
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00660142
metacluster_1/pattern_130.00695191
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0320699
metacluster_1/pattern_130.0408024
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00844357
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0125773
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0213917
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_60.036052499999999994
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0372634
metacluster_1/pattern_100.00047549800000000003
Gmeb2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.049525599999999996
Cebpg
Pattern NameModiscoSignificance
metacluster_1/pattern_60.05250740000000001
Rorb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0529586
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_73.27634e-06
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_75.68094e-06
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00326078
metacluster_1/pattern_150.000163556
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_70.015392700000000002
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.015466800000000001
metacluster_1/pattern_121.54912e-09
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.05078219999999999
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_85.3124e-22
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_82.57681e-21
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_81.22707e-13
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0114916
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00287501
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00025623599999999996
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_100.010006000000000001
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00043872199999999995
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00047549800000000003
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00974177
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.027934800000000003
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0220746
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00126565
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00567084
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00270431
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0571226
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0196533
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_100.014719999999999999
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0151144
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0158451
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0295185
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0359766
Rarg
Pattern NameModiscoSignificance
metacluster_1/pattern_100.038069
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_115.6593100000000005e-05
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0105479
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00028462400000000003
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00166074
Gfi1b
Pattern NameModiscoSignificance
metacluster_1/pattern_110.023618200000000002
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0004958030000000001
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00811107
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_124.6592200000000004e-05
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000280348
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000970182
Sox2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0321861
Pou5f1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.037540699999999996
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_132.65839e-06
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00469556
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_130.040288
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_139.016430000000001e-05
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_130.019199400000000002
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00121773
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0021208000000000004
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00314191
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00271878
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00452375
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0196857
Mafg
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0352216
Maff
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0433221
Maf
Pattern NameModiscoSignificance
metacluster_1/pattern_130.052266999999999994
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_142.82916e-07
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_141.3625599999999999e-05
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000165088
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_145.42907e-05
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0204134
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_157.75922e-05
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_177.79931e-05
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_177.79931e-05
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00674112
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: #66
TF NameModiscoHomer
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0274681
Pattern NameHomerSignificance
motif3.motif0.0332659
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0187886
Pattern NameHomerSignificance
motif3.motif0.0389602
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000910385
Pattern NameHomerSignificance
motif2.motif0.00029251099999999996
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_73.27634e-06
Pattern NameHomerSignificance
motif11.motif6.10511e-05
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_43.34124e-05
Pattern NameHomerSignificance
motif15.motif0.00129667
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.000430069
Pattern NameHomerSignificance
motif15.motif0.0149829
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0007204819999999999
Pattern NameHomerSignificance
motif2.motif0.00291477
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000910385
Pattern NameHomerSignificance
motif2.motif0.000159463
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.044839699999999996
Pattern NameHomerSignificance
motif3.motif0.0158584
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00177923
Pattern NameHomerSignificance
motif3.motif0.00974027
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000964212
Pattern NameHomerSignificance
motif3.motif0.000303443
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_29.043919999999999e-09
metacluster_1/pattern_70.00011118
metacluster_1/pattern_150.00161377
Pattern NameHomerSignificance
motif3.motif2.6727e-06
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_24.0305300000000003e-07
metacluster_1/pattern_70.0310915
Pattern NameHomerSignificance
motif3.motif6.6330700000000005e-06
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0231718
metacluster_1/pattern_42.8939599999999995e-06
Pattern NameHomerSignificance
motif15.motif0.0235096
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000686037
Pattern NameHomerSignificance
motif3.motif0.0158584
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00103846
Pattern NameHomerSignificance
motif2.motif1.54495e-07
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_31.0013299999999998e-15
Pattern NameHomerSignificance
motif7.motif1.32419e-07
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00111461
Pattern NameHomerSignificance
motif15.motif0.00791385
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_02.79619e-15
Pattern NameHomerSignificance
motif1.motif0.000602861
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00391188
Pattern NameHomerSignificance
motif2.motif0.000758462
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00111461
Pattern NameHomerSignificance
motif15.motif0.0254163
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000964212
metacluster_1/pattern_70.015392700000000002
Pattern NameHomerSignificance
motif3.motif0.0177822
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000910385
Pattern NameHomerSignificance
motif2.motif0.00788324
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_34.3291199999999997e-10
Pattern NameHomerSignificance
motif7.motif6.058150000000001e-06
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_82.57681e-21
Pattern NameHomerSignificance
motif5.motif7.64851e-06
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_39.412309999999999e-07
Pattern NameHomerSignificance
motif7.motif0.000959582
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_06.52506e-08
Pattern NameHomerSignificance
motif1.motif0.0011013
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_81.22707e-13
Pattern NameHomerSignificance
motif5.motif2.9809000000000002e-05
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_40.000139965
Pattern NameHomerSignificance
motif15.motif0.000470912
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_13.35962e-05
Pattern NameHomerSignificance
motif2.motif0.000530114
Klf15
Pattern NameModiscoSignificance
metacluster_1/pattern_20.022853799999999997
Pattern NameHomerSignificance
motif3.motif0.0389602
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_56.56607e-08
Pattern NameHomerSignificance
motif9.motif1.50823e-05
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000910385
Pattern NameHomerSignificance
motif2.motif0.00291139
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00210283
Pattern NameHomerSignificance
motif2.motif0.00208729
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000910385
metacluster_1/pattern_90.047787300000000005
Pattern NameHomerSignificance
motif2.motif9.71389e-06
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_85.3124e-22
Pattern NameHomerSignificance
motif5.motif2.69435e-06
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_49.87358e-06
Pattern NameHomerSignificance
motif15.motif0.0235096
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_31.4664100000000003e-09
Pattern NameHomerSignificance
motif7.motif3.21422e-06
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_35.42765e-06
Pattern NameHomerSignificance
motif7.motif0.000511143
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0160529
Pattern NameHomerSignificance
motif2.motif0.0221252
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0231718
Pattern NameHomerSignificance
motif2.motif0.0139815
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.018377
Pattern NameHomerSignificance
motif2.motif0.0130995
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000403692
metacluster_1/pattern_70.000116666
metacluster_1/pattern_150.000384206
Pattern NameHomerSignificance
motif3.motif0.00974027
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_24.78463e-08
metacluster_1/pattern_70.000257656
metacluster_1/pattern_150.00236754
Pattern NameHomerSignificance
motif3.motif7.3240600000000005e-06
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00679186
Pattern NameHomerSignificance
motif2.motif0.00939868
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000361961
Pattern NameHomerSignificance
motif3.motif0.00191291
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00105375
Pattern NameHomerSignificance
motif15.motif0.000470912
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0012954000000000002
Pattern NameHomerSignificance
motif3.motif0.0483033
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_70.015392700000000002
Pattern NameHomerSignificance
motif11.motif0.00445489
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00149041
Pattern NameHomerSignificance
motif3.motif0.00062619
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000910385
Pattern NameHomerSignificance
motif2.motif2.40759e-05
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_157.75922e-05
Pattern NameHomerSignificance
motif12.motif0.00208262
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0239188
metacluster_1/pattern_40.012537999999999999
Pattern NameHomerSignificance
motif15.motif0.053745600000000004
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000361961
Pattern NameHomerSignificance
motif3.motif0.000243014
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_41.74485e-16
Pattern NameHomerSignificance
motif15.motif0.00129667
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000910385
Pattern NameHomerSignificance
motif2.motif0.00360978
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_75.68094e-06
Pattern NameHomerSignificance
motif11.motif1.00066e-07
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000910385
Pattern NameHomerSignificance
motif2.motif8.85487e-07
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000321813
Pattern NameHomerSignificance
motif2.motif2.03918e-06
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000910385
Pattern NameHomerSignificance
motif2.motif2.79531e-05
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00654154
Pattern NameHomerSignificance
motif2.motif0.000897192
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0012954000000000002
metacluster_1/pattern_70.048338099999999995
Pattern NameHomerSignificance
motif3.motif0.0205104
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000992723
Pattern NameHomerSignificance
motif2.motif8.85487e-07
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00468124
metacluster_1/pattern_40.00105375
Pattern NameHomerSignificance
motif15.motif0.0254163
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_10.021236900000000003
Pattern NameHomerSignificance
motif2.motif0.0187465
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000910385
Pattern NameHomerSignificance
motif2.motif0.000259846
Unique TF-MoDISco TFs: #90
TF NameModiscoHomer
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00660142
metacluster_1/pattern_130.00695191
Absent
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0021208000000000004
Absent
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00567084
Absent
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00271878
Absent
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00452375
Absent
Stat3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0512506
Absent
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00287501
Absent
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00469556
Absent
Zscan10
Pattern NameModiscoSignificance
metacluster_1/pattern_10.046228899999999996
Absent
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0196857
Absent
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000122542
Absent
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00235744
metacluster_1/pattern_70.0230932
Absent
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00314191
Absent
Sox2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0321861
Absent
Mafg
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0352216
Absent
Sall4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.044839699999999996
Absent
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00811107
Absent
Gmeb2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.049525599999999996
Absent
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.015466800000000001
metacluster_1/pattern_121.54912e-09
Absent
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0204134
Absent
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00025623599999999996
Absent
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00047549800000000003
Absent
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_177.79931e-05
Absent
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_132.65839e-06
Absent
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00326078
metacluster_1/pattern_150.000163556
Absent
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0404902
metacluster_1/pattern_100.009175
Absent
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0295185
Absent
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0196533
Absent
Gfi1b
Pattern NameModiscoSignificance
metacluster_1/pattern_110.023618200000000002
Absent
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_124.6592200000000004e-05
Absent
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0114916
Absent
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0571226
Absent
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000280348
Absent
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.012117000000000001
Absent
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000766588
Absent
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000165088
Absent
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000445514
Absent
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_141.3625599999999999e-05
Absent
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00043872199999999995
Absent
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_100.014719999999999999
Absent
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0004958030000000001
Absent
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00126565
Absent
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_130.040288
Absent
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0158451
Absent
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00974177
Absent
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_177.79931e-05
Absent
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000169137
metacluster_1/pattern_130.00014111
Absent
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00844357
Absent
Rarg
Pattern NameModiscoSignificance
metacluster_1/pattern_100.038069
Absent
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_145.42907e-05
Absent
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.039722
metacluster_1/pattern_70.0391435
Absent
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_139.016430000000001e-05
Absent
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_100.010006000000000001
Absent
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000970182
Absent
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0359766
Absent
Maf
Pattern NameModiscoSignificance
metacluster_1/pattern_130.052266999999999994
Absent
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_130.019199400000000002
Absent
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0201939
metacluster_1/pattern_100.025506
Absent
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_142.82916e-07
Absent
Stat4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.058782799999999996
Absent
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0213917
Absent
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0105479
Absent
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.035981
Absent
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00121773
Absent
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00234527
Absent
Cebpg
Pattern NameModiscoSignificance
metacluster_1/pattern_60.05250740000000001
Absent
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00465787
Absent
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0320699
metacluster_1/pattern_130.0408024
Absent
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00166074
Absent
Maff
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0433221
Absent
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.027934800000000003
Absent
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.05078219999999999
Absent
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_60.036052499999999994
Absent
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0372634
metacluster_1/pattern_100.00047549800000000003
Absent
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000155558
metacluster_1/pattern_100.0510906
Absent
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000445514
metacluster_1/pattern_100.028449900000000004
Absent
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00270431
Absent
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0125773
Absent
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_115.6593100000000005e-05
Absent
Rorb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0529586
Absent
Pou5f1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.037540699999999996
Absent
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0220746
Absent
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00674112
Absent
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00768992
metacluster_1/pattern_70.0357816
Absent
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00028462400000000003
Absent
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00642708
metacluster_1/pattern_132.65839e-06
Absent
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0151144
Absent
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0512506
Absent
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00234527
metacluster_1/pattern_130.0294515
Absent
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00765799
metacluster_1/pattern_130.00014111
Absent
Unique Homer TFs: #3
TF NameModiscoHomer
Zbtb1Absent
Pattern NameHomerSignificance
motif3.motif0.049117400000000005
E2f7Absent
Pattern NameHomerSignificance
motif3.motif0.04047630000000001
Irf6Absent
Pattern NameHomerSignificance
motif2.motif0.0178467