In [1]:
# Parameters
data_name = "naiveT;trnsgncTCR_SV40-I_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_120-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_120-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 19:07:19,289 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typenaive transgenic TCR SV40-I CD8 T cells
    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
    rep113649211698113.49424826652284948660.176155773200.1156158039540.3276
    rep213649211698114.06744901617094306770.192560481920.1234163292740.3333
    rep313649211698114.76014269477995338850.223462550880.1466141301640.3311
    Modelling Metadata
    MetricValue
    auPRC0.5992
    Calibrated Recall at 50% FDR0.217
    Number of Positive Examples in Test Data128820
    Number of Negative Examples in Test Data7942031
    Imbalance Ratio in Test Data0.016
    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_0/pattern_0 # seqlets: 9527 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_0/pattern_1 # seqlets: 5005 SequenceContrib ScoresHyp_Contrib Scores
Ets1, Erg, Elk1, Etv2, Gabpa, Fli1, Elk4, Etv4, Etv5, Spi1,

Elf2, Etv6, Elk3, Elf1, Fev, Ehf, Etv1, XP_911724.4, Etv3, Spib, Elf3,

Elf4, Stat4, Elf5, Ets2, Irf8, Spdef, Irf4, Spic
metacluster_0/pattern_2 # seqlets: 3598 SequenceContrib ScoresHyp_Contrib Scores
Sp2, Sp3, Klf3, Sp4, Sp1, Klf6, Klf4, E2f4, Klf5, Egr1,

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

Klf15, Sall4, Egr3, Srebf2, Zfp740
metacluster_0/pattern_3 # seqlets: 1256 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_0/pattern_4 # seqlets: 978 SequenceContrib ScoresHyp_Contrib Scores
Irf1, Irf2, Stat1, Prdm1, Stat2, Irf7, Irf3, Irf9, Batf3
metacluster_0/pattern_5 # seqlets: 979 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfyc, Foxi1, Nfya, Pbx3
metacluster_0/pattern_6 # seqlets: 723 SequenceContrib ScoresHyp_Contrib Scores
Runx1, Runx2, Runx3, Cbfb, Gfi1b
metacluster_0/pattern_7 # seqlets: 656 SequenceContrib ScoresHyp_Contrib Scores
Thap11, Zfp143, Tbx2
metacluster_0/pattern_8 # seqlets: 609 SequenceContrib ScoresHyp_Contrib Scores
metacluster_0/pattern_9 # seqlets: 526 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Zfx, Zfp42, Rfx1
metacluster_0/pattern_10 # seqlets: 482 SequenceContrib ScoresHyp_Contrib Scores
Usf1, Usf2, Tfe3, Tfeb, Arntl, Tfec, Mitf, Clock, Arnt, Srebf1,

Bhlhe40, Mlx, Npas2, Rxrg, Atf7, Tcfl5, Rxrb, Mycn, Atf2, Jdp2, Hlf,

Creb3l2, Creb1, Bhlhe41, Rxra, Max, Myc, Atf1, Nr2f1
metacluster_0/pattern_11 # seqlets: 413 SequenceContrib ScoresHyp_Contrib Scores
Crem, Creb5, Atf3, Fosl2, Jun
metacluster_0/pattern_12 # seqlets: 156 SequenceContrib ScoresHyp_Contrib Scores
metacluster_0/pattern_13 # seqlets: 112 SequenceContrib ScoresHyp_Contrib Scores
Rfx3, Rfx2, Rfx4, Rfx7, Rfx6
metacluster_0/pattern_14 # seqlets: 108 SequenceContrib ScoresHyp_Contrib Scores
metacluster_0/pattern_15 # seqlets: 70 SequenceContrib ScoresHyp_Contrib Scores
metacluster_0/pattern_16 # seqlets: 66 SequenceContrib ScoresHyp_Contrib Scores
Zbtb33
metacluster_0/pattern_17 # seqlets: 51 SequenceContrib ScoresHyp_Contrib Scores
metacluster_0/pattern_18 # seqlets: 45 SequenceContrib ScoresHyp_Contrib Scores
Nfkb2, Nfkb1, Rela, Relb
Click here for Motifs by TF-MoDISco: #129
TF NamePattern(s)
Ctcf
Pattern NameModiscoSignificance
metacluster_0/pattern_02.78631e-15
Ctcfl
Pattern NameModiscoSignificance
metacluster_0/pattern_03.64743e-07
Ets1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00227724
metacluster_0/pattern_80.0550087
metacluster_0/pattern_150.023245099999999998
Erg
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00212209
metacluster_0/pattern_150.0326591
Elk1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00241167
metacluster_0/pattern_150.048361400000000006
Etv2
Pattern NameModiscoSignificance
metacluster_0/pattern_11.98681e-05
Gabpa
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00236421
metacluster_0/pattern_150.0326591
Fli1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00212209
metacluster_0/pattern_150.00862989
Elk4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00263347
metacluster_0/pattern_150.0267743
Etv4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00238585
metacluster_0/pattern_150.0267743
Etv5
Pattern NameModiscoSignificance
metacluster_0/pattern_10.000898017
metacluster_0/pattern_150.023245099999999998
Spi1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00227724
Elf2
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0159819
metacluster_0/pattern_120.0464129
Etv6
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00199298
metacluster_0/pattern_120.0568984
Elk3
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00238585
metacluster_0/pattern_150.0267743
Elf1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00145384
Fev
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00189114
metacluster_0/pattern_150.0460138
Ehf
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0203757
Etv1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00263347
metacluster_0/pattern_150.023245099999999998
XP_911724.4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00238585
Etv3
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00241167
Spib
Pattern NameModiscoSignificance
metacluster_0/pattern_10.003125
metacluster_0/pattern_40.0012982
Elf3
Pattern NameModiscoSignificance
metacluster_0/pattern_10.03711880000000001
Elf4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00810447
Stat4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0154463
metacluster_0/pattern_170.058673199999999995
Elf5
Pattern NameModiscoSignificance
metacluster_0/pattern_10.046967699999999994
Ets2
Pattern NameModiscoSignificance
metacluster_0/pattern_10.029629400000000004
Irf8
Pattern NameModiscoSignificance
metacluster_0/pattern_10.035563
metacluster_0/pattern_41.43638e-06
Spdef
Pattern NameModiscoSignificance
metacluster_0/pattern_10.03711880000000001
Irf4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0378122
metacluster_0/pattern_40.00035038800000000003
Spic
Pattern NameModiscoSignificance
metacluster_0/pattern_10.057520100000000005
Sp2
Pattern NameModiscoSignificance
metacluster_0/pattern_21.30925e-08
metacluster_0/pattern_95.0667299999999995e-05
metacluster_0/pattern_110.00175098
metacluster_0/pattern_130.0153027
metacluster_0/pattern_150.00028963
Sp3
Pattern NameModiscoSignificance
metacluster_0/pattern_21.3356299999999999e-08
metacluster_0/pattern_90.000545675
metacluster_0/pattern_110.0348
metacluster_0/pattern_130.031052499999999997
metacluster_0/pattern_150.00862989
Klf3
Pattern NameModiscoSignificance
metacluster_0/pattern_21.14306e-07
metacluster_0/pattern_90.0504344
metacluster_0/pattern_150.0221363
Sp4
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00118622
metacluster_0/pattern_150.023245099999999998
Sp1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00048166400000000003
metacluster_0/pattern_90.000545675
metacluster_0/pattern_110.00979225
metacluster_0/pattern_150.00862989
Klf6
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000294368
metacluster_0/pattern_150.023245099999999998
Klf4
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00104156
E2f4
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00040274699999999996
metacluster_0/pattern_150.00142233
Klf5
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00045744300000000003
Egr1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0542863
metacluster_0/pattern_150.044066900000000006
Klf7
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0007015880000000001
Sp5
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0007302989999999999
Klf8
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00118622
Zbtb17
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00124702
metacluster_0/pattern_90.013287100000000001
metacluster_0/pattern_150.0296639
Klf12
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00134282
Egr2
Pattern NameModiscoSignificance
metacluster_0/pattern_20.040669
Wt1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00403837
metacluster_0/pattern_90.0580851
metacluster_0/pattern_150.0221363
Zfp281
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0542863
metacluster_0/pattern_150.0460138
Klf1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.020144099999999998
Maz
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00748854
metacluster_0/pattern_150.0366452
E2f1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.017365900000000004
metacluster_0/pattern_150.0253808
Klf15
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0260594
Sall4
Pattern NameModiscoSignificance
metacluster_0/pattern_20.031027
Egr3
Pattern NameModiscoSignificance
metacluster_0/pattern_20.03186
Srebf2
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0358508
metacluster_0/pattern_100.00681992
Zfp740
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0542863
Nrf1
Pattern NameModiscoSignificance
metacluster_0/pattern_35.640459999999999e-10
Irf1
Pattern NameModiscoSignificance
metacluster_0/pattern_45.65121e-13
Irf2
Pattern NameModiscoSignificance
metacluster_0/pattern_40.00174014
Stat1
Pattern NameModiscoSignificance
metacluster_0/pattern_41.20543e-05
Prdm1
Pattern NameModiscoSignificance
metacluster_0/pattern_43.26343e-05
Stat2
Pattern NameModiscoSignificance
metacluster_0/pattern_40.000235098
Irf7
Pattern NameModiscoSignificance
metacluster_0/pattern_40.000253165
Irf3
Pattern NameModiscoSignificance
metacluster_0/pattern_40.00027025599999999997
Irf9
Pattern NameModiscoSignificance
metacluster_0/pattern_40.00151129
Batf3
Pattern NameModiscoSignificance
metacluster_0/pattern_40.0542256
Nfyb
Pattern NameModiscoSignificance
metacluster_0/pattern_58.2015e-10
Nfyc
Pattern NameModiscoSignificance
metacluster_0/pattern_58.25723e-06
Foxi1
Pattern NameModiscoSignificance
metacluster_0/pattern_58.25723e-06
Nfya
Pattern NameModiscoSignificance
metacluster_0/pattern_58.78533e-06
Pbx3
Pattern NameModiscoSignificance
metacluster_0/pattern_59.665030000000001e-05
Runx1
Pattern NameModiscoSignificance
metacluster_0/pattern_60.000807668
Runx2
Pattern NameModiscoSignificance
metacluster_0/pattern_60.0301181
Runx3
Pattern NameModiscoSignificance
metacluster_0/pattern_60.000359565
Cbfb
Pattern NameModiscoSignificance
metacluster_0/pattern_60.000520753
Gfi1b
Pattern NameModiscoSignificance
metacluster_0/pattern_60.0121355
Thap11
Pattern NameModiscoSignificance
metacluster_0/pattern_73.66506e-20
Zfp143
Pattern NameModiscoSignificance
metacluster_0/pattern_74.29448e-20
Tbx2
Pattern NameModiscoSignificance
metacluster_0/pattern_77.29683e-15
Taf1
Pattern NameModiscoSignificance
metacluster_0/pattern_94.34835e-06
Yy1
Pattern NameModiscoSignificance
metacluster_0/pattern_95.59053e-06
Zfx
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00411645
metacluster_0/pattern_110.00991273
metacluster_0/pattern_130.013816899999999998
metacluster_0/pattern_150.00862989
metacluster_0/pattern_160.022822799999999997
Zfp42
Pattern NameModiscoSignificance
metacluster_0/pattern_90.013287100000000001
Rfx1
Pattern NameModiscoSignificance
metacluster_0/pattern_90.025964799999999996
metacluster_0/pattern_110.020611400000000002
metacluster_0/pattern_133.3966599999999997e-09
metacluster_0/pattern_170.0112901
Usf1
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0289911
metacluster_0/pattern_110.0040134
Usf2
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0125039
metacluster_0/pattern_118.13932e-06
Tfe3
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00148473
Tfeb
Pattern NameModiscoSignificance
metacluster_0/pattern_100.000249687
Arntl
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0130934
Tfec
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0014942
Mitf
Pattern NameModiscoSignificance
metacluster_0/pattern_100.000886022
Clock
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0533746
Arnt
Pattern NameModiscoSignificance
metacluster_0/pattern_100.058269900000000006
Srebf1
Pattern NameModiscoSignificance
metacluster_0/pattern_100.051347000000000004
Bhlhe40
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0149439
Mlx
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0125039
Npas2
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00533807
Rxrg
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0115326
Atf7
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0148787
metacluster_0/pattern_110.00141146
Tcfl5
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0166848
Rxrb
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0171712
Mycn
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0261728
Atf2
Pattern NameModiscoSignificance
metacluster_0/pattern_100.026234500000000004
metacluster_0/pattern_110.00387526
Jdp2
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0267541
metacluster_0/pattern_110.00179686
Hlf
Pattern NameModiscoSignificance
metacluster_0/pattern_100.028262400000000003
metacluster_0/pattern_110.0450406
Creb3l2
Pattern NameModiscoSignificance
metacluster_0/pattern_100.035954
Creb1
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0314263
metacluster_0/pattern_110.00342241
Bhlhe41
Pattern NameModiscoSignificance
metacluster_0/pattern_100.033262599999999996
Rxra
Pattern NameModiscoSignificance
metacluster_0/pattern_100.033262599999999996
Max
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0334474
Myc
Pattern NameModiscoSignificance
metacluster_0/pattern_100.042938300000000006
Atf1
Pattern NameModiscoSignificance
metacluster_0/pattern_100.041195300000000004
metacluster_0/pattern_110.020611400000000002
Nr2f1
Pattern NameModiscoSignificance
metacluster_0/pattern_100.056688199999999994
Crem
Pattern NameModiscoSignificance
metacluster_0/pattern_110.019614
Creb5
Pattern NameModiscoSignificance
metacluster_0/pattern_110.00175098
Atf3
Pattern NameModiscoSignificance
metacluster_0/pattern_110.0222926
Fosl2
Pattern NameModiscoSignificance
metacluster_0/pattern_110.020611400000000002
Jun
Pattern NameModiscoSignificance
metacluster_0/pattern_110.0582625
Rfx3
Pattern NameModiscoSignificance
metacluster_0/pattern_130.00670582
metacluster_0/pattern_170.000929197
Rfx2
Pattern NameModiscoSignificance
metacluster_0/pattern_135.13765e-08
metacluster_0/pattern_170.0351642
Rfx4
Pattern NameModiscoSignificance
metacluster_0/pattern_130.00103068
metacluster_0/pattern_170.0351642
Rfx7
Pattern NameModiscoSignificance
metacluster_0/pattern_130.00481161
metacluster_0/pattern_170.0149263
Rfx6
Pattern NameModiscoSignificance
metacluster_0/pattern_130.00455135
metacluster_0/pattern_170.0112901
Zbtb33
Pattern NameModiscoSignificance
metacluster_0/pattern_161.72778e-05
Nfkb2
Pattern NameModiscoSignificance
metacluster_0/pattern_180.000648294
Nfkb1
Pattern NameModiscoSignificance
metacluster_0/pattern_180.00319285
Rela
Pattern NameModiscoSignificance
metacluster_0/pattern_180.00625859
Relb
Pattern NameModiscoSignificance
metacluster_0/pattern_180.00451046
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: #60
TF NameModiscoHomer
Elf1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00145384
Pattern NameHomerSignificance
motif2.motif0.0008791669999999999
Klf6
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000294368
metacluster_0/pattern_150.023245099999999998
Pattern NameHomerSignificance
motif3.motif0.000973722
Zfp740
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0542863
Pattern NameHomerSignificance
motif3.motif0.037341900000000004
motif16.motif0.031361900000000005
Etv4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00238585
metacluster_0/pattern_150.0267743
Pattern NameHomerSignificance
motif2.motif0.00216345
Ehf
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0203757
Pattern NameHomerSignificance
motif2.motif0.0102068
Elk3
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00238585
metacluster_0/pattern_150.0267743
Pattern NameHomerSignificance
motif2.motif0.00216345
Sp5
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0007302989999999999
Pattern NameHomerSignificance
motif3.motif0.015497499999999999
motif16.motif0.0255262
Sp3
Pattern NameModiscoSignificance
metacluster_0/pattern_21.3356299999999999e-08
metacluster_0/pattern_90.000545675
metacluster_0/pattern_110.0348
metacluster_0/pattern_130.031052499999999997
metacluster_0/pattern_150.00862989
Pattern NameHomerSignificance
motif3.motif0.000156415
motif16.motif0.031361900000000005
Pbx3
Pattern NameModiscoSignificance
metacluster_0/pattern_59.665030000000001e-05
Pattern NameHomerSignificance
motif12.motif0.0014967000000000001
Etv5
Pattern NameModiscoSignificance
metacluster_0/pattern_10.000898017
metacluster_0/pattern_150.023245099999999998
Pattern NameHomerSignificance
motif2.motif0.000661452
Elf5
Pattern NameModiscoSignificance
metacluster_0/pattern_10.046967699999999994
Pattern NameHomerSignificance
motif2.motif0.056659400000000006
Klf7
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0007015880000000001
Pattern NameHomerSignificance
motif3.motif5.99514e-05
Klf3
Pattern NameModiscoSignificance
metacluster_0/pattern_21.14306e-07
metacluster_0/pattern_90.0504344
metacluster_0/pattern_150.0221363
Pattern NameHomerSignificance
motif3.motif5.99514e-05
motif16.motif0.0365667
E2f4
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00040274699999999996
metacluster_0/pattern_150.00142233
Pattern NameHomerSignificance
motif3.motif0.000494879
Elf4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00810447
Pattern NameHomerSignificance
motif2.motif0.013026300000000001
Erg
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00212209
metacluster_0/pattern_150.0326591
Pattern NameHomerSignificance
motif2.motif0.00216345
Fli1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00212209
metacluster_0/pattern_150.00862989
Pattern NameHomerSignificance
motif2.motif0.00216345
Elf3
Pattern NameModiscoSignificance
metacluster_0/pattern_10.03711880000000001
Pattern NameHomerSignificance
motif2.motif0.027817900000000003
Fev
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00189114
metacluster_0/pattern_150.0460138
Pattern NameHomerSignificance
motif2.motif0.0006626939999999999
Sp1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00048166400000000003
metacluster_0/pattern_90.000545675
metacluster_0/pattern_110.00979225
metacluster_0/pattern_150.00862989
Pattern NameHomerSignificance
motif3.motif0.00303318
motif16.motif0.0167788
Nfyb
Pattern NameModiscoSignificance
metacluster_0/pattern_58.2015e-10
Pattern NameHomerSignificance
motif12.motif6.86173e-06
Nfyc
Pattern NameModiscoSignificance
metacluster_0/pattern_58.25723e-06
Pattern NameHomerSignificance
motif12.motif4.81186e-05
Elk1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00241167
metacluster_0/pattern_150.048361400000000006
Pattern NameHomerSignificance
motif2.motif0.00216345
Sp2
Pattern NameModiscoSignificance
metacluster_0/pattern_21.30925e-08
metacluster_0/pattern_95.0667299999999995e-05
metacluster_0/pattern_110.00175098
metacluster_0/pattern_130.0153027
metacluster_0/pattern_150.00028963
Pattern NameHomerSignificance
motif3.motif0.000316763
Zfp143
Pattern NameModiscoSignificance
metacluster_0/pattern_74.29448e-20
Pattern NameHomerSignificance
motif5.motif2.9056199999999998e-05
Spi1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00227724
Pattern NameHomerSignificance
motif2.motif0.0400972
Klf8
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00118622
Pattern NameHomerSignificance
motif3.motif5.99514e-05
Egr2
Pattern NameModiscoSignificance
metacluster_0/pattern_20.040669
Pattern NameHomerSignificance
motif3.motif0.0149033
motif16.motif0.0255262
Sp4
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00118622
metacluster_0/pattern_150.023245099999999998
Pattern NameHomerSignificance
motif3.motif0.00763003
motif16.motif0.0237564
Klf15
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0260594
Pattern NameHomerSignificance
motif3.motif0.012737299999999998
motif16.motif0.054035599999999996
Elf2
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0159819
metacluster_0/pattern_120.0464129
Pattern NameHomerSignificance
motif2.motif0.027817900000000003
Zbtb33
Pattern NameModiscoSignificance
metacluster_0/pattern_161.72778e-05
Pattern NameHomerSignificance
motif15.motif1.85232e-05
XP_911724.4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00238585
Pattern NameHomerSignificance
motif2.motif0.00295825
Ctcfl
Pattern NameModiscoSignificance
metacluster_0/pattern_03.64743e-07
Pattern NameHomerSignificance
motif1.motif0.000189354
Tbx2
Pattern NameModiscoSignificance
metacluster_0/pattern_77.29683e-15
Pattern NameHomerSignificance
motif5.motif7.82804e-05
Nrf1
Pattern NameModiscoSignificance
metacluster_0/pattern_35.640459999999999e-10
Pattern NameHomerSignificance
motif6.motif0.000175515
Sall4
Pattern NameModiscoSignificance
metacluster_0/pattern_20.031027
Pattern NameHomerSignificance
motif16.motif0.00678374
Taf1
Pattern NameModiscoSignificance
metacluster_0/pattern_94.34835e-06
Pattern NameHomerSignificance
motif19.motif0.0413276
Ctcf
Pattern NameModiscoSignificance
metacluster_0/pattern_02.78631e-15
Pattern NameHomerSignificance
motif1.motif5.55936e-06
Elk4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00263347
metacluster_0/pattern_150.0267743
Pattern NameHomerSignificance
motif2.motif0.00216345
Etv3
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00241167
Pattern NameHomerSignificance
motif2.motif0.00295825
Ets1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00227724
metacluster_0/pattern_80.0550087
metacluster_0/pattern_150.023245099999999998
Pattern NameHomerSignificance
motif2.motif0.00216345
Klf5
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00045744300000000003
Pattern NameHomerSignificance
motif3.motif0.00284103
Foxi1
Pattern NameModiscoSignificance
metacluster_0/pattern_58.25723e-06
Pattern NameHomerSignificance
motif12.motif0.00151609
Etv2
Pattern NameModiscoSignificance
metacluster_0/pattern_11.98681e-05
Pattern NameHomerSignificance
motif2.motif9.58629e-06
Klf4
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00104156
Pattern NameHomerSignificance
motif3.motif0.00608176
motif16.motif0.0237564
Creb1
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0314263
metacluster_0/pattern_110.00342241
Pattern NameHomerSignificance
motif11.motif0.0419787
Egr1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0542863
metacluster_0/pattern_150.044066900000000006
Pattern NameHomerSignificance
motif3.motif0.012737299999999998
motif16.motif0.054426999999999996
Zfp281
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0542863
metacluster_0/pattern_150.0460138
Pattern NameHomerSignificance
motif3.motif0.034121
motif16.motif0.00678374
Klf12
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00134282
Pattern NameHomerSignificance
motif3.motif0.005744399999999999
Thap11
Pattern NameModiscoSignificance
metacluster_0/pattern_73.66506e-20
Pattern NameHomerSignificance
motif5.motif2.4388800000000003e-05
Etv6
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00199298
metacluster_0/pattern_120.0568984
Pattern NameHomerSignificance
motif2.motif0.00600184
E2f1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.017365900000000004
metacluster_0/pattern_150.0253808
Pattern NameHomerSignificance
motif3.motif0.00355418
Spdef
Pattern NameModiscoSignificance
metacluster_0/pattern_10.03711880000000001
Pattern NameHomerSignificance
motif2.motif0.027817900000000003
Klf1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.020144099999999998
Pattern NameHomerSignificance
motif3.motif0.0321945
Nfya
Pattern NameModiscoSignificance
metacluster_0/pattern_58.78533e-06
Pattern NameHomerSignificance
motif12.motif3.29282e-05
Maz
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00748854
metacluster_0/pattern_150.0366452
Pattern NameHomerSignificance
motif16.motif0.0255262
Etv1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00263347
metacluster_0/pattern_150.023245099999999998
Pattern NameHomerSignificance
motif2.motif0.0028585999999999998
Gabpa
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00236421
metacluster_0/pattern_150.0326591
Pattern NameHomerSignificance
motif2.motif0.00216345
Zbtb17
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00124702
metacluster_0/pattern_90.013287100000000001
metacluster_0/pattern_150.0296639
Pattern NameHomerSignificance
motif3.motif0.00303053
Unique TF-MoDISco TFs: #69
TF NameModiscoHomer
Batf3
Pattern NameModiscoSignificance
metacluster_0/pattern_40.0542256
Absent
Irf1
Pattern NameModiscoSignificance
metacluster_0/pattern_45.65121e-13
Absent
Irf8
Pattern NameModiscoSignificance
metacluster_0/pattern_10.035563
metacluster_0/pattern_41.43638e-06
Absent
Usf1
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0289911
metacluster_0/pattern_110.0040134
Absent
Rxrg
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0115326
Absent
Rfx6
Pattern NameModiscoSignificance
metacluster_0/pattern_130.00455135
metacluster_0/pattern_170.0112901
Absent
Rfx2
Pattern NameModiscoSignificance
metacluster_0/pattern_135.13765e-08
metacluster_0/pattern_170.0351642
Absent
Yy1
Pattern NameModiscoSignificance
metacluster_0/pattern_95.59053e-06
Absent
Clock
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0533746
Absent
Rxrb
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0171712
Absent
Spic
Pattern NameModiscoSignificance
metacluster_0/pattern_10.057520100000000005
Absent
Crem
Pattern NameModiscoSignificance
metacluster_0/pattern_110.019614
Absent
Creb3l2
Pattern NameModiscoSignificance
metacluster_0/pattern_100.035954
Absent
Zfx
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00411645
metacluster_0/pattern_110.00991273
metacluster_0/pattern_130.013816899999999998
metacluster_0/pattern_150.00862989
metacluster_0/pattern_160.022822799999999997
Absent
Tfe3
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00148473
Absent
Jun
Pattern NameModiscoSignificance
metacluster_0/pattern_110.0582625
Absent
Prdm1
Pattern NameModiscoSignificance
metacluster_0/pattern_43.26343e-05
Absent
Creb5
Pattern NameModiscoSignificance
metacluster_0/pattern_110.00175098
Absent
Rfx7
Pattern NameModiscoSignificance
metacluster_0/pattern_130.00481161
metacluster_0/pattern_170.0149263
Absent
Rxra
Pattern NameModiscoSignificance
metacluster_0/pattern_100.033262599999999996
Absent
Ets2
Pattern NameModiscoSignificance
metacluster_0/pattern_10.029629400000000004
Absent
Tcfl5
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0166848
Absent
Usf2
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0125039
metacluster_0/pattern_118.13932e-06
Absent
Bhlhe41
Pattern NameModiscoSignificance
metacluster_0/pattern_100.033262599999999996
Absent
Irf7
Pattern NameModiscoSignificance
metacluster_0/pattern_40.000253165
Absent
Spib
Pattern NameModiscoSignificance
metacluster_0/pattern_10.003125
metacluster_0/pattern_40.0012982
Absent
Nfkb1
Pattern NameModiscoSignificance
metacluster_0/pattern_180.00319285
Absent
Arntl
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0130934
Absent
Irf2
Pattern NameModiscoSignificance
metacluster_0/pattern_40.00174014
Absent
Zfp42
Pattern NameModiscoSignificance
metacluster_0/pattern_90.013287100000000001
Absent
Runx1
Pattern NameModiscoSignificance
metacluster_0/pattern_60.000807668
Absent
Mycn
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0261728
Absent
Nr2f1
Pattern NameModiscoSignificance
metacluster_0/pattern_100.056688199999999994
Absent
Srebf2
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0358508
metacluster_0/pattern_100.00681992
Absent
Tfec
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0014942
Absent
Atf2
Pattern NameModiscoSignificance
metacluster_0/pattern_100.026234500000000004
metacluster_0/pattern_110.00387526
Absent
Atf7
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0148787
metacluster_0/pattern_110.00141146
Absent
Nfkb2
Pattern NameModiscoSignificance
metacluster_0/pattern_180.000648294
Absent
Stat4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0154463
metacluster_0/pattern_170.058673199999999995
Absent
Atf1
Pattern NameModiscoSignificance
metacluster_0/pattern_100.041195300000000004
metacluster_0/pattern_110.020611400000000002
Absent
Mitf
Pattern NameModiscoSignificance
metacluster_0/pattern_100.000886022
Absent
Arnt
Pattern NameModiscoSignificance
metacluster_0/pattern_100.058269900000000006
Absent
Gfi1b
Pattern NameModiscoSignificance
metacluster_0/pattern_60.0121355
Absent
Bhlhe40
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0149439
Absent
Max
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0334474
Absent
Irf9
Pattern NameModiscoSignificance
metacluster_0/pattern_40.00151129
Absent
Myc
Pattern NameModiscoSignificance
metacluster_0/pattern_100.042938300000000006
Absent
Fosl2
Pattern NameModiscoSignificance
metacluster_0/pattern_110.020611400000000002
Absent
Srebf1
Pattern NameModiscoSignificance
metacluster_0/pattern_100.051347000000000004
Absent
Irf3
Pattern NameModiscoSignificance
metacluster_0/pattern_40.00027025599999999997
Absent
Cbfb
Pattern NameModiscoSignificance
metacluster_0/pattern_60.000520753
Absent
Mlx
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0125039
Absent
Egr3
Pattern NameModiscoSignificance
metacluster_0/pattern_20.03186
Absent
Rfx3
Pattern NameModiscoSignificance
metacluster_0/pattern_130.00670582
metacluster_0/pattern_170.000929197
Absent
Rfx4
Pattern NameModiscoSignificance
metacluster_0/pattern_130.00103068
metacluster_0/pattern_170.0351642
Absent
Atf3
Pattern NameModiscoSignificance
metacluster_0/pattern_110.0222926
Absent
Stat2
Pattern NameModiscoSignificance
metacluster_0/pattern_40.000235098
Absent
Stat1
Pattern NameModiscoSignificance
metacluster_0/pattern_41.20543e-05
Absent
Tfeb
Pattern NameModiscoSignificance
metacluster_0/pattern_100.000249687
Absent
Rfx1
Pattern NameModiscoSignificance
metacluster_0/pattern_90.025964799999999996
metacluster_0/pattern_110.020611400000000002
metacluster_0/pattern_133.3966599999999997e-09
metacluster_0/pattern_170.0112901
Absent
Runx3
Pattern NameModiscoSignificance
metacluster_0/pattern_60.000359565
Absent
Npas2
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00533807
Absent
Wt1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00403837
metacluster_0/pattern_90.0580851
metacluster_0/pattern_150.0221363
Absent
Relb
Pattern NameModiscoSignificance
metacluster_0/pattern_180.00451046
Absent
Jdp2
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0267541
metacluster_0/pattern_110.00179686
Absent
Irf4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0378122
metacluster_0/pattern_40.00035038800000000003
Absent
Rela
Pattern NameModiscoSignificance
metacluster_0/pattern_180.00625859
Absent
Runx2
Pattern NameModiscoSignificance
metacluster_0/pattern_60.0301181
Absent
Hlf
Pattern NameModiscoSignificance
metacluster_0/pattern_100.028262400000000003
metacluster_0/pattern_110.0450406
Absent
Unique Homer TFs: #5
TF NameModiscoHomer
E2f6Absent
Pattern NameHomerSignificance
motif3.motif0.0181388
Zbtb1Absent
Pattern NameHomerSignificance
motif3.motif0.016866700000000002
Zfp637Absent
Pattern NameHomerSignificance
motif24.motif0.000449817
Dnajc21Absent
Pattern NameHomerSignificance
motif16.motif0.024316900000000002
E2f7Absent
Pattern NameHomerSignificance
motif3.motif0.0149033