In [1]:
# Parameters
data_name = "pErythroblast;A;En"
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_192-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_192-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 19:24:14,702 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeErythroblast primary cell
    Cell GroupOther Immune Cells
    Experiment NameATAC
    Experiment GroupENCODE
    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
    rep1692145179810.22873040132739560090.130239961380.1315104013780.3423
    rep2692145179810.70782670629834632470.129835394420.132692482400.3465
    Modelling Metadata
    MetricValue
    auPRC0.558
    Calibrated Recall at 50% FDR0.192
    Number of Positive Examples in Test Data53311
    Number of Negative Examples in Test Data8017540
    Imbalance Ratio in Test Data0.0066
    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: #16
Pattern NameTF Name(s)Modisco
metacluster_1/pattern_0 # seqlets: 8144 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_1 # seqlets: 4262 SequenceContrib ScoresHyp_Contrib Scores
Sp2, Sp1, Sp3, Klf3, Sp4, Zfx, Klf6, Wt1, Klf1, Klf7,

Klf4, Sp5, E2f4, Klf5, Klf8, Klf15, Klf12, Zbtb17, Egr1, Zfp281, Usf2,

Maz, Tfap2c, Egr2, Mxi1, Sall4, Tfap2b
metacluster_1/pattern_2 # seqlets: 1867 SequenceContrib ScoresHyp_Contrib Scores
Gabpa, Fli1, Ets1, Elk4, Elk1, Erg, Elf1, Elk3, Fev, Etv1,

Etv4, Etv5, Etv2, Ehf, Etv3, Etv6, XP_911724.4, Elf3, Elf5, Elf2, Spi1,

Elf4, Mbd2, Spdef, Irf8, E2f3, Spib
metacluster_1/pattern_3 # seqlets: 1842 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_4 # seqlets: 1488 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfyc, Foxi1, Nfya, Pbx3
metacluster_1/pattern_5 # seqlets: 1007 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Rfx1, Zfp42
metacluster_1/pattern_6 # seqlets: 961 SequenceContrib ScoresHyp_Contrib Scores
Thap11, Zfp143, Tbx2
metacluster_1/pattern_7 # seqlets: 829 SequenceContrib ScoresHyp_Contrib Scores
Nfe2, Nfe2l2, Bach2, Bach1, Mafa, Mafk, Jun, Mafb, Mafg, Maff,

Maf, Atf3, Fosb, Fosl2, Junb, Fosl1, Batf, Jund, Fos, Jdp2
metacluster_1/pattern_8 # seqlets: 804 SequenceContrib ScoresHyp_Contrib Scores
Creb1, Atf2, Atf7, Atf1, Creb5, Crem, Hlf, Nfil3, Usf1, Srebf2,

Tef
metacluster_1/pattern_9 # seqlets: 782 SequenceContrib ScoresHyp_Contrib Scores
Tal1, Gata1, Gata5, Gata6, Gata4, Gata2, Gata3
metacluster_1/pattern_10 # seqlets: 769 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_11 # seqlets: 320 SequenceContrib ScoresHyp_Contrib Scores
Zbtb33
metacluster_1/pattern_12 # seqlets: 304 SequenceContrib ScoresHyp_Contrib Scores
Tfeb, Arntl, Tfe3, Tfec, Mitf, Bhlhe40, Srebf1, Arnt, Clock, Mlx,

Npas2, Tcfl5, Bhlhe41, Myc, Creb3l2, Rxrg, Max, Nr1h4, Mycn
metacluster_1/pattern_13 # seqlets: 197 SequenceContrib ScoresHyp_Contrib Scores
Irf1, Irf2, Stat1, Stat2, Irf7, Prdm1, Irf4, Irf3, Irf9, Batf3
metacluster_1/pattern_14 # seqlets: 74 SequenceContrib ScoresHyp_Contrib Scores
Nfia, Nfic, Zfp322a, Nfib
metacluster_1/pattern_15 # seqlets: 46 SequenceContrib ScoresHyp_Contrib Scores
Click here for Motifs by TF-MoDISco: #141
TF NamePattern(s)
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.3606400000000001e-13
metacluster_1/pattern_100.000623871
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_08.935180000000001e-08
metacluster_1/pattern_10.00923633
metacluster_1/pattern_100.011111200000000002
metacluster_1/pattern_120.0147746
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_12.1065999999999996e-11
metacluster_1/pattern_58.02483e-05
metacluster_1/pattern_80.00625924
metacluster_1/pattern_121.16947e-05
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000211273
metacluster_1/pattern_50.000148889
metacluster_1/pattern_80.016294200000000002
metacluster_1/pattern_120.000401292
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_11.8991799999999998e-08
metacluster_1/pattern_50.00022339099999999998
metacluster_1/pattern_120.000500007
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_11.01403e-07
metacluster_1/pattern_50.033653800000000005
metacluster_1/pattern_120.00346192
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0006600999999999999
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0123799
metacluster_1/pattern_50.00465644
metacluster_1/pattern_80.0238203
metacluster_1/pattern_110.00773585
metacluster_1/pattern_120.033617
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_11.18294e-05
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_11.71185e-05
metacluster_1/pattern_50.0398753
metacluster_1/pattern_120.0481398
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.04932380000000001
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000172213
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000206091
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000206091
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000206091
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000257222
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000257222
Klf15
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000257222
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000274467
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000274989
metacluster_1/pattern_50.0150309
metacluster_1/pattern_120.0350084
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.011170200000000002
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000666633
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000577138
metacluster_1/pattern_50.053058400000000006
metacluster_1/pattern_80.000179513
metacluster_1/pattern_120.0221862
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000948759
metacluster_1/pattern_50.053058400000000006
Tfap2c
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00113358
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.011170200000000002
metacluster_1/pattern_50.05798009999999999
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0122495
metacluster_1/pattern_120.00665077
Sall4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0381141
Tfap2b
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0490005
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00185576
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00153406
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00143825
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000817659
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000685315
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00143825
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_21.3834000000000002e-05
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000776381
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00075663
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000776381
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00883108
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00103998
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00103998
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0064421999999999995
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00522321
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0399125
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00553879
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0352839
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0490515
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0316625
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.028598500000000002
metacluster_1/pattern_130.0499356
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0180086
Mbd2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.033604699999999994
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0485333
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0490515
metacluster_1/pattern_132.70702e-06
E2f3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0490515
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_20.052269100000000006
metacluster_1/pattern_130.000187773
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_31.23309e-06
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_48.355319999999999e-10
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_47.41832e-06
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_47.41832e-06
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_47.43154e-06
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00018376299999999998
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_56.20705e-06
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_57.20597e-06
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00830178
metacluster_1/pattern_80.0238203
metacluster_1/pattern_120.0057001000000000005
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0140639
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_65.1008299999999996e-23
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_63.4389800000000005e-22
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_61.3464200000000001e-13
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_71.1703299999999999e-08
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_72.17698e-07
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_77.256610000000001e-08
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_73.3658099999999995e-06
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000728202
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00217471
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00314403
metacluster_1/pattern_80.058611500000000004
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00397282
Mafg
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0039585
Maff
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00397282
Maf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0043329
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00523093
metacluster_1/pattern_80.00255899
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00692057
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0100193
metacluster_1/pattern_80.00514057
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00747751
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00990681
metacluster_1/pattern_80.018068999999999998
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0586024
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0596297
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_70.012368299999999999
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0129882
metacluster_1/pattern_80.000235839
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00207814
metacluster_1/pattern_120.027939699999999998
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000844502
metacluster_1/pattern_120.0356651
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000199855
metacluster_1/pattern_120.0221862
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.058611500000000004
metacluster_1/pattern_120.029897800000000002
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00106998
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00615179
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0238203
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0299529
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0428385
metacluster_1/pattern_120.0443844
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.058476
metacluster_1/pattern_120.00397975
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_80.058611500000000004
Tal1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00010396799999999999
Gata1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00300523
Gata5
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00010396799999999999
Gata6
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00159174
Gata4
Pattern NameModiscoSignificance
metacluster_1/pattern_90.015124200000000003
Gata2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00297866
Gata3
Pattern NameModiscoSignificance
metacluster_1/pattern_90.047190499999999996
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_111.98321e-05
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000802722
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_120.016477000000000002
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00562196
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00622255
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00301785
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_120.007119299999999999
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.007119299999999999
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0465103
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0006684839999999999
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0255956
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00622255
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0147746
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0184245
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0230312
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0356842
Rxrg
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0481398
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0481398
Nr1h4
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0508992
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_120.050899900000000005
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_131.73989e-14
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00324178
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_131.9434e-06
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_131.9698500000000003e-06
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_131.1534000000000002e-05
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_131.17341e-05
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0429329
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00021752599999999998
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00563558
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0188819
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00012262700000000002
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00534605
Zfp322a
Pattern NameModiscoSignificance
metacluster_1/pattern_140.05680319999999999
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_140.05680319999999999
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: #82
TF NameModiscoHomer
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_11.71185e-05
metacluster_1/pattern_50.0398753
metacluster_1/pattern_120.0481398
Pattern NameHomerSignificance
motif2.motif0.0530102
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0485333
Pattern NameHomerSignificance
motif3.motif0.026417700000000002
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00103998
Pattern NameHomerSignificance
motif3.motif0.00535751
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_71.1703299999999999e-08
Pattern NameHomerSignificance
motif16.motif0.000279709
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_31.23309e-06
Pattern NameHomerSignificance
motif6.motif4.03996e-07
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00747751
Pattern NameHomerSignificance
motif16.motif0.0159316
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0064421999999999995
Pattern NameHomerSignificance
motif3.motif0.00640656
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00143825
Pattern NameHomerSignificance
motif3.motif0.00586508
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_77.256610000000001e-08
Pattern NameHomerSignificance
motif16.motif2.04496e-05
Maff
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00397282
Pattern NameHomerSignificance
motif16.motif0.0294
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0352839
Pattern NameHomerSignificance
motif3.motif0.018922
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0596297
Pattern NameHomerSignificance
motif16.motif0.059730200000000004
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_61.3464200000000001e-13
Pattern NameHomerSignificance
motif4.motif8.99224e-05
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.011170200000000002
metacluster_1/pattern_50.05798009999999999
Pattern NameHomerSignificance
motif2.motif0.0172521
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00553879
Pattern NameHomerSignificance
motif3.motif0.00685442
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00217471
Pattern NameHomerSignificance
motif16.motif0.0141518
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0490515
Pattern NameHomerSignificance
motif3.motif0.0117013
Maf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0043329
Pattern NameHomerSignificance
motif16.motif0.046706300000000006
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00990681
metacluster_1/pattern_80.018068999999999998
Pattern NameHomerSignificance
motif16.motif0.0490699
motif17.motif0.0198412
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_08.935180000000001e-08
metacluster_1/pattern_10.00923633
metacluster_1/pattern_100.011111200000000002
metacluster_1/pattern_120.0147746
Pattern NameHomerSignificance
motif1.motif0.00012201700000000001
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_65.1008299999999996e-23
Pattern NameHomerSignificance
motif4.motif2.25097e-06
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_11.8991799999999998e-08
metacluster_1/pattern_50.00022339099999999998
metacluster_1/pattern_120.000500007
Pattern NameHomerSignificance
motif2.motif6.57375e-05
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000776381
Pattern NameHomerSignificance
motif3.motif0.00535751
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00103998
Pattern NameHomerSignificance
motif3.motif0.00289609
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0180086
Pattern NameHomerSignificance
motif3.motif0.00535751
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0316625
Pattern NameHomerSignificance
motif3.motif0.0129649
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0006600999999999999
Pattern NameHomerSignificance
motif2.motif0.0137257
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_11.01403e-07
metacluster_1/pattern_50.033653800000000005
metacluster_1/pattern_120.00346192
Pattern NameHomerSignificance
motif2.motif0.00014586700000000002
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_63.4389800000000005e-22
Pattern NameHomerSignificance
motif4.motif2.05644e-05
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000685315
Pattern NameHomerSignificance
motif3.motif0.00535751
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_56.20705e-06
Pattern NameHomerSignificance
motif12.motif0.000235619
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000274989
metacluster_1/pattern_50.0150309
metacluster_1/pattern_120.0350084
Pattern NameHomerSignificance
motif2.motif0.00333503
Mafg
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0039585
Pattern NameHomerSignificance
motif16.motif0.024134700000000002
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_47.41832e-06
Pattern NameHomerSignificance
motif5.motif2.59104e-07
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_72.17698e-07
Pattern NameHomerSignificance
motif16.motif0.000310526
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_70.012368299999999999
Pattern NameHomerSignificance
motif16.motif0.0490699
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.04932380000000001
Pattern NameHomerSignificance
motif2.motif0.048574
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00018376299999999998
Pattern NameHomerSignificance
motif5.motif0.000303432
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00207814
metacluster_1/pattern_120.027939699999999998
Pattern NameHomerSignificance
motif17.motif0.0502953
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00153406
Pattern NameHomerSignificance
motif3.motif0.00535751
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00185576
Pattern NameHomerSignificance
motif3.motif0.00535751
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000257222
Pattern NameHomerSignificance
motif2.motif0.000711614
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000257222
Pattern NameHomerSignificance
motif2.motif0.00754299
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_73.3658099999999995e-06
Pattern NameHomerSignificance
motif16.motif6.47105e-08
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_47.43154e-06
Pattern NameHomerSignificance
motif5.motif2.7254999999999998e-08
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_47.41832e-06
Pattern NameHomerSignificance
motif5.motif0.000310972
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000274467
Pattern NameHomerSignificance
motif2.motif0.0312662
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_21.3834000000000002e-05
Pattern NameHomerSignificance
motif3.motif0.000151876
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_48.355319999999999e-10
Pattern NameHomerSignificance
motif5.motif7.03338e-09
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000817659
Pattern NameHomerSignificance
motif3.motif0.00535751
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.058611500000000004
metacluster_1/pattern_120.029897800000000002
Pattern NameHomerSignificance
motif17.motif0.0575274
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000666633
Pattern NameHomerSignificance
motif2.motif0.0548364
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000199855
metacluster_1/pattern_120.0221862
Pattern NameHomerSignificance
motif17.motif0.0263086
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_12.1065999999999996e-11
metacluster_1/pattern_58.02483e-05
metacluster_1/pattern_80.00625924
metacluster_1/pattern_121.16947e-05
Pattern NameHomerSignificance
motif2.motif0.000131553
Klf15
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000257222
Pattern NameHomerSignificance
motif2.motif0.00330698
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0399125
Pattern NameHomerSignificance
motif3.motif0.00535751
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0586024
Pattern NameHomerSignificance
motif16.motif0.023157499999999998
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0100193
metacluster_1/pattern_80.00514057
Pattern NameHomerSignificance
motif16.motif0.045758999999999994
motif17.motif0.00526681
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000206091
Pattern NameHomerSignificance
motif2.motif0.0234673
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.011170200000000002
Pattern NameHomerSignificance
motif2.motif0.0548364
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0140639
Pattern NameHomerSignificance
motif12.motif0.0020340999999999996
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00523093
metacluster_1/pattern_80.00255899
Pattern NameHomerSignificance
motif16.motif0.0130828
motif17.motif0.00526681
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000776381
Pattern NameHomerSignificance
motif3.motif0.00535751
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000844502
metacluster_1/pattern_120.0356651
Pattern NameHomerSignificance
motif17.motif0.0575274
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00883108
Pattern NameHomerSignificance
motif3.motif0.00662653
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000172213
Pattern NameHomerSignificance
motif2.motif0.000293178
Gata3
Pattern NameModiscoSignificance
metacluster_1/pattern_90.047190499999999996
Pattern NameHomerSignificance
motif11.motif0.00329359
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00143825
Pattern NameHomerSignificance
motif3.motif0.00640656
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000206091
Pattern NameHomerSignificance
motif2.motif0.030242200000000004
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000728202
Pattern NameHomerSignificance
motif16.motif0.00190444
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00615179
Pattern NameHomerSignificance
motif17.motif0.0397072
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000206091
Pattern NameHomerSignificance
motif2.motif0.00179531
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000211273
metacluster_1/pattern_50.000148889
metacluster_1/pattern_80.016294200000000002
metacluster_1/pattern_120.000401292
Pattern NameHomerSignificance
motif2.motif0.00677799
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_11.18294e-05
Pattern NameHomerSignificance
motif2.motif0.0008951639999999999
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00692057
Pattern NameHomerSignificance
motif16.motif0.0163826
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0129882
metacluster_1/pattern_80.000235839
Pattern NameHomerSignificance
motif16.motif0.029691200000000004
motif17.motif0.00549081
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_57.20597e-06
Pattern NameHomerSignificance
motif12.motif0.000235619
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00314403
metacluster_1/pattern_80.058611500000000004
Pattern NameHomerSignificance
motif16.motif0.00321621
motif17.motif0.0575274
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00397282
Pattern NameHomerSignificance
motif16.motif0.023157499999999998
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00522321
Pattern NameHomerSignificance
motif3.motif0.00662653
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00075663
Pattern NameHomerSignificance
motif3.motif0.00535751
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.3606400000000001e-13
metacluster_1/pattern_100.000623871
Pattern NameHomerSignificance
motif1.motif2.5082400000000002e-06
Unique TF-MoDISco TFs: #59
TF NameModiscoHomer
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0299529
Absent
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000577138
metacluster_1/pattern_50.053058400000000006
metacluster_1/pattern_80.000179513
metacluster_1/pattern_120.0221862
Absent
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0230312
Absent
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000948759
metacluster_1/pattern_50.053058400000000006
Absent
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0255956
Absent
E2f3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0490515
Absent
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0147746
Absent
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0481398
Absent
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_131.9698500000000003e-06
Absent
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_131.9434e-06
Absent
Gata4
Pattern NameModiscoSignificance
metacluster_1/pattern_90.015124200000000003
Absent
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0122495
metacluster_1/pattern_120.00665077
Absent
Gata2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00297866
Absent
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00534605
Absent
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00106998
Absent
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00622255
Absent
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_20.052269100000000006
metacluster_1/pattern_130.000187773
Absent
Zfp322a
Pattern NameModiscoSignificance
metacluster_1/pattern_140.05680319999999999
Absent
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.028598500000000002
metacluster_1/pattern_130.0499356
Absent
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00830178
metacluster_1/pattern_80.0238203
metacluster_1/pattern_120.0057001000000000005
Absent
Tfap2b
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0490005
Absent
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0429329
Absent
Sall4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0381141
Absent
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0238203
Absent
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00622255
Absent
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0356842
Absent
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00562196
Absent
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0123799
metacluster_1/pattern_50.00465644
metacluster_1/pattern_80.0238203
metacluster_1/pattern_110.00773585
metacluster_1/pattern_120.033617
Absent
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0428385
metacluster_1/pattern_120.0443844
Absent
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_120.050899900000000005
Absent
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00301785
Absent
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0006684839999999999
Absent
Gata1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00300523
Absent
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00324178
Absent
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_131.17341e-05
Absent
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000802722
Absent
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00021752599999999998
Absent
Tal1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00010396799999999999
Absent
Gata5
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00010396799999999999
Absent
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_120.016477000000000002
Absent
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_120.007119299999999999
Absent
Nr1h4
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0508992
Absent
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_131.73989e-14
Absent
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0465103
Absent
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_140.05680319999999999
Absent
Gata6
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00159174
Absent
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00012262700000000002
Absent
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0184245
Absent
Mbd2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.033604699999999994
Absent
Rxrg
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0481398
Absent
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.058476
metacluster_1/pattern_120.00397975
Absent
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0188819
Absent
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_80.058611500000000004
Absent
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0490515
metacluster_1/pattern_132.70702e-06
Absent
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_111.98321e-05
Absent
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00563558
Absent
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_131.1534000000000002e-05
Absent
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.007119299999999999
Absent
Tfap2c
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00113358
Absent
Unique Homer TFs: #8
TF NameModiscoHomer
Zic2Absent
Pattern NameHomerSignificance
motif1.motif0.0575775
E2f1Absent
Pattern NameHomerSignificance
motif2.motif0.00853336
Zbtb1Absent
Pattern NameHomerSignificance
motif2.motif0.0513086
Xbp1Absent
Pattern NameHomerSignificance
motif17.motif0.048163
Zic3Absent
Pattern NameHomerSignificance
motif1.motif0.0575775
E2f7Absent
Pattern NameHomerSignificance
motif2.motif0.024593900000000002
Nfe2l1Absent
Pattern NameHomerSignificance
motif16.motif0.059730200000000004
HinfpAbsent
Pattern NameHomerSignificance
motif15.motif0.00177212