In [1]:
# Parameters
data_name = "Spleen;8wks;D;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_266-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_266-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 19:40:08,862 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typespleen(adult-8wks)
    Cell GroupOther Tissues
    Experiment NameDHS
    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
    rep1768355101022.70512060331747624940.231336168080.175774162470.3602
    rep2768355101018.16242501566140628390.162534323060.137388881480.3555
    Modelling Metadata
    MetricValue
    auPRC0.5814
    Calibrated Recall at 50% FDR0.22
    Number of Positive Examples in Test Data65465
    Number of Negative Examples in Test Data8005386
    Imbalance Ratio in Test Data0.0081
    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: #20
Pattern NameTF Name(s)Modisco
metacluster_1/pattern_0 # seqlets: 7552 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_1 # seqlets: 7449 SequenceContrib ScoresHyp_Contrib Scores
Spib, Spi1, Etv2, Irf4, Irf8, Ets1, Spic, Etv4, Etv6, Erg,

Ehf, Elf3, Fli1, Gabpa, Etv3, Elk1, XP_911724.4, Elf1, Elf4, Elk4, Elf2,

Elk3, Etv1, Etv5, Elf5, Irf3, Prdm1, Irf2, Fev, Irf1, Spdef
metacluster_1/pattern_2 # seqlets: 2547 SequenceContrib ScoresHyp_Contrib Scores
Sp4, Sp2, Sp3, Klf3, Sp1, E2f4, Klf6, Klf7, Klf4, Klf1,

Klf8, Klf12, Egr1, Zbtb17, Egr2, E2f1, Klf5, Sp5, Zfp281, Zfp740, Zfx,

Zbtb1, Egr3
metacluster_1/pattern_3 # seqlets: 1668 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_4 # seqlets: 1440 SequenceContrib ScoresHyp_Contrib Scores
Creb1, Atf7, Atf2, Jdp2, Crem, Creb5, Atf1, Jun, Atf3, Fosl2
metacluster_1/pattern_5 # seqlets: 1132 SequenceContrib ScoresHyp_Contrib Scores
Stat2, Stat1, Irf7, Irf9, Irf5
metacluster_1/pattern_6 # seqlets: 1090 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Foxi1, Nfyc, Nfya, Pbx3
metacluster_1/pattern_7 # seqlets: 908 SequenceContrib ScoresHyp_Contrib Scores
Usf1, Tfec, Tfeb, Arntl, Usf2, Mitf, Bhlhe40, Srebf1, Tfe3, Mlx,

Clock, Arnt, Npas2, Srebf2, Tcfl5, Creb3l2, Bhlhe41, Hlf, Dbp, Xbp1, Mlxip,

Arnt2
metacluster_1/pattern_8 # seqlets: 684 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2
metacluster_1/pattern_9 # seqlets: 626 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Zfp42, Rfx1, Wt1, Maz
metacluster_1/pattern_10 # seqlets: 568 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_11 # seqlets: 459 SequenceContrib ScoresHyp_Contrib Scores
Rfx2, Rfx3, Rfx4, Rfx7, Rfx6
metacluster_1/pattern_12 # seqlets: 440 SequenceContrib ScoresHyp_Contrib Scores
Runx1, Runx2, Runx3, Cbfb
metacluster_1/pattern_13 # seqlets: 393 SequenceContrib ScoresHyp_Contrib Scores
Nfkb2, Nfkb1, Rela, Relb, Rel
metacluster_1/pattern_14 # seqlets: 314 SequenceContrib ScoresHyp_Contrib Scores
Pou2f2
metacluster_1/pattern_15 # seqlets: 192 SequenceContrib ScoresHyp_Contrib Scores
Zbtb33
metacluster_1/pattern_16 # seqlets: 137 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_17 # seqlets: 132 SequenceContrib ScoresHyp_Contrib Scores
Jund, Fosl1, Junb, Fosb, Fos, Batf, Mafa, Bach2, Nr1d2
metacluster_1/pattern_18 # seqlets: 83 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_19 # seqlets: 40 SequenceContrib ScoresHyp_Contrib Scores
Nfia, Nfib, Nfic
Click here for Motifs by TF-MoDISco: #136
TF NamePattern(s)
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.56562e-16
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_09.282969999999999e-08
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_12.4556599999999998e-05
metacluster_1/pattern_53.40825e-05
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0009253489999999999
metacluster_1/pattern_50.0439912
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000169976
metacluster_1/pattern_160.0591144
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00018062099999999998
metacluster_1/pattern_50.00461235
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00018062099999999998
metacluster_1/pattern_52.9113499999999997e-07
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000921272
metacluster_1/pattern_100.0207608
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00144025
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00298425
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00128501
metacluster_1/pattern_160.0591144
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000921272
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0056352
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0109479
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00679243
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0200502
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000921272
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00220244
metacluster_1/pattern_100.0313669
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0009253489999999999
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000966163
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00104314
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00267978
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0137153
metacluster_1/pattern_160.0591144
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00220244
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00329488
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00293952
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0186396
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00513411
metacluster_1/pattern_50.0292132
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0056352
metacluster_1/pattern_50.022417
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00916674
metacluster_1/pattern_50.022752900000000003
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0105191
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0135511
metacluster_1/pattern_59.92535e-07
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0186396
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00107195
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_23.42037e-06
metacluster_1/pattern_90.00011557700000000001
metacluster_1/pattern_150.0203301
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_29.8603e-06
metacluster_1/pattern_90.0007191760000000001
metacluster_1/pattern_150.0190833
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_21.1048e-05
metacluster_1/pattern_90.031673200000000006
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000307505
metacluster_1/pattern_90.000135788
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00034081199999999996
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000407709
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000472715
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0098039
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0353938
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0007680260000000001
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00916146
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0353543
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00733826
metacluster_1/pattern_90.0137946
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0353543
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0113595
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.01769
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0204377
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0241537
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0353543
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0353938
metacluster_1/pattern_90.004563
metacluster_1/pattern_150.0159316
Zbtb1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.046383600000000004
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.046383600000000004
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_32.20563e-08
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00723681
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0008096980000000001
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00148902
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00276872
metacluster_1/pattern_170.00298393
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0215828
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00119955
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0480218
metacluster_1/pattern_70.0107104
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0549849
metacluster_1/pattern_170.000237536
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.012662399999999999
metacluster_1/pattern_170.000328612
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.039862
metacluster_1/pattern_170.000328612
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0006916
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000760668
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00194823
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0215362
Irf5
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0215362
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_62.92059e-10
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_65.686430000000001e-06
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_65.686430000000001e-06
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_68.40404e-06
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_68.37969e-05
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00335928
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00309208
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00129579
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00677003
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00371293
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00251973
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00542467
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0025936999999999996
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00309208
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_70.030278199999999998
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0438162
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_70.032987
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00266652
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00309208
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00515066
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0214765
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_70.010739799999999999
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0438162
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_70.04793680000000001
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.048556800000000004
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_70.052456600000000006
Arnt2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.053082000000000004
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_81.2140099999999998e-21
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_81.8597e-20
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_86.90056e-13
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_97.406860000000001e-06
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_98.30809e-06
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0137946
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.031673200000000006
metacluster_1/pattern_111.1072800000000001e-07
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0444452
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0518159
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_111.5099e-07
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0184141
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_117.63927e-05
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00797179
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0260839
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00105349
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0119027
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00221826
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00533806
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_138.136810000000001e-08
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_131.52792e-05
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00016035
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_138.36781e-05
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0165203
Pou2f2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00551132
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_153.20017e-06
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0152507
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_170.039746
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0420144
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_170.000328612
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_170.000328612
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0213626
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0188891
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0251274
Nr1d2
Pattern NameModiscoSignificance
metacluster_1/pattern_170.034737300000000006
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_199.42305e-06
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_190.000123697
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_190.000329892
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: #105
TF NameModiscoHomer
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0444452
Pattern NameHomerSignificance
motif3.motif0.05432000000000001
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00797179
Pattern NameHomerSignificance
motif17.motif0.00117162
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000307505
metacluster_1/pattern_90.000135788
Pattern NameHomerSignificance
motif3.motif0.00642609
motif18.motif0.018795
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0119027
Pattern NameHomerSignificance
motif16.motif0.0156099
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0113595
Pattern NameHomerSignificance
motif3.motif0.00694186
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000472715
Pattern NameHomerSignificance
motif3.motif0.00039500900000000004
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.01769
Pattern NameHomerSignificance
motif3.motif0.00692708
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_138.36781e-05
Pattern NameHomerSignificance
motif15.motif0.000478346
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000921272
Pattern NameHomerSignificance
motif2.motif7.7398e-05
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.012662399999999999
metacluster_1/pattern_170.000328612
Pattern NameHomerSignificance
motif7.motif0.0363015
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00309208
Pattern NameHomerSignificance
motif7.motif0.0492894
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_23.42037e-06
metacluster_1/pattern_90.00011557700000000001
metacluster_1/pattern_150.0203301
Pattern NameHomerSignificance
motif3.motif0.00018150799999999998
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00309208
Pattern NameHomerSignificance
motif7.motif0.0122682
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_68.40404e-06
Pattern NameHomerSignificance
motif8.motif2.24629e-06
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_62.92059e-10
Pattern NameHomerSignificance
motif8.motif3.4635e-07
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_81.2140099999999998e-21
Pattern NameHomerSignificance
motif4.motif4.4791e-06
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0200502
Pattern NameHomerSignificance
motif2.motif0.00149019
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00018062099999999998
metacluster_1/pattern_50.00461235
Pattern NameHomerSignificance
motif2.motif0.0005730630000000001
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0353543
Pattern NameHomerSignificance
motif3.motif0.021487
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_68.37969e-05
Pattern NameHomerSignificance
motif8.motif0.000285677
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0186396
Pattern NameHomerSignificance
motif2.motif0.030712299999999998
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0009253489999999999
metacluster_1/pattern_50.0439912
Pattern NameHomerSignificance
motif2.motif0.00214602
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0137946
Pattern NameHomerSignificance
motif13.motif0.023083900000000004
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_65.686430000000001e-06
Pattern NameHomerSignificance
motif8.motif5.51128e-06
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00276872
metacluster_1/pattern_170.00298393
Pattern NameHomerSignificance
motif7.motif0.0225643
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0098039
Pattern NameHomerSignificance
motif3.motif0.028385400000000005
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00916674
metacluster_1/pattern_50.022752900000000003
Pattern NameHomerSignificance
motif2.motif0.0175638
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0438162
Pattern NameHomerSignificance
motif7.motif0.0129499
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0184141
Pattern NameHomerSignificance
motif17.motif0.00244789
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00018062099999999998
metacluster_1/pattern_52.9113499999999997e-07
Pattern NameHomerSignificance
motif2.motif0.0005496419999999999
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_153.20017e-06
Pattern NameHomerSignificance
motif14.motif3.9323e-07
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00128501
metacluster_1/pattern_160.0591144
Pattern NameHomerSignificance
motif2.motif0.00110605
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00371293
Pattern NameHomerSignificance
motif7.motif0.0492894
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0353938
Pattern NameHomerSignificance
motif3.motif0.0536183
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00148902
Pattern NameHomerSignificance
motif7.motif0.0471772
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_70.010739799999999999
Pattern NameHomerSignificance
motif7.motif0.0419765
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.56562e-16
Pattern NameHomerSignificance
motif1.motif0.000441936
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00733826
metacluster_1/pattern_90.0137946
Pattern NameHomerSignificance
motif3.motif0.00407401
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00119955
Pattern NameHomerSignificance
motif7.motif0.0122682
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00679243
Pattern NameHomerSignificance
motif2.motif0.000160377
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0137153
metacluster_1/pattern_160.0591144
Pattern NameHomerSignificance
motif2.motif0.017265799999999998
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00309208
Pattern NameHomerSignificance
motif7.motif0.056562400000000006
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.048556800000000004
Pattern NameHomerSignificance
motif7.motif0.0311116
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00533806
Pattern NameHomerSignificance
motif16.motif0.0320247
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00542467
Pattern NameHomerSignificance
motif7.motif0.0363015
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0109479
Pattern NameHomerSignificance
motif2.motif0.00397302
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00105349
Pattern NameHomerSignificance
motif16.motif0.0156099
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0186396
Pattern NameHomerSignificance
motif2.motif0.00573451
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_29.8603e-06
metacluster_1/pattern_90.0007191760000000001
metacluster_1/pattern_150.0190833
Pattern NameHomerSignificance
motif3.motif0.000132639
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00221826
Pattern NameHomerSignificance
motif16.motif0.00623105
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00144025
Pattern NameHomerSignificance
motif2.motif0.00295388
Zbtb1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.046383600000000004
Pattern NameHomerSignificance
motif3.motif0.0433269
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00723681
Pattern NameHomerSignificance
motif7.motif0.0122682
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0025936999999999996
Pattern NameHomerSignificance
motif7.motif0.0179005
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0056352
metacluster_1/pattern_50.022417
Pattern NameHomerSignificance
motif2.motif0.0177037
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000169976
metacluster_1/pattern_160.0591144
Pattern NameHomerSignificance
motif2.motif3.4949e-05
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0215362
Pattern NameHomerSignificance
motif11.motif0.0227465
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000966163
Pattern NameHomerSignificance
motif2.motif7.52496e-05
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0008096980000000001
Pattern NameHomerSignificance
motif7.motif0.028899400000000002
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00220244
Pattern NameHomerSignificance
motif2.motif9.122370000000001e-05
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0105191
Pattern NameHomerSignificance
motif2.motif0.0010222000000000002
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0241537
Pattern NameHomerSignificance
motif3.motif0.0552308
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_111.5099e-07
Pattern NameHomerSignificance
motif17.motif0.00224823
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0215828
Pattern NameHomerSignificance
motif7.motif0.00931546
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_70.030278199999999998
Pattern NameHomerSignificance
motif7.motif0.0149441
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000407709
Pattern NameHomerSignificance
motif3.motif0.00103449
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00016035
Pattern NameHomerSignificance
motif15.motif0.00179082
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0007680260000000001
Pattern NameHomerSignificance
motif3.motif0.0009231589999999999
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00129579
Pattern NameHomerSignificance
motif7.motif0.019225
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_131.52792e-05
Pattern NameHomerSignificance
motif15.motif0.000478346
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00329488
Pattern NameHomerSignificance
motif2.motif9.122370000000001e-05
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00916146
Pattern NameHomerSignificance
motif3.motif0.036344800000000003
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_117.63927e-05
Pattern NameHomerSignificance
motif17.motif0.000528366
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000921272
metacluster_1/pattern_100.0207608
Pattern NameHomerSignificance
motif2.motif3.265e-05
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_65.686430000000001e-06
Pattern NameHomerSignificance
motif8.motif5.0012399999999996e-05
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_32.20563e-08
Pattern NameHomerSignificance
motif5.motif4.32114e-07
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0353543
Pattern NameHomerSignificance
motif3.motif0.0552308
motif18.motif0.0599196
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_21.1048e-05
metacluster_1/pattern_90.031673200000000006
Pattern NameHomerSignificance
motif3.motif0.00018150799999999998
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0165203
Pattern NameHomerSignificance
motif15.motif0.0313072
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0009253489999999999
Pattern NameHomerSignificance
motif2.motif9.834520000000001e-05
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00251973
Pattern NameHomerSignificance
motif7.motif0.0363015
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_12.4556599999999998e-05
metacluster_1/pattern_53.40825e-05
Pattern NameHomerSignificance
motif2.motif9.122370000000001e-05
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00107195
Pattern NameHomerSignificance
motif3.motif0.013920600000000002
motif18.motif0.0599196
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0480218
metacluster_1/pattern_70.0107104
Pattern NameHomerSignificance
motif7.motif0.0363015
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00335928
Pattern NameHomerSignificance
motif7.motif0.0122682
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_86.90056e-13
Pattern NameHomerSignificance
motif4.motif6.50813e-05
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0056352
Pattern NameHomerSignificance
motif2.motif0.00108013
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00104314
Pattern NameHomerSignificance
motif2.motif0.000194065
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00267978
Pattern NameHomerSignificance
motif2.motif7.570359999999999e-05
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00298425
Pattern NameHomerSignificance
motif2.motif9.122370000000001e-05
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_09.282969999999999e-08
Pattern NameHomerSignificance
motif1.motif0.000742525
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.031673200000000006
metacluster_1/pattern_111.1072800000000001e-07
Pattern NameHomerSignificance
motif17.motif0.00687773
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_98.30809e-06
Pattern NameHomerSignificance
motif13.motif3.42349e-05
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_138.136810000000001e-08
Pattern NameHomerSignificance
motif15.motif0.00186523
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_97.406860000000001e-06
Pattern NameHomerSignificance
motif13.motif0.0186209
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0135511
metacluster_1/pattern_59.92535e-07
Pattern NameHomerSignificance
motif2.motif0.032477099999999995
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00677003
Pattern NameHomerSignificance
motif7.motif0.0489274
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00220244
metacluster_1/pattern_100.0313669
Pattern NameHomerSignificance
motif2.motif9.122370000000001e-05
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00293952
Pattern NameHomerSignificance
motif2.motif9.122370000000001e-05
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000921272
Pattern NameHomerSignificance
motif2.motif3.265e-05
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0204377
Pattern NameHomerSignificance
motif3.motif0.028385400000000005
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00513411
metacluster_1/pattern_50.0292132
Pattern NameHomerSignificance
motif2.motif0.0249009
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0260839
Pattern NameHomerSignificance
motif17.motif0.000528366
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_81.8597e-20
Pattern NameHomerSignificance
motif4.motif3.8179e-06
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00034081199999999996
Pattern NameHomerSignificance
motif3.motif0.00154205
Unique TF-MoDISco TFs: #31
TF NameModiscoHomer
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000760668
Absent
Arnt2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.053082000000000004
Absent
Pou2f2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00551132
Absent
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_170.000328612
Absent
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_170.039746
Absent
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0353938
metacluster_1/pattern_90.004563
metacluster_1/pattern_150.0159316
Absent
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0213626
Absent
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.046383600000000004
Absent
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_190.000329892
Absent
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0420144
Absent
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0214765
Absent
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_70.04793680000000001
Absent
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00266652
Absent
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.039862
metacluster_1/pattern_170.000328612
Absent
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_70.032987
Absent
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00194823
Absent
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0353543
Absent
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0438162
Absent
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_190.000123697
Absent
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00515066
Absent
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0006916
Absent
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0188891
Absent
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_70.052456600000000006
Absent
Nr1d2
Pattern NameModiscoSignificance
metacluster_1/pattern_170.034737300000000006
Absent
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0251274
Absent
Irf5
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0215362
Absent
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0549849
metacluster_1/pattern_170.000237536
Absent
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_170.000328612
Absent
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0152507
Absent
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_199.42305e-06
Absent
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0518159
Absent
Unique Homer TFs: #5
TF NameModiscoHomer
E2f7Absent
Pattern NameHomerSignificance
motif3.motif0.0237892
RxrbAbsent
Pattern NameHomerSignificance
motif7.motif0.0157685
E2f6Absent
Pattern NameHomerSignificance
motif3.motif0.053650699999999996
Klf15Absent
Pattern NameHomerSignificance
motif3.motif0.00407401
Tbx21Absent
Pattern NameHomerSignificance
motif18.motif0.0599196