In [1]:
# Parameters
data_name = "ES;ZhBTc4;2;D;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_199-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_199-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 19:26:04,012 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeUndifferentiated mouse embryonic stem cells (ZhBTc4)
    Cell GroupES cells and embryonic tissues
    Experiment NameDHS
    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
    rep122699916273011.182897964123278338640.2842125486260.1281420210880.429
    Modelling Metadata
    MetricValue
    auPRC0.6699
    Calibrated Recall at 50% FDR0.186
    Number of Positive Examples in Test Data142314
    Number of Negative Examples in Test Data7928537
    Imbalance Ratio in Test Data0.0176
    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: #24
Pattern NameTF Name(s)Modisco
metacluster_1/pattern_0 # seqlets: 5746 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_1 # seqlets: 5224 SequenceContrib ScoresHyp_Contrib Scores
Klf15, Maz, Klf1, Sp1, Klf6, Wt1, Sp2, Sp3, Sp4, Sp5,

Klf4, Zbtb17, Klf7, Egr1, Klf8, Klf3, Zfx, Klf12, Klf5, Egr2, E2f4,

Zfp281, Tfap2c, Sall4, Zfp740, Ptf1a, Tfap2b
metacluster_1/pattern_2 # seqlets: 2262 SequenceContrib ScoresHyp_Contrib Scores
Pou5f1, Nanog, Sox2, Pou2f2, Lef1, Sox30, Sox14, Sry, Sox6, Irx3
metacluster_1/pattern_3 # seqlets: 1222 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfyc, Nfya, Foxi1, Pbx3
metacluster_1/pattern_4 # seqlets: 1093 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_5 # seqlets: 1061 SequenceContrib ScoresHyp_Contrib Scores
Sox4, Sox3, Sox12, Sox17, Sox5, Sox21, Sox11, Tcf7l2, Tcf7, Sox8,

Tcf7l1, Sox7, Sox18
metacluster_1/pattern_6 # seqlets: 1019 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_7 # seqlets: 989 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_8 # seqlets: 978 SequenceContrib ScoresHyp_Contrib Scores
Tead4, Tead2, Tead1
metacluster_1/pattern_9 # seqlets: 780 SequenceContrib ScoresHyp_Contrib Scores
Zic2, Zic3, Zic1, Tcf12
metacluster_1/pattern_10 # seqlets: 702 SequenceContrib ScoresHyp_Contrib Scores
Tfec, Usf1, Tfeb, Srebf1, Arntl, Bhlhe40, Mitf, Usf2, Tfe3, Mlx,

Clock, Arnt, Srebf2, Npas2, Tcfl5, Bhlhe41, Atf1, Creb3l2, Dbp, Hlf, Arnt2,

Max, Mlxip, Xbp1
metacluster_1/pattern_11 # seqlets: 675 SequenceContrib ScoresHyp_Contrib Scores
Gabpa, Elf1, Elk1, Fli1, Elk4, Elk3, Ets1, Erg, Etv5, Fev,

Elf5, Etv1, Etv4, Elf2, Elf4, Etv6, Ehf, Etv3, XP_911724.4, Elf3, Etv2,

Spi1, Spdef, Stat3
metacluster_1/pattern_12 # seqlets: 606 SequenceContrib ScoresHyp_Contrib Scores
Esrra, Rara, Esrrb, Esrrg, Nr5a2, Rxrg, Rxra, Rarg, Nr5a1, Nr4a2
metacluster_1/pattern_13 # seqlets: 590 SequenceContrib ScoresHyp_Contrib Scores
Rfx2, Rfx3, Rfx1, Rfx4, Rfx6, Rfx7
metacluster_1/pattern_14 # seqlets: 375 SequenceContrib ScoresHyp_Contrib Scores
Tcfcp2l1, Trp63
metacluster_1/pattern_15 # seqlets: 327 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2
metacluster_1/pattern_16 # seqlets: 299 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Zfp42
metacluster_1/pattern_17 # seqlets: 279 SequenceContrib ScoresHyp_Contrib Scores
Bach2, Nfe2l2, Nfe2, Bach1, Mafk, Mafa, Mafb, Mafg, Jun, Maff,

Maf, Atf3, Fosl2, Fosb, Fosl1, Junb, Jund, Batf, Fos, Jdp2
metacluster_1/pattern_18 # seqlets: 227 SequenceContrib ScoresHyp_Contrib Scores
Rest
metacluster_1/pattern_19 # seqlets: 191 SequenceContrib ScoresHyp_Contrib Scores
Creb1, Atf2, Atf7, Crem, Creb5, Nfil3
metacluster_1/pattern_20 # seqlets: 80 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_21 # seqlets: 76 SequenceContrib ScoresHyp_Contrib Scores
Tfap2a, Tfap2e
metacluster_1/pattern_22 # seqlets: 69 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_23 # seqlets: 51 SequenceContrib ScoresHyp_Contrib Scores
Zbtb33
Click here for Motifs by TF-MoDISco: #167
TF NamePattern(s)
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.95901e-15
metacluster_1/pattern_60.0125819
metacluster_1/pattern_90.045941699999999995
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_06.70376e-10
Klf15
Pattern NameModiscoSignificance
metacluster_1/pattern_18.2271e-05
metacluster_1/pattern_160.05315399999999999
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000158572
metacluster_1/pattern_160.00546643
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0262586
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00141196
metacluster_1/pattern_166.19831e-05
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00016481400000000002
metacluster_1/pattern_160.026581099999999996
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00016481400000000002
metacluster_1/pattern_160.0170835
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000221266
metacluster_1/pattern_160.000124383
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000337583
metacluster_1/pattern_160.000420011
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00280727
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00044365
metacluster_1/pattern_160.0452802
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0013718
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00101807
metacluster_1/pattern_160.020967700000000002
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00141196
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.049735800000000004
metacluster_1/pattern_160.0554196
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00141196
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00141196
metacluster_1/pattern_160.0448476
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_10.015247499999999999
metacluster_1/pattern_160.020967700000000002
metacluster_1/pattern_190.017643799999999998
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00188038
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00193391
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00261648
metacluster_1/pattern_160.023078400000000002
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00273105
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_10.024983500000000002
Tfap2c
Pattern NameModiscoSignificance
metacluster_1/pattern_10.010009700000000002
metacluster_1/pattern_210.0119722
Sall4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.013112
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0160216
Ptf1a
Pattern NameModiscoSignificance
metacluster_1/pattern_10.041891399999999995
Tfap2b
Pattern NameModiscoSignificance
metacluster_1/pattern_10.049735800000000004
metacluster_1/pattern_210.011334200000000001
Pou5f1
Pattern NameModiscoSignificance
metacluster_1/pattern_21.7321000000000001e-06
metacluster_1/pattern_50.014212899999999999
Nanog
Pattern NameModiscoSignificance
metacluster_1/pattern_21.22874e-10
metacluster_1/pattern_50.0013217
Sox2
Pattern NameModiscoSignificance
metacluster_1/pattern_21.2827200000000001e-06
metacluster_1/pattern_50.00724777
Pou2f2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.026813599999999996
Lef1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0304483
metacluster_1/pattern_50.024765799999999998
Sox30
Pattern NameModiscoSignificance
metacluster_1/pattern_20.03571919999999999
metacluster_1/pattern_50.00724777
Sox14
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0569535
metacluster_1/pattern_50.018394099999999997
Sry
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0569535
metacluster_1/pattern_50.0232224
Sox6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0569535
metacluster_1/pattern_50.0126205
Irx3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0569535
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_34.1296000000000007e-11
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_33.61666e-10
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_32.32495e-09
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_31.64942e-08
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_31.14076e-05
Sox4
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00547122
Sox3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00724777
Sox12
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00724777
Sox17
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0113705
Sox5
Pattern NameModiscoSignificance
metacluster_1/pattern_50.018394099999999997
Sox21
Pattern NameModiscoSignificance
metacluster_1/pattern_50.018394099999999997
Sox11
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0214261
Tcf7l2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0222448
Tcf7
Pattern NameModiscoSignificance
metacluster_1/pattern_50.027167300000000002
Sox8
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0273041
Tcf7l1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0286096
Sox7
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0286096
Sox18
Pattern NameModiscoSignificance
metacluster_1/pattern_50.034187999999999996
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_74.9868e-10
Tead4
Pattern NameModiscoSignificance
metacluster_1/pattern_84.50628e-05
Tead2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000357748
Tead1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00130498
Zic2
Pattern NameModiscoSignificance
metacluster_1/pattern_95.48175e-13
Zic3
Pattern NameModiscoSignificance
metacluster_1/pattern_90.034766000000000005
Zic1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0419894
Tcf12
Pattern NameModiscoSignificance
metacluster_1/pattern_90.045941699999999995
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00274686
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00288457
metacluster_1/pattern_190.00509059
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00144039
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0562284
metacluster_1/pattern_190.059539999999999996
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00918688
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00437754
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00203913
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00274686
metacluster_1/pattern_192.93585e-05
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00353573
metacluster_1/pattern_190.0485983
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0260971
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_100.000874423
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_100.034052099999999995
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00274686
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00288457
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00903556
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00918688
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00997981
metacluster_1/pattern_190.025221
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.04506
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0313761
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0376169
metacluster_1/pattern_190.059055899999999995
Arnt2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.03998
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0479098
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0489014
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0552231
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00346394
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_114.34546e-08
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00346394
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00595809
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00491139
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00346394
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00680031
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00557213
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00337101
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00339409
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0119693
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00372312
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00595809
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0114965
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00453281
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00491139
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00680031
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00680031
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00680031
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.029773599999999997
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0221975
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0221975
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_110.029773599999999997
Stat3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0531706
Esrra
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00246512
Rara
Pattern NameModiscoSignificance
metacluster_1/pattern_126.24076e-05
Esrrb
Pattern NameModiscoSignificance
metacluster_1/pattern_129.88993e-05
Esrrg
Pattern NameModiscoSignificance
metacluster_1/pattern_129.500129999999999e-05
Nr5a2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0008257830000000001
Rxrg
Pattern NameModiscoSignificance
metacluster_1/pattern_129.88993e-05
Rxra
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000136738
Rarg
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000348895
Nr5a1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00249935
Nr4a2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0394704
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.057011900000000004
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00515627
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_131.68062e-07
metacluster_1/pattern_160.022862200000000003
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_130.000101219
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00016047700000000002
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00192497
Tcfcp2l1
Pattern NameModiscoSignificance
metacluster_1/pattern_149.97446e-07
Trp63
Pattern NameModiscoSignificance
metacluster_1/pattern_140.033963099999999996
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_151.4642600000000002e-20
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_158.80675e-20
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_154.11281e-12
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_165.81614e-06
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_165.81614e-06
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00799602
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_171.56425e-08
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_171.02625e-07
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_171.02625e-07
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_178.61827e-06
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_170.000622239
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_170.000542733
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00156418
Mafg
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00155395
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00155395
metacluster_1/pattern_190.0471819
Maff
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00156418
Maf
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00186305
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00251537
metacluster_1/pattern_190.0148504
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00510732
metacluster_1/pattern_190.0177487
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00419143
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00506684
metacluster_1/pattern_190.059055899999999995
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00506684
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_170.057382100000000005
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0507994
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00788083
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_170.015371100000000002
metacluster_1/pattern_190.000710857
Rest
Pattern NameModiscoSignificance
metacluster_1/pattern_181.91445e-20
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_190.00243129
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_190.000868336
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_190.000374059
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_190.012764600000000001
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_190.000118323
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_190.0592706
Tfap2a
Pattern NameModiscoSignificance
metacluster_1/pattern_210.0427974
Tfap2e
Pattern NameModiscoSignificance
metacluster_1/pattern_210.00103843
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_232.6185900000000003e-05
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
Sox11
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0214261
Pattern NameHomerSignificance
motif7.motif0.0219407
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00141196
Pattern NameHomerSignificance
motif2.motif8.77858e-09
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_06.70376e-10
Pattern NameHomerSignificance
motif1.motif7.472089999999999e-06
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00288457
Pattern NameHomerSignificance
motif13.motif0.011398
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00251537
metacluster_1/pattern_190.0148504
Pattern NameHomerSignificance
motif13.motif0.0223109
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0489014
Pattern NameHomerSignificance
motif13.motif0.056453699999999996
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00288457
metacluster_1/pattern_190.00509059
Pattern NameHomerSignificance
motif13.motif0.0108408
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_33.61666e-10
Pattern NameHomerSignificance
motif11.motif0.000350525
Nanog
Pattern NameModiscoSignificance
metacluster_1/pattern_21.22874e-10
metacluster_1/pattern_50.0013217
Pattern NameHomerSignificance
motif3.motif7.92649e-09
motif7.motif0.00556568
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000221266
metacluster_1/pattern_160.000124383
Pattern NameHomerSignificance
motif2.motif0.00740809
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_190.000868336
Pattern NameHomerSignificance
motif13.motif0.020220699999999998
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0260971
Pattern NameHomerSignificance
motif13.motif0.0111273
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00016481400000000002
metacluster_1/pattern_160.026581099999999996
Pattern NameHomerSignificance
motif2.motif0.00042096699999999996
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_32.32495e-09
Pattern NameHomerSignificance
motif7.motif0.05895209999999999
motif11.motif0.000642611
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_151.4642600000000002e-20
Pattern NameHomerSignificance
motif8.motif1.08034e-08
Sox21
Pattern NameModiscoSignificance
metacluster_1/pattern_50.018394099999999997
Pattern NameHomerSignificance
motif7.motif0.0562095
Zic2
Pattern NameModiscoSignificance
metacluster_1/pattern_95.48175e-13
Pattern NameHomerSignificance
motif1.motif0.0190206
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.04506
Pattern NameHomerSignificance
motif13.motif0.0274554
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_190.00243129
Pattern NameHomerSignificance
motif13.motif0.023596799999999998
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00437754
Pattern NameHomerSignificance
motif13.motif0.0111273
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00353573
metacluster_1/pattern_190.0485983
Pattern NameHomerSignificance
motif13.motif0.00183128
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_190.000374059
Pattern NameHomerSignificance
motif13.motif0.0449561
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00203913
Pattern NameHomerSignificance
motif13.motif0.00278244
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_154.11281e-12
Pattern NameHomerSignificance
motif8.motif5.99432e-06
Nr5a2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0008257830000000001
Pattern NameHomerSignificance
motif12.motif0.00874741
Rara
Pattern NameModiscoSignificance
metacluster_1/pattern_126.24076e-05
Pattern NameHomerSignificance
motif12.motif0.0201138
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_31.64942e-08
Pattern NameHomerSignificance
motif11.motif0.000786024
Rxrg
Pattern NameModiscoSignificance
metacluster_1/pattern_129.88993e-05
Pattern NameHomerSignificance
motif12.motif0.00420516
Irx3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0569535
Pattern NameHomerSignificance
motif3.motif0.0535034
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_100.034052099999999995
Pattern NameHomerSignificance
motif13.motif0.0428745
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00903556
Pattern NameHomerSignificance
motif13.motif0.0242862
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_31.14076e-05
Pattern NameHomerSignificance
motif7.motif0.05708049999999999
motif11.motif0.00276099
Rarg
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000348895
Pattern NameHomerSignificance
motif12.motif0.00300698
motif13.motif0.0380167
Sox17
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0113705
Pattern NameHomerSignificance
motif7.motif0.00333486
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0013718
Pattern NameHomerSignificance
motif2.motif1.82815e-05
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00188038
Pattern NameHomerSignificance
motif2.motif2.2097e-05
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_34.1296000000000007e-11
Pattern NameHomerSignificance
motif11.motif0.000642611
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00274686
Pattern NameHomerSignificance
motif13.motif0.00236316
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00280727
Pattern NameHomerSignificance
motif2.motif0.051556399999999995
Sox3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00724777
Pattern NameHomerSignificance
motif7.motif0.00250399
Sox6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0569535
metacluster_1/pattern_50.0126205
Pattern NameHomerSignificance
motif7.motif0.0161626
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00273105
Pattern NameHomerSignificance
motif2.motif0.030958199999999998
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00261648
metacluster_1/pattern_160.023078400000000002
Pattern NameHomerSignificance
motif2.motif0.025056799999999997
Nr5a1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00249935
Pattern NameHomerSignificance
motif12.motif0.00420516
Sox2
Pattern NameModiscoSignificance
metacluster_1/pattern_21.2827200000000001e-06
metacluster_1/pattern_50.00724777
Pattern NameHomerSignificance
motif3.motif1.40381e-07
motif7.motif0.0183668
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_110.029773599999999997
Pattern NameHomerSignificance
motif9.motif0.039983
Sox30
Pattern NameModiscoSignificance
metacluster_1/pattern_20.03571919999999999
metacluster_1/pattern_50.00724777
Pattern NameHomerSignificance
motif7.motif0.015510299999999998
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00274686
metacluster_1/pattern_192.93585e-05
Pattern NameHomerSignificance
motif13.motif0.00743175
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00510732
metacluster_1/pattern_190.0177487
Pattern NameHomerSignificance
motif13.motif0.057825800000000004
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_190.012764600000000001
Pattern NameHomerSignificance
motif13.motif0.013740299999999999
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00274686
Pattern NameHomerSignificance
motif2.motif0.0507737
motif13.motif0.0449561
Nr4a2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0394704
Pattern NameHomerSignificance
motif12.motif0.0465482
Sry
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0569535
metacluster_1/pattern_50.0232224
Pattern NameHomerSignificance
motif7.motif0.0183668
Esrrg
Pattern NameModiscoSignificance
metacluster_1/pattern_129.500129999999999e-05
Pattern NameHomerSignificance
motif12.motif0.00141002
Esrrb
Pattern NameModiscoSignificance
metacluster_1/pattern_129.88993e-05
Pattern NameHomerSignificance
motif12.motif0.00936355
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00918688
Pattern NameHomerSignificance
motif13.motif0.012808400000000001
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00141196
metacluster_1/pattern_160.0448476
Pattern NameHomerSignificance
motif2.motif4.43744e-06
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0479098
Pattern NameHomerSignificance
motif13.motif0.05121619999999999
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00144039
Pattern NameHomerSignificance
motif13.motif0.000962588
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0562284
metacluster_1/pattern_190.059539999999999996
Pattern NameHomerSignificance
motif13.motif0.00963986
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00997981
metacluster_1/pattern_190.025221
Pattern NameHomerSignificance
motif13.motif0.0111273
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.049735800000000004
metacluster_1/pattern_160.0554196
Pattern NameHomerSignificance
motif2.motif0.0358522
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.95901e-15
metacluster_1/pattern_60.0125819
metacluster_1/pattern_90.045941699999999995
Pattern NameHomerSignificance
motif1.motif1.09228e-07
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00141196
Pattern NameHomerSignificance
motif2.motif9.29274e-10
Pou5f1
Pattern NameModiscoSignificance
metacluster_1/pattern_21.7321000000000001e-06
metacluster_1/pattern_50.014212899999999999
Pattern NameHomerSignificance
motif3.motif1.0219e-05
motif7.motif0.0183668
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_100.000874423
Pattern NameHomerSignificance
motif13.motif0.00154443
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_170.015371100000000002
metacluster_1/pattern_190.000710857
Pattern NameHomerSignificance
motif13.motif0.0328829
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00918688
Pattern NameHomerSignificance
motif13.motif0.018675999999999998
Esrra
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00246512
Pattern NameHomerSignificance
motif12.motif0.00364064
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0552231
Pattern NameHomerSignificance
motif13.motif0.0274554
Zic3
Pattern NameModiscoSignificance
metacluster_1/pattern_90.034766000000000005
Pattern NameHomerSignificance
motif1.motif0.0190206
Rxra
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000136738
Pattern NameHomerSignificance
motif12.motif0.00420516
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_190.000118323
Pattern NameHomerSignificance
motif13.motif0.0170324
Sox14
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0569535
metacluster_1/pattern_50.018394099999999997
Pattern NameHomerSignificance
motif7.motif0.05708049999999999
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_158.80675e-20
Pattern NameHomerSignificance
motif8.motif2.7216700000000002e-08
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00193391
Pattern NameHomerSignificance
motif2.motif1.7027e-05
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00141196
metacluster_1/pattern_166.19831e-05
Pattern NameHomerSignificance
motif2.motif0.0389686
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000337583
metacluster_1/pattern_160.000420011
Pattern NameHomerSignificance
motif2.motif0.00740809
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0262586
Pattern NameHomerSignificance
motif2.motif0.000208299
Sox12
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00724777
Pattern NameHomerSignificance
motif7.motif0.0219407
Pou2f2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.026813599999999996
Pattern NameHomerSignificance
motif3.motif0.031620999999999996
Sox4
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00547122
Pattern NameHomerSignificance
motif7.motif0.00990351
Unique TF-MoDISco TFs: #85
TF NameModiscoHomer
Tfap2e
Pattern NameModiscoSignificance
metacluster_1/pattern_210.00103843
Absent
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_171.02625e-07
Absent
Stat3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0531706
Absent
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_114.34546e-08
Absent
Tfap2b
Pattern NameModiscoSignificance
metacluster_1/pattern_10.049735800000000004
metacluster_1/pattern_210.011334200000000001
Absent
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_165.81614e-06
Absent
Tcf7
Pattern NameModiscoSignificance
metacluster_1/pattern_50.027167300000000002
Absent
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00557213
Absent
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0114965
Absent
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00680031
Absent
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_178.61827e-06
Absent
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00595809
Absent
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00595809
Absent
Trp63
Pattern NameModiscoSignificance
metacluster_1/pattern_140.033963099999999996
Absent
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_170.000542733
Absent
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00491139
Absent
Tcf7l2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0222448
Absent
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_130.000101219
Absent
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00346394
Absent
Zic1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0419894
Absent
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.057011900000000004
Absent
Arnt2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.03998
Absent
Sox8
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0273041
Absent
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00155395
metacluster_1/pattern_190.0471819
Absent
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0221975
Absent
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00044365
metacluster_1/pattern_160.0452802
Absent
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0313761
Absent
Klf15
Pattern NameModiscoSignificance
metacluster_1/pattern_18.2271e-05
metacluster_1/pattern_160.05315399999999999
Absent
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00506684
Absent
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0160216
Absent
Lef1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0304483
metacluster_1/pattern_50.024765799999999998
Absent
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0119693
Absent
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00788083
Absent
Maf
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00186305
Absent
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00016047700000000002
Absent
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00339409
Absent
Sox7
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0286096
Absent
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_232.6185900000000003e-05
Absent
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00372312
Absent
Maff
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00156418
Absent
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_170.057382100000000005
Absent
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00016481400000000002
metacluster_1/pattern_160.0170835
Absent
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.029773599999999997
Absent
Tfap2c
Pattern NameModiscoSignificance
metacluster_1/pattern_10.010009700000000002
metacluster_1/pattern_210.0119722
Absent
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00346394
Absent
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00680031
Absent
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00156418
Absent
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_170.000622239
Absent
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00453281
Absent
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00515627
Absent
Tead1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00130498
Absent
Rest
Pattern NameModiscoSignificance
metacluster_1/pattern_181.91445e-20
Absent
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00680031
Absent
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00419143
Absent
Tfap2a
Pattern NameModiscoSignificance
metacluster_1/pattern_210.0427974
Absent
Ptf1a
Pattern NameModiscoSignificance
metacluster_1/pattern_10.041891399999999995
Absent
Sall4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.013112
Absent
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00346394
Absent
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_131.68062e-07
metacluster_1/pattern_160.022862200000000003
Absent
Tead4
Pattern NameModiscoSignificance
metacluster_1/pattern_84.50628e-05
Absent
Sox18
Pattern NameModiscoSignificance
metacluster_1/pattern_50.034187999999999996
Absent
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00192497
Absent
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00680031
Absent
Tcf7l1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0286096
Absent
Mafg
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00155395
Absent
Tcfcp2l1
Pattern NameModiscoSignificance
metacluster_1/pattern_149.97446e-07
Absent
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000158572
metacluster_1/pattern_160.00546643
Absent
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_171.02625e-07
Absent
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_171.56425e-08
Absent
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00491139
Absent
Tead2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000357748
Absent
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00506684
metacluster_1/pattern_190.059055899999999995
Absent
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_74.9868e-10
Absent
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00101807
metacluster_1/pattern_160.020967700000000002
Absent
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0507994
Absent
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0221975
Absent
Sox5
Pattern NameModiscoSignificance
metacluster_1/pattern_50.018394099999999997
Absent
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00799602
Absent
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_10.015247499999999999
metacluster_1/pattern_160.020967700000000002
metacluster_1/pattern_190.017643799999999998
Absent
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0376169
metacluster_1/pattern_190.059055899999999995
Absent
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00337101
Absent
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_10.024983500000000002
Absent
Tcf12
Pattern NameModiscoSignificance
metacluster_1/pattern_90.045941699999999995
Absent
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_190.0592706
Absent
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_165.81614e-06
Absent
Unique Homer TFs: #9
TF NameModiscoHomer
Nr2c1Absent
Pattern NameHomerSignificance
motif12.motif0.0391728
Nr2f1Absent
Pattern NameHomerSignificance
motif12.motif0.0465482
Snai1Absent
Pattern NameHomerSignificance
motif1.motif0.0331605
MycAbsent
Pattern NameHomerSignificance
motif13.motif0.023596799999999998
E2f1Absent
Pattern NameHomerSignificance
motif2.motif0.0389686
Smad3Absent
Pattern NameHomerSignificance
motif7.motif0.041876800000000006
Nr2f2Absent
Pattern NameHomerSignificance
motif12.motif0.0391728
Sox9Absent
Pattern NameHomerSignificance
motif7.motif0.0227269
MycnAbsent
Pattern NameHomerSignificance
motif13.motif0.011398