In [1]:
# Parameters
data_name = "ES;ZhBTc4;untreated;A;GEO"
modisco_root = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/Naive_modisco2019"
tomtom_report_root = "http://mitra.stanford.edu/kundaje/msharmin/report/tomtom_outs/cells"
task_dir = "task_183-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_183-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 19:21:43,318 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeZHBTC4 ES untreated
    Cell GroupES cells and embryonic tissues
    Experiment NameATAC
    Experiment GroupGEO
    Pipeline Output
    replicateNaïve overlap peaksIDR peaksTSS enrichment (< 8 is very poor <10 is low)Final number of unique mapping, dup-filtered, chrM filtered readsNumber of reads in called peak regionsFraction of reads in called peak regionsNumber of reads in promoter regionsFraction of reads in promoter regionsNumber of reads in enhancer regionsFraction of reads in enhancer regions
    rep12410741734859.43175607493106870740.141467418830.0892276447520.3657
    rep22410741734859.79915358821585217710.159157535480.1074203381780.3796
    rep32410741734859.44195969881795140430.159462454790.1046223229970.374
    Modelling Metadata
    MetricValue
    auPRC0.6982
    Calibrated Recall at 50% FDR0.165
    Number of Positive Examples in Test Data177744
    Number of Negative Examples in Test Data7893107
    Imbalance Ratio in Test Data0.022
    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: 3624 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_1 # seqlets: 2457 SequenceContrib ScoresHyp_Contrib Scores
Sp2, Sp3, Sp1, Klf15, Maz, Klf1, Zfx, Wt1, Klf6, Klf3,

Zbtb17, Egr1, Sp5, Sp4, Zfp281, Egr2, Klf7, Klf4, Klf8, Klf12, Klf5,

E2f4, Usf2, Rela, E2f1, Fli1, E2f7, Mxi1
metacluster_1/pattern_2 # seqlets: 2306 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_3 # seqlets: 1399 SequenceContrib ScoresHyp_Contrib Scores
Sall4, Zfp740
metacluster_1/pattern_4 # seqlets: 1208 SequenceContrib ScoresHyp_Contrib Scores
Sox2, Nanog, Sox6, Sox4, Sox3, Pou5f1, Sox17, Sox12, Sox30, Lef1,

Sry, Sox14, Sox21, Sox7, Sox8, Sox18, Sox11, Sox5, Cux2
metacluster_1/pattern_5 # seqlets: 1182 SequenceContrib ScoresHyp_Contrib Scores
Pou2f2
metacluster_1/pattern_6 # seqlets: 1014 SequenceContrib ScoresHyp_Contrib Scores
Tead4, Tead2, Tead1
metacluster_1/pattern_7 # seqlets: 814 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfyc, Nfya, Pbx3, Foxi1
metacluster_1/pattern_8 # seqlets: 731 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_9 # seqlets: 728 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_10 # seqlets: 592 SequenceContrib ScoresHyp_Contrib Scores
Nr5a2, Esrrg, Rarg, Esrrb, Esrra, Nr5a1
metacluster_1/pattern_11 # seqlets: 554 SequenceContrib ScoresHyp_Contrib Scores
Gabpa, Elf1, Elk1, Elk4, Elk3, Erg, Elf5, Ets1, Etv5, Etv1,

Fev, Etv4, Elf2, Etv6, Elf4, Ehf, Etv3, XP_911724.4, Etv2, Elf3, Spi1,

Spdef, Spic
metacluster_1/pattern_12 # seqlets: 516 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_13 # seqlets: 462 SequenceContrib ScoresHyp_Contrib Scores
Usf1, Tfeb, Tfec, Tfe3, Mitf, Srebf1, Arntl, Bhlhe40, Mlx, Clock,

Arnt, Npas2, Srebf2, Creb3l2, Tcfl5, Atf1, Bhlhe41, Xbp1, Mycn, Dbp, Hlf,

Max, Atf7, Mlxip, Creb1, Myc
metacluster_1/pattern_14 # seqlets: 444 SequenceContrib ScoresHyp_Contrib Scores
Zic2, Zic3
metacluster_1/pattern_15 # seqlets: 346 SequenceContrib ScoresHyp_Contrib Scores
Bach2, Nfe2, Nfe2l2, Bach1, Mafa, Mafk, Jun, Mafg, Atf3, Mafb,

Fosl2, Maff, Fosb, Junb, Fosl1, Jund, Maf, Batf, Fos, Jdp2
metacluster_1/pattern_16 # seqlets: 243 SequenceContrib ScoresHyp_Contrib Scores
E2f3, Rfx1, Mbd2, Egr3, Tfap2b
metacluster_1/pattern_17 # seqlets: 203 SequenceContrib ScoresHyp_Contrib Scores
Rfx2, Rfx3, Rfx4, Rfx7, Rfx6
metacluster_1/pattern_18 # seqlets: 184 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_19 # seqlets: 150 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2
metacluster_1/pattern_20 # seqlets: 79 SequenceContrib ScoresHyp_Contrib Scores
Trp53, Trp73, Trp63
metacluster_1/pattern_21 # seqlets: 60 SequenceContrib ScoresHyp_Contrib Scores
Six2, Six4, Six1
metacluster_1/pattern_22 # seqlets: 53 SequenceContrib ScoresHyp_Contrib Scores
Rest
metacluster_1/pattern_23 # seqlets: 32 SequenceContrib ScoresHyp_Contrib Scores
Click here for Motifs by TF-MoDISco: #158
TF NamePattern(s)
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_04.0393000000000003e-13
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_02.20513e-07
metacluster_1/pattern_160.0249933
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_16.43064e-07
metacluster_1/pattern_30.00698779
metacluster_1/pattern_165.00945e-07
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_12.68025e-06
metacluster_1/pattern_30.00314685
metacluster_1/pattern_164.22588e-06
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000738498
metacluster_1/pattern_30.00314685
metacluster_1/pattern_160.021244
Klf15
Pattern NameModiscoSignificance
metacluster_1/pattern_11.3400899999999999e-05
metacluster_1/pattern_30.00761528
metacluster_1/pattern_160.00997574
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_12.195e-05
metacluster_1/pattern_30.00314685
metacluster_1/pattern_160.0015944000000000002
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_12.195e-05
metacluster_1/pattern_30.0522345
metacluster_1/pattern_80.0013245
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00793196
metacluster_1/pattern_160.0484749
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_13.25967e-05
metacluster_1/pattern_30.00383102
metacluster_1/pattern_160.000167603
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_14.97946e-05
metacluster_1/pattern_30.00733719
metacluster_1/pattern_160.0016516999999999999
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_16.07702e-05
metacluster_1/pattern_30.00709049
metacluster_1/pattern_160.00111244
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000189882
metacluster_1/pattern_30.00180097
metacluster_1/pattern_160.00142132
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.017959400000000004
metacluster_1/pattern_30.0201975
metacluster_1/pattern_160.0200923
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000361926
metacluster_1/pattern_30.00314685
metacluster_1/pattern_160.00270371
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00468082
metacluster_1/pattern_30.00698779
metacluster_1/pattern_80.0155745
metacluster_1/pattern_160.0398795
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00210482
metacluster_1/pattern_30.0171139
metacluster_1/pattern_160.0396101
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00210482
metacluster_1/pattern_30.013731499999999999
metacluster_1/pattern_160.0386199
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00210482
metacluster_1/pattern_30.013731499999999999
metacluster_1/pattern_80.00122102
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00233128
metacluster_1/pattern_30.0100946
metacluster_1/pattern_80.00022578099999999999
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00359018
metacluster_1/pattern_30.0100946
metacluster_1/pattern_80.00026591799999999997
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00394395
metacluster_1/pattern_30.0244263
metacluster_1/pattern_80.00483356
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00394395
metacluster_1/pattern_30.00698779
metacluster_1/pattern_80.00393623
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0127582
metacluster_1/pattern_30.018089700000000004
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.014205700000000002
metacluster_1/pattern_130.00188658
metacluster_1/pattern_160.022153799999999998
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_10.022741
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.027568900000000004
metacluster_1/pattern_30.029755
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0331183
metacluster_1/pattern_110.00336966
E2f7
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0404154
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.046243599999999996
metacluster_1/pattern_160.018387200000000003
Sall4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00698779
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0542134
Sox2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00361921
metacluster_1/pattern_51.78017e-06
Nanog
Pattern NameModiscoSignificance
metacluster_1/pattern_40.000162922
metacluster_1/pattern_55.619690000000001e-10
Sox6
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00458131
Sox4
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0178269
Sox3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.019965
Pou5f1
Pattern NameModiscoSignificance
metacluster_1/pattern_40.059895500000000004
metacluster_1/pattern_51.78017e-06
Sox17
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00271224
Sox12
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00361921
Sox30
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00361921
metacluster_1/pattern_50.0402754
Lef1
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00361921
metacluster_1/pattern_50.0402754
Sry
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00768831
Sox14
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00703632
Sox21
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0101228
Sox7
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0101228
Sox8
Pattern NameModiscoSignificance
metacluster_1/pattern_40.011975399999999999
Sox18
Pattern NameModiscoSignificance
metacluster_1/pattern_40.011975399999999999
Sox11
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0132011
Sox5
Pattern NameModiscoSignificance
metacluster_1/pattern_40.04035130000000001
Cux2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0300404
Pou2f2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0402754
Tead4
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000225356
Tead2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000225356
Tead1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00170241
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_72.40387e-09
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_72.9362599999999998e-08
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_71.11313e-06
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00022627099999999998
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00130428
Nr5a2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.011352600000000001
Esrrg
Pattern NameModiscoSignificance
metacluster_1/pattern_100.011352600000000001
Rarg
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00153034
Esrrb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.03733
Esrra
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00798045
Nr5a1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0270394
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00243867
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_112.84017e-06
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00243867
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00313728
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00243867
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00324775
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00683813
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00371738
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00204356
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00249335
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00243867
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00388563
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00683813
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00274595
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00282369
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00371738
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00390283
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00390283
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.011468299999999999
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.01599
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.021121900000000002
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0218759
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_110.042029000000000004
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_122.05426e-08
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00188658
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00125484
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00163573
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00188658
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00125484
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00188658
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00525362
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00939049
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0212169
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_130.057452699999999995
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0468514
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00154189
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00339562
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0235376
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00562159
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.015200899999999998
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_130.019393900000000002
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0378057
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_130.051481500000000006
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0439108
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0439108
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_130.055499400000000004
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_130.050901800000000004
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_130.050901800000000004
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.055499400000000004
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_130.05285840000000001
Zic2
Pattern NameModiscoSignificance
metacluster_1/pattern_142.2137e-06
Zic3
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0596405
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_155.25941e-08
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_158.765679999999999e-08
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_153.31575e-07
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_151.9972099999999996e-06
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00062829
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00123843
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00100325
Mafg
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00253978
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00253978
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00253978
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00345248
Maff
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00279783
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00280881
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00291618
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00341018
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_150.055836000000000004
Maf
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00371195
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_150.042250199999999995
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00424124
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00926238
E2f3
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00827758
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00997574
metacluster_1/pattern_171.12961e-06
Mbd2
Pattern NameModiscoSignificance
metacluster_1/pattern_160.030682400000000002
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0404982
Tfap2b
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0583868
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_172.8888400000000002e-08
metacluster_1/pattern_180.00483109
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0253633
metacluster_1/pattern_180.0220832
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00013953299999999998
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0124565
metacluster_1/pattern_180.0565355
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0253633
metacluster_1/pattern_187.56644e-05
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_191.4618e-19
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_193.910569999999999e-18
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_191.0344100000000001e-13
Trp53
Pattern NameModiscoSignificance
metacluster_1/pattern_206.49286e-11
Trp73
Pattern NameModiscoSignificance
metacluster_1/pattern_201.42647e-05
Trp63
Pattern NameModiscoSignificance
metacluster_1/pattern_201.41964e-07
Six2
Pattern NameModiscoSignificance
metacluster_1/pattern_216.26792e-05
Six4
Pattern NameModiscoSignificance
metacluster_1/pattern_216.26792e-05
Six1
Pattern NameModiscoSignificance
metacluster_1/pattern_210.00055951
Rest
Pattern NameModiscoSignificance
metacluster_1/pattern_223.88784e-15
In [6]:
display_paiwise_pattern_comparison(data_name, modisco_root, homer_root)
Number of CISBP TFs obtained by TF-MoDISco and Homer
Shared TFs between TF-MoDISco and Homer: #60
TF NameModiscoHomer
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_191.4618e-19
Pattern NameHomerSignificance
motif7.motif7.44488e-07
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_12.68025e-06
metacluster_1/pattern_30.00314685
metacluster_1/pattern_164.22588e-06
Pattern NameHomerSignificance
motif2.motif0.00535234
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00562159
Pattern NameHomerSignificance
motif21.motif0.0236962
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0127582
metacluster_1/pattern_30.018089700000000004
Pattern NameHomerSignificance
motif2.motif0.00250271
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.055499400000000004
Pattern NameHomerSignificance
motif21.motif0.048031
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00468082
metacluster_1/pattern_30.00698779
metacluster_1/pattern_80.0155745
metacluster_1/pattern_160.0398795
Pattern NameHomerSignificance
motif2.motif0.0372148
Esrra
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00798045
Pattern NameHomerSignificance
motif19.motif0.000626754
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00210482
metacluster_1/pattern_30.013731499999999999
metacluster_1/pattern_80.00122102
Pattern NameHomerSignificance
motif2.motif0.000162308
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00394395
metacluster_1/pattern_30.00698779
metacluster_1/pattern_80.00393623
Pattern NameHomerSignificance
motif2.motif0.016272
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00154189
Pattern NameHomerSignificance
motif21.motif0.013647399999999999
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00394395
metacluster_1/pattern_30.0244263
metacluster_1/pattern_80.00483356
Pattern NameHomerSignificance
motif2.motif0.010184200000000001
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_130.057452699999999995
Pattern NameHomerSignificance
motif21.motif0.0431714
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_130.051481500000000006
Pattern NameHomerSignificance
motif21.motif0.0241948
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_130.050901800000000004
Pattern NameHomerSignificance
motif21.motif0.0336803
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00359018
metacluster_1/pattern_30.0100946
metacluster_1/pattern_80.00026591799999999997
Pattern NameHomerSignificance
motif2.motif0.00014737
Zic3
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0596405
Pattern NameHomerSignificance
motif1.motif0.05250930000000001
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0378057
Pattern NameHomerSignificance
motif21.motif0.0336803
Esrrb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.03733
Pattern NameHomerSignificance
motif19.motif0.000795495
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_04.0393000000000003e-13
Pattern NameHomerSignificance
motif1.motif1.2632e-06
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_71.11313e-06
Pattern NameHomerSignificance
motif8.motif5.87091e-05
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.015200899999999998
Pattern NameHomerSignificance
motif21.motif0.0215428
Nr5a1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0270394
Pattern NameHomerSignificance
motif19.motif0.00449416
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00339562
Pattern NameHomerSignificance
motif21.motif0.00178599
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00163573
Pattern NameHomerSignificance
motif21.motif0.00178599
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00130428
Pattern NameHomerSignificance
motif8.motif2.0909899999999998e-05
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_193.910569999999999e-18
Pattern NameHomerSignificance
motif7.motif9.802070000000001e-07
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.017959400000000004
metacluster_1/pattern_30.0201975
metacluster_1/pattern_160.0200923
Pattern NameHomerSignificance
motif2.motif0.0318943
Sox2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00361921
metacluster_1/pattern_51.78017e-06
Pattern NameHomerSignificance
motif6.motif2.36504e-05
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00188658
Pattern NameHomerSignificance
motif21.motif0.0159835
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0212169
Pattern NameHomerSignificance
motif21.motif0.0141868
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_130.05285840000000001
Pattern NameHomerSignificance
motif21.motif0.0398779
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000738498
metacluster_1/pattern_30.00314685
metacluster_1/pattern_160.021244
Pattern NameHomerSignificance
motif2.motif0.021800599999999996
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00525362
Pattern NameHomerSignificance
motif21.motif0.0130973
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00022627099999999998
Pattern NameHomerSignificance
motif8.motif0.0077988
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_12.195e-05
metacluster_1/pattern_30.0522345
metacluster_1/pattern_80.0013245
Pattern NameHomerSignificance
motif2.motif0.00374064
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_16.43064e-07
metacluster_1/pattern_30.00698779
metacluster_1/pattern_165.00945e-07
Pattern NameHomerSignificance
motif2.motif0.00163176
Zic2
Pattern NameModiscoSignificance
metacluster_1/pattern_142.2137e-06
Pattern NameHomerSignificance
motif1.motif0.04745630000000001
Pou5f1
Pattern NameModiscoSignificance
metacluster_1/pattern_40.059895500000000004
metacluster_1/pattern_51.78017e-06
Pattern NameHomerSignificance
motif6.motif5.85123e-06
Esrrg
Pattern NameModiscoSignificance
metacluster_1/pattern_100.011352600000000001
Pattern NameHomerSignificance
motif19.motif0.000625882
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_16.07702e-05
metacluster_1/pattern_30.00709049
metacluster_1/pattern_160.00111244
Pattern NameHomerSignificance
motif2.motif0.00036673900000000004
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_72.9362599999999998e-08
Pattern NameHomerSignificance
motif8.motif7.99413e-05
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0235376
Pattern NameHomerSignificance
motif21.motif0.0215428
Nanog
Pattern NameModiscoSignificance
metacluster_1/pattern_40.000162922
metacluster_1/pattern_55.619690000000001e-10
Pattern NameHomerSignificance
motif6.motif1.63952e-05
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_14.97946e-05
metacluster_1/pattern_30.00733719
metacluster_1/pattern_160.0016516999999999999
Pattern NameHomerSignificance
motif2.motif0.00163176
Nr5a2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.011352600000000001
Pattern NameHomerSignificance
motif19.motif0.00188247
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_191.0344100000000001e-13
Pattern NameHomerSignificance
motif7.motif3.05831e-05
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00125484
Pattern NameHomerSignificance
motif21.motif0.00282898
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00939049
Pattern NameHomerSignificance
motif21.motif0.00782472
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.014205700000000002
metacluster_1/pattern_130.00188658
metacluster_1/pattern_160.022153799999999998
Pattern NameHomerSignificance
motif21.motif0.0111876
Rarg
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00153034
Pattern NameHomerSignificance
motif19.motif0.00132601
motif21.motif0.0279469
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0468514
Pattern NameHomerSignificance
motif21.motif0.0245745
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_122.05426e-08
Pattern NameHomerSignificance
motif20.motif0.00126268
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_72.40387e-09
Pattern NameHomerSignificance
motif8.motif6.19316e-05
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00233128
metacluster_1/pattern_30.0100946
metacluster_1/pattern_80.00022578099999999999
Pattern NameHomerSignificance
motif2.motif0.0146304
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00188658
Pattern NameHomerSignificance
motif21.motif0.0215428
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_02.20513e-07
metacluster_1/pattern_160.0249933
Pattern NameHomerSignificance
motif1.motif0.000137037
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00125484
Pattern NameHomerSignificance
motif21.motif0.000569726
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00188658
Pattern NameHomerSignificance
motif21.motif0.00167244
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00926238
Pattern NameHomerSignificance
motif21.motif0.0328506
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_130.019393900000000002
Pattern NameHomerSignificance
motif21.motif0.00808165
Unique TF-MoDISco TFs: #98
TF NameModiscoHomer
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_130.055499400000000004
Absent
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0439108
Absent
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00274595
Absent
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00371738
Absent
Mafg
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00253978
Absent
Sox3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.019965
Absent
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00013953299999999998
Absent
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00210482
metacluster_1/pattern_30.0171139
metacluster_1/pattern_160.0396101
Absent
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0331183
metacluster_1/pattern_110.00336966
Absent
Sox5
Pattern NameModiscoSignificance
metacluster_1/pattern_40.04035130000000001
Absent
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00313728
Absent
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00249335
Absent
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.021121900000000002
Absent
Tfap2b
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0583868
Absent
Maf
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00371195
Absent
Tead4
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000225356
Absent
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00243867
Absent
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.01599
Absent
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_10.022741
Absent
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_150.055836000000000004
Absent
Sox11
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0132011
Absent
Sox18
Pattern NameModiscoSignificance
metacluster_1/pattern_40.011975399999999999
Absent
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00793196
metacluster_1/pattern_160.0484749
Absent
Sox14
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00703632
Absent
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00390283
Absent
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00123843
Absent
Trp53
Pattern NameModiscoSignificance
metacluster_1/pattern_206.49286e-11
Absent
Six2
Pattern NameModiscoSignificance
metacluster_1/pattern_216.26792e-05
Absent
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.011468299999999999
Absent
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_153.31575e-07
Absent
Tead1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00170241
Absent
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_155.25941e-08
Absent
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00253978
Absent
Rest
Pattern NameModiscoSignificance
metacluster_1/pattern_223.88784e-15
Absent
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.027568900000000004
metacluster_1/pattern_30.029755
Absent
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000189882
metacluster_1/pattern_30.00180097
metacluster_1/pattern_160.00142132
Absent
Sox30
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00361921
metacluster_1/pattern_50.0402754
Absent
Six1
Pattern NameModiscoSignificance
metacluster_1/pattern_210.00055951
Absent
Sox21
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0101228
Absent
Pou2f2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0402754
Absent
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_150.042250199999999995
Absent
Trp73
Pattern NameModiscoSignificance
metacluster_1/pattern_201.42647e-05
Absent
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00100325
Absent
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00243867
Absent
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0439108
Absent
Sox4
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0178269
Absent
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00683813
Absent
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_130.050901800000000004
Absent
Klf15
Pattern NameModiscoSignificance
metacluster_1/pattern_11.3400899999999999e-05
metacluster_1/pattern_30.00761528
metacluster_1/pattern_160.00997574
Absent
Trp63
Pattern NameModiscoSignificance
metacluster_1/pattern_201.41964e-07
Absent
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0253633
metacluster_1/pattern_187.56644e-05
Absent
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0253633
metacluster_1/pattern_180.0220832
Absent
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00291618
Absent
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0124565
metacluster_1/pattern_180.0565355
Absent
Sox8
Pattern NameModiscoSignificance
metacluster_1/pattern_40.011975399999999999
Absent
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00997574
metacluster_1/pattern_171.12961e-06
Absent
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_12.195e-05
metacluster_1/pattern_30.00314685
metacluster_1/pattern_160.0015944000000000002
Absent
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00243867
Absent
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_110.042029000000000004
Absent
Lef1
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00361921
metacluster_1/pattern_50.0402754
Absent
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00210482
metacluster_1/pattern_30.013731499999999999
metacluster_1/pattern_160.0386199
Absent
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0542134
Absent
Sox17
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00271224
Absent
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_13.25967e-05
metacluster_1/pattern_30.00383102
metacluster_1/pattern_160.000167603
Absent
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00683813
Absent
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000361926
metacluster_1/pattern_30.00314685
metacluster_1/pattern_160.00270371
Absent
Tead2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000225356
Absent
Maff
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00279783
Absent
Sry
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00768831
Absent
E2f3
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00827758
Absent
Sall4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00698779
Absent
Mbd2
Pattern NameModiscoSignificance
metacluster_1/pattern_160.030682400000000002
Absent
E2f7
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0404154
Absent
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00341018
Absent
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00324775
Absent
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0218759
Absent
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00204356
Absent
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00243867
Absent
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00424124
Absent
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_112.84017e-06
Absent
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00282369
Absent
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00280881
Absent
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00388563
Absent
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00062829
Absent
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_151.9972099999999996e-06
Absent
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00390283
Absent
Sox6
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00458131
Absent
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00253978
Absent
Sox12
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00361921
Absent
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00345248
Absent
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_158.765679999999999e-08
Absent
Sox7
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0101228
Absent
Cux2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0300404
Absent
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0404982
Absent
Six4
Pattern NameModiscoSignificance
metacluster_1/pattern_216.26792e-05
Absent
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.046243599999999996
metacluster_1/pattern_160.018387200000000003
Absent
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_172.8888400000000002e-08
metacluster_1/pattern_180.00483109
Absent
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00371738
Absent
Unique Homer TFs: #14
TF NameModiscoHomer
Atf2Absent
Pattern NameHomerSignificance
motif21.motif0.041712900000000004
Nr4a2Absent
Pattern NameHomerSignificance
motif19.motif0.026808299999999997
Nr2f6Absent
Pattern NameHomerSignificance
motif19.motif0.053002
Nr2f1Absent
Pattern NameHomerSignificance
motif19.motif0.026808299999999997
RoraAbsent
Pattern NameHomerSignificance
motif19.motif0.0530275
RarbAbsent
Pattern NameHomerSignificance
motif19.motif0.0248269
Creb5Absent
Pattern NameHomerSignificance
motif21.motif0.0328506
RaraAbsent
Pattern NameHomerSignificance
motif19.motif0.0583986
motif21.motif0.049361199999999994
RxrbAbsent
Pattern NameHomerSignificance
motif19.motif0.053002
ThraAbsent
Pattern NameHomerSignificance
motif21.motif0.0406788
RxrgAbsent
Pattern NameHomerSignificance
motif19.motif0.000772377
CremAbsent
Pattern NameHomerSignificance
motif21.motif0.030347900000000004
Arnt2Absent
Pattern NameHomerSignificance
motif21.motif0.0518755
RxraAbsent
Pattern NameHomerSignificance
motif19.motif0.053002