In [1]:
# Parameters
data_name = "RTN;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_104-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_104-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 19:03:40,216 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeWT retina
    Cell GroupNeural Cells and 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
    rep114987710826416.8813925784993881080.239277724260.1981144826890.3691
    rep214987710826414.30947859418120369710.251697129320.203179599260.3754
    Modelling Metadata
    MetricValue
    auPRC0.6368
    Calibrated Recall at 50% FDR0.185
    Number of Positive Examples in Test Data113072
    Number of Negative Examples in Test Data7957779
    Imbalance Ratio in Test Data0.014
    Test Chromosomeschr2, chr3, chr19
In [4]:
from matlas.reports import display_paiwise_pattern_comparison
from matlas.reports import display_denovo_patterns
In [5]:
display_denovo_patterns(data_name, modisco_root=modisco_root)
TF-MoDISco is using the TensorFlow backend.
The following two links show list of Denovo Patterns and corresponding Motifs discovered by TF-MoDISco
Click here for Denovo Patterns by TF-MoDISco: #19
Pattern NameTF Name(s)Modisco
metacluster_0/pattern_0 # seqlets: 7997 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_0/pattern_1 # seqlets: 3877 SequenceContrib ScoresHyp_Contrib Scores
Crx, Otx2, Otx1, Pax7, Obox6, Dmbx1
metacluster_0/pattern_2 # seqlets: 1669 SequenceContrib ScoresHyp_Contrib Scores
Sp2, Sp3, Klf3, Sp4, Sp1, Klf6, Klf1, E2f4, Wt1, Klf4,

Egr1, Klf5, Sp5, Klf7, Klf8, Klf12, Maz, Zfp281, Zbtb17, Egr2, Zfx,

Klf15, E2f1, E2f7, Sall4, Zfp740
metacluster_0/pattern_3 # seqlets: 1501 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_0/pattern_4 # seqlets: 1196 SequenceContrib ScoresHyp_Contrib Scores
Gabpa, Fli1, Ets1, Erg, Elk4, Elk1, Elf1, Elk3, Etv4, Etv1,

Etv2, Etv5, Fev, Ehf, Etv3, Etv6, XP_911724.4, Elf4, Elf5, Elf2, Spi1,

Elf3, Spdef
metacluster_0/pattern_5 # seqlets: 1195 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Foxi1, Nfyc, Nfya, Pbx3
metacluster_0/pattern_6 # seqlets: 1073 SequenceContrib ScoresHyp_Contrib Scores
Neurod1, Neurod2, Neurog2, Olig2, Atoh1, Msgn1, Bhlhe22, Msc, Neurog1, Tcf21,

Ascl2, Bhlha15, Lyl1, Ascl1, Twist2, Ptf1a
metacluster_0/pattern_7 # seqlets: 776 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2
metacluster_0/pattern_8 # seqlets: 763 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Rfx1, Zfp42, Mxi1, Usf2
metacluster_0/pattern_9 # seqlets: 667 SequenceContrib ScoresHyp_Contrib Scores
Rorc, Rora, Pparg, Ppara, Esr2, Nr1d2, Nr1d1
metacluster_0/pattern_10 # seqlets: 647 SequenceContrib ScoresHyp_Contrib Scores
Usf1, Tfe3, Tfeb, Arntl, Mitf, Tfec, Clock, Srebf1, Bhlhe40, Arnt,

Mlx, Npas2, Creb3l2, Srebf2, Mycn, Tcfl5, Max, Myc, Creb1, Atf1, Bhlhe41,

Rarg, Hlf, Atf7, Xbp1, Dbp
metacluster_0/pattern_11 # seqlets: 621 SequenceContrib ScoresHyp_Contrib Scores
Jdp2, Atf2, Crem, Creb5, Atf3, Fosl2, Nfil3, Tef, Jun, Fosl1
metacluster_0/pattern_12 # seqlets: 593 SequenceContrib ScoresHyp_Contrib Scores
metacluster_0/pattern_13 # seqlets: 484 SequenceContrib ScoresHyp_Contrib Scores
Mef2d, Mef2a, Mef2c
metacluster_0/pattern_14 # seqlets: 431 SequenceContrib ScoresHyp_Contrib Scores
Tfap2b
metacluster_0/pattern_15 # seqlets: 262 SequenceContrib ScoresHyp_Contrib Scores
Rfx3, Rfx2, Rfx4, Rfx6, Rfx7
metacluster_0/pattern_16 # seqlets: 240 SequenceContrib ScoresHyp_Contrib Scores
Zbtb33
metacluster_0/pattern_17 # seqlets: 140 SequenceContrib ScoresHyp_Contrib Scores
metacluster_0/pattern_18 # seqlets: 73 SequenceContrib ScoresHyp_Contrib Scores
Click here for Motifs by TF-MoDISco: #141
TF NamePattern(s)
Ctcf
Pattern NameModiscoSignificance
metacluster_0/pattern_02.45506e-15
metacluster_0/pattern_120.00338142
metacluster_0/pattern_140.00843993
Ctcfl
Pattern NameModiscoSignificance
metacluster_0/pattern_02.8348299999999997e-07
metacluster_0/pattern_110.0405278
metacluster_0/pattern_120.040107800000000006
metacluster_0/pattern_140.00436479
Crx
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00173242
Otx2
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00104397
Otx1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0520384
Pax7
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0113325
Obox6
Pattern NameModiscoSignificance
metacluster_0/pattern_10.050145
Dmbx1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0520384
Sp2
Pattern NameModiscoSignificance
metacluster_0/pattern_22.92172e-11
metacluster_0/pattern_80.00216427
metacluster_0/pattern_110.012598700000000001
metacluster_0/pattern_140.000792077
metacluster_0/pattern_160.00149699
Sp3
Pattern NameModiscoSignificance
metacluster_0/pattern_26.37464e-11
metacluster_0/pattern_80.00288361
metacluster_0/pattern_110.019616099999999997
metacluster_0/pattern_140.00436479
metacluster_0/pattern_160.00195875
Klf3
Pattern NameModiscoSignificance
metacluster_0/pattern_28.48398e-09
metacluster_0/pattern_80.0535188
metacluster_0/pattern_110.0269947
metacluster_0/pattern_140.026085700000000003
metacluster_0/pattern_160.047166900000000005
Sp4
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000968963
metacluster_0/pattern_80.0535188
Sp1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000159342
metacluster_0/pattern_80.00785424
metacluster_0/pattern_140.00436479
metacluster_0/pattern_160.047166900000000005
Klf6
Pattern NameModiscoSignificance
metacluster_0/pattern_28.78443e-06
Klf1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0141278
E2f4
Pattern NameModiscoSignificance
metacluster_0/pattern_25.0951899999999996e-05
Wt1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00012461
metacluster_0/pattern_80.025808099999999997
Klf4
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000622135
Egr1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0365768
Klf5
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000261796
Sp5
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000313877
Klf7
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000313877
Klf8
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000624895
Klf12
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000624895
Maz
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00176711
Zfp281
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00421296
Zbtb17
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00269697
metacluster_0/pattern_80.011028399999999999
Egr2
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00534299
metacluster_0/pattern_80.051393299999999996
Zfx
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00550983
metacluster_0/pattern_80.00785424
metacluster_0/pattern_140.057356
metacluster_0/pattern_160.00149699
Klf15
Pattern NameModiscoSignificance
metacluster_0/pattern_20.015447799999999998
E2f1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.018303200000000002
E2f7
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0447592
Sall4
Pattern NameModiscoSignificance
metacluster_0/pattern_20.052200800000000006
Zfp740
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0549899
Nrf1
Pattern NameModiscoSignificance
metacluster_0/pattern_35.51221e-09
Gabpa
Pattern NameModiscoSignificance
metacluster_0/pattern_40.000593441
Fli1
Pattern NameModiscoSignificance
metacluster_0/pattern_40.0007889269999999999
Ets1
Pattern NameModiscoSignificance
metacluster_0/pattern_40.0007420269999999999
Erg
Pattern NameModiscoSignificance
metacluster_0/pattern_40.000627262
Elk4
Pattern NameModiscoSignificance
metacluster_0/pattern_40.000442432
Elk1
Pattern NameModiscoSignificance
metacluster_0/pattern_40.000248908
Elf1
Pattern NameModiscoSignificance
metacluster_0/pattern_44.98383e-05
Elk3
Pattern NameModiscoSignificance
metacluster_0/pattern_40.000248908
Etv4
Pattern NameModiscoSignificance
metacluster_0/pattern_40.00872673
Etv1
Pattern NameModiscoSignificance
metacluster_0/pattern_40.000232313
Etv2
Pattern NameModiscoSignificance
metacluster_0/pattern_40.000248908
Etv5
Pattern NameModiscoSignificance
metacluster_0/pattern_40.000442432
Fev
Pattern NameModiscoSignificance
metacluster_0/pattern_40.00127212
Ehf
Pattern NameModiscoSignificance
metacluster_0/pattern_40.0124073
Etv3
Pattern NameModiscoSignificance
metacluster_0/pattern_40.00257253
Etv6
Pattern NameModiscoSignificance
metacluster_0/pattern_40.023813900000000002
XP_911724.4
Pattern NameModiscoSignificance
metacluster_0/pattern_40.00275278
Elf4
Pattern NameModiscoSignificance
metacluster_0/pattern_40.009254799999999999
Elf5
Pattern NameModiscoSignificance
metacluster_0/pattern_40.0140959
Elf2
Pattern NameModiscoSignificance
metacluster_0/pattern_40.0168916
Spi1
Pattern NameModiscoSignificance
metacluster_0/pattern_40.021655200000000003
Elf3
Pattern NameModiscoSignificance
metacluster_0/pattern_40.0564664
Spdef
Pattern NameModiscoSignificance
metacluster_0/pattern_40.039437900000000005
Nfyb
Pattern NameModiscoSignificance
metacluster_0/pattern_51.5701e-08
Foxi1
Pattern NameModiscoSignificance
metacluster_0/pattern_57.651639999999999e-06
Nfyc
Pattern NameModiscoSignificance
metacluster_0/pattern_57.651639999999999e-06
Nfya
Pattern NameModiscoSignificance
metacluster_0/pattern_57.651639999999999e-06
Pbx3
Pattern NameModiscoSignificance
metacluster_0/pattern_50.000310654
Neurod1
Pattern NameModiscoSignificance
metacluster_0/pattern_68.63439e-08
Neurod2
Pattern NameModiscoSignificance
metacluster_0/pattern_68.63439e-08
Neurog2
Pattern NameModiscoSignificance
metacluster_0/pattern_66.85702e-06
Olig2
Pattern NameModiscoSignificance
metacluster_0/pattern_60.00934309
Atoh1
Pattern NameModiscoSignificance
metacluster_0/pattern_60.00483377
Msgn1
Pattern NameModiscoSignificance
metacluster_0/pattern_60.00231861
Bhlhe22
Pattern NameModiscoSignificance
metacluster_0/pattern_60.00483377
Msc
Pattern NameModiscoSignificance
metacluster_0/pattern_60.00483377
Neurog1
Pattern NameModiscoSignificance
metacluster_0/pattern_60.0114589
Tcf21
Pattern NameModiscoSignificance
metacluster_0/pattern_60.0114589
Ascl2
Pattern NameModiscoSignificance
metacluster_0/pattern_60.012208799999999999
Bhlha15
Pattern NameModiscoSignificance
metacluster_0/pattern_60.048498599999999996
Lyl1
Pattern NameModiscoSignificance
metacluster_0/pattern_60.0147593
Ascl1
Pattern NameModiscoSignificance
metacluster_0/pattern_60.0147593
Twist2
Pattern NameModiscoSignificance
metacluster_0/pattern_60.0158387
Ptf1a
Pattern NameModiscoSignificance
metacluster_0/pattern_60.059010900000000005
Zfp143
Pattern NameModiscoSignificance
metacluster_0/pattern_74.2016100000000003e-20
Thap11
Pattern NameModiscoSignificance
metacluster_0/pattern_75.086569999999999e-20
Tbx2
Pattern NameModiscoSignificance
metacluster_0/pattern_71.98532e-14
Taf1
Pattern NameModiscoSignificance
metacluster_0/pattern_83.84934e-06
Yy1
Pattern NameModiscoSignificance
metacluster_0/pattern_83.84934e-06
Rfx1
Pattern NameModiscoSignificance
metacluster_0/pattern_80.011028399999999999
metacluster_0/pattern_140.0425594
metacluster_0/pattern_158.49018e-09
metacluster_0/pattern_180.020201300000000002
Zfp42
Pattern NameModiscoSignificance
metacluster_0/pattern_80.011028399999999999
Mxi1
Pattern NameModiscoSignificance
metacluster_0/pattern_80.051393299999999996
metacluster_0/pattern_140.024702900000000003
Usf2
Pattern NameModiscoSignificance
metacluster_0/pattern_80.051393299999999996
metacluster_0/pattern_100.00538706
metacluster_0/pattern_110.00219777
metacluster_0/pattern_140.0257028
metacluster_0/pattern_160.051636800000000004
Rorc
Pattern NameModiscoSignificance
metacluster_0/pattern_90.000507975
Rora
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00136882
Pparg
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0368789
Ppara
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00916189
Esr2
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00916189
Nr1d2
Pattern NameModiscoSignificance
metacluster_0/pattern_90.009862899999999999
Nr1d1
Pattern NameModiscoSignificance
metacluster_0/pattern_90.045864499999999996
Usf1
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00853517
Tfe3
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00042868
Tfeb
Pattern NameModiscoSignificance
metacluster_0/pattern_100.000261008
Arntl
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00602302
Mitf
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00042868
Tfec
Pattern NameModiscoSignificance
metacluster_0/pattern_100.000584898
Clock
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00845152
Srebf1
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0275955
Bhlhe40
Pattern NameModiscoSignificance
metacluster_0/pattern_100.021943
Arnt
Pattern NameModiscoSignificance
metacluster_0/pattern_100.05652480000000001
Mlx
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00383583
Npas2
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0023241
Creb3l2
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0156645
Srebf2
Pattern NameModiscoSignificance
metacluster_0/pattern_100.008248899999999998
metacluster_0/pattern_110.036557400000000004
Mycn
Pattern NameModiscoSignificance
metacluster_0/pattern_100.010687899999999998
Tcfl5
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0115573
Max
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0140141
metacluster_0/pattern_140.0425594
Myc
Pattern NameModiscoSignificance
metacluster_0/pattern_100.017646000000000002
metacluster_0/pattern_140.017383199999999998
Creb1
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0292756
metacluster_0/pattern_110.00104496
Atf1
Pattern NameModiscoSignificance
metacluster_0/pattern_100.028136
metacluster_0/pattern_110.0336426
Bhlhe41
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0331717
Rarg
Pattern NameModiscoSignificance
metacluster_0/pattern_100.035430800000000005
Hlf
Pattern NameModiscoSignificance
metacluster_0/pattern_100.035838199999999994
Atf7
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0371374
metacluster_0/pattern_110.0007020360000000001
Xbp1
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0471593
Dbp
Pattern NameModiscoSignificance
metacluster_0/pattern_100.05652480000000001
metacluster_0/pattern_110.046604900000000005
Jdp2
Pattern NameModiscoSignificance
metacluster_0/pattern_110.00164275
Atf2
Pattern NameModiscoSignificance
metacluster_0/pattern_110.00086685
Crem
Pattern NameModiscoSignificance
metacluster_0/pattern_110.00548666
Creb5
Pattern NameModiscoSignificance
metacluster_0/pattern_110.00159563
Atf3
Pattern NameModiscoSignificance
metacluster_0/pattern_110.00491021
Fosl2
Pattern NameModiscoSignificance
metacluster_0/pattern_110.012598700000000001
Nfil3
Pattern NameModiscoSignificance
metacluster_0/pattern_110.0164479
Tef
Pattern NameModiscoSignificance
metacluster_0/pattern_110.0214418
Jun
Pattern NameModiscoSignificance
metacluster_0/pattern_110.021544999999999998
Fosl1
Pattern NameModiscoSignificance
metacluster_0/pattern_110.026407299999999998
Mef2d
Pattern NameModiscoSignificance
metacluster_0/pattern_133.9603e-09
Mef2a
Pattern NameModiscoSignificance
metacluster_0/pattern_130.000202848
Mef2c
Pattern NameModiscoSignificance
metacluster_0/pattern_134.550680000000001e-06
Tfap2b
Pattern NameModiscoSignificance
metacluster_0/pattern_140.0425594
Rfx3
Pattern NameModiscoSignificance
metacluster_0/pattern_150.0162091
metacluster_0/pattern_180.00316038
Rfx2
Pattern NameModiscoSignificance
metacluster_0/pattern_152.66845e-07
metacluster_0/pattern_183.07259e-07
Rfx4
Pattern NameModiscoSignificance
metacluster_0/pattern_150.000467866
metacluster_0/pattern_180.0458274
Rfx6
Pattern NameModiscoSignificance
metacluster_0/pattern_150.000583912
metacluster_0/pattern_180.0081412
Rfx7
Pattern NameModiscoSignificance
metacluster_0/pattern_150.00601109
metacluster_0/pattern_180.0386748
Zbtb33
Pattern NameModiscoSignificance
metacluster_0/pattern_161.69033e-06
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: #77
TF NameModiscoHomer
Nfyb
Pattern NameModiscoSignificance
metacluster_0/pattern_51.5701e-08
Pattern NameHomerSignificance
motif9.motif5.17831e-08
Arntl
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00602302
Pattern NameHomerSignificance
motif14.motif0.009533799999999999
Mitf
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00042868
Pattern NameHomerSignificance
motif14.motif0.0447163
Sp5
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000313877
Pattern NameHomerSignificance
motif17.motif0.0203412
Klf7
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000313877
Pattern NameHomerSignificance
motif3.motif0.00296348
Klf8
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000624895
Pattern NameHomerSignificance
motif3.motif0.00443419
Ctcfl
Pattern NameModiscoSignificance
metacluster_0/pattern_02.8348299999999997e-07
metacluster_0/pattern_110.0405278
metacluster_0/pattern_120.040107800000000006
metacluster_0/pattern_140.00436479
Pattern NameHomerSignificance
motif1.motif0.000253777
Npas2
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0023241
Pattern NameHomerSignificance
motif14.motif0.0188462
Elk1
Pattern NameModiscoSignificance
metacluster_0/pattern_40.000248908
Pattern NameHomerSignificance
motif7.motif0.01099
Elf3
Pattern NameModiscoSignificance
metacluster_0/pattern_40.0564664
Pattern NameHomerSignificance
motif7.motif0.027812299999999998
Mycn
Pattern NameModiscoSignificance
metacluster_0/pattern_100.010687899999999998
Pattern NameHomerSignificance
motif14.motif0.0437766
Obox6
Pattern NameModiscoSignificance
metacluster_0/pattern_10.050145
Pattern NameHomerSignificance
motif2.motif0.0124934
Fev
Pattern NameModiscoSignificance
metacluster_0/pattern_40.00127212
Pattern NameHomerSignificance
motif7.motif0.0144425
Clock
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00845152
Pattern NameHomerSignificance
motif14.motif0.0584398
E2f4
Pattern NameModiscoSignificance
metacluster_0/pattern_25.0951899999999996e-05
Pattern NameHomerSignificance
motif3.motif0.00407716
motif17.motif0.0203412
Crx
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00173242
Pattern NameHomerSignificance
motif2.motif0.0404952
Bhlhe41
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0331717
Pattern NameHomerSignificance
motif14.motif0.029107599999999997
Sp3
Pattern NameModiscoSignificance
metacluster_0/pattern_26.37464e-11
metacluster_0/pattern_80.00288361
metacluster_0/pattern_110.019616099999999997
metacluster_0/pattern_140.00436479
metacluster_0/pattern_160.00195875
Pattern NameHomerSignificance
motif3.motif4.7488100000000004e-05
Elk4
Pattern NameModiscoSignificance
metacluster_0/pattern_40.000442432
Pattern NameHomerSignificance
motif7.motif0.0144425
Dmbx1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0520384
Pattern NameHomerSignificance
motif2.motif0.00159982
Ets1
Pattern NameModiscoSignificance
metacluster_0/pattern_40.0007420269999999999
Pattern NameHomerSignificance
motif7.motif0.0157438
Etv3
Pattern NameModiscoSignificance
metacluster_0/pattern_40.00257253
Pattern NameHomerSignificance
motif7.motif0.0162841
Otx2
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00104397
Pattern NameHomerSignificance
motif2.motif0.0403943
Otx1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0520384
Pattern NameHomerSignificance
motif2.motif0.00159982
Klf3
Pattern NameModiscoSignificance
metacluster_0/pattern_28.48398e-09
metacluster_0/pattern_80.0535188
metacluster_0/pattern_110.0269947
metacluster_0/pattern_140.026085700000000003
metacluster_0/pattern_160.047166900000000005
Pattern NameHomerSignificance
motif3.motif4.7488100000000004e-05
Maz
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00176711
Pattern NameHomerSignificance
motif17.motif0.0303574
Arnt
Pattern NameModiscoSignificance
metacluster_0/pattern_100.05652480000000001
Pattern NameHomerSignificance
motif14.motif0.00422562
Fli1
Pattern NameModiscoSignificance
metacluster_0/pattern_40.0007889269999999999
Pattern NameHomerSignificance
motif7.motif0.0157438
Tcfl5
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0115573
Pattern NameHomerSignificance
motif13.motif0.03867569999999999
Elf2
Pattern NameModiscoSignificance
metacluster_0/pattern_40.0168916
Pattern NameHomerSignificance
motif7.motif0.0149219
Myc
Pattern NameModiscoSignificance
metacluster_0/pattern_100.017646000000000002
metacluster_0/pattern_140.017383199999999998
Pattern NameHomerSignificance
motif14.motif0.0454662
Mlx
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00383583
Pattern NameHomerSignificance
motif14.motif0.0454662
Sp4
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000968963
metacluster_0/pattern_80.0535188
Pattern NameHomerSignificance
motif3.motif0.000696883
motif17.motif0.0303574
Etv5
Pattern NameModiscoSignificance
metacluster_0/pattern_40.000442432
Pattern NameHomerSignificance
motif7.motif0.01099
Tfe3
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00042868
Pattern NameHomerSignificance
motif14.motif0.00443902
Elf5
Pattern NameModiscoSignificance
metacluster_0/pattern_40.0140959
Pattern NameHomerSignificance
motif7.motif0.0149219
Zfx
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00550983
metacluster_0/pattern_80.00785424
metacluster_0/pattern_140.057356
metacluster_0/pattern_160.00149699
Pattern NameHomerSignificance
motif3.motif0.036016900000000004
Elf1
Pattern NameModiscoSignificance
metacluster_0/pattern_44.98383e-05
Pattern NameHomerSignificance
motif7.motif0.00323178
Sp1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000159342
metacluster_0/pattern_80.00785424
metacluster_0/pattern_140.00436479
metacluster_0/pattern_160.047166900000000005
Pattern NameHomerSignificance
motif3.motif0.000231595
motif17.motif0.0303574
Ctcf
Pattern NameModiscoSignificance
metacluster_0/pattern_02.45506e-15
metacluster_0/pattern_120.00338142
metacluster_0/pattern_140.00843993
Pattern NameHomerSignificance
motif1.motif4.2382599999999995e-06
Klf1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0141278
Pattern NameHomerSignificance
motif3.motif0.036034699999999996
Tfeb
Pattern NameModiscoSignificance
metacluster_0/pattern_100.000261008
Pattern NameHomerSignificance
motif14.motif0.00116849
Thap11
Pattern NameModiscoSignificance
metacluster_0/pattern_75.086569999999999e-20
Pattern NameHomerSignificance
motif4.motif3.4895900000000005e-08
Creb3l2
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0156645
Pattern NameHomerSignificance
motif14.motif0.0499133
Klf6
Pattern NameModiscoSignificance
metacluster_0/pattern_28.78443e-06
Pattern NameHomerSignificance
motif3.motif0.000299326
Sp2
Pattern NameModiscoSignificance
metacluster_0/pattern_22.92172e-11
metacluster_0/pattern_80.00216427
metacluster_0/pattern_110.012598700000000001
metacluster_0/pattern_140.000792077
metacluster_0/pattern_160.00149699
Pattern NameHomerSignificance
motif3.motif3.37916e-05
XP_911724.4
Pattern NameModiscoSignificance
metacluster_0/pattern_40.00275278
Pattern NameHomerSignificance
motif7.motif0.0157438
Nfyc
Pattern NameModiscoSignificance
metacluster_0/pattern_57.651639999999999e-06
Pattern NameHomerSignificance
motif9.motif9.01687e-06
Klf12
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000624895
Pattern NameHomerSignificance
motif3.motif0.009223100000000001
Zfp281
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00421296
Pattern NameHomerSignificance
motif17.motif0.03582
Foxi1
Pattern NameModiscoSignificance
metacluster_0/pattern_57.651639999999999e-06
Pattern NameHomerSignificance
motif9.motif2.3280700000000002e-05
Klf5
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000261796
Pattern NameHomerSignificance
motif3.motif0.022127200000000003
Etv1
Pattern NameModiscoSignificance
metacluster_0/pattern_40.000232313
Pattern NameHomerSignificance
motif7.motif0.0117898
E2f7
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0447592
Pattern NameHomerSignificance
motif3.motif0.036034699999999996
Elk3
Pattern NameModiscoSignificance
metacluster_0/pattern_40.000248908
Pattern NameHomerSignificance
motif7.motif0.01099
Wt1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00012461
metacluster_0/pattern_80.025808099999999997
Pattern NameHomerSignificance
motif17.motif0.0303574
Usf1
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00853517
Pattern NameHomerSignificance
motif14.motif0.00132861
Egr1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0365768
Pattern NameHomerSignificance
motif3.motif0.046363800000000004
Nrf1
Pattern NameModiscoSignificance
metacluster_0/pattern_35.51221e-09
Pattern NameHomerSignificance
motif6.motif1.13248e-05
Tfec
Pattern NameModiscoSignificance
metacluster_0/pattern_100.000584898
Pattern NameHomerSignificance
motif14.motif0.0211672
Spi1
Pattern NameModiscoSignificance
metacluster_0/pattern_40.021655200000000003
Pattern NameHomerSignificance
motif7.motif0.039176499999999996
Nfya
Pattern NameModiscoSignificance
metacluster_0/pattern_57.651639999999999e-06
Pattern NameHomerSignificance
motif9.motif6.55404e-06
Gabpa
Pattern NameModiscoSignificance
metacluster_0/pattern_40.000593441
Pattern NameHomerSignificance
motif7.motif0.01099
Etv4
Pattern NameModiscoSignificance
metacluster_0/pattern_40.00872673
Pattern NameHomerSignificance
motif7.motif0.0123916
Sall4
Pattern NameModiscoSignificance
metacluster_0/pattern_20.052200800000000006
Pattern NameHomerSignificance
motif17.motif0.0203412
Bhlhe40
Pattern NameModiscoSignificance
metacluster_0/pattern_100.021943
Pattern NameHomerSignificance
motif14.motif0.0437766
Elf4
Pattern NameModiscoSignificance
metacluster_0/pattern_40.009254799999999999
Pattern NameHomerSignificance
motif7.motif0.01099
Klf4
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000622135
Pattern NameHomerSignificance
motif3.motif0.000696883
Ehf
Pattern NameModiscoSignificance
metacluster_0/pattern_40.0124073
Pattern NameHomerSignificance
motif7.motif0.0144425
Zfp143
Pattern NameModiscoSignificance
metacluster_0/pattern_74.2016100000000003e-20
Pattern NameHomerSignificance
motif4.motif1.63087e-08
Srebf1
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0275955
Pattern NameHomerSignificance
motif14.motif0.0211672
Usf2
Pattern NameModiscoSignificance
metacluster_0/pattern_80.051393299999999996
metacluster_0/pattern_100.00538706
metacluster_0/pattern_110.00219777
metacluster_0/pattern_140.0257028
metacluster_0/pattern_160.051636800000000004
Pattern NameHomerSignificance
motif14.motif0.021724900000000002
E2f1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.018303200000000002
Pattern NameHomerSignificance
motif3.motif0.059477199999999994
motif17.motif0.0203412
Tbx2
Pattern NameModiscoSignificance
metacluster_0/pattern_71.98532e-14
Pattern NameHomerSignificance
motif4.motif1.1326e-05
Pbx3
Pattern NameModiscoSignificance
metacluster_0/pattern_50.000310654
Pattern NameHomerSignificance
motif9.motif0.000210805
Erg
Pattern NameModiscoSignificance
metacluster_0/pattern_40.000627262
Pattern NameHomerSignificance
motif7.motif0.0157085
Etv6
Pattern NameModiscoSignificance
metacluster_0/pattern_40.023813900000000002
Pattern NameHomerSignificance
motif7.motif0.01099
Unique TF-MoDISco TFs: #64
TF NameModiscoHomer
Tcf21
Pattern NameModiscoSignificance
metacluster_0/pattern_60.0114589
Absent
Mxi1
Pattern NameModiscoSignificance
metacluster_0/pattern_80.051393299999999996
metacluster_0/pattern_140.024702900000000003
Absent
Msgn1
Pattern NameModiscoSignificance
metacluster_0/pattern_60.00231861
Absent
Atf3
Pattern NameModiscoSignificance
metacluster_0/pattern_110.00491021
Absent
Tef
Pattern NameModiscoSignificance
metacluster_0/pattern_110.0214418
Absent
Mef2c
Pattern NameModiscoSignificance
metacluster_0/pattern_134.550680000000001e-06
Absent
Rfx3
Pattern NameModiscoSignificance
metacluster_0/pattern_150.0162091
metacluster_0/pattern_180.00316038
Absent
Mef2d
Pattern NameModiscoSignificance
metacluster_0/pattern_133.9603e-09
Absent
Nr1d1
Pattern NameModiscoSignificance
metacluster_0/pattern_90.045864499999999996
Absent
Zbtb33
Pattern NameModiscoSignificance
metacluster_0/pattern_161.69033e-06
Absent
Tfap2b
Pattern NameModiscoSignificance
metacluster_0/pattern_140.0425594
Absent
Ptf1a
Pattern NameModiscoSignificance
metacluster_0/pattern_60.059010900000000005
Absent
Rfx2
Pattern NameModiscoSignificance
metacluster_0/pattern_152.66845e-07
metacluster_0/pattern_183.07259e-07
Absent
Crem
Pattern NameModiscoSignificance
metacluster_0/pattern_110.00548666
Absent
Rfx6
Pattern NameModiscoSignificance
metacluster_0/pattern_150.000583912
metacluster_0/pattern_180.0081412
Absent
Lyl1
Pattern NameModiscoSignificance
metacluster_0/pattern_60.0147593
Absent
Creb5
Pattern NameModiscoSignificance
metacluster_0/pattern_110.00159563
Absent
Taf1
Pattern NameModiscoSignificance
metacluster_0/pattern_83.84934e-06
Absent
Rfx7
Pattern NameModiscoSignificance
metacluster_0/pattern_150.00601109
metacluster_0/pattern_180.0386748
Absent
Neurod1
Pattern NameModiscoSignificance
metacluster_0/pattern_68.63439e-08
Absent
Msc
Pattern NameModiscoSignificance
metacluster_0/pattern_60.00483377
Absent
Etv2
Pattern NameModiscoSignificance
metacluster_0/pattern_40.000248908
Absent
Atf1
Pattern NameModiscoSignificance
metacluster_0/pattern_100.028136
metacluster_0/pattern_110.0336426
Absent
Nr1d2
Pattern NameModiscoSignificance
metacluster_0/pattern_90.009862899999999999
Absent
Atf7
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0371374
metacluster_0/pattern_110.0007020360000000001
Absent
Spdef
Pattern NameModiscoSignificance
metacluster_0/pattern_40.039437900000000005
Absent
Klf15
Pattern NameModiscoSignificance
metacluster_0/pattern_20.015447799999999998
Absent
Ascl2
Pattern NameModiscoSignificance
metacluster_0/pattern_60.012208799999999999
Absent
Rarg
Pattern NameModiscoSignificance
metacluster_0/pattern_100.035430800000000005
Absent
Neurod2
Pattern NameModiscoSignificance
metacluster_0/pattern_68.63439e-08
Absent
Zfp42
Pattern NameModiscoSignificance
metacluster_0/pattern_80.011028399999999999
Absent
Esr2
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00916189
Absent
Xbp1
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0471593
Absent
Yy1
Pattern NameModiscoSignificance
metacluster_0/pattern_83.84934e-06
Absent
Fosl2
Pattern NameModiscoSignificance
metacluster_0/pattern_110.012598700000000001
Absent
Atoh1
Pattern NameModiscoSignificance
metacluster_0/pattern_60.00483377
Absent
Egr2
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00534299
metacluster_0/pattern_80.051393299999999996
Absent
Ppara
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00916189
Absent
Atf2
Pattern NameModiscoSignificance
metacluster_0/pattern_110.00086685
Absent
Bhlhe22
Pattern NameModiscoSignificance
metacluster_0/pattern_60.00483377
Absent
Zbtb17
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00269697
metacluster_0/pattern_80.011028399999999999
Absent
Jdp2
Pattern NameModiscoSignificance
metacluster_0/pattern_110.00164275
Absent
Rfx4
Pattern NameModiscoSignificance
metacluster_0/pattern_150.000467866
metacluster_0/pattern_180.0458274
Absent
Twist2
Pattern NameModiscoSignificance
metacluster_0/pattern_60.0158387
Absent
Fosl1
Pattern NameModiscoSignificance
metacluster_0/pattern_110.026407299999999998
Absent
Creb1
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0292756
metacluster_0/pattern_110.00104496
Absent
Bhlha15
Pattern NameModiscoSignificance
metacluster_0/pattern_60.048498599999999996
Absent
Olig2
Pattern NameModiscoSignificance
metacluster_0/pattern_60.00934309
Absent
Rfx1
Pattern NameModiscoSignificance
metacluster_0/pattern_80.011028399999999999
metacluster_0/pattern_140.0425594
metacluster_0/pattern_158.49018e-09
metacluster_0/pattern_180.020201300000000002
Absent
Rora
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00136882
Absent
Rorc
Pattern NameModiscoSignificance
metacluster_0/pattern_90.000507975
Absent
Zfp740
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0549899
Absent
Pparg
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0368789
Absent
Nfil3
Pattern NameModiscoSignificance
metacluster_0/pattern_110.0164479
Absent
Hlf
Pattern NameModiscoSignificance
metacluster_0/pattern_100.035838199999999994
Absent
Pax7
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0113325
Absent
Max
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0140141
metacluster_0/pattern_140.0425594
Absent
Neurog1
Pattern NameModiscoSignificance
metacluster_0/pattern_60.0114589
Absent
Neurog2
Pattern NameModiscoSignificance
metacluster_0/pattern_66.85702e-06
Absent
Dbp
Pattern NameModiscoSignificance
metacluster_0/pattern_100.05652480000000001
metacluster_0/pattern_110.046604900000000005
Absent
Ascl1
Pattern NameModiscoSignificance
metacluster_0/pattern_60.0147593
Absent
Mef2a
Pattern NameModiscoSignificance
metacluster_0/pattern_130.000202848
Absent
Srebf2
Pattern NameModiscoSignificance
metacluster_0/pattern_100.008248899999999998
metacluster_0/pattern_110.036557400000000004
Absent
Jun
Pattern NameModiscoSignificance
metacluster_0/pattern_110.021544999999999998
Absent
Unique Homer TFs: #14
TF NameModiscoHomer
Hes1Absent
Pattern NameHomerSignificance
motif13.motif0.0438049
Hes7Absent
Pattern NameHomerSignificance
motif13.motif0.03867569999999999
Bcl6Absent
Pattern NameHomerSignificance
motif17.motif0.0547518
Obox5Absent
Pattern NameHomerSignificance
motif2.motif0.0392904
SpicAbsent
Pattern NameHomerSignificance
motif7.motif0.0162841
Pitx1Absent
Pattern NameHomerSignificance
motif2.motif0.0404952
Obox1Absent
Pattern NameHomerSignificance
motif2.motif0.0404952
Pax4Absent
Pattern NameHomerSignificance
motif2.motif0.0431329
Pitx2Absent
Pattern NameHomerSignificance
motif2.motif0.00941597
GscAbsent
Pattern NameHomerSignificance
motif2.motif0.00274254
Obox3Absent
Pattern NameHomerSignificance
motif2.motif0.0140863
Pitx3Absent
Pattern NameHomerSignificance
motif2.motif0.008659100000000001
Q8VHG7_MOUSEAbsent
Pattern NameHomerSignificance
motif2.motif0.045603500000000005
SpibAbsent
Pattern NameHomerSignificance
motif7.motif0.017233500000000002