In [1]:
# Parameters
data_name = "CRBLM;D;En"
modisco_root = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/Naive_modisco2019"
tomtom_report_root = "http://mitra.stanford.edu/kundaje/msharmin/report/tomtom_outs/cells"
task_dir = "task_236-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_236-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 19:33:29,609 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeCerebellum
    Cell GroupNeural Cells and Tissues
    Experiment NameDHS
    Experiment GroupENCODE
    Pipeline Output
    replicateNaïve overlap peaksIDR peaksTSS enrichment (< 8 is very poor <10 is low)Final number of unique mapping, dup-filtered, chrM filtered readsNumber of reads in called peak regionsFraction of reads in called peak regionsNumber of reads in promoter regionsFraction of reads in promoter regionsNumber of reads in enhancer regionsFraction of reads in enhancer regions
    rep11187437943114.64581886649935860220.190221364180.113375882850.4024
    rep21187437943113.21571824326329688180.162819140790.10569593560.3817
    rep31187437943117.52722825461572448620.256538211900.1353116755890.4134
    Modelling Metadata
    MetricValue
    auPRC0.4973
    Calibrated Recall at 50% FDR0.265
    Number of Positive Examples in Test Data103311
    Number of Negative Examples in Test Data7967540
    Imbalance Ratio in Test Data0.0128
    Test Chromosomeschr2, chr3, chr19
In [4]:
from matlas.reports import display_paiwise_pattern_comparison
from matlas.reports import display_denovo_patterns
In [5]:
display_denovo_patterns(data_name, modisco_root=modisco_root)
TF-MoDISco is using the TensorFlow backend.
The following two links show list of Denovo Patterns and corresponding Motifs discovered by TF-MoDISco
Click here for Denovo Patterns by TF-MoDISco: #20
Pattern NameTF Name(s)Modisco
metacluster_1/pattern_0 # seqlets: 5074 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_1 # seqlets: 2976 SequenceContrib ScoresHyp_Contrib Scores
Neurod1, Neurod2, Olig2, Neurog2, Atoh1, Msgn1, Msc, Bhlhe22, Neurog1, Tcf21,

Twist2, Bhlha15, Ascl2, Lyl1, Ascl1, Clock, Snai1
metacluster_1/pattern_2 # seqlets: 2917 SequenceContrib ScoresHyp_Contrib Scores
Nfia, Nfib, Nfic
metacluster_1/pattern_3 # seqlets: 1719 SequenceContrib ScoresHyp_Contrib Scores
Sp2, Sp3, Sp4, Sp1, Klf3, E2f4, Klf6, Sp5, Klf4, Zbtb17,

Egr1, Klf7, Klf5, Wt1, Klf8, Klf12, Egr2, Maz, Zfp281, Klf1, Klf15,

E2f1, Egr3
metacluster_1/pattern_4 # seqlets: 1342 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_5 # seqlets: 1294 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfya, Nfyc, Foxi1, Pbx3
metacluster_1/pattern_6 # seqlets: 973 SequenceContrib ScoresHyp_Contrib Scores
Creb1, Creb5, Atf7, Jdp2, Atf2, Atf1, Crem, Nfil3, Jun, Mafb,

Tef, Rxrb, Dbp, Atf3, Hlf, Fosl1, Gmeb2
metacluster_1/pattern_7 # seqlets: 875 SequenceContrib ScoresHyp_Contrib Scores
Gabpa, Fli1, Ets1, Elk4, Elk3, Erg, Elk1, Elf1, Etv4, Etv1,

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

Spi1, Elf3
metacluster_1/pattern_8 # seqlets: 522 SequenceContrib ScoresHyp_Contrib Scores
Cebpb, Cebpa, Cebpd, Cebpg, Ddit3, Atf4
metacluster_1/pattern_9 # seqlets: 515 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2
metacluster_1/pattern_10 # seqlets: 472 SequenceContrib ScoresHyp_Contrib Scores
Usf2, Usf1, Tfeb, Arntl, Tfe3, Tfec, Mitf, Srebf1, Bhlhe40, Arnt,

Mlx, Srebf2, Npas2, Tcfl5, Mycn, Max, Myc, Bhlhe41, Creb3l2, Rxrg
metacluster_1/pattern_11 # seqlets: 458 SequenceContrib ScoresHyp_Contrib Scores
Mef2d, Mef2a, Mef2c
metacluster_1/pattern_12 # seqlets: 330 SequenceContrib ScoresHyp_Contrib Scores
Rfx3, Rfx1, Rfx2, Rfx4, Rfx6, Rfx7
metacluster_1/pattern_13 # seqlets: 318 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Zfx, Zfp42
metacluster_1/pattern_14 # seqlets: 196 SequenceContrib ScoresHyp_Contrib Scores
Rorc, Pparg, Rora, Nr1d2, Esr2
metacluster_1/pattern_15 # seqlets: 167 SequenceContrib ScoresHyp_Contrib Scores
Zic3, Zic2
metacluster_1/pattern_16 # seqlets: 145 SequenceContrib ScoresHyp_Contrib Scores
Fosl2, Fos, Jund, Junb, Fosb, Batf, Bach2, Nfe2, Nfe2l2, Mafk,

Mafa, Mafg, Bach1, Maf, Maff
metacluster_1/pattern_17 # seqlets: 140 SequenceContrib ScoresHyp_Contrib Scores
Zbtb33
metacluster_1/pattern_18 # seqlets: 101 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_19 # seqlets: 78 SequenceContrib ScoresHyp_Contrib Scores
Click here for Motifs by TF-MoDISco: #156
TF NamePattern(s)
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.77378e-13
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_09.16285e-07
Neurod1
Pattern NameModiscoSignificance
metacluster_1/pattern_11.13649e-06
Neurod2
Pattern NameModiscoSignificance
metacluster_1/pattern_11.72855e-06
Olig2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.013156399999999999
Neurog2
Pattern NameModiscoSignificance
metacluster_1/pattern_16.0892e-05
Atoh1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0023749
Msgn1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00194811
Msc
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00202066
Bhlhe22
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00268461
Neurog1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00268461
Tcf21
Pattern NameModiscoSignificance
metacluster_1/pattern_10.010073
Twist2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.013156399999999999
Bhlha15
Pattern NameModiscoSignificance
metacluster_1/pattern_10.017283700000000003
Ascl2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.021581799999999998
Lyl1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.021581799999999998
Ascl1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0251562
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0390398
metacluster_1/pattern_100.0140933
Snai1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0533246
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_29.57506e-05
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00156285
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00797205
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_34.7364899999999996e-08
metacluster_1/pattern_130.000143411
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_31.4663e-07
metacluster_1/pattern_130.00191026
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00162851
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00162851
metacluster_1/pattern_130.0013318
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_37.266190000000001e-07
metacluster_1/pattern_130.05331230000000001
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000650277
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0007070310000000001
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000722355
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00334479
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00162851
metacluster_1/pattern_130.010687799999999999
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.022155
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00234683
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00234683
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00274059
metacluster_1/pattern_130.040915
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0047322
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00550333
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00550333
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00706364
metacluster_1/pattern_130.05331230000000001
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_30.010132200000000001
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.013864600000000001
Klf15
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0283976
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0289994
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.04862519999999999
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_41.07602e-07
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_51.8605200000000002e-14
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_57.55092e-11
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_52.49038e-10
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_52.40965e-06
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_59.43403e-06
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0006603669999999999
metacluster_1/pattern_100.0501661
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_69.07206e-06
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00024245
metacluster_1/pattern_100.0132537
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00142705
metacluster_1/pattern_100.031305400000000004
metacluster_1/pattern_160.0008048
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000589685
metacluster_1/pattern_100.0162648
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0428013
metacluster_1/pattern_100.035811
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00141507
metacluster_1/pattern_100.046753199999999995
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00917439
metacluster_1/pattern_80.00897424
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_60.039572
metacluster_1/pattern_160.0482277
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0130054
metacluster_1/pattern_160.0237388
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_60.018415900000000002
metacluster_1/pattern_80.00615313
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0279129
metacluster_1/pattern_100.044749300000000006
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0387619
metacluster_1/pattern_80.0316116
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0344165
metacluster_1/pattern_160.00022785900000000002
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0428013
metacluster_1/pattern_80.00327956
metacluster_1/pattern_100.0282057
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0434942
metacluster_1/pattern_160.0211918
Gmeb2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0557163
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000477849
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000185088
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000233285
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000157388
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000103786
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000185088
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_76.58854e-05
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_75.73009e-05
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00745076
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_77.68363e-05
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000252276
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0006677969999999999
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000757339
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000816094
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_70.028482099999999996
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00105843
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0035332999999999996
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.013835399999999998
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0491085
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00655679
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0159563
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0344795
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0491085
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.044493
Cebpa
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0316116
Cebpd
Pattern NameModiscoSignificance
metacluster_1/pattern_80.058465699999999995
Cebpg
Pattern NameModiscoSignificance
metacluster_1/pattern_80.027162000000000002
Ddit3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0433523
Atf4
Pattern NameModiscoSignificance
metacluster_1/pattern_80.044493
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_91.29982e-22
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_91.29982e-22
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_93.3318599999999997e-14
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.010678700000000001
metacluster_1/pattern_170.049860800000000004
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0269464
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0006797010000000001
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_100.011219100000000001
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00235867
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0025001999999999997
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00125328
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0455021
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_100.014315799999999998
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0501661
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0146951
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00626066
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00911626
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_100.020183
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0269464
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0282057
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_100.043122
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_100.033329199999999996
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.039443900000000004
Rxrg
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0409608
Mef2d
Pattern NameModiscoSignificance
metacluster_1/pattern_111.63507e-12
Mef2a
Pattern NameModiscoSignificance
metacluster_1/pattern_118.952799999999999e-05
Mef2c
Pattern NameModiscoSignificance
metacluster_1/pattern_112.82811e-07
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00519024
metacluster_1/pattern_190.00827743
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_123.7007199999999996e-09
metacluster_1/pattern_130.021453599999999996
metacluster_1/pattern_190.00856226
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_128.5196e-08
metacluster_1/pattern_190.0371598
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000475995
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00132742
metacluster_1/pattern_190.0143369
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0027806999999999997
metacluster_1/pattern_190.0330861
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_135.29729e-06
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_138.14384e-06
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00636261
metacluster_1/pattern_170.00799836
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0136534
Rorc
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0039347
Pparg
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00091534
Rora
Pattern NameModiscoSignificance
metacluster_1/pattern_140.014333600000000002
Nr1d2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.016906
Esr2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0573385
Zic3
Pattern NameModiscoSignificance
metacluster_1/pattern_150.0037954
Zic2
Pattern NameModiscoSignificance
metacluster_1/pattern_151.14338e-05
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_165.88642e-05
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_161.12171e-07
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00997735
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0230879
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_160.000154926
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_160.000263649
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00153794
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00540502
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0237388
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0108104
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0211918
Mafg
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0211918
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0211918
Maf
Pattern NameModiscoSignificance
metacluster_1/pattern_160.025704200000000003
Maff
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0316033
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_175.3033e-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: #97
TF NameModiscoHomer
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00141507
metacluster_1/pattern_100.046753199999999995
Pattern NameHomerSignificance
motif10.motif0.027061500000000002
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00655679
Pattern NameHomerSignificance
motif7.motif0.00737062
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0047322
Pattern NameHomerSignificance
motif4.motif0.000716814
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_100.014315799999999998
Pattern NameHomerSignificance
motif10.motif0.0402911
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0501661
Pattern NameHomerSignificance
motif10.motif0.0474587
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_123.7007199999999996e-09
metacluster_1/pattern_130.021453599999999996
metacluster_1/pattern_190.00856226
Pattern NameHomerSignificance
motif14.motif1.39796e-07
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_31.4663e-07
metacluster_1/pattern_130.00191026
Pattern NameHomerSignificance
motif4.motif0.000716814
Mef2d
Pattern NameModiscoSignificance
metacluster_1/pattern_111.63507e-12
Pattern NameHomerSignificance
motif12.motif3.4125999999999997e-07
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00550333
Pattern NameHomerSignificance
motif4.motif0.0144714
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_60.039572
metacluster_1/pattern_160.0482277
Pattern NameHomerSignificance
motif10.motif0.0531846
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000722355
Pattern NameHomerSignificance
motif4.motif0.014666299999999998
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00162851
Pattern NameHomerSignificance
motif4.motif0.014110299999999997
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.77378e-13
Pattern NameHomerSignificance
motif1.motif0.000475803
motif9.motif0.0211341
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_70.028482099999999996
Pattern NameHomerSignificance
motif7.motif0.00849324
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_100.011219100000000001
Pattern NameHomerSignificance
motif10.motif0.0186862
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_128.5196e-08
metacluster_1/pattern_190.0371598
Pattern NameHomerSignificance
motif14.motif3.37099e-05
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000103786
Pattern NameHomerSignificance
motif7.motif0.00737062
Atf4
Pattern NameModiscoSignificance
metacluster_1/pattern_80.044493
Pattern NameHomerSignificance
motif10.motif0.021243900000000003
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0455021
Pattern NameHomerSignificance
motif10.motif0.020513
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00234683
Pattern NameHomerSignificance
motif4.motif0.000592663
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0006603669999999999
metacluster_1/pattern_100.0501661
Pattern NameHomerSignificance
motif10.motif0.011246899999999999
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0006797010000000001
Pattern NameHomerSignificance
motif10.motif0.0200942
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000157388
Pattern NameHomerSignificance
motif7.motif0.00939816
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_77.68363e-05
Pattern NameHomerSignificance
motif7.motif0.00822219
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_91.29982e-22
Pattern NameHomerSignificance
motif5.motif8.8861e-06
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0025001999999999997
Pattern NameHomerSignificance
motif10.motif0.035854500000000004
Neurod2
Pattern NameModiscoSignificance
metacluster_1/pattern_11.72855e-06
Pattern NameHomerSignificance
motif2.motif0.00871669
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_100.020183
Pattern NameHomerSignificance
motif10.motif0.0200942
Neurod1
Pattern NameModiscoSignificance
metacluster_1/pattern_11.13649e-06
Pattern NameHomerSignificance
motif2.motif0.00871669
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_34.7364899999999996e-08
metacluster_1/pattern_130.000143411
Pattern NameHomerSignificance
motif4.motif0.000887597
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0387619
metacluster_1/pattern_80.0316116
Pattern NameHomerSignificance
motif10.motif0.0501825
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.013835399999999998
Pattern NameHomerSignificance
motif7.motif0.010913899999999999
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00142705
metacluster_1/pattern_100.031305400000000004
metacluster_1/pattern_160.0008048
Pattern NameHomerSignificance
motif10.motif0.0208608
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_37.266190000000001e-07
metacluster_1/pattern_130.05331230000000001
Pattern NameHomerSignificance
motif4.motif0.000316266
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_93.3318599999999997e-14
Pattern NameHomerSignificance
motif5.motif8.08236e-05
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.022155
Pattern NameHomerSignificance
motif4.motif0.0585719
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00156285
Pattern NameHomerSignificance
motif3.motif0.015109799999999998
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00024245
metacluster_1/pattern_100.0132537
Pattern NameHomerSignificance
motif10.motif0.018855900000000002
Rorc
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0039347
Pattern NameHomerSignificance
motif13.motif0.00531965
Gmeb2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0557163
Pattern NameHomerSignificance
motif10.motif0.0200942
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0269464
Pattern NameHomerSignificance
motif10.motif0.042858600000000004
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00132742
metacluster_1/pattern_190.0143369
Pattern NameHomerSignificance
motif14.motif0.012238299999999999
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.010678700000000001
metacluster_1/pattern_170.049860800000000004
Pattern NameHomerSignificance
motif10.motif0.046066300000000004
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00234683
Pattern NameHomerSignificance
motif4.motif0.00716787
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00745076
Pattern NameHomerSignificance
motif7.motif0.00859517
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0027806999999999997
metacluster_1/pattern_190.0330861
Pattern NameHomerSignificance
motif14.motif0.012238299999999999
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_76.58854e-05
Pattern NameHomerSignificance
motif7.motif0.00737062
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.013864600000000001
Pattern NameHomerSignificance
motif4.motif0.00274016
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0035332999999999996
Pattern NameHomerSignificance
motif7.motif0.00822219
Klf15
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0283976
Pattern NameHomerSignificance
motif4.motif0.00792832
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.044493
Pattern NameHomerSignificance
motif10.motif0.0402911
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0428013
metacluster_1/pattern_100.035811
Pattern NameHomerSignificance
motif10.motif0.0200942
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00125328
Pattern NameHomerSignificance
motif10.motif0.0222933
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00797205
Pattern NameHomerSignificance
motif3.motif0.056275900000000004
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00626066
Pattern NameHomerSignificance
motif10.motif0.00894175
Neurog2
Pattern NameModiscoSignificance
metacluster_1/pattern_16.0892e-05
Pattern NameHomerSignificance
motif2.motif0.00871669
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000816094
Pattern NameHomerSignificance
motif7.motif0.0131616
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0344795
Pattern NameHomerSignificance
motif7.motif0.0425154
Cebpg
Pattern NameModiscoSignificance
metacluster_1/pattern_80.027162000000000002
Pattern NameHomerSignificance
motif10.motif0.0531846
Cebpa
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0316116
Pattern NameHomerSignificance
motif10.motif0.0474587
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0428013
metacluster_1/pattern_80.00327956
metacluster_1/pattern_100.0282057
Pattern NameHomerSignificance
motif10.motif0.0310834
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_60.018415900000000002
metacluster_1/pattern_80.00615313
Pattern NameHomerSignificance
motif10.motif0.0200942
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0491085
Pattern NameHomerSignificance
motif7.motif0.0167334
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0146951
Pattern NameHomerSignificance
motif10.motif0.0186862
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00162851
metacluster_1/pattern_130.0013318
Pattern NameHomerSignificance
motif4.motif0.0114145
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_41.07602e-07
Pattern NameHomerSignificance
motif6.motif1.16436e-07
Mef2a
Pattern NameModiscoSignificance
metacluster_1/pattern_118.952799999999999e-05
Pattern NameHomerSignificance
motif12.motif1.71804e-05
Olig2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.013156399999999999
Pattern NameHomerSignificance
motif2.motif0.041182800000000006
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000185088
Pattern NameHomerSignificance
motif7.motif0.00964449
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00235867
Pattern NameHomerSignificance
motif10.motif0.027061500000000002
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_09.16285e-07
Pattern NameHomerSignificance
motif1.motif0.00110622
motif9.motif0.0211341
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000477849
Pattern NameHomerSignificance
motif7.motif0.00773775
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0390398
metacluster_1/pattern_100.0140933
Pattern NameHomerSignificance
motif10.motif0.0200942
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0289994
Pattern NameHomerSignificance
motif4.motif0.00374808
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000233285
Pattern NameHomerSignificance
motif7.motif0.0116162
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000757339
Pattern NameHomerSignificance
motif7.motif0.00737062
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0006677969999999999
Pattern NameHomerSignificance
motif7.motif0.00849324
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00162851
metacluster_1/pattern_130.010687799999999999
Pattern NameHomerSignificance
motif4.motif0.0114145
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000475995
Pattern NameHomerSignificance
motif14.motif0.000255884
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00334479
Pattern NameHomerSignificance
motif4.motif0.0356451
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000252276
Pattern NameHomerSignificance
motif7.motif0.00372663
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_100.043122
Pattern NameHomerSignificance
motif7.motif0.0268392
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_69.07206e-06
Pattern NameHomerSignificance
motif10.motif0.0186862
Mef2c
Pattern NameModiscoSignificance
metacluster_1/pattern_112.82811e-07
Pattern NameHomerSignificance
motif12.motif1.71804e-05
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_75.73009e-05
Pattern NameHomerSignificance
motif7.motif0.00195876
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0159563
Pattern NameHomerSignificance
motif7.motif0.0563806
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00917439
metacluster_1/pattern_80.00897424
Pattern NameHomerSignificance
motif10.motif0.0200942
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000185088
Pattern NameHomerSignificance
motif7.motif0.00964449
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00105843
Pattern NameHomerSignificance
motif7.motif0.0123651
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0491085
Pattern NameHomerSignificance
motif7.motif0.0294488
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_100.033329199999999996
Pattern NameHomerSignificance
motif10.motif0.0380203
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0007070310000000001
Pattern NameHomerSignificance
motif4.motif0.00142305
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.000589685
metacluster_1/pattern_100.0162648
Pattern NameHomerSignificance
motif10.motif0.0200942
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_91.29982e-22
Pattern NameHomerSignificance
motif5.motif5.4361599999999995e-06
Cebpd
Pattern NameModiscoSignificance
metacluster_1/pattern_80.058465699999999995
Pattern NameHomerSignificance
motif10.motif0.035521199999999996
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000650277
Pattern NameHomerSignificance
motif4.motif0.00147838
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00519024
metacluster_1/pattern_190.00827743
Pattern NameHomerSignificance
motif14.motif0.0394087
Unique TF-MoDISco TFs: #59
TF NameModiscoHomer
Bhlhe22
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00268461
Absent
Esr2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0573385
Absent
Nr1d2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.016906
Absent
Zic3
Pattern NameModiscoSignificance
metacluster_1/pattern_150.0037954
Absent
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0230879
Absent
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00636261
metacluster_1/pattern_170.00799836
Absent
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0282057
Absent
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0434942
metacluster_1/pattern_160.0211918
Absent
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_29.57506e-05
Absent
Ascl1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0251562
Absent
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_135.29729e-06
Absent
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0136534
Absent
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_160.000154926
Absent
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0108104
Absent
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_160.000263649
Absent
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0279129
metacluster_1/pattern_100.044749300000000006
Absent
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0237388
Absent
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_51.8605200000000002e-14
Absent
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0130054
metacluster_1/pattern_160.0237388
Absent
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00911626
Absent
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_57.55092e-11
Absent
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.039443900000000004
Absent
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00274059
metacluster_1/pattern_130.040915
Absent
Twist2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.013156399999999999
Absent
Neurog1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00268461
Absent
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00550333
Absent
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00997735
Absent
Msgn1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00194811
Absent
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_161.12171e-07
Absent
Mafg
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0211918
Absent
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00540502
Absent
Maff
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0316033
Absent
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.04862519999999999
Absent
Pparg
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00091534
Absent
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0344165
metacluster_1/pattern_160.00022785900000000002
Absent
Ascl2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.021581799999999998
Absent
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0211918
Absent
Msc
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00202066
Absent
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_52.40965e-06
Absent
Atoh1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0023749
Absent
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0211918
Absent
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_175.3033e-05
Absent
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_138.14384e-06
Absent
Maf
Pattern NameModiscoSignificance
metacluster_1/pattern_160.025704200000000003
Absent
Bhlha15
Pattern NameModiscoSignificance
metacluster_1/pattern_10.017283700000000003
Absent
Rora
Pattern NameModiscoSignificance
metacluster_1/pattern_140.014333600000000002
Absent
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_30.010132200000000001
Absent
Rxrg
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0409608
Absent
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_165.88642e-05
Absent
Tcf21
Pattern NameModiscoSignificance
metacluster_1/pattern_10.010073
Absent
Lyl1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.021581799999999998
Absent
Snai1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0533246
Absent
Zic2
Pattern NameModiscoSignificance
metacluster_1/pattern_151.14338e-05
Absent
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_52.49038e-10
Absent
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00706364
metacluster_1/pattern_130.05331230000000001
Absent
Ddit3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0433523
Absent
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00153794
Absent
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_59.43403e-06
Absent
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0269464
Absent
Unique Homer TFs: #5
TF NameModiscoHomer
AhrAbsent
Pattern NameHomerSignificance
motif10.motif0.0402911
Xbp1Absent
Pattern NameHomerSignificance
motif10.motif0.0186862
E2f7Absent
Pattern NameHomerSignificance
motif4.motif0.0219727
Gmeb1Absent
Pattern NameHomerSignificance
motif10.motif0.035521199999999996
Zbtb1Absent
Pattern NameHomerSignificance
motif4.motif0.056920000000000005