In [1]:
# Parameters
data_name = "aB_LPS+IL4;A;CL"
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_14-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_14-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 18:41:46,092 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeaB LPS+IL4
    Cell GroupB cells
    Experiment NameATAC
    Experiment GroupCasellas Lab
    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
    rep1681254465812.53635265231455844300.106153972170.1025169838160.3227
    Modelling Metadata
    MetricValue
    auPRC0.6599
    Calibrated Recall at 50% FDR0.194
    Number of Positive Examples in Test Data52681
    Number of Negative Examples in Test Data8018170
    Imbalance Ratio in Test Data0.0065
    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_1/pattern_0 # seqlets: 6504 SequenceContrib ScoresHyp_Contrib Scores
Spi1, Spib, Irf8, Irf4, Etv6, Spic, Ets1, Etv2, Etv4, Erg,

Elk1, Fli1, Gabpa, Etv3, XP_911724.4, Elf1, Ehf, Elk4, Elf4, Elf3, Elk3,

Elf2, Etv1, Etv5, Elf5, Prdm1, Irf3, Irf2, Fev, Irf1, Spdef
metacluster_1/pattern_1 # seqlets: 4683 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_2 # seqlets: 3368 SequenceContrib ScoresHyp_Contrib Scores
Sp4, Sp2, Klf3, Sp3, Sp1, E2f4, Klf6, Klf7, Klf4, Klf1,

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

Egr3, Zbtb1
metacluster_1/pattern_3 # seqlets: 1892 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfyc, Nfya, Foxi1, Pbx3
metacluster_1/pattern_4 # seqlets: 1378 SequenceContrib ScoresHyp_Contrib Scores
Stat2, Irf7, Stat1, Irf9, Irf5, Zscan10, Irf6
metacluster_1/pattern_5 # seqlets: 1353 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_6 # seqlets: 1215 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Wt1, Zfp42, Maz, Mxi1, Klf15, Usf2
metacluster_1/pattern_7 # seqlets: 978 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2
metacluster_1/pattern_8 # seqlets: 888 SequenceContrib ScoresHyp_Contrib Scores
Creb1, Atf2, Atf7, Atf1, Jdp2, Crem, Atf3, Creb5, Fosl2, Jun,

Fosl1, Nfil3, Rxrb, Tef
metacluster_1/pattern_9 # seqlets: 542 SequenceContrib ScoresHyp_Contrib Scores
Pou2f2, Pou5f1, Pou2f1
metacluster_1/pattern_10 # seqlets: 504 SequenceContrib ScoresHyp_Contrib Scores
Usf1, Tfec, Tfeb, Mitf, Arntl, Srebf1, Bhlhe40, Tfe3, Mlx, Clock,

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

Max
metacluster_1/pattern_11 # seqlets: 504 SequenceContrib ScoresHyp_Contrib Scores
Fos, Fosb, Jund, Junb, Batf, Bach2, Nfe2, Nfe2l2, Bach1, Mafa,

Mafk
metacluster_1/pattern_12 # seqlets: 414 SequenceContrib ScoresHyp_Contrib Scores
Rfx3, Rfx1, Rfx2, Rfx4, Rfx7, Rfx6, Sox2
metacluster_1/pattern_13 # seqlets: 357 SequenceContrib ScoresHyp_Contrib Scores
Nfkb2, Nfkb1, Rela, Relb, Rel
metacluster_1/pattern_14 # seqlets: 263 SequenceContrib ScoresHyp_Contrib Scores
Zbtb33
metacluster_1/pattern_15 # seqlets: 179 SequenceContrib ScoresHyp_Contrib Scores
Runx1, Runx2, Runx3, Cbfb, Gfi1b
metacluster_1/pattern_16 # seqlets: 154 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_17 # seqlets: 135 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_18 # seqlets: 110 SequenceContrib ScoresHyp_Contrib Scores
Mef2d, Mef2a, Mef2c
Click here for Motifs by TF-MoDISco: #151
TF NamePattern(s)
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000341603
metacluster_1/pattern_40.0459846
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_01.05599e-05
metacluster_1/pattern_41.2922699999999999e-05
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00011544700000000001
metacluster_1/pattern_44.0113300000000005e-09
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00011544700000000001
metacluster_1/pattern_40.00305964
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00132879
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000341603
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000341603
metacluster_1/pattern_160.030679
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000122387
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00119827
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000341603
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0009295089999999999
metacluster_1/pattern_160.030679
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00276623
metacluster_1/pattern_160.051778599999999994
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_00.010125499999999999
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000341603
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000361547
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000412196
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00207249
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00102051
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000565791
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00529812
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00101496
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0148822
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00125082
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00102051
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0114349
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00526754
metacluster_1/pattern_40.00713173
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00559299
metacluster_1/pattern_40.026595599999999997
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00651541
metacluster_1/pattern_40.00454642
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00843839
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0107783
metacluster_1/pattern_42.03996e-07
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0113325
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_15.07345e-13
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_13.71296e-08
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00143086
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_22.7557099999999996e-06
metacluster_1/pattern_61.88024e-05
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_21.11983e-05
metacluster_1/pattern_60.019446599999999998
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_21.11983e-05
metacluster_1/pattern_60.000153423
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000451915
metacluster_1/pattern_63.25202e-05
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000451915
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000543511
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000543511
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0100985
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.037675400000000005
metacluster_1/pattern_160.038762599999999994
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000876898
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.013247899999999998
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0427607
metacluster_1/pattern_60.0516144
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00638321
metacluster_1/pattern_60.00389239
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0402954
metacluster_1/pattern_60.03094
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.013247899999999998
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0156344
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.021063400000000003
metacluster_1/pattern_60.055335
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.023790000000000002
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_20.037675400000000005
metacluster_1/pattern_60.00175184
metacluster_1/pattern_80.0164772
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0421918
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0523486
Zbtb1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.05666
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_32.8055700000000004e-10
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_34.70738e-06
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_37.29414e-06
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_37.29414e-06
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_39.910850000000001e-05
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00038583300000000003
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_40.000427134
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_40.000534439
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00443644
Irf5
Pattern NameModiscoSignificance
metacluster_1/pattern_40.020232
Zscan10
Pattern NameModiscoSignificance
metacluster_1/pattern_40.036408800000000005
Irf6
Pattern NameModiscoSignificance
metacluster_1/pattern_40.05710610000000001
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_52.92104e-08
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_64.86772e-06
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_61.5659700000000002e-05
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0117868
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0125897
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0131961
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.03094
Klf15
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0373036
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0432613
metacluster_1/pattern_80.000151178
metacluster_1/pattern_100.00269236
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_72.37105e-21
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_73.53169e-21
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_72.1658200000000002e-13
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00228994
metacluster_1/pattern_100.055678399999999996
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00131932
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00040110199999999997
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0139219
metacluster_1/pattern_100.0123887
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00117962
metacluster_1/pattern_113.25792e-05
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00779946
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00498601
metacluster_1/pattern_113.25792e-05
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00285035
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00779946
metacluster_1/pattern_110.000123807
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0187492
metacluster_1/pattern_110.0234715
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.022518700000000003
metacluster_1/pattern_110.033505599999999996
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.037084
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0481574
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_80.05926
Pou2f2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.016550400000000003
Pou5f1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.047666900000000005
metacluster_1/pattern_120.0487596
Pou2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.047666900000000005
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00320995
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00233603
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00117033
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00159205
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00526972
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00233603
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0101477
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00233603
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0221547
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0368857
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0368857
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00233603
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00320874
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.04252569999999999
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00418764
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_100.016400099999999997
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0346539
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0431293
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0448284
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_100.050760900000000005
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0537062
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0571957
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_113.3082300000000003e-06
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_113.3082300000000003e-06
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00316012
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_110.014079099999999999
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0084097
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0036506
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00611872
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00691495
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00824996
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_110.039148
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0513592
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00149968
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_122.74573e-09
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0339096
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_128.62935e-05
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0006464880000000001
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00128474
Sox2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0448765
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_132.8756e-07
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_135.8070600000000006e-05
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_130.000460477
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_130.000162907
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0415722
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_143.17398e-05
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00030475099999999997
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_150.0121305
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00114286
metacluster_1/pattern_160.051778599999999994
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00380536
Gfi1b
Pattern NameModiscoSignificance
metacluster_1/pattern_150.0487916
Mef2d
Pattern NameModiscoSignificance
metacluster_1/pattern_189.12659e-14
Mef2a
Pattern NameModiscoSignificance
metacluster_1/pattern_186.29787e-05
Mef2c
Pattern NameModiscoSignificance
metacluster_1/pattern_182.96423e-09
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
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000341603
metacluster_1/pattern_40.0459846
Pattern NameHomerSignificance
motif3.motif0.0197368
Zbtb1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.05666
Pattern NameHomerSignificance
motif2.motif0.021162
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00030475099999999997
Pattern NameHomerSignificance
motif16.motif0.0355727
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_37.29414e-06
Pattern NameHomerSignificance
motif5.motif8.665089999999999e-07
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00143086
Pattern NameHomerSignificance
motif2.motif0.0162091
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0156344
Pattern NameHomerSignificance
motif2.motif0.00142722
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000451915
metacluster_1/pattern_63.25202e-05
Pattern NameHomerSignificance
motif2.motif0.00509853
motif21.motif0.032685200000000005
Klf15
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0373036
Pattern NameHomerSignificance
motif2.motif0.00929096
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.013247899999999998
Pattern NameHomerSignificance
motif2.motif0.006602600000000001
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.023790000000000002
Pattern NameHomerSignificance
motif2.motif0.0551359
motif21.motif0.0565388
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00102051
Pattern NameHomerSignificance
motif3.motif0.00041282199999999997
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_39.910850000000001e-05
Pattern NameHomerSignificance
motif5.motif0.00013246799999999998
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000451915
Pattern NameHomerSignificance
motif2.motif0.000884135
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_37.29414e-06
Pattern NameHomerSignificance
motif5.motif1.4247699999999999e-05
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000543511
Pattern NameHomerSignificance
motif2.motif0.000358089
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000341603
Pattern NameHomerSignificance
motif3.motif0.00196013
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_130.000460477
Pattern NameHomerSignificance
motif21.motif0.032685200000000005
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0125897
Pattern NameHomerSignificance
motif12.motif0.0317139
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0107783
metacluster_1/pattern_42.03996e-07
Pattern NameHomerSignificance
motif6.motif0.0267757
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_150.0121305
Pattern NameHomerSignificance
motif16.motif0.0355727
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000341603
Pattern NameHomerSignificance
motif3.motif5.1148999999999994e-05
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00638321
metacluster_1/pattern_60.00389239
Pattern NameHomerSignificance
motif2.motif0.0040237
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_13.71296e-08
Pattern NameHomerSignificance
motif1.motif0.000765264
motif10.motif0.00142291
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_73.53169e-21
Pattern NameHomerSignificance
motif4.motif3.8576099999999996e-07
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00011544700000000001
metacluster_1/pattern_40.00305964
Pattern NameHomerSignificance
motif3.motif0.0532383
motif6.motif0.00818492
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00011544700000000001
metacluster_1/pattern_44.0113300000000005e-09
Pattern NameHomerSignificance
motif3.motif0.0219815
motif6.motif0.00737537
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0148822
Pattern NameHomerSignificance
motif3.motif0.0196955
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00132879
Pattern NameHomerSignificance
motif3.motif0.00669974
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000341603
metacluster_1/pattern_160.030679
Pattern NameHomerSignificance
motif3.motif0.000979822
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_72.37105e-21
Pattern NameHomerSignificance
motif4.motif3.5031100000000005e-07
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.021063400000000003
metacluster_1/pattern_60.055335
Pattern NameHomerSignificance
motif2.motif0.0488819
motif21.motif0.032685200000000005
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0113325
Pattern NameHomerSignificance
motif3.motif0.0119819
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00119827
Pattern NameHomerSignificance
motif3.motif0.00260769
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0117868
Pattern NameHomerSignificance
motif21.motif0.032685200000000005
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_61.5659700000000002e-05
Pattern NameHomerSignificance
motif12.motif0.00239958
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00102051
Pattern NameHomerSignificance
motif3.motif2.0158699999999997e-05
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000361547
Pattern NameHomerSignificance
motif3.motif6.3682e-05
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0009295089999999999
metacluster_1/pattern_160.030679
Pattern NameHomerSignificance
motif3.motif0.0005092769999999999
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000412196
Pattern NameHomerSignificance
motif3.motif0.0007270810000000001
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_01.05599e-05
metacluster_1/pattern_41.2922699999999999e-05
Pattern NameHomerSignificance
motif3.motif0.009469700000000001
motif6.motif0.00818492
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000543511
Pattern NameHomerSignificance
motif2.motif6.69554e-05
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00526754
metacluster_1/pattern_40.00713173
Pattern NameHomerSignificance
motif6.motif0.0296557
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00101496
Pattern NameHomerSignificance
motif3.motif0.00041282199999999997
Pou2f2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.016550400000000003
Pattern NameHomerSignificance
motif14.motif0.000936014
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_40.000427134
Pattern NameHomerSignificance
motif6.motif0.0296557
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00843839
Pattern NameHomerSignificance
motif3.motif0.0148345
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_21.11983e-05
metacluster_1/pattern_60.019446599999999998
Pattern NameHomerSignificance
motif2.motif2.73506e-05
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_15.07345e-13
Pattern NameHomerSignificance
motif1.motif3.57369e-05
motif10.motif0.0014479
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00651541
metacluster_1/pattern_40.00454642
Pattern NameHomerSignificance
motif6.motif0.046011800000000005
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_21.11983e-05
metacluster_1/pattern_60.000153423
Pattern NameHomerSignificance
motif2.motif6.69554e-05
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00380536
Pattern NameHomerSignificance
motif16.motif0.0355727
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000122387
Pattern NameHomerSignificance
motif3.motif0.00394204
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_34.70738e-06
Pattern NameHomerSignificance
motif5.motif1.8440200000000002e-06
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_64.86772e-06
Pattern NameHomerSignificance
motif12.motif0.000150972
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_72.1658200000000002e-13
Pattern NameHomerSignificance
motif4.motif4.35655e-05
Pou5f1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.047666900000000005
metacluster_1/pattern_120.0487596
Pattern NameHomerSignificance
motif14.motif0.0128806
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000565791
Pattern NameHomerSignificance
motif3.motif7.30802e-05
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_32.8055700000000004e-10
Pattern NameHomerSignificance
motif5.motif7.31075e-08
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_143.17398e-05
Pattern NameHomerSignificance
motif11.motif0.00020854
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.037675400000000005
metacluster_1/pattern_160.038762599999999994
Pattern NameHomerSignificance
motif2.motif0.0313719
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000876898
Pattern NameHomerSignificance
motif2.motif0.00012077399999999999
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000341603
Pattern NameHomerSignificance
motif3.motif0.000672457
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00529812
Pattern NameHomerSignificance
motif3.motif0.029907200000000002
Irf5
Pattern NameModiscoSignificance
metacluster_1/pattern_40.020232
Pattern NameHomerSignificance
motif3.motif0.046382099999999996
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0100985
Pattern NameHomerSignificance
motif2.motif0.00511805
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_52.92104e-08
Pattern NameHomerSignificance
motif7.motif1.50285e-06
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00125082
Pattern NameHomerSignificance
motif3.motif7.58517e-05
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00207249
Pattern NameHomerSignificance
motif3.motif0.018985
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00443644
Pattern NameHomerSignificance
motif6.motif0.00737537
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_22.7557099999999996e-06
metacluster_1/pattern_61.88024e-05
Pattern NameHomerSignificance
motif2.motif0.00010420700000000001
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0427607
metacluster_1/pattern_60.0516144
Pattern NameHomerSignificance
motif2.motif0.0551359
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.013247899999999998
Pattern NameHomerSignificance
motif2.motif0.00295293
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0402954
metacluster_1/pattern_60.03094
Pattern NameHomerSignificance
motif2.motif0.0384721
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0114349
Pattern NameHomerSignificance
motif3.motif0.00143093
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00276623
metacluster_1/pattern_160.051778599999999994
Pattern NameHomerSignificance
motif3.motif0.00143093
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00114286
metacluster_1/pattern_160.051778599999999994
Pattern NameHomerSignificance
motif16.motif0.0306272
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_00.010125499999999999
Pattern NameHomerSignificance
motif3.motif0.00669974
Unique TF-MoDISco TFs: #74
TF NameModiscoHomer
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0431293
Absent
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00779946
Absent
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0036506
Absent
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00228994
metacluster_1/pattern_100.055678399999999996
Absent
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_122.74573e-09
Absent
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00040110199999999997
Absent
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00824996
Absent
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0006464880000000001
Absent
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00233603
Absent
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.022518700000000003
metacluster_1/pattern_110.033505599999999996
Absent
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00131932
Absent
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00233603
Absent
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0432613
metacluster_1/pattern_80.000151178
metacluster_1/pattern_100.00269236
Absent
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0513592
Absent
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00117962
metacluster_1/pattern_113.25792e-05
Absent
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0084097
Absent
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_113.3082300000000003e-06
Absent
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0187492
metacluster_1/pattern_110.0234715
Absent
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0481574
Absent
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_130.000162907
Absent
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00285035
Absent
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00320995
Absent
Mef2c
Pattern NameModiscoSignificance
metacluster_1/pattern_182.96423e-09
Absent
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00159205
Absent
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00526972
Absent
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0415722
Absent
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0368857
Absent
Zscan10
Pattern NameModiscoSignificance
metacluster_1/pattern_40.036408800000000005
Absent
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0523486
Absent
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.037084
Absent
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0368857
Absent
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_110.039148
Absent
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_100.050760900000000005
Absent
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00320874
Absent
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_132.8756e-07
Absent
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0448284
Absent
Pou2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.047666900000000005
Absent
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00117033
Absent
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00233603
Absent
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_40.000534439
Absent
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00149968
Absent
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.03094
Absent
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00779946
metacluster_1/pattern_110.000123807
Absent
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0346539
Absent
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0571957
Absent
Irf6
Pattern NameModiscoSignificance
metacluster_1/pattern_40.05710610000000001
Absent
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00498601
metacluster_1/pattern_113.25792e-05
Absent
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00691495
Absent
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00233603
Absent
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0101477
Absent
Gfi1b
Pattern NameModiscoSignificance
metacluster_1/pattern_150.0487916
Absent
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_113.3082300000000003e-06
Absent
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0421918
Absent
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0139219
metacluster_1/pattern_100.0123887
Absent
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.04252569999999999
Absent
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0339096
Absent
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0131961
Absent
Mef2a
Pattern NameModiscoSignificance
metacluster_1/pattern_186.29787e-05
Absent
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00128474
Absent
Mef2d
Pattern NameModiscoSignificance
metacluster_1/pattern_189.12659e-14
Absent
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_135.8070600000000006e-05
Absent
Sox2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0448765
Absent
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0221547
Absent
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00418764
Absent
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00559299
metacluster_1/pattern_40.026595599999999997
Absent
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00038583300000000003
Absent
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00611872
Absent
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_128.62935e-05
Absent
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_80.05926
Absent
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_100.016400099999999997
Absent
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00316012
Absent
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0537062
Absent
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_110.014079099999999999
Absent
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_20.037675400000000005
metacluster_1/pattern_60.00175184
metacluster_1/pattern_80.0164772
Absent
Unique Homer TFs: #5
TF NameModiscoHomer
E2f7Absent
Pattern NameHomerSignificance
motif2.motif0.021162
E2f6Absent
Pattern NameHomerSignificance
motif2.motif0.01964
Sall4Absent
Pattern NameHomerSignificance
motif21.motif0.0565388
Sp100Absent
Pattern NameHomerSignificance
motif9.motif0.0255213
Hmga2Absent
Pattern NameHomerSignificance
motif9.motif0.021177900000000003