In [1]:
# Parameters
data_name = "ILC2_Nippo;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_83-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_83-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 18:59:05,791 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeILC2 (Nippo infected)
    Cell GroupOther Immune 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
    rep11230169564310.9951626771115617800.22471932970.1394175194860.3395
    Modelling Metadata
    MetricValue
    auPRC0.5752
    Calibrated Recall at 50% FDR0.226
    Number of Positive Examples in Test Data113094
    Number of Negative Examples in Test Data7957757
    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: #21
Pattern NameTF Name(s)Modisco
metacluster_1/pattern_0 # seqlets: 4408 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_1 # seqlets: 3683 SequenceContrib ScoresHyp_Contrib Scores
Ets1, Erg, Etv4, Fli1, Elk1, Elk4, Etv2, Gabpa, Etv5, Elk3,

Fev, Spi1, Etv6, Elf2, XP_911724.4, Etv3, Etv1, Elf1, Spib, Ehf, Elf4,

Elf5, Elf3, Irf8, Spdef, Spic, Irf4, Zscan10, Stat3
metacluster_1/pattern_2 # seqlets: 2461 SequenceContrib ScoresHyp_Contrib Scores
Sp2, Sp3, Sp1, Klf3, Sp4, Klf6, E2f4, Egr1, Klf4, Klf5,

Zbtb17, Sp5, Klf7, Wt1, Klf8, Klf12, Egr2, Zfp281, Klf1, Maz, E2f1,

Klf15, Srebf2, Egr3, Sall4, Zfx
metacluster_1/pattern_3 # seqlets: 1320 SequenceContrib ScoresHyp_Contrib Scores
Irf1, Irf2, Stat1, Irf7, Prdm1, Stat2, Batf3, Irf9, Irf3, Irf5
metacluster_1/pattern_4 # seqlets: 1135 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfyc, Nfya, Foxi1, Pbx3
metacluster_1/pattern_5 # seqlets: 1090 SequenceContrib ScoresHyp_Contrib Scores
Fos, Jund, Jun, Junb, Fosb, Fosl1, Fosl2, Atf3, Jdp2, Batf,

Bach2, Bach1, Nfe2, Nfe2l2
metacluster_1/pattern_6 # seqlets: 946 SequenceContrib ScoresHyp_Contrib Scores
Nfkb1, Rela, Relb, Nfkb2, Rel
metacluster_1/pattern_7 # seqlets: 931 SequenceContrib ScoresHyp_Contrib Scores
Creb1, Creb5, Atf7, Atf2, Atf1, Crem, Nfil3, Mafb, Tef, Dbp,

Hlf, Rxrb, Gmeb2, Cebpb, Cebpa, Gmeb1
metacluster_1/pattern_8 # seqlets: 905 SequenceContrib ScoresHyp_Contrib Scores
Runx1, Runx2, Cbfb, Runx3
metacluster_1/pattern_9 # seqlets: 872 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_10 # seqlets: 850 SequenceContrib ScoresHyp_Contrib Scores
Gata3, Gata1, Gata2, Gata4, Tal1, Mecom, Gata6
metacluster_1/pattern_11 # seqlets: 843 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_12 # seqlets: 624 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Zfp42, Rfx1, Mxi1, Usf2
metacluster_1/pattern_13 # seqlets: 594 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2
metacluster_1/pattern_14 # seqlets: 580 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_15 # seqlets: 551 SequenceContrib ScoresHyp_Contrib Scores
Hes7, Hes1
metacluster_1/pattern_16 # seqlets: 393 SequenceContrib ScoresHyp_Contrib Scores
Usf1, Tfe3, Tfeb, Arntl, Tfec, Mitf, Clock, Srebf1, Arnt, Bhlhe40,

Mlx, Npas2, Mycn, Tcfl5, Max, Creb3l2, Myc, Bhlhe41, Nr1h4, Xbp1
metacluster_1/pattern_17 # seqlets: 367 SequenceContrib ScoresHyp_Contrib Scores
Rfx3, Rfx2, Rfx4, Rfx7, Rfx6, Sox2, Pou5f1
metacluster_1/pattern_18 # seqlets: 193 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_19 # seqlets: 83 SequenceContrib ScoresHyp_Contrib Scores
Nfia, Nfib, Nfic
metacluster_1/pattern_20 # seqlets: 62 SequenceContrib ScoresHyp_Contrib Scores
Rorc, Pparg, Nr1d2
Click here for Motifs by TF-MoDISco: #163
TF NamePattern(s)
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_05.45294e-16
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_08.755289999999998e-08
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00117026
metacluster_1/pattern_140.0395871
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00117026
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0012563
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00117026
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0012563
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00131082
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_13.19652e-05
metacluster_1/pattern_180.0593231
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00121048
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00059751
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00117026
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0006903289999999999
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0510707
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00110545
metacluster_1/pattern_180.055643399999999996
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.010677899999999999
metacluster_1/pattern_180.0491707
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00125429
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0012563
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00136901
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00265106
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00440175
metacluster_1/pattern_30.029264099999999998
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00674565
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00586317
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0249605
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0230699
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.020297700000000002
metacluster_1/pattern_35.4249099999999995e-05
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_10.020297700000000002
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0214631
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0230699
metacluster_1/pattern_30.00506477
Zscan10
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0387056
Stat3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0576058
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_24.751e-11
metacluster_1/pattern_110.00012356700000000002
metacluster_1/pattern_122.30702e-05
metacluster_1/pattern_150.00109962
metacluster_1/pattern_160.00713471
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_21.1258299999999998e-09
metacluster_1/pattern_110.00201706
metacluster_1/pattern_120.00123732
metacluster_1/pattern_150.00109962
metacluster_1/pattern_160.046944900000000005
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000670977
metacluster_1/pattern_110.00372683
metacluster_1/pattern_120.00230732
metacluster_1/pattern_150.00445228
metacluster_1/pattern_160.0403536
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_22.87362e-07
metacluster_1/pattern_120.035022000000000005
metacluster_1/pattern_150.00109962
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00170992
metacluster_1/pattern_120.0429908
metacluster_1/pattern_150.0109129
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000469291
metacluster_1/pattern_150.00647379
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000544833
metacluster_1/pattern_150.00886011
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.046462800000000005
metacluster_1/pattern_150.0412972
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00168651
metacluster_1/pattern_150.00886011
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000670977
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00150893
metacluster_1/pattern_120.0144593
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00165176
metacluster_1/pattern_120.035022000000000005
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00170992
metacluster_1/pattern_150.00109962
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00170992
metacluster_1/pattern_120.035022000000000005
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00264962
metacluster_1/pattern_150.00109962
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00311316
metacluster_1/pattern_150.00162532
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0386996
metacluster_1/pattern_120.0489179
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00852078
metacluster_1/pattern_150.0124166
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.040651
metacluster_1/pattern_150.00647379
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00977189
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0115637
Klf15
Pattern NameModiscoSignificance
metacluster_1/pattern_20.031250799999999995
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0341647
metacluster_1/pattern_160.00724852
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.035087400000000005
Sall4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.035087400000000005
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0414164
metacluster_1/pattern_110.00201706
metacluster_1/pattern_120.00291131
metacluster_1/pattern_160.0129165
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_34.31567e-12
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00016043899999999999
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_37.2651e-06
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_38.264290000000001e-05
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00016043899999999999
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00128978
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00128978
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00247249
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00910311
Irf5
Pattern NameModiscoSignificance
metacluster_1/pattern_30.029264099999999998
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_44.61747e-11
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_41.03868e-05
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_41.03868e-05
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_41.11246e-05
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00010583700000000001
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_56.45124e-07
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00295039
metacluster_1/pattern_70.0382017
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_50.020078099999999998
metacluster_1/pattern_70.01986
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0165739
metacluster_1/pattern_70.041443
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_51.77545e-05
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0258211
metacluster_1/pattern_70.0236579
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00034282599999999996
metacluster_1/pattern_70.041443
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000104752
metacluster_1/pattern_70.0382017
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000157398
metacluster_1/pattern_70.0008058119999999999
metacluster_1/pattern_160.0325774
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0330893
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00720635
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0147351
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0147351
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0159633
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_63.84432e-08
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_67.86211e-06
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_64.66723e-07
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_63.929930000000001e-06
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00719826
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00019145299999999998
metacluster_1/pattern_160.0475422
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_77.39189e-05
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000184838
metacluster_1/pattern_160.019683700000000002
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000570824
metacluster_1/pattern_160.0311839
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.029544499999999998
metacluster_1/pattern_160.0367999
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00124391
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00550052
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00678174
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00829845
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_70.022304
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0256186
metacluster_1/pattern_160.041924
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.028486
Gmeb2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.029544499999999998
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0382017
Cebpa
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0448231
Gmeb1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.055273199999999995
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00352882
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0483978
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000828072
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00917839
Gata3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0446921
Gata1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00226441
Gata2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00226441
Gata4
Pattern NameModiscoSignificance
metacluster_1/pattern_100.009428299999999999
Tal1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.009428299999999999
Mecom
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0207935
Gata6
Pattern NameModiscoSignificance
metacluster_1/pattern_100.034417800000000005
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_116.64726e-07
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_122.54705e-06
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_121.83461e-05
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_120.011291299999999999
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.011652500000000001
metacluster_1/pattern_178.951510000000001e-08
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.035022000000000005
metacluster_1/pattern_160.00229323
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0409213
metacluster_1/pattern_160.00628307
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_132.91171e-20
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_132.91171e-20
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_132.1991999999999999e-13
Hes7
Pattern NameModiscoSignificance
metacluster_1/pattern_150.033032099999999995
Hes1
Pattern NameModiscoSignificance
metacluster_1/pattern_150.0377026
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0211379
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_160.000723546
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00021799599999999998
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00713471
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_160.000723546
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_160.000504636
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0333307
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0475422
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00109894
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0206353
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00673526
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00329277
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0140118
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_160.017096700000000003
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_160.022496000000000002
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0311839
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0311839
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0325774
Nr1h4
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0367999
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0502845
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00058995
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00597864
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_173.73648e-05
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_170.000435128
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0007252710000000001
Sox2
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0323262
Pou5f1
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0162953
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_191.06303e-05
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_192.90157e-05
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_190.0184233
Rorc
Pattern NameModiscoSignificance
metacluster_1/pattern_200.00241243
Pparg
Pattern NameModiscoSignificance
metacluster_1/pattern_200.00140117
Nr1d2
Pattern NameModiscoSignificance
metacluster_1/pattern_200.00237773
In [6]:
display_paiwise_pattern_comparison(data_name, modisco_root, homer_root)
Number of CISBP TFs obtained by TF-MoDISco and Homer
Shared TFs between TF-MoDISco and Homer: #82
TF NameModiscoHomer
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0230699
Pattern NameHomerSignificance
motif2.motif0.027795599999999997
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00034282599999999996
metacluster_1/pattern_70.041443
Pattern NameHomerSignificance
motif7.motif2.1404e-06
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0115637
Pattern NameHomerSignificance
motif3.motif0.00299132
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00170992
metacluster_1/pattern_120.0429908
metacluster_1/pattern_150.0109129
Pattern NameHomerSignificance
motif3.motif0.0119398
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000469291
metacluster_1/pattern_150.00647379
Pattern NameHomerSignificance
motif3.motif0.001008
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00852078
metacluster_1/pattern_150.0124166
Pattern NameHomerSignificance
motif3.motif0.0400723
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00117026
metacluster_1/pattern_140.0395871
Pattern NameHomerSignificance
motif2.motif0.00037517599999999996
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_50.020078099999999998
metacluster_1/pattern_70.01986
Pattern NameHomerSignificance
motif7.motif2.74888e-05
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00010583700000000001
Pattern NameHomerSignificance
motif9.motif0.0228472
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_41.11246e-05
Pattern NameHomerSignificance
motif9.motif0.030215499999999996
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000104752
metacluster_1/pattern_70.0382017
Pattern NameHomerSignificance
motif7.motif0.000120915
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00117026
Pattern NameHomerSignificance
motif2.motif0.00037517599999999996
Irf5
Pattern NameModiscoSignificance
metacluster_1/pattern_30.029264099999999998
Pattern NameHomerSignificance
motif14.motif0.0599499
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_132.91171e-20
Pattern NameHomerSignificance
motif5.motif3.11789e-05
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0147351
Pattern NameHomerSignificance
motif7.motif0.00516812
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00117026
Pattern NameHomerSignificance
motif2.motif0.00037517599999999996
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_05.45294e-16
Pattern NameHomerSignificance
motif1.motif0.000440325
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_41.03868e-05
Pattern NameHomerSignificance
motif9.motif0.00133608
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000157398
metacluster_1/pattern_70.0008058119999999999
metacluster_1/pattern_160.0325774
Pattern NameHomerSignificance
motif7.motif0.00151714
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00131082
Pattern NameHomerSignificance
motif2.motif0.00037517599999999996
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00016043899999999999
Pattern NameHomerSignificance
motif14.motif0.00559073
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_34.31567e-12
Pattern NameHomerSignificance
motif14.motif0.0036805999999999996
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_116.64726e-07
Pattern NameHomerSignificance
motif12.motif2.9757399999999997e-05
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0165739
metacluster_1/pattern_70.041443
Pattern NameHomerSignificance
motif7.motif0.0519895
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00170992
metacluster_1/pattern_150.00109962
Pattern NameHomerSignificance
motif3.motif0.00037317800000000005
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0214631
Pattern NameHomerSignificance
motif2.motif0.057082799999999996
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0012563
Pattern NameHomerSignificance
motif2.motif0.00037517599999999996
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0006903289999999999
Pattern NameHomerSignificance
motif2.motif0.000424895
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0012563
Pattern NameHomerSignificance
motif2.motif0.00037517599999999996
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00674565
Pattern NameHomerSignificance
motif2.motif0.040052199999999996
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0330893
Pattern NameHomerSignificance
motif7.motif0.000120915
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.046462800000000005
metacluster_1/pattern_150.0412972
Pattern NameHomerSignificance
motif3.motif0.00622415
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0147351
Pattern NameHomerSignificance
motif7.motif0.016896
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_22.87362e-07
metacluster_1/pattern_120.035022000000000005
metacluster_1/pattern_150.00109962
Pattern NameHomerSignificance
motif3.motif0.00021504
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_38.264290000000001e-05
Pattern NameHomerSignificance
motif14.motif0.00108289
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00311316
metacluster_1/pattern_150.00162532
Pattern NameHomerSignificance
motif3.motif0.0315724
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00586317
Pattern NameHomerSignificance
motif2.motif0.00212239
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_64.66723e-07
Pattern NameHomerSignificance
motif11.motif3.37012e-05
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0159633
Pattern NameHomerSignificance
motif7.motif0.016896
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00150893
metacluster_1/pattern_120.0144593
Pattern NameHomerSignificance
motif3.motif0.00278632
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00121048
Pattern NameHomerSignificance
motif2.motif0.000733183
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_44.61747e-11
Pattern NameHomerSignificance
motif9.motif0.00392986
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_51.77545e-05
Pattern NameHomerSignificance
motif7.motif0.00024037
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.040651
metacluster_1/pattern_150.00647379
Pattern NameHomerSignificance
motif3.motif0.05695700000000001
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00264962
metacluster_1/pattern_150.00109962
Pattern NameHomerSignificance
motif3.motif0.0008103019999999999
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0249605
Pattern NameHomerSignificance
motif2.motif0.0397352
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00136901
Pattern NameHomerSignificance
motif2.motif0.00037517599999999996
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000544833
metacluster_1/pattern_150.00886011
Pattern NameHomerSignificance
motif3.motif0.000638639
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00720635
Pattern NameHomerSignificance
motif7.motif0.0028752
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00295039
metacluster_1/pattern_70.0382017
Pattern NameHomerSignificance
motif7.motif0.0249606
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_24.751e-11
metacluster_1/pattern_110.00012356700000000002
metacluster_1/pattern_122.30702e-05
metacluster_1/pattern_150.00109962
metacluster_1/pattern_160.00713471
Pattern NameHomerSignificance
motif3.motif4.2335299999999994e-05
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0012563
Pattern NameHomerSignificance
motif2.motif0.0028585999999999998
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_08.755289999999998e-08
Pattern NameHomerSignificance
motif1.motif0.0008670969999999999
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_132.1991999999999999e-13
Pattern NameHomerSignificance
motif5.motif7.72719e-05
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_41.03868e-05
Pattern NameHomerSignificance
motif9.motif0.0013318
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_132.91171e-20
Pattern NameHomerSignificance
motif5.motif1.58406e-05
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.020297700000000002
metacluster_1/pattern_35.4249099999999995e-05
Pattern NameHomerSignificance
motif14.motif0.0599499
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_67.86211e-06
Pattern NameHomerSignificance
motif11.motif0.000152067
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00168651
metacluster_1/pattern_150.00886011
Pattern NameHomerSignificance
motif3.motif0.0315724
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_63.84432e-08
Pattern NameHomerSignificance
motif11.motif3.04988e-06
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_56.45124e-07
Pattern NameHomerSignificance
motif7.motif2.1404e-06
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00247249
Pattern NameHomerSignificance
motif14.motif0.000648348
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0386996
metacluster_1/pattern_120.0489179
Pattern NameHomerSignificance
motif3.motif0.0315724
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_63.929930000000001e-06
Pattern NameHomerSignificance
motif11.motif2.43708e-05
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0510707
Pattern NameHomerSignificance
motif2.motif0.058888800000000005
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_13.19652e-05
metacluster_1/pattern_180.0593231
Pattern NameHomerSignificance
motif2.motif0.00037517599999999996
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_10.020297700000000002
Pattern NameHomerSignificance
motif2.motif0.0397352
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0258211
metacluster_1/pattern_70.0236579
Pattern NameHomerSignificance
motif7.motif0.0367548
Klf15
Pattern NameModiscoSignificance
metacluster_1/pattern_20.031250799999999995
Pattern NameHomerSignificance
motif3.motif0.00733433
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00125429
Pattern NameHomerSignificance
motif2.motif0.00037517599999999996
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00265106
Pattern NameHomerSignificance
motif2.motif0.00317797
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00059751
Pattern NameHomerSignificance
motif2.motif2.29158e-05
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0230699
metacluster_1/pattern_30.00506477
Pattern NameHomerSignificance
motif14.motif0.0599499
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00117026
Pattern NameHomerSignificance
motif2.motif0.00037517599999999996
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00719826
Pattern NameHomerSignificance
motif11.motif0.017124700000000003
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.010677899999999999
metacluster_1/pattern_180.0491707
Pattern NameHomerSignificance
motif2.motif0.012318700000000002
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_21.1258299999999998e-09
metacluster_1/pattern_110.00201706
metacluster_1/pattern_120.00123732
metacluster_1/pattern_150.00109962
metacluster_1/pattern_160.046944900000000005
Pattern NameHomerSignificance
motif3.motif7.767729999999999e-05
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000670977
Pattern NameHomerSignificance
motif3.motif0.00764477
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00165176
metacluster_1/pattern_120.035022000000000005
Pattern NameHomerSignificance
motif3.motif0.0315724
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00678174
Pattern NameHomerSignificance
motif7.motif0.033467199999999996
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00110545
metacluster_1/pattern_180.055643399999999996
Pattern NameHomerSignificance
motif2.motif0.00858428
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000670977
metacluster_1/pattern_110.00372683
metacluster_1/pattern_120.00230732
metacluster_1/pattern_150.00445228
metacluster_1/pattern_160.0403536
Pattern NameHomerSignificance
motif3.motif0.00330419
Unique TF-MoDISco TFs: #81
TF NameModiscoHomer
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.035087400000000005
Absent
Gata1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00226441
Absent
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_120.011291299999999999
Absent
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00016043899999999999
Absent
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00128978
Absent
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_122.54705e-06
Absent
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0414164
metacluster_1/pattern_110.00201706
metacluster_1/pattern_120.00291131
metacluster_1/pattern_160.0129165
Absent
Mecom
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0207935
Absent
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00170992
metacluster_1/pattern_120.035022000000000005
Absent
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000570824
metacluster_1/pattern_160.0311839
Absent
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0211379
Absent
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.029544499999999998
metacluster_1/pattern_160.0367999
Absent
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_121.83461e-05
Absent
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0256186
metacluster_1/pattern_160.041924
Absent
Gata2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00226441
Absent
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00352882
Absent
Tal1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.009428299999999999
Absent
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00128978
Absent
Rorc
Pattern NameModiscoSignificance
metacluster_1/pattern_200.00241243
Absent
Gata3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0446921
Absent
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.011652500000000001
metacluster_1/pattern_178.951510000000001e-08
Absent
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_160.000723546
Absent
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_160.017096700000000003
Absent
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_173.73648e-05
Absent
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.035022000000000005
metacluster_1/pattern_160.00229323
Absent
Nr1h4
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0367999
Absent
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000184838
metacluster_1/pattern_160.019683700000000002
Absent
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00019145299999999998
metacluster_1/pattern_160.0475422
Absent
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_70.022304
Absent
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00673526
Absent
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000828072
Absent
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00977189
Absent
Gmeb2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.029544499999999998
Absent
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0333307
Absent
Cebpa
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0448231
Absent
Pparg
Pattern NameModiscoSignificance
metacluster_1/pattern_200.00140117
Absent
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_77.39189e-05
Absent
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0382017
Absent
Gata6
Pattern NameModiscoSignificance
metacluster_1/pattern_100.034417800000000005
Absent
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_160.022496000000000002
Absent
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0311839
Absent
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00124391
Absent
Hes1
Pattern NameModiscoSignificance
metacluster_1/pattern_150.0377026
Absent
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0311839
Absent
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00713471
Absent
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0206353
Absent
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00597864
Absent
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00021799599999999998
Absent
Nr1d2
Pattern NameModiscoSignificance
metacluster_1/pattern_200.00237773
Absent
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.028486
Absent
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_170.000435128
Absent
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00550052
Absent
Gmeb1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.055273199999999995
Absent
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_37.2651e-06
Absent
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0341647
metacluster_1/pattern_160.00724852
Absent
Sall4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.035087400000000005
Absent
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0409213
metacluster_1/pattern_160.00628307
Absent
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_192.90157e-05
Absent
Pou5f1
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0162953
Absent
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00329277
Absent
Gata4
Pattern NameModiscoSignificance
metacluster_1/pattern_100.009428299999999999
Absent
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00917839
Absent
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_160.000504636
Absent
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00440175
metacluster_1/pattern_30.029264099999999998
Absent
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0007252710000000001
Absent
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00109894
Absent
Hes7
Pattern NameModiscoSignificance
metacluster_1/pattern_150.033032099999999995
Absent
Zscan10
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0387056
Absent
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00910311
Absent
Stat3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0576058
Absent
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0502845
Absent
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_190.0184233
Absent
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00829845
Absent
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_160.000723546
Absent
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0475422
Absent
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_191.06303e-05
Absent
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0325774
Absent
Sox2
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0323262
Absent
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0140118
Absent
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0483978
Absent
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_170.00058995
Absent
Unique Homer TFs: #8
TF NameModiscoHomer
MafAbsent
Pattern NameHomerSignificance
motif7.motif0.033467199999999996
Zbtb1Absent
Pattern NameHomerSignificance
motif3.motif0.0203585
MafkAbsent
Pattern NameHomerSignificance
motif7.motif0.0133762
E2f7Absent
Pattern NameHomerSignificance
motif3.motif0.00985333
MafaAbsent
Pattern NameHomerSignificance
motif7.motif0.010812200000000001
MafgAbsent
Pattern NameHomerSignificance
motif7.motif0.016896
MaffAbsent
Pattern NameHomerSignificance
motif7.motif0.0208599
E2f6Absent
Pattern NameHomerSignificance
motif3.motif0.035068300000000004