In [1]:
# Parameters
data_name = "aB;A;GEO"
modisco_root = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/Naive_modisco2019"
tomtom_report_root = "http://mitra.stanford.edu/kundaje/msharmin/report/tomtom_outs/cells"
task_dir = "task_137-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_137-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 19:11:11,488 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeAct B cell
    Cell GroupB cells
    Experiment NameATAC
    Experiment GroupGEO
    Pipeline Output
    replicateNaïve overlap peaksIDR peaksTSS enrichment (< 8 is very poor <10 is low)Final number of unique mapping, dup-filtered, chrM filtered readsNumber of reads in called peak regionsFraction of reads in called peak regionsNumber of reads in promoter regionsFraction of reads in promoter regionsNumber of reads in enhancer regionsFraction of reads in enhancer regions
    rep117100413713511.973254039089143438800.265580722110.1494211355590.3913
    rep21710041371358.166483443705154613840.185395625030.1146314085890.3765
    Modelling Metadata
    MetricValue
    auPRC0.575
    Calibrated Recall at 50% FDR0.229
    Number of Positive Examples in Test Data134975
    Number of Negative Examples in Test Data7935876
    Imbalance Ratio in Test Data0.0167
    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: #27
Pattern NameTF Name(s)Modisco
metacluster_1/pattern_0 # seqlets: 5908 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_1 # seqlets: 5799 SequenceContrib ScoresHyp_Contrib Scores
Spib, Spi1, Etv2, Etv4, Ets1, Irf8, Irf4, Spic, Erg, Etv6,

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

Elf2, Etv1, Etv5, Elf5, Prdm1, Irf3, Irf2, Fev, Spdef, Irf1
metacluster_1/pattern_2 # seqlets: 2208 SequenceContrib ScoresHyp_Contrib Scores
Stat2, Stat1, Irf7, Irf9, Zscan10, Irf5
metacluster_1/pattern_3 # seqlets: 1639 SequenceContrib ScoresHyp_Contrib Scores
Sp4, Sp2, Sp3, Sp1, Klf3, E2f4, Klf6, Klf7, Egr1, Klf4,

Klf1, Klf8, Klf12, Zbtb17, Egr2, E2f1, Sp5, Zfp281, Zfx, Klf5
metacluster_1/pattern_4 # seqlets: 1341 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_5 # seqlets: 1224 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfyc, Nfya, Foxi1, Pbx3
metacluster_1/pattern_6 # seqlets: 1198 SequenceContrib ScoresHyp_Contrib Scores
Batf, Batf3, Jdp2, Jund, Fosb, Atf3, Junb, Bach2, Jun
metacluster_1/pattern_7 # seqlets: 957 SequenceContrib ScoresHyp_Contrib Scores
Atf7, Atf1, Atf2, Creb5, Creb1, Crem, Dbp, Nfil3, Hlf, Cebpb,

Tef, Cebpa, Rxrb, Mafb, Tfec, Srebf1, Gmeb2, Bhlhe40, Cebpd, Creb3l2, Fosl1,

Cebpg
metacluster_1/pattern_8 # seqlets: 617 SequenceContrib ScoresHyp_Contrib Scores
Nfkb1, Rela, Nfkb2, Relb, Rel
metacluster_1/pattern_9 # seqlets: 613 SequenceContrib ScoresHyp_Contrib Scores
Usf1, Usf2, Tfeb, Arntl, Mitf, Tfe3, Clock, Mlx, Arnt, Npas2,

Srebf2, Tcfl5, Bhlhe41, Xbp1, Arnt2, Max, Mlxip
metacluster_1/pattern_10 # seqlets: 609 SequenceContrib ScoresHyp_Contrib Scores
Hes7, Hes1
metacluster_1/pattern_11 # seqlets: 608 SequenceContrib ScoresHyp_Contrib Scores
Pou2f2
metacluster_1/pattern_12 # seqlets: 584 SequenceContrib ScoresHyp_Contrib Scores
Rfx3, Rfx1, Rfx2, Rfx4, Rfx7, Rfx6
metacluster_1/pattern_13 # seqlets: 526 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2
metacluster_1/pattern_14 # seqlets: 491 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Zfp42, Wt1, Maz, Mxi1
metacluster_1/pattern_15 # seqlets: 479 SequenceContrib ScoresHyp_Contrib Scores
Runx1, Cbfb, Runx2, Runx3
metacluster_1/pattern_16 # seqlets: 394 SequenceContrib ScoresHyp_Contrib Scores
Ebf1
metacluster_1/pattern_17 # seqlets: 319 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_18 # seqlets: 303 SequenceContrib ScoresHyp_Contrib Scores
Hnf1b, Hnf1a
metacluster_1/pattern_19 # seqlets: 289 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_20 # seqlets: 229 SequenceContrib ScoresHyp_Contrib Scores
Mef2d, Mef2a, Mef2c
metacluster_1/pattern_21 # seqlets: 176 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_22 # seqlets: 176 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_23 # seqlets: 150 SequenceContrib ScoresHyp_Contrib Scores
Pax5, Pax6
metacluster_1/pattern_24 # seqlets: 136 SequenceContrib ScoresHyp_Contrib Scores
Zbtb33
metacluster_1/pattern_25 # seqlets: 125 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_26 # seqlets: 39 SequenceContrib ScoresHyp_Contrib Scores
Rest
Click here for Motifs by TF-MoDISco: #150
TF NamePattern(s)
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.22716e-14
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_01.7985800000000002e-07
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_12.44644e-05
metacluster_1/pattern_23.45044e-07
metacluster_1/pattern_170.00230412
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000765765
metacluster_1/pattern_20.00977096
metacluster_1/pattern_170.00230412
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_19.55756e-05
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00198481
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000655287
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000165088
metacluster_1/pattern_24.55801e-12
metacluster_1/pattern_170.00230412
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00020041299999999998
metacluster_1/pattern_20.00497917
metacluster_1/pattern_170.00230412
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000886528
metacluster_1/pattern_170.013824600000000001
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000655287
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00127485
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00391113
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00416686
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0085451
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000655287
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00199578
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0209668
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00071773
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0008521510000000001
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0008848310000000001
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00156076
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00169549
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.011984999999999999
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00211737
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0020716
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0131947
metacluster_1/pattern_20.048775099999999995
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00613997
metacluster_1/pattern_20.005539100000000001
metacluster_1/pattern_170.04653259999999999
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00718551
metacluster_1/pattern_20.0348337
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0109454
metacluster_1/pattern_20.00977096
metacluster_1/pattern_170.058158600000000005
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0123308
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0137194
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0137194
metacluster_1/pattern_22.82893e-07
metacluster_1/pattern_190.057655899999999996
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000345505
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000345505
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0010274000000000001
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00577037
Zscan10
Pattern NameModiscoSignificance
metacluster_1/pattern_20.015447799999999998
Irf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0300731
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00466799
metacluster_1/pattern_100.00944976
metacluster_1/pattern_140.051227999999999996
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_31.3067200000000001e-05
metacluster_1/pattern_100.0008443169999999999
metacluster_1/pattern_140.000106657
metacluster_1/pattern_240.00319516
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_32.82593e-05
metacluster_1/pattern_100.00116508
metacluster_1/pattern_140.00121892
metacluster_1/pattern_240.00544223
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00209519
metacluster_1/pattern_100.00833051
metacluster_1/pattern_140.000221385
metacluster_1/pattern_240.00826261
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_38.32319e-05
metacluster_1/pattern_100.000426746
metacluster_1/pattern_140.0416191
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000877408
metacluster_1/pattern_100.00944976
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00157372
metacluster_1/pattern_100.00459867
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00296994
metacluster_1/pattern_100.000426746
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00466799
metacluster_1/pattern_100.0279149
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0504351
metacluster_1/pattern_100.00315588
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.052243899999999996
metacluster_1/pattern_100.00224919
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00466799
metacluster_1/pattern_100.000455624
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0504351
metacluster_1/pattern_100.000743898
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00847869
metacluster_1/pattern_140.0159561
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.015647
metacluster_1/pattern_100.0537126
metacluster_1/pattern_140.05593580000000001
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0172591
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0175197
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0504351
metacluster_1/pattern_100.00944976
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0484418
metacluster_1/pattern_140.00256117
metacluster_1/pattern_240.00915761
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_30.05396619999999999
metacluster_1/pattern_100.0537126
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_49.70702e-09
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_56.54329e-13
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_52.61866e-11
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_55.31759e-10
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_53.1302299999999997e-06
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_54.3540399999999996e-06
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0042005
metacluster_1/pattern_190.000858638
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0042005
metacluster_1/pattern_197.52788e-10
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0042005
metacluster_1/pattern_70.0037119
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0464326
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0149446
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0208539
metacluster_1/pattern_70.0388666
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0496019
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0380015
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0430595
metacluster_1/pattern_70.044246600000000004
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000843628
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.059635400000000005
metacluster_1/pattern_90.0106102
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0008570289999999999
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000198254
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00102401
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00395538
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0474727
metacluster_1/pattern_90.0481504
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.031154200000000003
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0138588
metacluster_1/pattern_90.0481504
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0442168
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_70.019496299999999998
Cebpa
Pattern NameModiscoSignificance
metacluster_1/pattern_70.019496299999999998
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.019496299999999998
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.026817200000000003
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_70.029733199999999998
metacluster_1/pattern_90.00240244
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.041049300000000004
metacluster_1/pattern_90.00283211
Gmeb2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0429834
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0461728
metacluster_1/pattern_90.007488
Cebpd
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0504352
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0509729
metacluster_1/pattern_90.019466900000000002
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.058922699999999995
Cebpg
Pattern NameModiscoSignificance
metacluster_1/pattern_70.059635400000000005
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00016794
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000288209
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000188402
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00199627
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00344764
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00321669
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00296117
metacluster_1/pattern_140.0495314
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00117443
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00543459
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00155531
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00266908
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0311853
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0230825
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0370871
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00287533
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00371501
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00571272
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_90.013640600000000001
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0425532
Arnt2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.04524469999999999
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_90.058163
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_90.058163
Hes7
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0515436
Hes1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0537126
Pou2f2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0104508
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0009559410000000001
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_122.76571e-11
metacluster_1/pattern_140.0107866
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.033939699999999996
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_129.459469999999999e-05
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000603779
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000799907
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_133.01273e-20
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_131.7617299999999999e-19
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_131.8188599999999998e-13
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_145.578680000000001e-06
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_145.578680000000001e-06
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0107866
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0372083
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0416191
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0495314
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00825193
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00355805
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00355805
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00442324
Ebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00374193
Hnf1b
Pattern NameModiscoSignificance
metacluster_1/pattern_182.28609e-06
Hnf1a
Pattern NameModiscoSignificance
metacluster_1/pattern_189.441219999999999e-05
Mef2d
Pattern NameModiscoSignificance
metacluster_1/pattern_203.9944699999999995e-08
Mef2a
Pattern NameModiscoSignificance
metacluster_1/pattern_200.00012346
Mef2c
Pattern NameModiscoSignificance
metacluster_1/pattern_201.8743799999999999e-06
Pax5
Pattern NameModiscoSignificance
metacluster_1/pattern_238.06796e-06
metacluster_1/pattern_257.93124e-05
Pax6
Pattern NameModiscoSignificance
metacluster_1/pattern_230.000437722
metacluster_1/pattern_250.00263991
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_248.21915e-05
Rest
Pattern NameModiscoSignificance
metacluster_1/pattern_262.50892e-16
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
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000886528
metacluster_1/pattern_170.013824600000000001
Pattern NameHomerSignificance
motif2.motif0.000107967
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0008848310000000001
Pattern NameHomerSignificance
motif2.motif0.00044335800000000003
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00198481
Pattern NameHomerSignificance
motif2.motif0.00101985
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00156076
Pattern NameHomerSignificance
motif2.motif0.000760728
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00127485
Pattern NameHomerSignificance
motif2.motif0.00339554
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00718551
metacluster_1/pattern_20.0348337
Pattern NameHomerSignificance
motif2.motif0.00539101
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_53.1302299999999997e-06
Pattern NameHomerSignificance
motif7.motif0.000314883
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000198254
Pattern NameHomerSignificance
motif19.motif0.0476642
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_55.31759e-10
Pattern NameHomerSignificance
motif7.motif1.0535399999999999e-07
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_49.70702e-09
Pattern NameHomerSignificance
motif11.motif5.02849e-05
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00466799
metacluster_1/pattern_100.00944976
metacluster_1/pattern_140.051227999999999996
Pattern NameHomerSignificance
motif3.motif0.0335377
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00102401
Pattern NameHomerSignificance
motif19.motif0.0476642
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0020716
Pattern NameHomerSignificance
motif2.motif0.00101985
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_01.7985800000000002e-07
Pattern NameHomerSignificance
motif1.motif0.000185272
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000877408
metacluster_1/pattern_100.00944976
Pattern NameHomerSignificance
motif3.motif0.00711961
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00847869
metacluster_1/pattern_140.0159561
Pattern NameHomerSignificance
motif3.motif0.0335377
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_56.54329e-13
Pattern NameHomerSignificance
motif7.motif1.0742200000000002e-08
Pou2f2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0104508
Pattern NameHomerSignificance
motif4.motif0.00100785
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000655287
Pattern NameHomerSignificance
motif2.motif0.000321936
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00169549
Pattern NameHomerSignificance
motif2.motif0.0008327160000000001
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00157372
metacluster_1/pattern_100.00459867
Pattern NameHomerSignificance
motif3.motif0.00611663
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_38.32319e-05
metacluster_1/pattern_100.000426746
metacluster_1/pattern_140.0416191
Pattern NameHomerSignificance
motif3.motif0.00156879
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0137194
Pattern NameHomerSignificance
motif2.motif0.012777
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0209668
Pattern NameHomerSignificance
motif2.motif0.00929291
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00211737
Pattern NameHomerSignificance
motif2.motif0.00110096
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0042005
metacluster_1/pattern_70.0037119
Pattern NameHomerSignificance
motif14.motif0.0139418
motif19.motif0.0476642
Ebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00374193
Pattern NameHomerSignificance
motif18.motif0.0223052
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.052243899999999996
metacluster_1/pattern_100.00224919
Pattern NameHomerSignificance
motif3.motif0.00688016
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_131.7617299999999999e-19
Pattern NameHomerSignificance
motif6.motif1.8334900000000003e-06
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0131947
metacluster_1/pattern_20.048775099999999995
Pattern NameHomerSignificance
motif2.motif0.021604400000000003
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.22716e-14
Pattern NameHomerSignificance
motif1.motif7.423739999999999e-06
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.059635400000000005
metacluster_1/pattern_90.0106102
Pattern NameHomerSignificance
motif19.motif0.0409907
Hnf1a
Pattern NameModiscoSignificance
metacluster_1/pattern_189.441219999999999e-05
Pattern NameHomerSignificance
motif22.motif0.00315457
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.015647
metacluster_1/pattern_100.0537126
metacluster_1/pattern_140.05593580000000001
Pattern NameHomerSignificance
motif3.motif0.046648199999999994
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0137194
metacluster_1/pattern_22.82893e-07
metacluster_1/pattern_190.057655899999999996
Pattern NameHomerSignificance
motif2.motif0.011170200000000002
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0496019
Pattern NameHomerSignificance
motif14.motif0.0467083
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.011984999999999999
Pattern NameHomerSignificance
motif2.motif0.0232938
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000165088
metacluster_1/pattern_24.55801e-12
metacluster_1/pattern_170.00230412
Pattern NameHomerSignificance
motif2.motif3.85495e-05
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_32.82593e-05
metacluster_1/pattern_100.00116508
metacluster_1/pattern_140.00121892
metacluster_1/pattern_240.00544223
Pattern NameHomerSignificance
motif3.motif0.00156879
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00613997
metacluster_1/pattern_20.005539100000000001
metacluster_1/pattern_170.04653259999999999
Pattern NameHomerSignificance
motif2.motif0.0061751
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.058922699999999995
Pattern NameHomerSignificance
motif14.motif0.031011700000000003
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00296994
metacluster_1/pattern_100.000426746
Pattern NameHomerSignificance
motif3.motif0.00156879
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0123308
Pattern NameHomerSignificance
motif2.motif0.0049196000000000005
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_54.3540399999999996e-06
Pattern NameHomerSignificance
motif7.motif0.000251973
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00395538
Pattern NameHomerSignificance
motif19.motif0.0338699
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000765765
metacluster_1/pattern_20.00977096
metacluster_1/pattern_170.00230412
Pattern NameHomerSignificance
motif2.motif0.000123719
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0175197
Pattern NameHomerSignificance
motif3.motif0.0347612
Hnf1b
Pattern NameModiscoSignificance
metacluster_1/pattern_182.28609e-06
Pattern NameHomerSignificance
motif22.motif0.000177288
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0008521510000000001
Pattern NameHomerSignificance
motif2.motif0.00067508
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0042005
metacluster_1/pattern_197.52788e-10
Pattern NameHomerSignificance
motif14.motif0.031011700000000003
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_31.3067200000000001e-05
metacluster_1/pattern_100.0008443169999999999
metacluster_1/pattern_140.000106657
metacluster_1/pattern_240.00319516
Pattern NameHomerSignificance
motif3.motif0.00287399
motif15.motif0.0423814
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_30.05396619999999999
metacluster_1/pattern_100.0537126
Pattern NameHomerSignificance
motif3.motif0.025102
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00020041299999999998
metacluster_1/pattern_20.00497917
metacluster_1/pattern_170.00230412
Pattern NameHomerSignificance
motif2.motif6.79686e-05
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0504351
metacluster_1/pattern_100.00315588
Pattern NameHomerSignificance
motif3.motif0.05702959999999999
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0172591
Pattern NameHomerSignificance
motif3.motif0.0335377
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0504351
metacluster_1/pattern_100.000743898
Pattern NameHomerSignificance
motif3.motif0.046648199999999994
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00466799
metacluster_1/pattern_100.000455624
Pattern NameHomerSignificance
motif3.motif0.00156879
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0008570289999999999
Pattern NameHomerSignificance
motif19.motif0.0476642
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0109454
metacluster_1/pattern_20.00977096
metacluster_1/pattern_170.058158600000000005
Pattern NameHomerSignificance
motif2.motif0.00839209
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00391113
Pattern NameHomerSignificance
motif2.motif0.00288489
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0484418
metacluster_1/pattern_140.00256117
metacluster_1/pattern_240.00915761
Pattern NameHomerSignificance
motif15.motif0.00882993
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0208539
metacluster_1/pattern_70.0388666
Pattern NameHomerSignificance
motif14.motif0.01637
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00466799
metacluster_1/pattern_100.0279149
Pattern NameHomerSignificance
motif3.motif0.046648199999999994
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000843628
Pattern NameHomerSignificance
motif19.motif0.0476642
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00199578
Pattern NameHomerSignificance
motif2.motif0.0008153030000000001
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00416686
Pattern NameHomerSignificance
motif2.motif0.00195741
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00071773
Pattern NameHomerSignificance
motif2.motif0.00044335800000000003
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000655287
Pattern NameHomerSignificance
motif2.motif0.000321936
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0085451
Pattern NameHomerSignificance
motif2.motif0.00680852
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_12.44644e-05
metacluster_1/pattern_23.45044e-07
metacluster_1/pattern_170.00230412
Pattern NameHomerSignificance
motif2.motif9.03931e-06
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.026817200000000003
Pattern NameHomerSignificance
motif14.motif0.0411787
motif19.motif0.0409907
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0149446
Pattern NameHomerSignificance
motif14.motif0.01637
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0464326
Pattern NameHomerSignificance
motif14.motif0.056026
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_52.61866e-11
Pattern NameHomerSignificance
motif7.motif7.65664e-07
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0380015
Pattern NameHomerSignificance
motif14.motif0.0467083
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0430595
metacluster_1/pattern_70.044246600000000004
Pattern NameHomerSignificance
motif14.motif0.0457288
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00209519
metacluster_1/pattern_100.00833051
metacluster_1/pattern_140.000221385
metacluster_1/pattern_240.00826261
Pattern NameHomerSignificance
motif3.motif0.0335377
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_131.8188599999999998e-13
Pattern NameHomerSignificance
motif6.motif8.76563e-05
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_133.01273e-20
Pattern NameHomerSignificance
motif6.motif9.63953e-06
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0042005
metacluster_1/pattern_190.000858638
Pattern NameHomerSignificance
motif14.motif0.0139418
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_19.55756e-05
Pattern NameHomerSignificance
motif2.motif0.00019371299999999998
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000655287
Pattern NameHomerSignificance
motif2.motif0.000337642
Unique TF-MoDISco TFs: #68
TF NameModiscoHomer
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_129.459469999999999e-05
Absent
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00321669
Absent
Hes1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0537126
Absent
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00287533
Absent
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0504351
metacluster_1/pattern_100.00944976
Absent
Hes7
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0515436
Absent
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_248.21915e-05
Absent
Zscan10
Pattern NameModiscoSignificance
metacluster_1/pattern_20.015447799999999998
Absent
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000345505
Absent
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0138588
metacluster_1/pattern_90.0481504
Absent
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0416191
Absent
Gmeb2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0429834
Absent
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0474727
metacluster_1/pattern_90.0481504
Absent
Cebpd
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0504352
Absent
Arnt2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.04524469999999999
Absent
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_145.578680000000001e-06
Absent
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00199627
Absent
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00117443
Absent
Mef2d
Pattern NameModiscoSignificance
metacluster_1/pattern_203.9944699999999995e-08
Absent
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00266908
Absent
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0311853
Absent
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0009559410000000001
Absent
Pax5
Pattern NameModiscoSignificance
metacluster_1/pattern_238.06796e-06
metacluster_1/pattern_257.93124e-05
Absent
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_90.058163
Absent
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00355805
Absent
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.019496299999999998
Absent
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00571272
Absent
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00442324
Absent
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0495314
Absent
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_70.019496299999999998
Absent
Rest
Pattern NameModiscoSignificance
metacluster_1/pattern_262.50892e-16
Absent
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00296117
metacluster_1/pattern_140.0495314
Absent
Mef2a
Pattern NameModiscoSignificance
metacluster_1/pattern_200.00012346
Absent
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00825193
Absent
Cebpg
Pattern NameModiscoSignificance
metacluster_1/pattern_70.059635400000000005
Absent
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00155531
Absent
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000345505
Absent
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0425532
Absent
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_145.578680000000001e-06
Absent
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0461728
metacluster_1/pattern_90.007488
Absent
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0370871
Absent
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00016794
Absent
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00371501
Absent
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00355805
Absent
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_90.013640600000000001
Absent
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00577037
Absent
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0509729
metacluster_1/pattern_90.019466900000000002
Absent
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_90.058163
Absent
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00543459
Absent
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000288209
Absent
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000799907
Absent
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0230825
Absent
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_122.76571e-11
metacluster_1/pattern_140.0107866
Absent
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0372083
Absent
Irf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0300731
Absent
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000603779
Absent
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00344764
Absent
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0107866
Absent
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.033939699999999996
Absent
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.000188402
Absent
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.041049300000000004
metacluster_1/pattern_90.00283211
Absent
Cebpa
Pattern NameModiscoSignificance
metacluster_1/pattern_70.019496299999999998
Absent
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.031154200000000003
Absent
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0442168
Absent
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0010274000000000001
Absent
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_70.029733199999999998
metacluster_1/pattern_90.00240244
Absent
Mef2c
Pattern NameModiscoSignificance
metacluster_1/pattern_201.8743799999999999e-06
Absent
Pax6
Pattern NameModiscoSignificance
metacluster_1/pattern_230.000437722
metacluster_1/pattern_250.00263991
Absent
Unique Homer TFs: #10
TF NameModiscoHomer
Pou5f1Absent
Pattern NameHomerSignificance
motif4.motif0.028676099999999996
Sox2Absent
Pattern NameHomerSignificance
motif4.motif0.0580425
Tfap2cAbsent
Pattern NameHomerSignificance
motif15.motif0.0515462
MafaAbsent
Pattern NameHomerSignificance
motif14.motif0.0205638
E2f3Absent
Pattern NameHomerSignificance
motif15.motif0.0515462
Klf15Absent
Pattern NameHomerSignificance
motif3.motif0.0119124
Fosl2Absent
Pattern NameHomerSignificance
motif14.motif0.0483634
MafkAbsent
Pattern NameHomerSignificance
motif14.motif0.0543059
NanogAbsent
Pattern NameHomerSignificance
motif4.motif0.00260213
Mbd2Absent
Pattern NameHomerSignificance
motif15.motif0.00882993