In [1]:
# Parameters
data_name = "MegEP;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_191-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_191-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 19:24:01,763 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeMegakaryocyte-erythroid progenitor cell
    Cell GroupOther Immune Cells
    Experiment NameATAC
    Experiment GroupENCODE
    Pipeline Output
    replicateNaïve overlap peaksIDR peaksTSS enrichment (< 8 is very poor <10 is low)Final number of unique mapping, dup-filtered, chrM filtered readsNumber of reads in called peak regionsFraction of reads in called peak regionsNumber of reads in promoter regionsFraction of reads in promoter regionsNumber of reads in enhancer regionsFraction of reads in enhancer regions
    rep1120903797428.44933675378140475570.110237284380.1015136916840.3727
    rep2120903797429.05023570105645996480.128938543720.108133835610.3751
    Modelling Metadata
    MetricValue
    auPRC0.5575
    Calibrated Recall at 50% FDR0.243
    Number of Positive Examples in Test Data91857
    Number of Negative Examples in Test Data7978994
    Imbalance Ratio in Test Data0.0114
    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: 8332 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_1 # seqlets: 2672 SequenceContrib ScoresHyp_Contrib Scores
Sp4, Sp2, Klf3, Sp3, Sp1, E2f4, Klf6, Klf7, Klf4, Klf8,

Klf1, Klf12, Egr1, Zbtb17, Egr2, E2f1, Klf5, Sp5, Zfp281, Zfp740, Zfx,

Zbtb1, Egr3
metacluster_1/pattern_2 # seqlets: 1667 SequenceContrib ScoresHyp_Contrib Scores
Gata4, Gata1, Gata6, Gata2, Tal1, Gata5, Gata3
metacluster_1/pattern_3 # seqlets: 1659 SequenceContrib ScoresHyp_Contrib Scores
Gabpa, Elk1, Elk3, Elk4, Fli1, Erg, Ets1, Etv6, Etv5, Etv3,

Etv4, Etv1, XP_911724.4, Elf1, Etv2, Elf4, Elf2, Elf5, Ehf, Fev, Spi1,

Spib, Spic, Spdef, Elf3, Irf4, Irf8
metacluster_1/pattern_4 # seqlets: 1163 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfyc, Nfya, Pbx3, Foxi1
metacluster_1/pattern_5 # seqlets: 982 SequenceContrib ScoresHyp_Contrib Scores
Sall4
metacluster_1/pattern_6 # seqlets: 956 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_7 # seqlets: 779 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_8 # seqlets: 773 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2
metacluster_1/pattern_9 # seqlets: 690 SequenceContrib ScoresHyp_Contrib Scores
Nfib, Nfia, Nfic
metacluster_1/pattern_10 # seqlets: 519 SequenceContrib ScoresHyp_Contrib Scores
Creb1, Usf2, Atf2, Atf7, Jdp2, Atf1, Crem, Creb5, Atf3, Usf1,

Fosl2, Hlf, Rfx1, Nfil3, Jun, Srebf2, Tef, Dbp, Tfe3, Rxrb
metacluster_1/pattern_11 # seqlets: 451 SequenceContrib ScoresHyp_Contrib Scores
Bach2, Nfe2, Nfe2l2, Bach1, Mafk, Mafa, Mafb, Mafg, Maff, Maf,

Fosb, Junb, Fosl1, Jund, Batf, Fos
metacluster_1/pattern_12 # seqlets: 350 SequenceContrib ScoresHyp_Contrib Scores
Irf1, Irf2, Stat1, Prdm1, Irf7, Irf3, Stat2, Irf9, Batf3
metacluster_1/pattern_13 # seqlets: 321 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Zfp42, Wt1, Maz
metacluster_1/pattern_14 # seqlets: 286 SequenceContrib ScoresHyp_Contrib Scores
Tfeb, Arntl, Tfec, Mitf, Clock, Bhlhe40, Arnt, Srebf1, Mlx, Npas2,

Mxi1, Tcfl5, Bhlhe41, Nr1h4, Creb3l2, Mycn, Rxrg, Max, Myc
metacluster_1/pattern_15 # seqlets: 174 SequenceContrib ScoresHyp_Contrib Scores
Rfx3, Rfx2, Rfx4, Rfx7, Rfx6
metacluster_1/pattern_16 # seqlets: 111 SequenceContrib ScoresHyp_Contrib Scores
Rest
metacluster_1/pattern_17 # seqlets: 81 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_18 # seqlets: 55 SequenceContrib ScoresHyp_Contrib Scores
Click here for Motifs by TF-MoDISco: #147
TF NamePattern(s)
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_06.555189999999999e-16
metacluster_1/pattern_70.00108102
metacluster_1/pattern_140.0342682
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_01.78987e-07
metacluster_1/pattern_70.0137312
metacluster_1/pattern_140.00573363
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0015421
metacluster_1/pattern_50.00218723
metacluster_1/pattern_130.0544472
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_12.53767e-06
metacluster_1/pattern_50.00985726
metacluster_1/pattern_100.00264706
metacluster_1/pattern_134.33937e-05
metacluster_1/pattern_143.6588e-05
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_17.92712e-06
metacluster_1/pattern_50.000159971
metacluster_1/pattern_130.0167591
metacluster_1/pattern_140.00810746
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_17.92712e-06
metacluster_1/pattern_50.00869132
metacluster_1/pattern_100.0380381
metacluster_1/pattern_130.00039135900000000003
metacluster_1/pattern_140.000299708
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000405945
metacluster_1/pattern_50.0276471
metacluster_1/pattern_100.00565143
metacluster_1/pattern_130.000203954
metacluster_1/pattern_140.000562906
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00037206699999999996
metacluster_1/pattern_50.0533297
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000404875
metacluster_1/pattern_50.00116498
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000405945
metacluster_1/pattern_50.00145673
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00910108
metacluster_1/pattern_50.000119031
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000701573
metacluster_1/pattern_50.0005801280000000001
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0362514
metacluster_1/pattern_50.000165615
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00910108
metacluster_1/pattern_50.015825899999999997
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0362793
metacluster_1/pattern_50.0325799
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00763784
metacluster_1/pattern_130.0152166
metacluster_1/pattern_140.0188167
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0364504
metacluster_1/pattern_50.0202899
metacluster_1/pattern_130.053843100000000005
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0101148
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.016555599999999997
metacluster_1/pattern_50.00218723
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0237845
metacluster_1/pattern_50.051024
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_10.028002499999999996
metacluster_1/pattern_50.051024
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_10.033278699999999994
metacluster_1/pattern_50.042959500000000005
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0362793
metacluster_1/pattern_60.0479437
metacluster_1/pattern_100.00609473
metacluster_1/pattern_130.00232293
metacluster_1/pattern_140.0122737
Zbtb1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0509541
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0509541
Gata4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0041852
Gata1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00107627
Gata6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00107627
Gata2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0006231580000000001
Tal1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00107627
Gata5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00107627
Gata3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0439756
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0007149789999999999
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_35.4088199999999995e-05
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_35.76412e-05
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_32.5770999999999998e-05
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_37.19529e-05
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_32.5770999999999998e-05
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_33.0935e-05
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0028464000000000002
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_35.76412e-05
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_36.216260000000001e-05
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000987235
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_37.07874e-05
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_37.19529e-05
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000172805
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00024881400000000003
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000273166
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00137574
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00539843
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00302036
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000815113
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00739614
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00230728
metacluster_1/pattern_120.00308632
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0073817
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0317432
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00868225
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00899988
metacluster_1/pattern_120.0012293
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00969014
metacluster_1/pattern_129.466130000000001e-06
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_49.72169e-16
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_49.45986e-11
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_41.65279e-09
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_43.96536e-06
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_44.97449e-06
Sall4
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00728376
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_61.34304e-06
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_84.9524400000000006e-20
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_81.44526e-19
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_81.11176e-13
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_96.850440000000001e-07
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_95.703819999999999e-06
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00125861
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00266888
metacluster_1/pattern_140.0312189
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_101.2639200000000001e-05
metacluster_1/pattern_140.0239584
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00134507
metacluster_1/pattern_140.0342682
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_100.000375281
metacluster_1/pattern_140.03154
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00100739
metacluster_1/pattern_110.0126728
metacluster_1/pattern_140.055314800000000004
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.05535509999999999
metacluster_1/pattern_140.0329913
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0113064
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00264706
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00842809
metacluster_1/pattern_110.00331764
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00708296
metacluster_1/pattern_140.0432043
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.011604799999999998
metacluster_1/pattern_110.00569948
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_100.017071700000000002
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.025361500000000002
metacluster_1/pattern_130.036337400000000006
metacluster_1/pattern_140.00595479
metacluster_1/pattern_154.38437e-11
metacluster_1/pattern_170.038176800000000004
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.034658
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0355396
metacluster_1/pattern_110.0016006
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0382865
metacluster_1/pattern_140.00488568
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_100.047619
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_100.053962199999999995
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.05535509999999999
metacluster_1/pattern_140.00375164
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.05749069999999999
metacluster_1/pattern_140.05689059999999999
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_115.3605099999999995e-08
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_118.93418e-08
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_111.60064e-07
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_113.35647e-06
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00112449
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0007536
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00280096
Mafg
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00278462
Maff
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00281736
Maf
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00386084
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00399281
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00432155
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00530553
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0557845
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0557845
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00841285
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_121.4111700000000002e-14
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00120442
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_121.9230399999999998e-05
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_122.6649200000000002e-05
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000192833
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0006561
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000756407
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00336408
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.007534000000000001
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_132.69176e-06
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_139.0647e-06
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0147191
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0319402
metacluster_1/pattern_140.038020599999999995
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0488735
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000555122
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0174748
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00394459
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00181085
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000562906
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00958565
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_140.059807900000000004
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00810746
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0276086
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00573363
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00601769
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_140.013677000000000002
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_140.025476699999999998
Nr1h4
Pattern NameModiscoSignificance
metacluster_1/pattern_140.031051299999999997
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.03154
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_140.033768900000000004
Rxrg
Pattern NameModiscoSignificance
metacluster_1/pattern_140.038020599999999995
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_140.039372000000000004
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_140.051479
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00287032
metacluster_1/pattern_170.0336358
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_159.754460000000001e-10
metacluster_1/pattern_170.029806400000000004
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_150.000255587
metacluster_1/pattern_170.0160875
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00231683
metacluster_1/pattern_170.0107114
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00309872
metacluster_1/pattern_170.00155563
Rest
Pattern NameModiscoSignificance
metacluster_1/pattern_163.3398e-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: #84
TF NameModiscoHomer
Tal1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00107627
Pattern NameHomerSignificance
motif2.motif1.5261e-05
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00539843
Pattern NameHomerSignificance
motif7.motif0.00779458
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00910108
metacluster_1/pattern_50.000119031
Pattern NameHomerSignificance
motif3.motif0.056612199999999994
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000405945
metacluster_1/pattern_50.00145673
Pattern NameHomerSignificance
motif3.motif0.00121156
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_49.45986e-11
Pattern NameHomerSignificance
motif9.motif1.11953e-05
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00810746
Pattern NameHomerSignificance
motif11.motif0.0494341
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00264706
Pattern NameHomerSignificance
motif11.motif0.0111492
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0317432
Pattern NameHomerSignificance
motif7.motif0.0290513
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_100.000375281
metacluster_1/pattern_140.03154
Pattern NameHomerSignificance
motif11.motif0.027804200000000005
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000404875
metacluster_1/pattern_50.00116498
Pattern NameHomerSignificance
motif3.motif0.0108515
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000562906
Pattern NameHomerSignificance
motif11.motif0.0546698
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_37.19529e-05
Pattern NameHomerSignificance
motif7.motif0.000199507
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_06.555189999999999e-16
metacluster_1/pattern_70.00108102
metacluster_1/pattern_140.0342682
Pattern NameHomerSignificance
motif1.motif5.94974e-06
motif5.motif0.0070447
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_10.028002499999999996
metacluster_1/pattern_50.051024
Pattern NameHomerSignificance
motif3.motif0.059493700000000004
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000172805
Pattern NameHomerSignificance
motif7.motif0.00107372
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0101148
Pattern NameHomerSignificance
motif3.motif0.040279300000000004
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00302036
Pattern NameHomerSignificance
motif7.motif0.0423855
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00739614
Pattern NameHomerSignificance
motif7.motif0.0290513
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00708296
metacluster_1/pattern_140.0432043
Pattern NameHomerSignificance
motif11.motif0.022028400000000004
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00024881400000000003
Pattern NameHomerSignificance
motif7.motif0.0104486
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00037206699999999996
metacluster_1/pattern_50.0533297
Pattern NameHomerSignificance
motif3.motif0.0121058
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00280096
Pattern NameHomerSignificance
motif11.motif0.0523664
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000815113
Pattern NameHomerSignificance
motif7.motif0.0176013
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_101.2639200000000001e-05
metacluster_1/pattern_140.0239584
Pattern NameHomerSignificance
motif11.motif0.0378837
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00842809
metacluster_1/pattern_110.00331764
Pattern NameHomerSignificance
motif11.motif0.039937400000000005
Gata1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00107627
Pattern NameHomerSignificance
motif2.motif0.00028121200000000003
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0073817
Pattern NameHomerSignificance
motif7.motif0.043574699999999994
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00100739
metacluster_1/pattern_110.0126728
metacluster_1/pattern_140.055314800000000004
Pattern NameHomerSignificance
motif11.motif0.022304499999999998
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.05535509999999999
metacluster_1/pattern_140.0329913
Pattern NameHomerSignificance
motif11.motif0.0550206
Gata5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00107627
Pattern NameHomerSignificance
motif2.motif0.024049099999999997
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0237845
metacluster_1/pattern_50.051024
Pattern NameHomerSignificance
motif3.motif0.022423699999999998
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_41.65279e-09
Pattern NameHomerSignificance
motif9.motif6.376319999999999e-06
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0276086
Pattern NameHomerSignificance
motif11.motif0.0587586
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0174748
Pattern NameHomerSignificance
motif11.motif0.039219800000000006
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0028464000000000002
Pattern NameHomerSignificance
motif7.motif0.0176013
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00137574
Pattern NameHomerSignificance
motif7.motif0.0322394
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0362514
metacluster_1/pattern_50.000165615
Pattern NameHomerSignificance
motif3.motif0.0500327
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00763784
metacluster_1/pattern_130.0152166
metacluster_1/pattern_140.0188167
Pattern NameHomerSignificance
motif3.motif0.0500327
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.016555599999999997
metacluster_1/pattern_50.00218723
Pattern NameHomerSignificance
motif3.motif0.00966754
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_49.72169e-16
Pattern NameHomerSignificance
motif9.motif9.764330000000001e-08
Gata6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00107627
Pattern NameHomerSignificance
motif2.motif0.0132392
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_100.05749069999999999
metacluster_1/pattern_140.05689059999999999
Pattern NameHomerSignificance
motif11.motif0.0189197
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_61.34304e-06
Pattern NameHomerSignificance
motif10.motif1.41324e-06
Zbtb1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0509541
Pattern NameHomerSignificance
motif3.motif0.022423699999999998
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.05535509999999999
metacluster_1/pattern_140.00375164
Pattern NameHomerSignificance
motif11.motif0.0523664
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00394459
Pattern NameHomerSignificance
motif11.motif0.039219800000000006
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_35.4088199999999995e-05
Pattern NameHomerSignificance
motif7.motif0.00044624300000000003
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0113064
Pattern NameHomerSignificance
motif11.motif0.0550206
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0362793
metacluster_1/pattern_50.0325799
Pattern NameHomerSignificance
motif3.motif0.0156523
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000405945
metacluster_1/pattern_50.0276471
metacluster_1/pattern_100.00565143
metacluster_1/pattern_130.000203954
metacluster_1/pattern_140.000562906
Pattern NameHomerSignificance
motif3.motif0.00519301
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0364504
metacluster_1/pattern_50.0202899
metacluster_1/pattern_130.053843100000000005
Pattern NameHomerSignificance
motif3.motif0.0384937
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_35.76412e-05
Pattern NameHomerSignificance
motif7.motif0.000150821
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_17.92712e-06
metacluster_1/pattern_50.00869132
metacluster_1/pattern_100.0380381
metacluster_1/pattern_130.00039135900000000003
metacluster_1/pattern_140.000299708
Pattern NameHomerSignificance
motif3.motif0.00343643
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_17.92712e-06
metacluster_1/pattern_50.000159971
metacluster_1/pattern_130.0167591
metacluster_1/pattern_140.00810746
Pattern NameHomerSignificance
motif3.motif0.00184372
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_37.19529e-05
Pattern NameHomerSignificance
motif7.motif0.00301912
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_35.76412e-05
Pattern NameHomerSignificance
motif7.motif0.00044624300000000003
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00134507
metacluster_1/pattern_140.0342682
Pattern NameHomerSignificance
motif11.motif0.0378837
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00958565
Pattern NameHomerSignificance
motif11.motif0.05925219999999999
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_36.216260000000001e-05
Pattern NameHomerSignificance
motif7.motif0.000207496
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_33.0935e-05
Pattern NameHomerSignificance
motif7.motif0.00223911
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000987235
Pattern NameHomerSignificance
motif7.motif0.00779458
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_44.97449e-06
Pattern NameHomerSignificance
motif9.motif2.89504e-05
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000555122
Pattern NameHomerSignificance
motif11.motif0.039219800000000006
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00266888
metacluster_1/pattern_140.0312189
Pattern NameHomerSignificance
motif11.motif0.0111492
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0382865
metacluster_1/pattern_140.00488568
Pattern NameHomerSignificance
motif11.motif0.037018999999999996
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0015421
metacluster_1/pattern_50.00218723
metacluster_1/pattern_130.0544472
Pattern NameHomerSignificance
motif3.motif0.00675306
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_12.53767e-06
metacluster_1/pattern_50.00985726
metacluster_1/pattern_100.00264706
metacluster_1/pattern_134.33937e-05
metacluster_1/pattern_143.6588e-05
Pattern NameHomerSignificance
motif3.motif0.00488801
Gata4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0041852
Pattern NameHomerSignificance
motif2.motif0.00158927
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000273166
Pattern NameHomerSignificance
motif7.motif0.000368024
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_43.96536e-06
Pattern NameHomerSignificance
motif9.motif0.00019937400000000002
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_37.07874e-05
Pattern NameHomerSignificance
motif7.motif0.000239598
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00910108
metacluster_1/pattern_50.015825899999999997
Pattern NameHomerSignificance
motif3.motif0.00966754
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_81.11176e-13
Pattern NameHomerSignificance
motif4.motif1.98778e-05
Gata2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0006231580000000001
Pattern NameHomerSignificance
motif2.motif1.5261e-05
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_84.9524400000000006e-20
Pattern NameHomerSignificance
motif4.motif5.06487e-06
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0007149789999999999
Pattern NameHomerSignificance
motif7.motif0.00601351
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_32.5770999999999998e-05
Pattern NameHomerSignificance
motif7.motif0.00191537
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_81.44526e-19
Pattern NameHomerSignificance
motif4.motif5.06487e-06
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00181085
Pattern NameHomerSignificance
motif11.motif0.057311
Gata3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0439756
Pattern NameHomerSignificance
motif2.motif0.042435
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_32.5770999999999998e-05
Pattern NameHomerSignificance
motif7.motif0.000891115
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000701573
metacluster_1/pattern_50.0005801280000000001
Pattern NameHomerSignificance
motif3.motif0.00121156
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00868225
Pattern NameHomerSignificance
motif7.motif0.00779458
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_01.78987e-07
metacluster_1/pattern_70.0137312
metacluster_1/pattern_140.00573363
Pattern NameHomerSignificance
motif1.motif0.000232264
motif5.motif0.0070447
Unique TF-MoDISco TFs: #63
TF NameModiscoHomer
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0488735
Absent
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_96.850440000000001e-07
Absent
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00530553
Absent
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000756407
Absent
Rxrg
Pattern NameModiscoSignificance
metacluster_1/pattern_140.038020599999999995
Absent
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00841285
Absent
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00120442
Absent
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00399281
Absent
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.011604799999999998
metacluster_1/pattern_110.00569948
Absent
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00112449
Absent
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.03154
Absent
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_150.000255587
metacluster_1/pattern_170.0160875
Absent
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_140.059807900000000004
Absent
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_132.69176e-06
Absent
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_111.60064e-07
Absent
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_100.017071700000000002
Absent
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_140.039372000000000004
Absent
Rest
Pattern NameModiscoSignificance
metacluster_1/pattern_163.3398e-16
Absent
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00432155
Absent
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00573363
Absent
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0509541
Absent
Mxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00601769
Absent
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_140.033768900000000004
Absent
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_140.013677000000000002
Absent
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_95.703819999999999e-06
Absent
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0355396
metacluster_1/pattern_110.0016006
Absent
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_122.6649200000000002e-05
Absent
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00231683
metacluster_1/pattern_170.0107114
Absent
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0006561
Absent
Mafg
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00278462
Absent
Maff
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00281736
Absent
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00969014
metacluster_1/pattern_129.466130000000001e-06
Absent
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_113.35647e-06
Absent
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000192833
Absent
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0557845
Absent
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_140.025476699999999998
Absent
Maf
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00386084
Absent
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00899988
metacluster_1/pattern_120.0012293
Absent
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_121.4111700000000002e-14
Absent
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_100.053962199999999995
Absent
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_159.754460000000001e-10
metacluster_1/pattern_170.029806400000000004
Absent
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_118.93418e-08
Absent
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0319402
metacluster_1/pattern_140.038020599999999995
Absent
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_121.9230399999999998e-05
Absent
Nr1h4
Pattern NameModiscoSignificance
metacluster_1/pattern_140.031051299999999997
Absent
Sall4
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00728376
Absent
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_140.051479
Absent
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_10.033278699999999994
metacluster_1/pattern_50.042959500000000005
Absent
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.025361500000000002
metacluster_1/pattern_130.036337400000000006
metacluster_1/pattern_140.00595479
metacluster_1/pattern_154.38437e-11
metacluster_1/pattern_170.038176800000000004
Absent
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_139.0647e-06
Absent
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.007534000000000001
Absent
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00287032
metacluster_1/pattern_170.0336358
Absent
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_115.3605099999999995e-08
Absent
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0147191
Absent
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0362793
metacluster_1/pattern_60.0479437
metacluster_1/pattern_100.00609473
metacluster_1/pattern_130.00232293
metacluster_1/pattern_140.0122737
Absent
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00230728
metacluster_1/pattern_120.00308632
Absent
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_100.047619
Absent
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00125861
Absent
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0007536
Absent
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00336408
Absent
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_110.0557845
Absent
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00309872
metacluster_1/pattern_170.00155563
Absent
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.034658
Absent
Unique Homer TFs: #4
TF NameModiscoHomer
Zbtb33Absent
Pattern NameHomerSignificance
motif17.motif3.06341e-06
MecomAbsent
Pattern NameHomerSignificance
motif2.motif0.010764600000000001
Runx2Absent
Pattern NameHomerSignificance
motif12.motif0.0410968
Xbp1Absent
Pattern NameHomerSignificance
motif11.motif0.0550284