In [1]:
# Parameters
data_name = "Erythroid;Ter119+;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_144-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_144-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 19:11:53,140 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeTer119+ Erythroid cells
    Cell GroupOther Immune 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
    rep145623336199.51584716565422691050.048128552250.0606145566300.3088
    rep245623336199.1165153001423880410.046430261330.0587158618390.3079
    Modelling Metadata
    MetricValue
    auPRC0.6228
    Calibrated Recall at 50% FDR0.212
    Number of Positive Examples in Test Data36430
    Number of Negative Examples in Test Data8034421
    Imbalance Ratio in Test Data0.0045
    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: #16
Pattern NameTF Name(s)Modisco
metacluster_0/pattern_0 # seqlets: 3639 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_0/pattern_1 # seqlets: 2874 SequenceContrib ScoresHyp_Contrib Scores
Sp2, Sp3, Klf3, Sp4, Sp1, Klf6, Klf4, E2f4, Klf5, Klf7,

Sp5, Egr1, Zbtb17, Klf12, Klf8, Egr2, Zfp281, Wt1, Klf1, Maz, E2f1,

Srebf2, Klf15, Sall4, Zfp740
metacluster_0/pattern_2 # seqlets: 2387 SequenceContrib ScoresHyp_Contrib Scores
Gabpa, Elk4, Fli1, Erg, Ets1, Elk1, Elf1, Elk3, Etv1, Etv4,

Etv6, Etv5, Etv3, XP_911724.4, Etv2, Elf4, Ehf, Fev, Elf5, Elf2, Spi1,

Spdef, Elf3, Spib, Spic, Irf8
metacluster_0/pattern_3 # seqlets: 2074 SequenceContrib ScoresHyp_Contrib Scores
Nfya, Nfyb, Nfyc, Foxi1, Pbx3
metacluster_0/pattern_4 # seqlets: 1695 SequenceContrib ScoresHyp_Contrib Scores
metacluster_0/pattern_5 # seqlets: 1438 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Zfx, Zfp42, Mxi1, Usf2, Rfx1
metacluster_0/pattern_6 # seqlets: 1300 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_0/pattern_7 # seqlets: 1142 SequenceContrib ScoresHyp_Contrib Scores
Gata1, Tal1, Gata5, Gata6, Gata4, Gata2, Gata3
metacluster_0/pattern_8 # seqlets: 1050 SequenceContrib ScoresHyp_Contrib Scores
Thap11, Zfp143, Tbx2
metacluster_0/pattern_9 # seqlets: 903 SequenceContrib ScoresHyp_Contrib Scores
Creb1, Atf2, Atf1, Jdp2, Atf7, Crem, Atf3, Creb5, Fosl2, Jun,

Fosl1, Hlf, Nfil3, Rxrb, Usf1, Dbp, Tef, Creb3l2
metacluster_0/pattern_10 # seqlets: 791 SequenceContrib ScoresHyp_Contrib Scores
Nfe2, Bach2, Nfe2l2, Bach1, Mafa, Mafk, Mafb, Mafg, Maff, Maf,

Fosb, Junb, Jund, Batf, Fos
metacluster_0/pattern_11 # seqlets: 561 SequenceContrib ScoresHyp_Contrib Scores
Irf1, Irf2, Irf7, Prdm1, Stat2, Irf9, Irf4, Stat1, Irf3
metacluster_0/pattern_12 # seqlets: 556 SequenceContrib ScoresHyp_Contrib Scores
Tfeb, Arntl, Tfe3, Tfec, Bhlhe40, Mitf, Clock, Srebf1, Arnt, Mlx,

Npas2, Tcfl5, Bhlhe41, Myc, Max, Nr1h4, Mycn, Mlxip, Rxrg
metacluster_0/pattern_13 # seqlets: 359 SequenceContrib ScoresHyp_Contrib Scores
Zbtb33
metacluster_0/pattern_14 # seqlets: 93 SequenceContrib ScoresHyp_Contrib Scores
Nfia, Zfp322a, Nfib, Nfic
metacluster_0/pattern_15 # seqlets: 48 SequenceContrib ScoresHyp_Contrib Scores
Pou2f2, Pou5f1, Pou2f1, Pou3f1, Nanog, Sox2, Pou3f2
Click here for Motifs by TF-MoDISco: #149
TF NamePattern(s)
Ctcf
Pattern NameModiscoSignificance
metacluster_0/pattern_02.41916e-11
Ctcfl
Pattern NameModiscoSignificance
metacluster_0/pattern_09.34244e-08
metacluster_0/pattern_10.0468352
metacluster_0/pattern_90.010998
metacluster_0/pattern_120.0548564
Sp2
Pattern NameModiscoSignificance
metacluster_0/pattern_15.59863e-09
metacluster_0/pattern_40.0408754
metacluster_0/pattern_52.13267e-05
metacluster_0/pattern_90.00578862
metacluster_0/pattern_125.6702e-05
Sp3
Pattern NameModiscoSignificance
metacluster_0/pattern_13.895069999999999e-08
metacluster_0/pattern_40.0438116
metacluster_0/pattern_58.271040000000001e-05
metacluster_0/pattern_90.046967400000000006
metacluster_0/pattern_120.000356099
Klf3
Pattern NameModiscoSignificance
metacluster_0/pattern_11.1215299999999999e-07
metacluster_0/pattern_40.00050999
metacluster_0/pattern_50.012771
metacluster_0/pattern_120.005509600000000001
Sp4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00151755
metacluster_0/pattern_40.0310466
Sp1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0009300939999999999
metacluster_0/pattern_52.86658e-05
metacluster_0/pattern_90.018596
metacluster_0/pattern_120.000303234
Klf6
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00036367400000000003
metacluster_0/pattern_40.00561888
metacluster_0/pattern_50.05399580000000001
Klf4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.000933063
metacluster_0/pattern_40.000190328
E2f4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00044039599999999996
Klf5
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00086397
metacluster_0/pattern_40.00287014
Klf7
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0008931789999999999
metacluster_0/pattern_40.000190328
Sp5
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0009300939999999999
metacluster_0/pattern_50.05399580000000001
Egr1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0254714
metacluster_0/pattern_40.0438116
metacluster_0/pattern_50.05399580000000001
Zbtb17
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00119414
metacluster_0/pattern_50.00528951
metacluster_0/pattern_120.0376439
Klf12
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00151755
metacluster_0/pattern_40.000765175
Klf8
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00160896
metacluster_0/pattern_43.35108e-05
Egr2
Pattern NameModiscoSignificance
metacluster_0/pattern_10.05903919999999999
metacluster_0/pattern_50.0239138
Zfp281
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00605629
Wt1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00469273
metacluster_0/pattern_50.00708419
Klf1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.025281799999999997
metacluster_0/pattern_46.43399e-07
Maz
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00561243
metacluster_0/pattern_50.01324
E2f1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0178519
Srebf2
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0433186
metacluster_0/pattern_120.00349804
Klf15
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0433186
metacluster_0/pattern_50.0290649
Sall4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.044337699999999994
Zfp740
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0529121
Gabpa
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00046035
Elk4
Pattern NameModiscoSignificance
metacluster_0/pattern_28.513e-05
Fli1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00010843
Erg
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00010843
Ets1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00010843
Elk1
Pattern NameModiscoSignificance
metacluster_0/pattern_22.3612399999999998e-05
Elf1
Pattern NameModiscoSignificance
metacluster_0/pattern_22.33183e-05
Elk3
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00015876
Etv1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00015876
Etv4
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00452736
Etv6
Pattern NameModiscoSignificance
metacluster_0/pattern_20.016412299999999998
Etv5
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000266577
Etv3
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00041003400000000004
XP_911724.4
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000477453
Etv2
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000592999
Elf4
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000687699
Ehf
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00407247
Fev
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000847817
Elf5
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00793814
Elf2
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0197231
Spi1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.04707
Spdef
Pattern NameModiscoSignificance
metacluster_0/pattern_20.017059900000000003
Elf3
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00939546
Spib
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00789512
metacluster_0/pattern_110.00922859
Spic
Pattern NameModiscoSignificance
metacluster_0/pattern_20.05877380000000001
Irf8
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0530788
metacluster_0/pattern_110.00017570200000000002
Nfya
Pattern NameModiscoSignificance
metacluster_0/pattern_31.4697499999999998e-10
Nfyb
Pattern NameModiscoSignificance
metacluster_0/pattern_33.8497500000000006e-10
Nfyc
Pattern NameModiscoSignificance
metacluster_0/pattern_35.133009999999999e-10
Foxi1
Pattern NameModiscoSignificance
metacluster_0/pattern_33.42299e-07
Pbx3
Pattern NameModiscoSignificance
metacluster_0/pattern_38.21844e-06
Taf1
Pattern NameModiscoSignificance
metacluster_0/pattern_54.99596e-06
Yy1
Pattern NameModiscoSignificance
metacluster_0/pattern_54.99596e-06
Zfx
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0009241280000000001
metacluster_0/pattern_90.017985400000000002
metacluster_0/pattern_120.025297
Zfp42
Pattern NameModiscoSignificance
metacluster_0/pattern_50.00708419
Mxi1
Pattern NameModiscoSignificance
metacluster_0/pattern_50.021023
metacluster_0/pattern_120.0041086000000000004
Usf2
Pattern NameModiscoSignificance
metacluster_0/pattern_50.040168699999999995
metacluster_0/pattern_99.45354e-05
metacluster_0/pattern_120.015874100000000002
Rfx1
Pattern NameModiscoSignificance
metacluster_0/pattern_50.05639680000000001
metacluster_0/pattern_90.0178836
metacluster_0/pattern_120.0102484
Nrf1
Pattern NameModiscoSignificance
metacluster_0/pattern_65.62528e-07
Gata1
Pattern NameModiscoSignificance
metacluster_0/pattern_70.00707809
Tal1
Pattern NameModiscoSignificance
metacluster_0/pattern_79.56579e-06
Gata5
Pattern NameModiscoSignificance
metacluster_0/pattern_79.56579e-06
Gata6
Pattern NameModiscoSignificance
metacluster_0/pattern_70.0007483539999999999
Gata4
Pattern NameModiscoSignificance
metacluster_0/pattern_70.0135309
Gata2
Pattern NameModiscoSignificance
metacluster_0/pattern_70.00413452
Gata3
Pattern NameModiscoSignificance
metacluster_0/pattern_70.0100316
Thap11
Pattern NameModiscoSignificance
metacluster_0/pattern_83.40559e-22
Zfp143
Pattern NameModiscoSignificance
metacluster_0/pattern_86.23458e-22
Tbx2
Pattern NameModiscoSignificance
metacluster_0/pattern_82.4723e-13
Creb1
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00145001
metacluster_0/pattern_120.031424799999999996
Atf2
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00118005
metacluster_0/pattern_120.026684899999999998
Atf1
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0597306
metacluster_0/pattern_120.0231167
Jdp2
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00034560699999999995
metacluster_0/pattern_100.014766899999999998
Atf7
Pattern NameModiscoSignificance
metacluster_0/pattern_90.000321722
metacluster_0/pattern_120.0207585
Crem
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00705529
Atf3
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00265465
metacluster_0/pattern_100.00379413
Creb5
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00533463
Fosl2
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00738777
metacluster_0/pattern_100.00747445
Jun
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0597306
metacluster_0/pattern_100.00238802
Fosl1
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0162923
metacluster_0/pattern_100.00756939
Hlf
Pattern NameModiscoSignificance
metacluster_0/pattern_90.021388
metacluster_0/pattern_120.05859690000000001
Nfil3
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0255048
Rxrb
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0255048
Usf1
Pattern NameModiscoSignificance
metacluster_0/pattern_90.025833299999999997
metacluster_0/pattern_120.0363773
Dbp
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0368153
Tef
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0445438
Creb3l2
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0598323
metacluster_0/pattern_120.0379025
Nfe2
Pattern NameModiscoSignificance
metacluster_0/pattern_102.57238e-09
Bach2
Pattern NameModiscoSignificance
metacluster_0/pattern_103.05872e-09
Nfe2l2
Pattern NameModiscoSignificance
metacluster_0/pattern_104.11244e-08
Bach1
Pattern NameModiscoSignificance
metacluster_0/pattern_102.82257e-06
Mafa
Pattern NameModiscoSignificance
metacluster_0/pattern_100.000495255
Mafk
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00128649
Mafb
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00260386
Mafg
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00238802
Maff
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00260386
Maf
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00379413
Fosb
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00579062
Junb
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00640835
Jund
Pattern NameModiscoSignificance
metacluster_0/pattern_100.025623900000000005
Batf
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00787801
Fos
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0103207
Irf1
Pattern NameModiscoSignificance
metacluster_0/pattern_111.40249e-08
Irf2
Pattern NameModiscoSignificance
metacluster_0/pattern_110.00274082
Irf7
Pattern NameModiscoSignificance
metacluster_0/pattern_112.93159e-05
Prdm1
Pattern NameModiscoSignificance
metacluster_0/pattern_110.000141461
Stat2
Pattern NameModiscoSignificance
metacluster_0/pattern_110.00058977
Irf9
Pattern NameModiscoSignificance
metacluster_0/pattern_110.000722616
Irf4
Pattern NameModiscoSignificance
metacluster_0/pattern_110.010743
Stat1
Pattern NameModiscoSignificance
metacluster_0/pattern_110.00334533
Irf3
Pattern NameModiscoSignificance
metacluster_0/pattern_110.033372900000000004
Tfeb
Pattern NameModiscoSignificance
metacluster_0/pattern_120.000958996
Arntl
Pattern NameModiscoSignificance
metacluster_0/pattern_120.011709
Tfe3
Pattern NameModiscoSignificance
metacluster_0/pattern_120.005509600000000001
Tfec
Pattern NameModiscoSignificance
metacluster_0/pattern_120.00689226
Bhlhe40
Pattern NameModiscoSignificance
metacluster_0/pattern_120.00660214
Mitf
Pattern NameModiscoSignificance
metacluster_0/pattern_120.0033625
Clock
Pattern NameModiscoSignificance
metacluster_0/pattern_120.000503084
Srebf1
Pattern NameModiscoSignificance
metacluster_0/pattern_120.0548564
Arnt
Pattern NameModiscoSignificance
metacluster_0/pattern_120.0379025
Mlx
Pattern NameModiscoSignificance
metacluster_0/pattern_120.025297
Npas2
Pattern NameModiscoSignificance
metacluster_0/pattern_120.00664889
Tcfl5
Pattern NameModiscoSignificance
metacluster_0/pattern_120.01519
Bhlhe41
Pattern NameModiscoSignificance
metacluster_0/pattern_120.0159474
Myc
Pattern NameModiscoSignificance
metacluster_0/pattern_120.0165414
Max
Pattern NameModiscoSignificance
metacluster_0/pattern_120.0379025
Nr1h4
Pattern NameModiscoSignificance
metacluster_0/pattern_120.047276
Mycn
Pattern NameModiscoSignificance
metacluster_0/pattern_120.047276
Mlxip
Pattern NameModiscoSignificance
metacluster_0/pattern_120.0548564
Rxrg
Pattern NameModiscoSignificance
metacluster_0/pattern_120.0598116
Zbtb33
Pattern NameModiscoSignificance
metacluster_0/pattern_139.63407e-05
Nfia
Pattern NameModiscoSignificance
metacluster_0/pattern_140.00021827900000000002
Zfp322a
Pattern NameModiscoSignificance
metacluster_0/pattern_140.010933400000000001
Nfib
Pattern NameModiscoSignificance
metacluster_0/pattern_140.014515799999999999
Nfic
Pattern NameModiscoSignificance
metacluster_0/pattern_140.0355233
Pou2f2
Pattern NameModiscoSignificance
metacluster_0/pattern_150.00102234
Pou5f1
Pattern NameModiscoSignificance
metacluster_0/pattern_150.037664800000000005
Pou2f1
Pattern NameModiscoSignificance
metacluster_0/pattern_150.012415899999999999
Pou3f1
Pattern NameModiscoSignificance
metacluster_0/pattern_150.0130309
Nanog
Pattern NameModiscoSignificance
metacluster_0/pattern_150.014090700000000001
Sox2
Pattern NameModiscoSignificance
metacluster_0/pattern_150.0415177
Pou3f2
Pattern NameModiscoSignificance
metacluster_0/pattern_150.0320635
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: #95
TF NameModiscoHomer
Elf3
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00939546
Pattern NameHomerSignificance
motif3.motif0.0113722
Fev
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000847817
Pattern NameHomerSignificance
motif3.motif0.00972129
Elf1
Pattern NameModiscoSignificance
metacluster_0/pattern_22.33183e-05
Pattern NameHomerSignificance
motif3.motif0.000529845
Zfx
Pattern NameModiscoSignificance
metacluster_0/pattern_50.0009241280000000001
metacluster_0/pattern_90.017985400000000002
metacluster_0/pattern_120.025297
Pattern NameHomerSignificance
motif17.motif0.018261900000000005
E2f4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00044039599999999996
Pattern NameHomerSignificance
motif1.motif0.00496868
Arntl
Pattern NameModiscoSignificance
metacluster_0/pattern_120.011709
Pattern NameHomerSignificance
motif7.motif0.0469054
Tfeb
Pattern NameModiscoSignificance
metacluster_0/pattern_120.000958996
Pattern NameHomerSignificance
motif7.motif0.034154699999999996
Elk4
Pattern NameModiscoSignificance
metacluster_0/pattern_28.513e-05
Pattern NameHomerSignificance
motif3.motif0.00267705
Fosb
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00579062
Pattern NameHomerSignificance
motif19.motif0.046277099999999995
Nfyb
Pattern NameModiscoSignificance
metacluster_0/pattern_33.8497500000000006e-10
Pattern NameHomerSignificance
motif5.motif7.427399999999999e-09
Bach1
Pattern NameModiscoSignificance
metacluster_0/pattern_102.82257e-06
Pattern NameHomerSignificance
motif19.motif8.03671e-07
Tal1
Pattern NameModiscoSignificance
metacluster_0/pattern_79.56579e-06
Pattern NameHomerSignificance
motif8.motif0.00222757
Creb1
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00145001
metacluster_0/pattern_120.031424799999999996
Pattern NameHomerSignificance
motif7.motif0.0318959
Atf3
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00265465
metacluster_0/pattern_100.00379413
Pattern NameHomerSignificance
motif7.motif0.015548099999999999
motif19.motif0.0313069
Atf7
Pattern NameModiscoSignificance
metacluster_0/pattern_90.000321722
metacluster_0/pattern_120.0207585
Pattern NameHomerSignificance
motif7.motif0.020224799999999998
Fos
Pattern NameModiscoSignificance
metacluster_0/pattern_100.0103207
Pattern NameHomerSignificance
motif19.motif0.0526194
Egr1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0254714
metacluster_0/pattern_40.0438116
metacluster_0/pattern_50.05399580000000001
Pattern NameHomerSignificance
motif1.motif0.0284014
Gata6
Pattern NameModiscoSignificance
metacluster_0/pattern_70.0007483539999999999
Pattern NameHomerSignificance
motif8.motif0.00299641
Foxi1
Pattern NameModiscoSignificance
metacluster_0/pattern_33.42299e-07
Pattern NameHomerSignificance
motif5.motif0.000341622
Elf4
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000687699
Pattern NameHomerSignificance
motif3.motif0.00127925
Fosl2
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00738777
metacluster_0/pattern_100.00747445
Pattern NameHomerSignificance
motif7.motif0.0210083
motif19.motif0.0311834
Nfe2l2
Pattern NameModiscoSignificance
metacluster_0/pattern_104.11244e-08
Pattern NameHomerSignificance
motif19.motif1.88185e-06
XP_911724.4
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000477453
Pattern NameHomerSignificance
motif3.motif0.0026535
Maf
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00379413
Pattern NameHomerSignificance
motif19.motif0.000332155
Mafb
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00260386
Pattern NameHomerSignificance
motif19.motif9.896360000000001e-05
Gata3
Pattern NameModiscoSignificance
metacluster_0/pattern_70.0100316
Pattern NameHomerSignificance
motif8.motif0.047604
Thap11
Pattern NameModiscoSignificance
metacluster_0/pattern_83.40559e-22
Pattern NameHomerSignificance
motif4.motif1.27799e-06
Jun
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0597306
metacluster_0/pattern_100.00238802
Pattern NameHomerSignificance
motif19.motif0.011959299999999999
Klf1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.025281799999999997
metacluster_0/pattern_46.43399e-07
Pattern NameHomerSignificance
motif1.motif0.00460733
Bach2
Pattern NameModiscoSignificance
metacluster_0/pattern_103.05872e-09
Pattern NameHomerSignificance
motif19.motif3.41388e-07
Klf6
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00036367400000000003
metacluster_0/pattern_40.00561888
metacluster_0/pattern_50.05399580000000001
Pattern NameHomerSignificance
motif1.motif0.00018831299999999998
Klf5
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00086397
metacluster_0/pattern_40.00287014
Pattern NameHomerSignificance
motif1.motif0.0009075919999999999
Gabpa
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00046035
Pattern NameHomerSignificance
motif3.motif0.0007987560000000001
Klf15
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0433186
metacluster_0/pattern_50.0290649
Pattern NameHomerSignificance
motif1.motif0.0253737
Usf1
Pattern NameModiscoSignificance
metacluster_0/pattern_90.025833299999999997
metacluster_0/pattern_120.0363773
Pattern NameHomerSignificance
motif7.motif0.0426586
Tbx2
Pattern NameModiscoSignificance
metacluster_0/pattern_82.4723e-13
Pattern NameHomerSignificance
motif4.motif3.39598e-05
Nrf1
Pattern NameModiscoSignificance
metacluster_0/pattern_65.62528e-07
Pattern NameHomerSignificance
motif6.motif1.3258100000000001e-06
Elk3
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00015876
Pattern NameHomerSignificance
motif3.motif0.00045262599999999997
Mafa
Pattern NameModiscoSignificance
metacluster_0/pattern_100.000495255
Pattern NameHomerSignificance
motif19.motif0.000122547
Fli1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00010843
Pattern NameHomerSignificance
motif3.motif0.0027719999999999997
Gata2
Pattern NameModiscoSignificance
metacluster_0/pattern_70.00413452
Pattern NameHomerSignificance
motif8.motif0.000267705
Creb5
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00533463
Pattern NameHomerSignificance
motif7.motif0.015548099999999999
Sp3
Pattern NameModiscoSignificance
metacluster_0/pattern_13.895069999999999e-08
metacluster_0/pattern_40.0438116
metacluster_0/pattern_58.271040000000001e-05
metacluster_0/pattern_90.046967400000000006
metacluster_0/pattern_120.000356099
Pattern NameHomerSignificance
motif1.motif0.000357825
Mafg
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00238802
Pattern NameHomerSignificance
motif19.motif2.90343e-06
Ehf
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00407247
Pattern NameHomerSignificance
motif3.motif0.0250842
Jdp2
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00034560699999999995
metacluster_0/pattern_100.014766899999999998
Pattern NameHomerSignificance
motif7.motif0.0210083
Zbtb17
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00119414
metacluster_0/pattern_50.00528951
metacluster_0/pattern_120.0376439
Pattern NameHomerSignificance
motif1.motif0.0205799
Jund
Pattern NameModiscoSignificance
metacluster_0/pattern_100.025623900000000005
Pattern NameHomerSignificance
motif19.motif0.045133
Klf7
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0008931789999999999
metacluster_0/pattern_40.000190328
Pattern NameHomerSignificance
motif1.motif1.43375e-07
Crem
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00705529
Pattern NameHomerSignificance
motif7.motif0.050531900000000005
Klf12
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00151755
metacluster_0/pattern_40.000765175
Pattern NameHomerSignificance
motif1.motif0.00019534400000000002
Zfp143
Pattern NameModiscoSignificance
metacluster_0/pattern_86.23458e-22
Pattern NameHomerSignificance
motif4.motif5.3539699999999995e-06
Klf4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.000933063
metacluster_0/pattern_40.000190328
Pattern NameHomerSignificance
motif1.motif0.00144531
Sp4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00151755
metacluster_0/pattern_40.0310466
Pattern NameHomerSignificance
motif1.motif0.0246777
Zfp42
Pattern NameModiscoSignificance
metacluster_0/pattern_50.00708419
Pattern NameHomerSignificance
motif11.motif0.018615299999999998
Usf2
Pattern NameModiscoSignificance
metacluster_0/pattern_50.040168699999999995
metacluster_0/pattern_99.45354e-05
metacluster_0/pattern_120.015874100000000002
Pattern NameHomerSignificance
motif7.motif0.058370000000000005
E2f1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0178519
Pattern NameHomerSignificance
motif1.motif0.00968229
Fosl1
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0162923
metacluster_0/pattern_100.00756939
Pattern NameHomerSignificance
motif19.motif0.0351967
Creb3l2
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0598323
metacluster_0/pattern_120.0379025
Pattern NameHomerSignificance
motif7.motif0.0210083
Batf
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00787801
Pattern NameHomerSignificance
motif19.motif0.0391424
Klf3
Pattern NameModiscoSignificance
metacluster_0/pattern_11.1215299999999999e-07
metacluster_0/pattern_40.00050999
metacluster_0/pattern_50.012771
metacluster_0/pattern_120.005509600000000001
Pattern NameHomerSignificance
motif1.motif1.6328799999999997e-06
Etv3
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00041003400000000004
Pattern NameHomerSignificance
motif3.motif0.0027719999999999997
Etv6
Pattern NameModiscoSignificance
metacluster_0/pattern_20.016412299999999998
Pattern NameHomerSignificance
motif3.motif0.00213044
Nfyc
Pattern NameModiscoSignificance
metacluster_0/pattern_35.133009999999999e-10
Pattern NameHomerSignificance
motif5.motif5.606450000000001e-07
Sp2
Pattern NameModiscoSignificance
metacluster_0/pattern_15.59863e-09
metacluster_0/pattern_40.0408754
metacluster_0/pattern_52.13267e-05
metacluster_0/pattern_90.00578862
metacluster_0/pattern_125.6702e-05
Pattern NameHomerSignificance
motif1.motif0.000568978
Spdef
Pattern NameModiscoSignificance
metacluster_0/pattern_20.017059900000000003
Pattern NameHomerSignificance
motif3.motif0.012552200000000001
Yy1
Pattern NameModiscoSignificance
metacluster_0/pattern_54.99596e-06
Pattern NameHomerSignificance
motif11.motif4.90777e-06
Sp1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0009300939999999999
metacluster_0/pattern_52.86658e-05
metacluster_0/pattern_90.018596
metacluster_0/pattern_120.000303234
Pattern NameHomerSignificance
motif1.motif0.0081873
Etv1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00015876
Pattern NameHomerSignificance
motif3.motif0.00116503
Elf2
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0197231
Pattern NameHomerSignificance
motif3.motif0.04096930000000001
Tfe3
Pattern NameModiscoSignificance
metacluster_0/pattern_120.005509600000000001
Pattern NameHomerSignificance
motif7.motif0.034154699999999996
Ets1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00010843
Pattern NameHomerSignificance
motif3.motif0.00705257
Pbx3
Pattern NameModiscoSignificance
metacluster_0/pattern_38.21844e-06
Pattern NameHomerSignificance
motif5.motif0.000341622
Etv4
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00452736
Pattern NameHomerSignificance
motif3.motif0.00563212
Etv5
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000266577
Pattern NameHomerSignificance
motif3.motif0.000639005
Gata4
Pattern NameModiscoSignificance
metacluster_0/pattern_70.0135309
Pattern NameHomerSignificance
motif8.motif0.00810682
Taf1
Pattern NameModiscoSignificance
metacluster_0/pattern_54.99596e-06
Pattern NameHomerSignificance
motif11.motif0.000493555
Atf1
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0597306
metacluster_0/pattern_120.0231167
Pattern NameHomerSignificance
motif7.motif0.048690699999999996
Gata5
Pattern NameModiscoSignificance
metacluster_0/pattern_79.56579e-06
Pattern NameHomerSignificance
motif8.motif0.000688864
Mafk
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00128649
Pattern NameHomerSignificance
motif19.motif2.3069899999999997e-05
Nfe2
Pattern NameModiscoSignificance
metacluster_0/pattern_102.57238e-09
Pattern NameHomerSignificance
motif19.motif4.26735e-07
Klf8
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00160896
metacluster_0/pattern_43.35108e-05
Pattern NameHomerSignificance
motif1.motif1.6328799999999997e-06
Nfya
Pattern NameModiscoSignificance
metacluster_0/pattern_31.4697499999999998e-10
Pattern NameHomerSignificance
motif5.motif1.5986599999999998e-07
Atf2
Pattern NameModiscoSignificance
metacluster_0/pattern_90.00118005
metacluster_0/pattern_120.026684899999999998
Pattern NameHomerSignificance
motif7.motif0.0310718
Maff
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00260386
Pattern NameHomerSignificance
motif19.motif2.86518e-05
Erg
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00010843
Pattern NameHomerSignificance
motif3.motif0.00491567
Ctcfl
Pattern NameModiscoSignificance
metacluster_0/pattern_09.34244e-08
metacluster_0/pattern_10.0468352
metacluster_0/pattern_90.010998
metacluster_0/pattern_120.0548564
Pattern NameHomerSignificance
motif2.motif0.000599668
Ctcf
Pattern NameModiscoSignificance
metacluster_0/pattern_02.41916e-11
Pattern NameHomerSignificance
motif2.motif0.000349449
Spic
Pattern NameModiscoSignificance
metacluster_0/pattern_20.05877380000000001
Pattern NameHomerSignificance
motif3.motif0.044649
Gata1
Pattern NameModiscoSignificance
metacluster_0/pattern_70.00707809
Pattern NameHomerSignificance
motif8.motif0.0050154
Egr2
Pattern NameModiscoSignificance
metacluster_0/pattern_10.05903919999999999
metacluster_0/pattern_50.0239138
Pattern NameHomerSignificance
motif1.motif0.0295753
Elk1
Pattern NameModiscoSignificance
metacluster_0/pattern_22.3612399999999998e-05
Pattern NameHomerSignificance
motif3.motif0.000283694
Mitf
Pattern NameModiscoSignificance
metacluster_0/pattern_120.0033625
Pattern NameHomerSignificance
motif7.motif0.058370000000000005
Elf5
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00793814
Pattern NameHomerSignificance
motif3.motif0.0051157
Junb
Pattern NameModiscoSignificance
metacluster_0/pattern_100.00640835
Pattern NameHomerSignificance
motif19.motif0.0478423
Unique TF-MoDISco TFs: #54
TF NameModiscoHomer
Zfp322a
Pattern NameModiscoSignificance
metacluster_0/pattern_140.010933400000000001
Absent
Pou5f1
Pattern NameModiscoSignificance
metacluster_0/pattern_150.037664800000000005
Absent
Myc
Pattern NameModiscoSignificance
metacluster_0/pattern_120.0165414
Absent
Irf7
Pattern NameModiscoSignificance
metacluster_0/pattern_112.93159e-05
Absent
Pou2f2
Pattern NameModiscoSignificance
metacluster_0/pattern_150.00102234
Absent
Pou3f2
Pattern NameModiscoSignificance
metacluster_0/pattern_150.0320635
Absent
Srebf2
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0433186
metacluster_0/pattern_120.00349804
Absent
Npas2
Pattern NameModiscoSignificance
metacluster_0/pattern_120.00664889
Absent
Sp5
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0009300939999999999
metacluster_0/pattern_50.05399580000000001
Absent
Spib
Pattern NameModiscoSignificance
metacluster_0/pattern_20.00789512
metacluster_0/pattern_110.00922859
Absent
Irf1
Pattern NameModiscoSignificance
metacluster_0/pattern_111.40249e-08
Absent
Maz
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00561243
metacluster_0/pattern_50.01324
Absent
Spi1
Pattern NameModiscoSignificance
metacluster_0/pattern_20.04707
Absent
Irf8
Pattern NameModiscoSignificance
metacluster_0/pattern_20.0530788
metacluster_0/pattern_110.00017570200000000002
Absent
Irf9
Pattern NameModiscoSignificance
metacluster_0/pattern_110.000722616
Absent
Clock
Pattern NameModiscoSignificance
metacluster_0/pattern_120.000503084
Absent
Mxi1
Pattern NameModiscoSignificance
metacluster_0/pattern_50.021023
metacluster_0/pattern_120.0041086000000000004
Absent
Arnt
Pattern NameModiscoSignificance
metacluster_0/pattern_120.0379025
Absent
Pou3f1
Pattern NameModiscoSignificance
metacluster_0/pattern_150.0130309
Absent
Dbp
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0368153
Absent
Nfia
Pattern NameModiscoSignificance
metacluster_0/pattern_140.00021827900000000002
Absent
Tef
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0445438
Absent
Irf2
Pattern NameModiscoSignificance
metacluster_0/pattern_110.00274082
Absent
Tcfl5
Pattern NameModiscoSignificance
metacluster_0/pattern_120.01519
Absent
Zbtb33
Pattern NameModiscoSignificance
metacluster_0/pattern_139.63407e-05
Absent
Max
Pattern NameModiscoSignificance
metacluster_0/pattern_120.0379025
Absent
Mlxip
Pattern NameModiscoSignificance
metacluster_0/pattern_120.0548564
Absent
Prdm1
Pattern NameModiscoSignificance
metacluster_0/pattern_110.000141461
Absent
Rfx1
Pattern NameModiscoSignificance
metacluster_0/pattern_50.05639680000000001
metacluster_0/pattern_90.0178836
metacluster_0/pattern_120.0102484
Absent
Tfec
Pattern NameModiscoSignificance
metacluster_0/pattern_120.00689226
Absent
Nfil3
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0255048
Absent
Irf3
Pattern NameModiscoSignificance
metacluster_0/pattern_110.033372900000000004
Absent
Sox2
Pattern NameModiscoSignificance
metacluster_0/pattern_150.0415177
Absent
Etv2
Pattern NameModiscoSignificance
metacluster_0/pattern_20.000592999
Absent
Nr1h4
Pattern NameModiscoSignificance
metacluster_0/pattern_120.047276
Absent
Bhlhe40
Pattern NameModiscoSignificance
metacluster_0/pattern_120.00660214
Absent
Zfp281
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00605629
Absent
Mycn
Pattern NameModiscoSignificance
metacluster_0/pattern_120.047276
Absent
Nfib
Pattern NameModiscoSignificance
metacluster_0/pattern_140.014515799999999999
Absent
Stat1
Pattern NameModiscoSignificance
metacluster_0/pattern_110.00334533
Absent
Irf4
Pattern NameModiscoSignificance
metacluster_0/pattern_110.010743
Absent
Mlx
Pattern NameModiscoSignificance
metacluster_0/pattern_120.025297
Absent
Nanog
Pattern NameModiscoSignificance
metacluster_0/pattern_150.014090700000000001
Absent
Srebf1
Pattern NameModiscoSignificance
metacluster_0/pattern_120.0548564
Absent
Sall4
Pattern NameModiscoSignificance
metacluster_0/pattern_10.044337699999999994
Absent
Zfp740
Pattern NameModiscoSignificance
metacluster_0/pattern_10.0529121
Absent
Rxrb
Pattern NameModiscoSignificance
metacluster_0/pattern_90.0255048
Absent
Rxrg
Pattern NameModiscoSignificance
metacluster_0/pattern_120.0598116
Absent
Stat2
Pattern NameModiscoSignificance
metacluster_0/pattern_110.00058977
Absent
Hlf
Pattern NameModiscoSignificance
metacluster_0/pattern_90.021388
metacluster_0/pattern_120.05859690000000001
Absent
Nfic
Pattern NameModiscoSignificance
metacluster_0/pattern_140.0355233
Absent
Pou2f1
Pattern NameModiscoSignificance
metacluster_0/pattern_150.012415899999999999
Absent
Bhlhe41
Pattern NameModiscoSignificance
metacluster_0/pattern_120.0159474
Absent
Wt1
Pattern NameModiscoSignificance
metacluster_0/pattern_10.00469273
metacluster_0/pattern_50.00708419
Absent
Unique Homer TFs: #3
TF NameModiscoHomer
Xbp1Absent
Pattern NameHomerSignificance
motif7.motif0.051412
Zbtb1Absent
Pattern NameHomerSignificance
motif1.motif0.0482228
RarbAbsent
Pattern NameHomerSignificance
motif7.motif0.0310718