In [1]:
# Parameters
data_name = "B_SPLND;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_139-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_139-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 19:11:19,790 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeSplenic 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
    rep152733325688.18482480668213880180.05619173920.077480120420.3232
    rep252733325687.1682911867614549310.0521158430.072793024650.3197
    Modelling Metadata
    MetricValue
    auPRC0.6035
    Calibrated Recall at 50% FDR0.222
    Number of Positive Examples in Test Data40505
    Number of Negative Examples in Test Data8030346
    Imbalance Ratio in Test Data0.005
    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: #20
Pattern NameTF Name(s)Modisco
metacluster_1/pattern_0 # seqlets: 5855 SequenceContrib ScoresHyp_Contrib Scores
Spi1, Spib, Ets1, Etv6, Etv2, Spic, Erg, Irf8, Irf4, Etv4,

Gabpa, Elk1, Etv3, Fli1, XP_911724.4, Elk4, Elf1, Elk3, Etv5, Etv1, Elf4,

Ehf, Elf2, Elf3, Elf5, Prdm1, Fev, Irf2, Spdef, Irf3, Irf1
metacluster_1/pattern_1 # seqlets: 3810 SequenceContrib ScoresHyp_Contrib Scores
Sp4, Sp2, Sp3, Klf3, Sp1, E2f4, Klf7, Klf6, Klf4, Klf8,

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

Zbtb1, Egr3
metacluster_1/pattern_2 # seqlets: 3515 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_3 # seqlets: 1966 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfyc, Nfya, Foxi1, Pbx3
metacluster_1/pattern_4 # seqlets: 1940 SequenceContrib ScoresHyp_Contrib Scores
Stat2, Stat1, Irf7, Zscan10
metacluster_1/pattern_5 # seqlets: 1800 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_6 # seqlets: 1055 SequenceContrib ScoresHyp_Contrib Scores
Thap11, Zfp143, Tbx2
metacluster_1/pattern_7 # seqlets: 946 SequenceContrib ScoresHyp_Contrib Scores
Creb1, Atf2, Usf2, Atf7, Jdp2, Atf1, Crem, Creb5, Atf3, Fosl2,

Jun, Fosl1, Nfil3, Tef, Hlf
metacluster_1/pattern_8 # seqlets: 844 SequenceContrib ScoresHyp_Contrib Scores
Usf1, Tfec, Tfeb, Arntl, Mitf, Tfe3, Srebf1, Bhlhe40, Clock, Mlx,

Arnt, Npas2, Creb3l2, Srebf2, Tcfl5, Bhlhe41, Xbp1, Max, Mycn, Hes1, Mlxip
metacluster_1/pattern_9 # seqlets: 835 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Rfx1, Zfp42
metacluster_1/pattern_10 # seqlets: 346 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_11 # seqlets: 317 SequenceContrib ScoresHyp_Contrib Scores
Pou2f2
metacluster_1/pattern_12 # seqlets: 274 SequenceContrib ScoresHyp_Contrib Scores
Gmeb2, Gmeb1
metacluster_1/pattern_13 # seqlets: 236 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_14 # seqlets: 229 SequenceContrib ScoresHyp_Contrib Scores
Zbtb33
metacluster_1/pattern_15 # seqlets: 211 SequenceContrib ScoresHyp_Contrib Scores
Rfx2, Rfx3, Rfx4, Rfx7, Rfx6
metacluster_1/pattern_16 # seqlets: 152 SequenceContrib ScoresHyp_Contrib Scores
Nfkb2, Nfkb1, Rela, Relb
metacluster_1/pattern_17 # seqlets: 118 SequenceContrib ScoresHyp_Contrib Scores
Stat3
metacluster_1/pattern_18 # seqlets: 110 SequenceContrib ScoresHyp_Contrib Scores
Maz, Wt1, Klf15, Ptf1a, Bcl6
metacluster_1/pattern_19 # seqlets: 65 SequenceContrib ScoresHyp_Contrib Scores
Ebf1, Prdm16
Click here for Motifs by TF-MoDISco: #130
TF NamePattern(s)
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000225003
metacluster_1/pattern_40.000986797
metacluster_1/pattern_180.0189215
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_02.24591e-05
metacluster_1/pattern_47.61381e-11
metacluster_1/pattern_180.017350599999999997
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000149247
metacluster_1/pattern_130.0191987
metacluster_1/pattern_180.00948532
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00195915
metacluster_1/pattern_180.0252987
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_09.74947e-05
metacluster_1/pattern_180.00018644900000000002
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00016728
metacluster_1/pattern_40.0204877
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000171078
metacluster_1/pattern_180.017034599999999997
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00012958299999999998
metacluster_1/pattern_41.7469099999999998e-14
metacluster_1/pattern_180.022215900000000004
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000141713
metacluster_1/pattern_48.45065e-13
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000565521
metacluster_1/pattern_100.054354099999999995
metacluster_1/pattern_180.023494099999999997
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00615798
metacluster_1/pattern_100.054354099999999995
metacluster_1/pattern_130.0554279
metacluster_1/pattern_180.038814
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000551546
metacluster_1/pattern_100.027282
metacluster_1/pattern_130.0191987
metacluster_1/pattern_180.015978700000000002
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00016728
metacluster_1/pattern_180.021340500000000002
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000735467
metacluster_1/pattern_100.0441828
metacluster_1/pattern_180.017034599999999997
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000217601
metacluster_1/pattern_180.0252987
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00025179099999999996
metacluster_1/pattern_180.0197822
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000225003
metacluster_1/pattern_180.00030680599999999996
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000565521
metacluster_1/pattern_100.0493216
metacluster_1/pattern_180.031985900000000005
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000546622
metacluster_1/pattern_100.054354099999999995
metacluster_1/pattern_180.030114299999999997
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000689395
metacluster_1/pattern_180.026307999999999998
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000565521
metacluster_1/pattern_180.030114299999999997
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00195014
metacluster_1/pattern_180.0107825
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0164206
metacluster_1/pattern_180.0499132
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00486389
metacluster_1/pattern_180.038814
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.011849600000000002
metacluster_1/pattern_40.0172545
metacluster_1/pattern_180.0252987
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00594258
metacluster_1/pattern_40.0110176
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00674735
metacluster_1/pattern_180.013299799999999999
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00778197
metacluster_1/pattern_40.0215968
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00924612
metacluster_1/pattern_180.036483999999999996
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00941335
metacluster_1/pattern_40.00030105400000000004
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0117833
metacluster_1/pattern_40.000124666
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00148769
metacluster_1/pattern_180.00773854
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_12.37531e-06
metacluster_1/pattern_98.89076e-05
metacluster_1/pattern_120.00460437
metacluster_1/pattern_140.000538949
metacluster_1/pattern_180.00122097
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_19.641669999999999e-06
metacluster_1/pattern_90.00463501
metacluster_1/pattern_120.0509329
metacluster_1/pattern_140.00162328
metacluster_1/pattern_180.00030680599999999996
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_11.85154e-05
metacluster_1/pattern_180.00018644900000000002
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00041607199999999997
metacluster_1/pattern_90.00524687
metacluster_1/pattern_120.0286722
metacluster_1/pattern_140.00593469
metacluster_1/pattern_180.00417887
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00041607199999999997
metacluster_1/pattern_180.00393758
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0006921410000000001
metacluster_1/pattern_180.00138999
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0006921410000000001
metacluster_1/pattern_180.024908
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0138813
metacluster_1/pattern_180.000835703
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00106083
metacluster_1/pattern_180.00138999
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0138813
metacluster_1/pattern_180.00556688
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.053003999999999996
metacluster_1/pattern_180.0339314
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0404966
metacluster_1/pattern_180.00954728
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00652568
metacluster_1/pattern_120.0560924
metacluster_1/pattern_180.013352200000000002
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.040398
metacluster_1/pattern_180.0245479
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0138813
metacluster_1/pattern_180.0473187
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.021333
metacluster_1/pattern_188.245190000000001e-05
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0237679
metacluster_1/pattern_180.00342777
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0268106
metacluster_1/pattern_180.040049400000000006
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0362808
metacluster_1/pattern_90.00463501
metacluster_1/pattern_140.00385737
metacluster_1/pattern_180.0197822
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0398529
metacluster_1/pattern_180.021340500000000002
Zbtb1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.051925400000000003
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.051925400000000003
metacluster_1/pattern_180.021040200000000002
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_21.41994e-11
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_28.81074e-09
metacluster_1/pattern_180.0505468
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_31.6653600000000001e-15
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_31.0255e-12
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_31.85522e-11
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_36.19566e-07
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_33.63029e-06
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00795766
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00801835
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00801835
Zscan10
Pattern NameModiscoSignificance
metacluster_1/pattern_40.014827799999999999
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_51.6903199999999997e-07
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_62.3449e-23
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_64.95019e-23
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_61.4282999999999998e-13
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00205534
metacluster_1/pattern_100.054354099999999995
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000769606
metacluster_1/pattern_100.045995
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_74.80982e-05
metacluster_1/pattern_80.00185704
metacluster_1/pattern_120.00460437
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000367146
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0007307969999999999
metacluster_1/pattern_120.0509329
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0394848
metacluster_1/pattern_80.013452200000000003
metacluster_1/pattern_120.049056
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00638698
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00127435
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00488603
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00926637
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0239961
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0286866
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0300074
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_70.05179500000000001
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0523198
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00183714
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00124292
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00101313
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00693854
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00101313
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00138867
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0046163
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_80.013613900000000002
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0250198
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_80.013919899999999999
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0487789
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00185704
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.044672500000000004
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00492512
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0075317
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_80.017788099999999998
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.029602800000000002
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_80.044672500000000004
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0580067
Hes1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0487789
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0550773
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_93.7050199999999994e-06
metacluster_1/pattern_180.0226067
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_98.26232e-06
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00690037
metacluster_1/pattern_154.19157e-10
metacluster_1/pattern_170.017258900000000004
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_90.01054
Pou2f2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00851748
Gmeb2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0301666
Gmeb1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0560924
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_144.87407e-05
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_151.2515100000000002e-08
metacluster_1/pattern_170.049453199999999996
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00438954
metacluster_1/pattern_170.0235375
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_150.000602248
metacluster_1/pattern_170.00703472
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00431362
metacluster_1/pattern_170.00446275
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_150.015422799999999999
metacluster_1/pattern_170.00262791
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_168.240299999999999e-05
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00123918
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00601142
metacluster_1/pattern_180.00196287
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0027737
Stat3
Pattern NameModiscoSignificance
metacluster_1/pattern_170.04367
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00393758
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00465762
Klf15
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00773854
Ptf1a
Pattern NameModiscoSignificance
metacluster_1/pattern_180.0252987
Bcl6
Pattern NameModiscoSignificance
metacluster_1/pattern_180.026307999999999998
Ebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_190.00451719
Prdm16
Pattern NameModiscoSignificance
metacluster_1/pattern_190.00451719
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: #88
TF NameModiscoHomer
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_80.013919899999999999
Pattern NameHomerSignificance
motif21.motif0.017889099999999998
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00926637
Pattern NameHomerSignificance
motif15.motif0.0169493
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000225003
metacluster_1/pattern_40.000986797
metacluster_1/pattern_180.0189215
Pattern NameHomerSignificance
motif2.motif0.000635206
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000565521
metacluster_1/pattern_100.054354099999999995
metacluster_1/pattern_180.023494099999999997
Pattern NameHomerSignificance
motif2.motif0.00518775
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00801835
Pattern NameHomerSignificance
motif9.motif0.014244499999999998
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000225003
metacluster_1/pattern_180.00030680599999999996
Pattern NameHomerSignificance
motif2.motif0.0005066669999999999
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00138867
Pattern NameHomerSignificance
motif21.motif0.014012799999999999
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00693854
Pattern NameHomerSignificance
motif21.motif0.017889099999999998
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_64.95019e-23
Pattern NameHomerSignificance
motif5.motif3.72205e-05
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000141713
metacluster_1/pattern_48.45065e-13
Pattern NameHomerSignificance
motif2.motif0.000545579
motif9.motif0.0120351
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_19.641669999999999e-06
metacluster_1/pattern_90.00463501
metacluster_1/pattern_120.0509329
metacluster_1/pattern_140.00162328
metacluster_1/pattern_180.00030680599999999996
Pattern NameHomerSignificance
motif1.motif0.000956531
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_02.24591e-05
metacluster_1/pattern_47.61381e-11
metacluster_1/pattern_180.017350599999999997
Pattern NameHomerSignificance
motif2.motif0.00024125900000000002
motif9.motif0.013401499999999998
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00488603
Pattern NameHomerSignificance
motif15.motif0.0187601
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.011849600000000002
metacluster_1/pattern_40.0172545
metacluster_1/pattern_180.0252987
Pattern NameHomerSignificance
motif2.motif0.045803699999999996
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0138813
metacluster_1/pattern_180.00556688
Pattern NameHomerSignificance
motif1.motif0.026194099999999998
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0580067
Pattern NameHomerSignificance
motif21.motif0.00932007
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000149247
metacluster_1/pattern_130.0191987
metacluster_1/pattern_180.00948532
Pattern NameHomerSignificance
motif2.motif0.000635206
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00492512
Pattern NameHomerSignificance
motif21.motif0.046511000000000004
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.044672500000000004
Pattern NameHomerSignificance
motif21.motif0.00780334
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0362808
metacluster_1/pattern_90.00463501
metacluster_1/pattern_140.00385737
metacluster_1/pattern_180.0197822
Pattern NameHomerSignificance
motif1.motif0.0301259
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000546622
metacluster_1/pattern_100.054354099999999995
metacluster_1/pattern_180.030114299999999997
Pattern NameHomerSignificance
motif2.motif0.0011177
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_61.4282999999999998e-13
Pattern NameHomerSignificance
motif5.motif6.13228e-05
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_28.81074e-09
metacluster_1/pattern_180.0505468
Pattern NameHomerSignificance
motif4.motif5.4076e-06
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_21.41994e-11
Pattern NameHomerSignificance
motif4.motif2.81817e-09
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00148769
metacluster_1/pattern_180.00773854
Pattern NameHomerSignificance
motif1.motif0.023509
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00041607199999999997
metacluster_1/pattern_90.00524687
metacluster_1/pattern_120.0286722
metacluster_1/pattern_140.00593469
metacluster_1/pattern_180.00417887
Pattern NameHomerSignificance
motif1.motif0.00621982
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00101313
Pattern NameHomerSignificance
motif21.motif0.00780334
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00941335
metacluster_1/pattern_40.00030105400000000004
Pattern NameHomerSignificance
motif2.motif0.013919899999999999
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0237679
metacluster_1/pattern_180.00342777
Pattern NameHomerSignificance
motif1.motif0.030834500000000004
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_09.74947e-05
metacluster_1/pattern_180.00018644900000000002
Pattern NameHomerSignificance
motif2.motif0.0012275
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_33.63029e-06
Pattern NameHomerSignificance
motif3.motif2.53821e-05
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00016728
metacluster_1/pattern_180.021340500000000002
Pattern NameHomerSignificance
motif2.motif0.000635206
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_80.013613900000000002
Pattern NameHomerSignificance
motif21.motif0.046511000000000004
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00594258
metacluster_1/pattern_40.0110176
Pattern NameHomerSignificance
motif2.motif0.00518775
motif9.motif0.00761699
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00185704
Pattern NameHomerSignificance
motif21.motif0.021953
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000551546
metacluster_1/pattern_100.027282
metacluster_1/pattern_130.0191987
metacluster_1/pattern_180.015978700000000002
Pattern NameHomerSignificance
motif2.motif0.000635206
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00012958299999999998
metacluster_1/pattern_41.7469099999999998e-14
metacluster_1/pattern_180.022215900000000004
Pattern NameHomerSignificance
motif2.motif0.000545579
motif9.motif0.000867024
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_74.80982e-05
metacluster_1/pattern_80.00185704
metacluster_1/pattern_120.00460437
Pattern NameHomerSignificance
motif21.motif0.00769472
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00615798
metacluster_1/pattern_100.054354099999999995
metacluster_1/pattern_130.0554279
metacluster_1/pattern_180.038814
Pattern NameHomerSignificance
motif2.motif0.00670105
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_98.26232e-06
Pattern NameHomerSignificance
motif10.motif3.0207699999999997e-09
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_31.85522e-11
Pattern NameHomerSignificance
motif3.motif3.87586e-08
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00195014
metacluster_1/pattern_180.0107825
Pattern NameHomerSignificance
motif2.motif0.0025678000000000003
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_62.3449e-23
Pattern NameHomerSignificance
motif5.motif3.21125e-05
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_36.19566e-07
Pattern NameHomerSignificance
motif3.motif2.99383e-06
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_51.6903199999999997e-07
Pattern NameHomerSignificance
motif6.motif0.00037418300000000005
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_11.85154e-05
metacluster_1/pattern_180.00018644900000000002
Pattern NameHomerSignificance
motif1.motif0.0006963630000000001
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0006921410000000001
metacluster_1/pattern_180.024908
Pattern NameHomerSignificance
motif1.motif0.001695
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0007307969999999999
metacluster_1/pattern_120.0509329
Pattern NameHomerSignificance
motif15.motif0.029970099999999996
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0487789
Pattern NameHomerSignificance
motif21.motif0.037873000000000004
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_90.01054
Pattern NameHomerSignificance
motif10.motif0.00178629
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_31.0255e-12
Pattern NameHomerSignificance
motif3.motif2.1008299999999998e-08
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0006921410000000001
metacluster_1/pattern_180.00138999
Pattern NameHomerSignificance
motif1.motif0.000733125
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000171078
metacluster_1/pattern_180.017034599999999997
Pattern NameHomerSignificance
motif2.motif0.000635206
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00101313
Pattern NameHomerSignificance
motif21.motif0.0196276
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00124292
Pattern NameHomerSignificance
motif21.motif0.00780334
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000735467
metacluster_1/pattern_100.0441828
metacluster_1/pattern_180.017034599999999997
Pattern NameHomerSignificance
motif2.motif0.00317865
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0250198
Pattern NameHomerSignificance
motif21.motif0.020913
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_31.6653600000000001e-15
Pattern NameHomerSignificance
motif3.motif1.06046e-11
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000565521
metacluster_1/pattern_180.030114299999999997
Pattern NameHomerSignificance
motif2.motif0.000635206
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00041607199999999997
metacluster_1/pattern_180.00393758
Pattern NameHomerSignificance
motif1.motif0.0006963630000000001
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000689395
metacluster_1/pattern_180.026307999999999998
Pattern NameHomerSignificance
motif2.motif0.00124414
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00106083
metacluster_1/pattern_180.00138999
Pattern NameHomerSignificance
motif1.motif0.000957642
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_93.7050199999999994e-06
metacluster_1/pattern_180.0226067
Pattern NameHomerSignificance
motif10.motif0.000151949
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000565521
metacluster_1/pattern_100.0493216
metacluster_1/pattern_180.031985900000000005
Pattern NameHomerSignificance
motif2.motif0.0008143019999999999
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_80.017788099999999998
Pattern NameHomerSignificance
motif21.motif0.055636
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00674735
metacluster_1/pattern_180.013299799999999999
Pattern NameHomerSignificance
motif2.motif0.016871599999999997
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00025179099999999996
metacluster_1/pattern_180.0197822
Pattern NameHomerSignificance
motif2.motif0.00114294
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_80.044672500000000004
Pattern NameHomerSignificance
motif21.motif0.00906665
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0138813
metacluster_1/pattern_180.000835703
Pattern NameHomerSignificance
motif1.motif0.0008205039999999999
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.053003999999999996
metacluster_1/pattern_180.0339314
Pattern NameHomerSignificance
motif1.motif0.048817599999999996
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00183714
Pattern NameHomerSignificance
motif21.motif0.00769472
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0117833
metacluster_1/pattern_40.000124666
Pattern NameHomerSignificance
motif2.motif0.010049700000000002
motif9.motif0.00109682
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_12.37531e-06
metacluster_1/pattern_98.89076e-05
metacluster_1/pattern_120.00460437
metacluster_1/pattern_140.000538949
metacluster_1/pattern_180.00122097
Pattern NameHomerSignificance
motif1.motif0.0006963630000000001
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000217601
metacluster_1/pattern_180.0252987
Pattern NameHomerSignificance
motif2.motif0.000635206
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00924612
metacluster_1/pattern_180.036483999999999996
Pattern NameHomerSignificance
motif2.motif0.013286500000000001
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0394848
metacluster_1/pattern_80.013452200000000003
metacluster_1/pattern_120.049056
Pattern NameHomerSignificance
motif15.motif0.0159266
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0404966
metacluster_1/pattern_180.00954728
Pattern NameHomerSignificance
motif1.motif0.026194099999999998
Zbtb1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.051925400000000003
Pattern NameHomerSignificance
motif1.motif0.048817599999999996
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00195915
metacluster_1/pattern_180.0252987
Pattern NameHomerSignificance
motif2.motif0.0183107
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00016728
metacluster_1/pattern_40.0204877
Pattern NameHomerSignificance
motif2.motif0.000635206
Mlxip
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0550773
Pattern NameHomerSignificance
motif21.motif0.023086000000000002
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0164206
metacluster_1/pattern_180.0499132
Pattern NameHomerSignificance
motif2.motif0.0008143019999999999
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.029602800000000002
Pattern NameHomerSignificance
motif21.motif0.0213302
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00778197
metacluster_1/pattern_40.0215968
Pattern NameHomerSignificance
motif2.motif0.0445162
motif9.motif0.0009172060000000001
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00486389
metacluster_1/pattern_180.038814
Pattern NameHomerSignificance
motif2.motif0.00707407
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00795766
Pattern NameHomerSignificance
motif9.motif0.054315699999999995
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0046163
Pattern NameHomerSignificance
motif21.motif0.0146275
Pou2f2
Pattern NameModiscoSignificance
metacluster_1/pattern_110.00851748
Pattern NameHomerSignificance
motif16.motif0.00324914
Unique TF-MoDISco TFs: #42
TF NameModiscoHomer
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_151.2515100000000002e-08
metacluster_1/pattern_170.049453199999999996
Absent
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00431362
metacluster_1/pattern_170.00446275
Absent
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00393758
Absent
Zscan10
Pattern NameModiscoSignificance
metacluster_1/pattern_40.014827799999999999
Absent
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0138813
metacluster_1/pattern_180.0473187
Absent
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00638698
Absent
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00652568
metacluster_1/pattern_120.0560924
metacluster_1/pattern_180.013352200000000002
Absent
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00601142
metacluster_1/pattern_180.00196287
Absent
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00801835
Absent
Gmeb1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0560924
Absent
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0300074
Absent
Bcl6
Pattern NameModiscoSignificance
metacluster_1/pattern_180.026307999999999998
Absent
Prdm16
Pattern NameModiscoSignificance
metacluster_1/pattern_190.00451719
Absent
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00205534
metacluster_1/pattern_100.054354099999999995
Absent
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_168.240299999999999e-05
Absent
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0268106
metacluster_1/pattern_180.040049400000000006
Absent
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00690037
metacluster_1/pattern_154.19157e-10
metacluster_1/pattern_170.017258900000000004
Absent
Klf15
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00773854
Absent
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.051925400000000003
metacluster_1/pattern_180.021040200000000002
Absent
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00123918
Absent
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.040398
metacluster_1/pattern_180.0245479
Absent
Hes1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0487789
Absent
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00438954
metacluster_1/pattern_170.0235375
Absent
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000769606
metacluster_1/pattern_100.045995
Absent
Ptf1a
Pattern NameModiscoSignificance
metacluster_1/pattern_180.0252987
Absent
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_150.000602248
metacluster_1/pattern_170.00703472
Absent
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00465762
Absent
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0523198
Absent
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0239961
Absent
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.021333
metacluster_1/pattern_188.245190000000001e-05
Absent
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_144.87407e-05
Absent
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0398529
metacluster_1/pattern_180.021340500000000002
Absent
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000367146
Absent
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0286866
Absent
Stat3
Pattern NameModiscoSignificance
metacluster_1/pattern_170.04367
Absent
Gmeb2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0301666
Absent
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_70.05179500000000001
Absent
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_150.015422799999999999
metacluster_1/pattern_170.00262791
Absent
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00127435
Absent
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0075317
Absent
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0027737
Absent
Ebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_190.00451719
Absent
Unique Homer TFs: #10
TF NameModiscoHomer
Mxi1Absent
Pattern NameHomerSignificance
motif21.motif0.0174695
Tfap4Absent
Pattern NameHomerSignificance
motif21.motif0.0516087
Zic2Absent
Pattern NameHomerSignificance
motif4.motif0.0295317
Zic3Absent
Pattern NameHomerSignificance
motif4.motif0.0295317
FiglaAbsent
Pattern NameHomerSignificance
motif21.motif0.0146275
Runx3Absent
Pattern NameHomerSignificance
motif12.motif0.0381948
Snai1Absent
Pattern NameHomerSignificance
motif21.motif0.030499900000000003
MycAbsent
Pattern NameHomerSignificance
motif21.motif0.00769472
Hey2Absent
Pattern NameHomerSignificance
motif21.motif0.04131
Irf9Absent
Pattern NameHomerSignificance
motif2.motif0.026983299999999998