In [1]:
# Parameters
data_name = "ILC1_AbxGRMFree;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_110-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_110-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 19:04:39,891 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeILC1_AbxGermFree
    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
    rep1832106120816.42942196238836409360.165927818010.126876300870.3477
    rep2832106120810.33442952265035491190.120328339190.09697414780.3302
    Modelling Metadata
    MetricValue
    auPRC0.5801
    Calibrated Recall at 50% FDR0.211
    Number of Positive Examples in Test Data69188
    Number of Negative Examples in Test Data8001663
    Imbalance Ratio in Test Data0.0086
    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: 4268 SequenceContrib ScoresHyp_Contrib Scores
Erg, Ets1, Fli1, Etv2, Elk1, Etv4, Gabpa, Elk4, Etv5, Elk3,

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

Elf5, Elf3, Spdef, Spic, Irf8, Irf4, Stat3, Stat4, Zscan10, Stat6
metacluster_1/pattern_1 # seqlets: 4063 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_2 # seqlets: 3299 SequenceContrib ScoresHyp_Contrib Scores
Sp4, Sp2, Sp3, Klf3, Sp1, E2f4, Klf6, Klf7, Klf4, Klf8,

Egr1, Klf12, Klf1, Zbtb17, Egr2, Sp5, E2f1, Zfp281, Klf5, Zfx, Egr3,

Wt1
metacluster_1/pattern_3 # seqlets: 1622 SequenceContrib ScoresHyp_Contrib Scores
Creb1, Creb5, Atf7, Jdp2, Atf2, Atf1, Crem, Jun, Nfil3, Tef,

Mafb, Fosl1, Dbp, Rxrb, Gmeb2, Atf3, Hlf, Cebpb, Junb, Jund, Fosl2,

Cebpa, Gmeb1
metacluster_1/pattern_4 # seqlets: 1410 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_5 # seqlets: 1295 SequenceContrib ScoresHyp_Contrib Scores
Runx1, Runx2, Runx3, Cbfb, Gfi1b
metacluster_1/pattern_6 # seqlets: 1155 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Nfyc, Nfya, Pbx3, Foxi1
metacluster_1/pattern_7 # seqlets: 974 SequenceContrib ScoresHyp_Contrib Scores
Irf1, Irf2, Irf7, Prdm1, Stat1, Stat2, Irf9, Irf3, Batf3
metacluster_1/pattern_8 # seqlets: 902 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Rfx1, Zfp42, Maz
metacluster_1/pattern_9 # seqlets: 849 SequenceContrib ScoresHyp_Contrib Scores
Fosb, Fos, Bach2, Batf, Bach1, Nfe2, Nfe2l2, Mafa, Mafk, Mafg
metacluster_1/pattern_10 # seqlets: 703 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2
metacluster_1/pattern_11 # seqlets: 647 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_12 # seqlets: 603 SequenceContrib ScoresHyp_Contrib Scores
Rfx3, Rfx2, Rfx4, Rfx7, Rfx6
metacluster_1/pattern_13 # seqlets: 503 SequenceContrib ScoresHyp_Contrib Scores
Nfkb1, Rela, Nfkb2, Relb, Rel
metacluster_1/pattern_14 # seqlets: 407 SequenceContrib ScoresHyp_Contrib Scores
Usf1, Usf2, Tfe3, Tfeb, Tfec, Arntl, Mitf, Srebf1, Bhlhe40, Clock,

Arnt, Mlx, Npas2, Srebf2, Creb3l2, Tcfl5, Mycn, Max, Myc, Bhlhe41, Xbp1
metacluster_1/pattern_15 # seqlets: 313 SequenceContrib ScoresHyp_Contrib Scores
Rorc, Pparg, Nr1d2, Rora
metacluster_1/pattern_16 # seqlets: 83 SequenceContrib ScoresHyp_Contrib Scores
Zbtb33
metacluster_1/pattern_17 # seqlets: 55 SequenceContrib ScoresHyp_Contrib Scores
Pou2f2, Pou2f1
metacluster_1/pattern_18 # seqlets: 54 SequenceContrib ScoresHyp_Contrib Scores
Nfib, Nfia, Nfic
Click here for Motifs by TF-MoDISco: #157
TF NamePattern(s)
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000710232
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0007264789999999999
metacluster_1/pattern_110.05645880000000001
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000710232
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_03.67415e-05
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00101906
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0008470180000000001
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00101906
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000878792
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000206565
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0008470180000000001
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000710232
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0446723
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000830589
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000830589
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000878792
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000992713
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00542083
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00318998
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00373974
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00503681
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00808727
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0218024
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.015374200000000001
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_00.015374200000000001
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_00.055568200000000005
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0211976
metacluster_1/pattern_70.000108229
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.024616700000000002
metacluster_1/pattern_70.0130287
Stat3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0460274
Stat4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0446723
Zscan10
Pattern NameModiscoSignificance
metacluster_1/pattern_00.055568200000000005
Stat6
Pattern NameModiscoSignificance
metacluster_1/pattern_00.055568200000000005
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_11.03822e-13
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_13.10313e-08
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00195141
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_28.298760000000002e-06
metacluster_1/pattern_84.57204e-05
metacluster_1/pattern_160.00482332
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_21.1413499999999998e-05
metacluster_1/pattern_80.000321076
metacluster_1/pattern_160.012265999999999999
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_22.27317e-05
metacluster_1/pattern_80.0387715
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0006639110000000001
metacluster_1/pattern_80.00019544
metacluster_1/pattern_160.0595661
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0006639110000000001
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0006639110000000001
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0008706019999999999
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0193983
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00156866
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.044999000000000004
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0232149
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0232149
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00683898
metacluster_1/pattern_80.0158428
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.056259699999999996
metacluster_1/pattern_80.040550199999999995
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0167341
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0193983
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.026981099999999997
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.026553500000000004
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_20.050290100000000004
metacluster_1/pattern_80.0039276
metacluster_1/pattern_160.036686199999999995
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.056259699999999996
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0599395
metacluster_1/pattern_80.0387715
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000501203
metacluster_1/pattern_140.045012300000000005
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_36.62366e-05
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000501203
metacluster_1/pattern_140.028331799999999997
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00150596
metacluster_1/pattern_90.000573687
metacluster_1/pattern_140.0587594
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00102563
metacluster_1/pattern_140.045012300000000005
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0482987
metacluster_1/pattern_140.020217
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00225212
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0209806
metacluster_1/pattern_91.8064700000000002e-06
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00903219
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_30.013372
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0143905
metacluster_1/pattern_90.0526803
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0243511
metacluster_1/pattern_91.8064700000000002e-06
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_30.029677099999999994
metacluster_1/pattern_140.056665999999999994
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_30.029677099999999994
Gmeb2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.029677099999999994
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0519505
metacluster_1/pattern_92.14808e-06
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0334223
metacluster_1/pattern_140.03428219999999999
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0424164
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_30.037525300000000004
metacluster_1/pattern_92.14808e-06
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_30.037525300000000004
metacluster_1/pattern_90.0180143
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0506215
metacluster_1/pattern_92.31079e-05
Cebpa
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0551025
Gmeb1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.055162800000000005
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_43.7206e-09
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000224374
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00912942
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00122166
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00254483
Gfi1b
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0456312
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_64.7890900000000005e-17
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_61.6083100000000004e-10
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_61.03665e-08
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_63.83268e-06
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_64.39381e-06
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_77.3960899999999994e-09
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000699925
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_77.087800000000001e-05
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_77.087800000000001e-05
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000105113
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000595697
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00359598
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00556601
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.029756900000000003
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_85.46441e-06
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_81.2023e-05
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0128622
metacluster_1/pattern_123.95287e-10
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0165141
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0387715
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_92.14808e-06
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_98.39668e-06
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.000172586
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00355447
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0006451919999999999
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0006451919999999999
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.000726477
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0186095
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0228215
Mafg
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0462651
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_101.4522000000000001e-21
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_107.08846e-21
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_105.32787e-13
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000508211
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0199231
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_125.34466e-05
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000335589
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00784038
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_138.538910000000001e-06
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_134.15783e-05
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_132.30157e-05
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_130.000299312
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00361294
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00806544
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00452208
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00182376
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000445511
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00174076
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00531121
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000998342
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0329727
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_140.012437799999999999
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0314754
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0459234
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_140.013655100000000002
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00250251
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00448133
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0181108
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00837327
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_140.010379600000000001
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0142042
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_140.027338099999999997
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_140.020781599999999997
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.046691199999999995
Rorc
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00117253
Pparg
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00711668
Nr1d2
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00781422
Rora
Pattern NameModiscoSignificance
metacluster_1/pattern_150.0285689
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_160.000237227
Pou2f2
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0148957
Pou2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_170.011781299999999998
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00343413
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_180.0068467
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_180.0455959
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
Nfkb1
Pattern NameModiscoSignificance
metacluster_1/pattern_138.538910000000001e-06
Pattern NameHomerSignificance
motif19.motif0.00168223
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00195141
Pattern NameHomerSignificance
motif3.motif0.033461000000000005
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_03.67415e-05
Pattern NameHomerSignificance
motif2.motif0.00121388
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.000726477
Pattern NameHomerSignificance
motif22.motif0.042531599999999996
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000710232
Pattern NameHomerSignificance
motif2.motif0.000226296
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0218024
Pattern NameHomerSignificance
motif2.motif0.00444285
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_160.000237227
Pattern NameHomerSignificance
motif15.motif0.00131298
Nr1d2
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00781422
Pattern NameHomerSignificance
motif22.motif0.040618
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0506215
metacluster_1/pattern_92.31079e-05
Pattern NameHomerSignificance
motif17.motif0.0203695
motif22.motif0.0258694
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00355447
Pattern NameHomerSignificance
motif22.motif0.0545207
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00318998
Pattern NameHomerSignificance
motif2.motif0.000249476
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_98.39668e-06
Pattern NameHomerSignificance
motif22.motif0.019546200000000003
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0167341
Pattern NameHomerSignificance
motif3.motif0.0524229
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_00.055568200000000005
Pattern NameHomerSignificance
motif2.motif0.0109789
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00503681
Pattern NameHomerSignificance
motif2.motif0.0488585
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000710232
Pattern NameHomerSignificance
motif2.motif0.00041083
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00808727
Pattern NameHomerSignificance
motif2.motif0.0260541
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0482987
metacluster_1/pattern_140.020217
Pattern NameHomerSignificance
motif17.motif0.0512235
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_13.10313e-08
Pattern NameHomerSignificance
motif1.motif0.000804777
motif11.motif0.00403829
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000224374
Pattern NameHomerSignificance
motif4.motif0.010360799999999998
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0232149
Pattern NameHomerSignificance
motif3.motif0.0145536
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_11.03822e-13
Pattern NameHomerSignificance
motif1.motif0.00040605
motif11.motif0.00268648
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0008470180000000001
Pattern NameHomerSignificance
motif2.motif0.00044169300000000006
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00542083
Pattern NameHomerSignificance
motif2.motif0.00804366
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_21.1413499999999998e-05
metacluster_1/pattern_80.000321076
metacluster_1/pattern_160.012265999999999999
Pattern NameHomerSignificance
motif3.motif0.00495856
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00102563
metacluster_1/pattern_140.045012300000000005
Pattern NameHomerSignificance
motif17.motif0.0512235
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_30.037525300000000004
metacluster_1/pattern_90.0180143
Pattern NameHomerSignificance
motif17.motif0.0425927
motif22.motif0.0425055
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0446723
Pattern NameHomerSignificance
motif2.motif0.053153399999999996
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0165141
Pattern NameHomerSignificance
motif13.motif0.00293392
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0006451919999999999
Pattern NameHomerSignificance
motif22.motif0.0333059
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000206565
Pattern NameHomerSignificance
motif2.motif1.45001e-05
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00254483
Pattern NameHomerSignificance
motif4.motif0.010360799999999998
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_64.7890900000000005e-17
Pattern NameHomerSignificance
motif8.motif0.000504231
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_85.46441e-06
Pattern NameHomerSignificance
motif13.motif6.60179e-05
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00225212
Pattern NameHomerSignificance
motif17.motif0.0450367
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_105.32787e-13
Pattern NameHomerSignificance
motif6.motif6.30744e-06
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0186095
Pattern NameHomerSignificance
motif22.motif0.0260332
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0006451919999999999
Pattern NameHomerSignificance
motif22.motif0.042531599999999996
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00101906
Pattern NameHomerSignificance
motif2.motif0.004595
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00156866
Pattern NameHomerSignificance
motif3.motif0.000425839
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000501203
metacluster_1/pattern_140.045012300000000005
Pattern NameHomerSignificance
motif17.motif0.0512235
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000830589
Pattern NameHomerSignificance
motif2.motif1.45001e-05
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_64.39381e-06
Pattern NameHomerSignificance
motif8.motif0.0172532
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_63.83268e-06
Pattern NameHomerSignificance
motif8.motif0.0218114
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_43.7206e-09
Pattern NameHomerSignificance
motif9.motif0.000279419
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0006639110000000001
Pattern NameHomerSignificance
motif3.motif0.033461000000000005
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000878792
Pattern NameHomerSignificance
motif2.motif8.9534e-05
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.015374200000000001
Pattern NameHomerSignificance
motif2.motif0.0558183
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00101906
Pattern NameHomerSignificance
motif2.motif0.00043766199999999996
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_22.27317e-05
metacluster_1/pattern_80.0387715
Pattern NameHomerSignificance
motif3.motif0.0018093
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_30.037525300000000004
metacluster_1/pattern_92.14808e-06
Pattern NameHomerSignificance
motif17.motif0.05542419999999999
motif22.motif0.045942500000000004
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.056259699999999996
Pattern NameHomerSignificance
motif3.motif0.0550493
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0519505
metacluster_1/pattern_92.14808e-06
Pattern NameHomerSignificance
motif17.motif0.05542419999999999
motif22.motif0.019546200000000003
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_101.4522000000000001e-21
Pattern NameHomerSignificance
motif6.motif6.78938e-07
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0424164
Pattern NameHomerSignificance
motif17.motif0.05542419999999999
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000501203
metacluster_1/pattern_140.028331799999999997
Pattern NameHomerSignificance
motif17.motif0.0530817
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0232149
Pattern NameHomerSignificance
motif3.motif0.0222774
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.000172586
Pattern NameHomerSignificance
motif22.motif0.0329662
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.026553500000000004
Pattern NameHomerSignificance
motif3.motif0.0181389
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000710232
Pattern NameHomerSignificance
motif2.motif0.00553576
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0008470180000000001
Pattern NameHomerSignificance
motif2.motif0.00244914
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_107.08846e-21
Pattern NameHomerSignificance
motif6.motif6.78938e-07
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0209806
metacluster_1/pattern_91.8064700000000002e-06
Pattern NameHomerSignificance
motif17.motif0.015280000000000002
motif22.motif0.019546200000000003
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_00.015374200000000001
Pattern NameHomerSignificance
motif2.motif0.00917927
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.044999000000000004
Pattern NameHomerSignificance
motif3.motif0.0181389
Nfkb2
Pattern NameModiscoSignificance
metacluster_1/pattern_132.30157e-05
Pattern NameHomerSignificance
motif19.motif0.00658377
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00122166
Pattern NameHomerSignificance
motif4.motif0.0407651
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0228215
Pattern NameHomerSignificance
motif22.motif0.05542709999999999
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00912942
Pattern NameHomerSignificance
motif4.motif0.028374700000000003
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0006639110000000001
metacluster_1/pattern_80.00019544
metacluster_1/pattern_160.0595661
Pattern NameHomerSignificance
motif3.motif0.031312099999999995
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_92.14808e-06
Pattern NameHomerSignificance
motif22.motif0.019546200000000003
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00373974
Pattern NameHomerSignificance
motif2.motif0.00111332
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000830589
Pattern NameHomerSignificance
motif2.motif2.77704e-05
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000878792
Pattern NameHomerSignificance
motif2.motif0.00576806
Relb
Pattern NameModiscoSignificance
metacluster_1/pattern_130.000299312
Pattern NameHomerSignificance
motif19.motif0.0319743
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_81.2023e-05
Pattern NameHomerSignificance
motif13.motif0.000174483
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.056259699999999996
metacluster_1/pattern_80.040550199999999995
Pattern NameHomerSignificance
motif3.motif0.0385551
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0243511
metacluster_1/pattern_91.8064700000000002e-06
Pattern NameHomerSignificance
motif17.motif0.015745099999999998
motif22.motif0.0258694
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00150596
metacluster_1/pattern_90.000573687
metacluster_1/pattern_140.0587594
Pattern NameHomerSignificance
motif17.motif0.010823000000000001
motif22.motif0.0246253
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.000992713
Pattern NameHomerSignificance
motif2.motif4.557649999999999e-05
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0007264789999999999
metacluster_1/pattern_110.05645880000000001
Pattern NameHomerSignificance
motif2.motif0.00044169300000000006
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_28.298760000000002e-06
metacluster_1/pattern_84.57204e-05
metacluster_1/pattern_160.00482332
Pattern NameHomerSignificance
motif3.motif0.0111914
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0008706019999999999
Pattern NameHomerSignificance
motif3.motif0.000423559
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_61.6083100000000004e-10
Pattern NameHomerSignificance
motif8.motif0.00103893
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_61.03665e-08
Pattern NameHomerSignificance
motif8.motif0.000678345
Rela
Pattern NameModiscoSignificance
metacluster_1/pattern_134.15783e-05
Pattern NameHomerSignificance
motif19.motif0.00334384
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0193983
Pattern NameHomerSignificance
motif3.motif0.0222774
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0006639110000000001
Pattern NameHomerSignificance
motif3.motif0.0145536
Unique TF-MoDISco TFs: #69
TF NameModiscoHomer
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_77.087800000000001e-05
Absent
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_30.013372
Absent
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.024616700000000002
metacluster_1/pattern_70.0130287
Absent
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000445511
Absent
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.029756900000000003
Absent
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_20.050290100000000004
metacluster_1/pattern_80.0039276
metacluster_1/pattern_160.036686199999999995
Absent
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00837327
Absent
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_140.027338099999999997
Absent
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000335589
Absent
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0181108
Absent
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_77.087800000000001e-05
Absent
Rel
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00361294
Absent
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00359598
Absent
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_140.012437799999999999
Absent
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00452208
Absent
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_30.029677099999999994
metacluster_1/pattern_140.056665999999999994
Absent
Pou2f2
Pattern NameModiscoSignificance
metacluster_1/pattern_170.0148957
Absent
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00448133
Absent
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_30.029677099999999994
Absent
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.046691199999999995
Absent
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00250251
Absent
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000508211
Absent
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00903219
Absent
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00182376
Absent
Maz
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0387715
Absent
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0211976
metacluster_1/pattern_70.000108229
Absent
Pou2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_170.011781299999999998
Absent
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0599395
metacluster_1/pattern_80.0387715
Absent
Gmeb2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.029677099999999994
Absent
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0459234
Absent
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000595697
Absent
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00531121
Absent
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_180.0068467
Absent
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00556601
Absent
Mafg
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0462651
Absent
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000699925
Absent
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_180.00343413
Absent
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_140.013655100000000002
Absent
Gmeb1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.055162800000000005
Absent
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00784038
Absent
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_140.020781599999999997
Absent
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_140.000998342
Absent
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00174076
Absent
Gfi1b
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0456312
Absent
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0143905
metacluster_1/pattern_90.0526803
Absent
Stat3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0460274
Absent
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0193983
Absent
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_125.34466e-05
Absent
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0314754
Absent
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0329727
Absent
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_20.026981099999999997
Absent
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_36.62366e-05
Absent
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_140.010379600000000001
Absent
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00683898
metacluster_1/pattern_80.0158428
Absent
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0199231
Absent
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0334223
metacluster_1/pattern_140.03428219999999999
Absent
Rorc
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00117253
Absent
Pparg
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00711668
Absent
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.0128622
metacluster_1/pattern_123.95287e-10
Absent
Stat4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0446723
Absent
Stat6
Pattern NameModiscoSignificance
metacluster_1/pattern_00.055568200000000005
Absent
Rora
Pattern NameModiscoSignificance
metacluster_1/pattern_150.0285689
Absent
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00806544
Absent
Zscan10
Pattern NameModiscoSignificance
metacluster_1/pattern_00.055568200000000005
Absent
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0142042
Absent
Cebpa
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0551025
Absent
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.000105113
Absent
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_77.3960899999999994e-09
Absent
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_180.0455959
Absent
Unique Homer TFs: #6
TF NameModiscoHomer
CebpgAbsent
Pattern NameHomerSignificance
motif17.motif0.0205273
Klf15Absent
Pattern NameHomerSignificance
motif3.motif0.0484981
Irf5Absent
Pattern NameHomerSignificance
motif2.motif0.0497287
CebpdAbsent
Pattern NameHomerSignificance
motif17.motif0.05542419999999999
Atf4Absent
Pattern NameHomerSignificance
motif17.motif0.05542419999999999
Mbd2Absent
Pattern NameHomerSignificance
motif18.motif0.00194733