In [1]:
# Parameters
data_name = "416B_MP;CD34+;D;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_211-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_211-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 19:28:33,680 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typemyeloid progenitor cells, CD34+ (416B)
    Cell GroupCancer or Immortalized cells
    Experiment NameDHS
    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
    rep11938151522517.4698130295313343230720.2635135748100.1042540216120.4147
    Modelling Metadata
    MetricValue
    auPRC0.5499
    Calibrated Recall at 50% FDR0.248
    Number of Positive Examples in Test Data132851
    Number of Negative Examples in Test Data7938000
    Imbalance Ratio in Test Data0.0165
    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: #24
Pattern NameTF Name(s)Modisco
metacluster_1/pattern_0 # seqlets: 8021 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_1 # seqlets: 5565 SequenceContrib ScoresHyp_Contrib Scores
Etv4, Erg, Etv2, Ets1, Spi1, Gabpa, Elk4, Elk1, Spib, Etv6,

Fli1, Ehf, Elf2, Etv3, XP_911724.4, Elf3, Elk3, Elf4, Elf1, Etv1, Irf8,

Irf4, Etv5, Spic, Elf5, Fev, Spdef, Ets2, Prdm1, Irf3, Irf2
metacluster_1/pattern_2 # seqlets: 2436 SequenceContrib ScoresHyp_Contrib Scores
Fosl1, Fosb, Atf3, Junb, Jun, Fos, Fosl2, Jund, Batf, Bach2,

Jdp2, Nfe2l2, Bach1, Nfe2, Mafk, Mafa
metacluster_1/pattern_3 # seqlets: 1829 SequenceContrib ScoresHyp_Contrib Scores
Sp4, Klf3, Sp2, Sp3, Sp1, Klf6, Klf7, Klf4, E2f4, Klf8,

Klf1, Klf12, Egr1, Egr2, Zbtb17, Klf5, E2f1, Sp5, Zfp281, Zbtb1, Zfp740,

Egr3
metacluster_1/pattern_4 # seqlets: 1687 SequenceContrib ScoresHyp_Contrib Scores
Cebpb, Cebpd, Cebpa, Cebpg, Cebpe, Dbp, Nfil3, Hlf, Ddit3, Atf4,

Tef
metacluster_1/pattern_5 # seqlets: 1398 SequenceContrib ScoresHyp_Contrib Scores
Runx1, Runx2, Runx3, Cbfb, Gfi1b
metacluster_1/pattern_6 # seqlets: 981 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_7 # seqlets: 889 SequenceContrib ScoresHyp_Contrib Scores
Nfia, Nfib
metacluster_1/pattern_8 # seqlets: 601 SequenceContrib ScoresHyp_Contrib Scores
Irf1, Irf7, Stat1, Batf3, Irf9, Stat2
metacluster_1/pattern_9 # seqlets: 591 SequenceContrib ScoresHyp_Contrib Scores
Nfyb, Foxi1, Nfyc, Nfya, Pbx3
metacluster_1/pattern_10 # seqlets: 561 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2
metacluster_1/pattern_11 # seqlets: 555 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_12 # seqlets: 496 SequenceContrib ScoresHyp_Contrib Scores
Gata4, Gata1, Gata2, Tal1, Gata6, Gata3, Gata5
metacluster_1/pattern_13 # seqlets: 393 SequenceContrib ScoresHyp_Contrib Scores
Creb1, Atf7, Atf2, Atf1, Creb5, Crem, Tfec
metacluster_1/pattern_14 # seqlets: 374 SequenceContrib ScoresHyp_Contrib Scores
Usf1, Usf2, Tfe3, Tfeb, Arntl, Mitf, Clock, Srebf1, Bhlhe40, Mlx,

Arnt, Npas2, Creb3l2, Srebf2, Mycn, Tcfl5, Max, Myc, Bhlhe41, Xbp1
metacluster_1/pattern_15 # seqlets: 328 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_16 # seqlets: 244 SequenceContrib ScoresHyp_Contrib Scores
Taf1, Yy1, Zfx, Zfp42, Rfx1
metacluster_1/pattern_17 # seqlets: 199 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_18 # seqlets: 190 SequenceContrib ScoresHyp_Contrib Scores
Six2, Six1, Six4
metacluster_1/pattern_19 # seqlets: 137 SequenceContrib ScoresHyp_Contrib Scores
Esrrb, Esrra, Nr5a2, Rara, Rarg, Rxra, Rxrg, Nr5a1, Esrrg, Nr2f6,

Rxrb, Nr2c2, Rarb
metacluster_1/pattern_20 # seqlets: 113 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_21 # seqlets: 80 SequenceContrib ScoresHyp_Contrib Scores
Rest
metacluster_1/pattern_22 # seqlets: 70 SequenceContrib ScoresHyp_Contrib Scores
Mef2d, Mef2c, Mef2a
metacluster_1/pattern_23 # seqlets: 66 SequenceContrib ScoresHyp_Contrib Scores
Zbtb33
Click here for Motifs by TF-MoDISco: #164
TF NamePattern(s)
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.89891e-13
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_06.70342e-07
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00160857
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000483733
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_15.25641e-05
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000471726
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0029563000000000002
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00236897
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000730399
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000538665
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00021894700000000002
metacluster_1/pattern_80.00676284
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00084966
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000538665
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00486407
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0018489000000000001
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0005275740000000001
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000538665
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.011005899999999999
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00168362
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00111256
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0011359999999999999
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00160857
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00160857
metacluster_1/pattern_81.3131500000000001e-05
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00181978
metacluster_1/pattern_80.0541029
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00196149
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00429014
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0186581
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00543761
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_10.016314600000000002
Ets2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0170516
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0222445
metacluster_1/pattern_83.35673e-05
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0561349
metacluster_1/pattern_80.000319726
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0579279
metacluster_1/pattern_80.00200367
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_23.52904e-06
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_23.52904e-06
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_23.52904e-06
metacluster_1/pattern_130.00633877
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_23.52904e-06
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_23.5343199999999995e-06
metacluster_1/pattern_130.05255800000000001
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_28.07403e-06
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_24.09275e-05
metacluster_1/pattern_130.0291987
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0122491
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00267287
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00012491
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000158868
metacluster_1/pattern_130.00172645
metacluster_1/pattern_140.047824599999999995
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000428589
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00038777099999999997
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00038777099999999997
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0357356
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0357356
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00104746
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_32.17446e-06
metacluster_1/pattern_160.0516064
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_33.58648e-06
metacluster_1/pattern_163.57282e-05
metacluster_1/pattern_230.0009742010000000001
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_31.38201e-05
metacluster_1/pattern_160.00112434
metacluster_1/pattern_230.0009742010000000001
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00020747400000000003
metacluster_1/pattern_160.00048692099999999997
metacluster_1/pattern_230.000492199
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00020747400000000003
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00020747400000000003
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00692498
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00038430699999999996
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00040684900000000003
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.022415
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00500853
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.027795499999999997
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.038632
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0103636
metacluster_1/pattern_160.0141601
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_30.018444400000000003
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.018444400000000003
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_30.020475900000000002
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0291694
Zbtb1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.039052300000000005
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_30.05417430000000001
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.05417430000000001
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00156035
Cebpd
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00169343
Cebpa
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00176554
Cebpg
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00354701
Cebpe
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00384607
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_40.015688999999999998
metacluster_1/pattern_140.0521316
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0244021
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0269382
metacluster_1/pattern_140.0307397
Ddit3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00346472
Atf4
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00346472
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0134175
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_54.56187e-05
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00960481
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000250025
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000511142
Gfi1b
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0564007
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_64.522130000000001e-08
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_75.6087900000000006e-06
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0140326
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_81.11879e-12
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00011667
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00011667
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00236096
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00265595
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00379642
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_93.4232199999999996e-08
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_93.8493699999999995e-06
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_96.36025e-06
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_98.163589999999999e-06
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00018335099999999997
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_103.80737e-21
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_105.47086e-21
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_102.8356799999999997e-14
Gata4
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00206168
Gata1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000283486
Gata2
Pattern NameModiscoSignificance
metacluster_1/pattern_122.88396e-05
Tal1
Pattern NameModiscoSignificance
metacluster_1/pattern_125.7826000000000005e-05
Gata6
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00031992
Gata3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0112804
Gata5
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0033710000000000003
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00427301
metacluster_1/pattern_140.053787699999999994
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_130.000653964
metacluster_1/pattern_140.0367656
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00117009
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0529909
metacluster_1/pattern_140.0329928
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00115462
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0227644
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0530654
metacluster_1/pattern_140.00241264
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00814436
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00445339
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0022379
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0006878810000000001
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00500837
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00135336
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_140.05860419999999999
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.042863599999999995
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_140.019756799999999998
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0139726
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00151572
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00186313
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0211581
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00665948
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_140.05860419999999999
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_140.010238500000000001
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0139726
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0229417
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0292306
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0324718
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_169.17226e-06
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_161.10701e-05
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00306661
metacluster_1/pattern_230.0206821
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0141601
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0338844
Six2
Pattern NameModiscoSignificance
metacluster_1/pattern_182.41952e-08
Six1
Pattern NameModiscoSignificance
metacluster_1/pattern_184.0406e-06
Six4
Pattern NameModiscoSignificance
metacluster_1/pattern_188.7294e-06
Esrrb
Pattern NameModiscoSignificance
metacluster_1/pattern_190.00212493
Esrra
Pattern NameModiscoSignificance
metacluster_1/pattern_190.0187401
Nr5a2
Pattern NameModiscoSignificance
metacluster_1/pattern_190.000206446
Rara
Pattern NameModiscoSignificance
metacluster_1/pattern_193.41377e-05
Rarg
Pattern NameModiscoSignificance
metacluster_1/pattern_195.96395e-05
Rxra
Pattern NameModiscoSignificance
metacluster_1/pattern_190.00748905
Rxrg
Pattern NameModiscoSignificance
metacluster_1/pattern_199.61153e-05
Nr5a1
Pattern NameModiscoSignificance
metacluster_1/pattern_190.000210065
Esrrg
Pattern NameModiscoSignificance
metacluster_1/pattern_190.00108844
Nr2f6
Pattern NameModiscoSignificance
metacluster_1/pattern_190.00748905
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_190.00748905
Nr2c2
Pattern NameModiscoSignificance
metacluster_1/pattern_190.032618799999999996
Rarb
Pattern NameModiscoSignificance
metacluster_1/pattern_190.05515319999999999
Rest
Pattern NameModiscoSignificance
metacluster_1/pattern_211.4250700000000001e-19
Mef2d
Pattern NameModiscoSignificance
metacluster_1/pattern_223.38342e-11
Mef2c
Pattern NameModiscoSignificance
metacluster_1/pattern_222.6429099999999997e-08
Mef2a
Pattern NameModiscoSignificance
metacluster_1/pattern_220.000528728
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_238.385680000000001e-07
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: #102
TF NameModiscoHomer
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0029563000000000002
Pattern NameHomerSignificance
motif2.motif0.009707799999999999
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000471726
Pattern NameHomerSignificance
motif2.motif9.76785e-07
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00115462
Pattern NameHomerSignificance
motif6.motif0.014759600000000001
motif13.motif0.0192115
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000158868
metacluster_1/pattern_130.00172645
metacluster_1/pattern_140.047824599999999995
Pattern NameHomerSignificance
motif3.motif0.000174035
motif6.motif0.016638
motif13.motif0.0202769
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00429014
Pattern NameHomerSignificance
motif2.motif0.010060600000000001
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00181978
metacluster_1/pattern_80.0541029
Pattern NameHomerSignificance
motif2.motif0.035169900000000004
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_161.10701e-05
Pattern NameHomerSignificance
motif15.motif4.53545e-06
Zbtb33
Pattern NameModiscoSignificance
metacluster_1/pattern_238.385680000000001e-07
Pattern NameHomerSignificance
motif14.motif0.000136087
Ets2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0170516
Pattern NameHomerSignificance
motif2.motif0.0439615
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000538665
Pattern NameHomerSignificance
motif2.motif7.20013e-05
Runx3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000250025
Pattern NameHomerSignificance
motif4.motif0.00899539
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0227644
Pattern NameHomerSignificance
motif6.motif0.00746599
motif13.motif0.0257024
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_103.80737e-21
Pattern NameHomerSignificance
motif8.motif8.84327e-09
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_28.07403e-06
Pattern NameHomerSignificance
motif3.motif8.18217e-05
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_23.52904e-06
Pattern NameHomerSignificance
motif3.motif0.0162602
motif6.motif0.00952796
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_06.70342e-07
Pattern NameHomerSignificance
motif1.motif0.000398654
motif7.motif0.011689299999999998
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00267287
Pattern NameHomerSignificance
motif3.motif0.026408299999999996
Cebpb
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00156035
Pattern NameHomerSignificance
motif6.motif0.000587579
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00306661
metacluster_1/pattern_230.0206821
Pattern NameHomerSignificance
motif5.motif0.0189072
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_10.016314600000000002
Pattern NameHomerSignificance
motif2.motif0.00622369
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_23.52904e-06
Pattern NameHomerSignificance
motif3.motif0.0150483
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_23.5343199999999995e-06
metacluster_1/pattern_130.05255800000000001
Pattern NameHomerSignificance
motif3.motif0.0329642
motif6.motif0.0140684
Cebpd
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00169343
Pattern NameHomerSignificance
motif6.motif0.000587579
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0244021
Pattern NameHomerSignificance
motif6.motif0.015512399999999999
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000538665
Pattern NameHomerSignificance
motif2.motif0.000603582
Ddit3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00346472
Pattern NameHomerSignificance
motif6.motif0.059041199999999995
E2f4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00038430699999999996
Pattern NameHomerSignificance
motif5.motif0.00417648
Gata5
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0033710000000000003
Pattern NameHomerSignificance
motif12.motif0.015570600000000002
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_24.09275e-05
metacluster_1/pattern_130.0291987
Pattern NameHomerSignificance
motif3.motif9.69513e-05
motif6.motif0.047407300000000006
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00160857
metacluster_1/pattern_81.3131500000000001e-05
Pattern NameHomerSignificance
motif2.motif0.0328382
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0134175
Pattern NameHomerSignificance
motif6.motif0.00032658
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00084966
Pattern NameHomerSignificance
motif2.motif4.3127399999999996e-05
Cbfb
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000511142
Pattern NameHomerSignificance
motif4.motif0.00694387
Klf4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00692498
Pattern NameHomerSignificance
motif5.motif0.000806326
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0011359999999999999
Pattern NameHomerSignificance
motif2.motif0.015242799999999999
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0018489000000000001
Pattern NameHomerSignificance
motif2.motif0.00192304
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.027795499999999997
Pattern NameHomerSignificance
motif5.motif0.030751900000000002
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00021894700000000002
metacluster_1/pattern_80.00676284
Pattern NameHomerSignificance
motif2.motif0.0121874
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00038777099999999997
Pattern NameHomerSignificance
motif3.motif0.0007816310000000001
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00160857
Pattern NameHomerSignificance
motif2.motif1.12588e-06
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00236897
Pattern NameHomerSignificance
motif2.motif0.00927319
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00486407
Pattern NameHomerSignificance
motif2.motif0.017627900000000002
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_98.163589999999999e-06
Pattern NameHomerSignificance
motif11.motif5.6603199999999995e-06
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_169.17226e-06
Pattern NameHomerSignificance
motif15.motif0.000992216
Gata2
Pattern NameModiscoSignificance
metacluster_1/pattern_122.88396e-05
Pattern NameHomerSignificance
motif12.motif0.0154953
Gata4
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00206168
Pattern NameHomerSignificance
motif12.motif0.015570600000000002
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000538665
Pattern NameHomerSignificance
motif2.motif1.7476900000000002e-05
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0357356
Pattern NameHomerSignificance
motif3.motif0.00949114
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00018335099999999997
Pattern NameHomerSignificance
motif11.motif0.00125764
Cebpg
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00354701
Pattern NameHomerSignificance
motif6.motif0.00115319
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_23.52904e-06
Pattern NameHomerSignificance
motif3.motif0.000357877
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0529909
metacluster_1/pattern_140.0329928
Pattern NameHomerSignificance
motif6.motif0.0536806
motif13.motif0.0584511
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.89891e-13
Pattern NameHomerSignificance
motif1.motif1.2970999999999998e-05
motif7.motif0.011689299999999998
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00196149
Pattern NameHomerSignificance
motif2.motif1.1496800000000001e-05
Cebpe
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00384607
Pattern NameHomerSignificance
motif6.motif0.000587579
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_15.25641e-05
Pattern NameHomerSignificance
motif2.motif9.76785e-07
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_105.47086e-21
Pattern NameHomerSignificance
motif8.motif1.29085e-07
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00543761
Pattern NameHomerSignificance
motif2.motif0.00315861
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_32.17446e-06
metacluster_1/pattern_160.0516064
Pattern NameHomerSignificance
motif5.motif0.0007611489999999999
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00111256
Pattern NameHomerSignificance
motif2.motif0.000849171
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00038777099999999997
Pattern NameHomerSignificance
motif3.motif0.00089389
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_96.36025e-06
Pattern NameHomerSignificance
motif11.motif8.1838e-06
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_102.8356799999999997e-14
Pattern NameHomerSignificance
motif8.motif1.89532e-06
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00104746
Pattern NameHomerSignificance
motif5.motif0.00078676
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_64.522130000000001e-08
Pattern NameHomerSignificance
motif9.motif1.69056e-06
Cebpa
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00176554
Pattern NameHomerSignificance
motif6.motif0.00111662
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0141601
Pattern NameHomerSignificance
motif15.motif0.00195832
Atf4
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00346472
Pattern NameHomerSignificance
motif6.motif0.0596342
Klf7
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00020747400000000003
Pattern NameHomerSignificance
motif5.motif0.0024229
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.022415
Pattern NameHomerSignificance
motif5.motif0.0377662
Gata1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000283486
Pattern NameHomerSignificance
motif12.motif0.037240800000000004
Runx2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00960481
Pattern NameHomerSignificance
motif4.motif0.0151651
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.011005899999999999
Pattern NameHomerSignificance
motif2.motif0.0234106
Gata3
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0112804
Pattern NameHomerSignificance
motif12.motif0.052749000000000004
Klf12
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00500853
Pattern NameHomerSignificance
motif5.motif0.014747799999999998
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000483733
Pattern NameHomerSignificance
motif2.motif9.76785e-07
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0269382
metacluster_1/pattern_140.0307397
Pattern NameHomerSignificance
motif6.motif0.0061131
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0005275740000000001
Pattern NameHomerSignificance
motif2.motif1.1496800000000001e-05
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0186581
Pattern NameHomerSignificance
motif2.motif0.00782479
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000428589
Pattern NameHomerSignificance
motif3.motif0.00089389
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_33.58648e-06
metacluster_1/pattern_163.57282e-05
metacluster_1/pattern_230.0009742010000000001
Pattern NameHomerSignificance
motif5.motif0.000598908
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_23.52904e-06
metacluster_1/pattern_130.00633877
Pattern NameHomerSignificance
motif3.motif0.00041692199999999996
motif6.motif0.0596342
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_93.4232199999999996e-08
Pattern NameHomerSignificance
motif11.motif6.10204e-07
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00168362
Pattern NameHomerSignificance
motif2.motif0.000927025
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00012491
Pattern NameHomerSignificance
motif3.motif0.00041692199999999996
Tal1
Pattern NameModiscoSignificance
metacluster_1/pattern_125.7826000000000005e-05
Pattern NameHomerSignificance
motif12.motif0.0221093
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00427301
metacluster_1/pattern_140.053787699999999994
Pattern NameHomerSignificance
motif6.motif0.017446
motif13.motif0.0313822
Klf5
Pattern NameModiscoSignificance
metacluster_1/pattern_30.018444400000000003
Pattern NameHomerSignificance
motif5.motif0.0236123
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00020747400000000003
Pattern NameHomerSignificance
motif5.motif0.00340015
Gata6
Pattern NameModiscoSignificance
metacluster_1/pattern_120.00031992
Pattern NameHomerSignificance
motif12.motif0.0154953
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00020747400000000003
metacluster_1/pattern_160.00048692099999999997
metacluster_1/pattern_230.000492199
Pattern NameHomerSignificance
motif5.motif0.00340015
Klf8
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00040684900000000003
Pattern NameHomerSignificance
motif5.motif0.00340015
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.000730399
Pattern NameHomerSignificance
motif2.motif7.17529e-06
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0122491
Pattern NameHomerSignificance
motif3.motif0.00531703
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0357356
Pattern NameHomerSignificance
motif3.motif0.00677785
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_130.000653964
metacluster_1/pattern_140.0367656
Pattern NameHomerSignificance
motif6.motif0.00746599
motif13.motif0.041132199999999994
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_10.00160857
Pattern NameHomerSignificance
motif2.motif2.26732e-06
Runx1
Pattern NameModiscoSignificance
metacluster_1/pattern_54.56187e-05
Pattern NameHomerSignificance
motif4.motif0.00899539
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_93.8493699999999995e-06
Pattern NameHomerSignificance
motif11.motif0.00162302
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_130.00117009
Pattern NameHomerSignificance
motif6.motif0.03995
motif13.motif0.041132199999999994
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_31.38201e-05
metacluster_1/pattern_160.00112434
metacluster_1/pattern_230.0009742010000000001
Pattern NameHomerSignificance
motif5.motif0.0007611489999999999
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_40.015688999999999998
metacluster_1/pattern_140.0521316
Pattern NameHomerSignificance
motif6.motif0.0102708
Unique TF-MoDISco TFs: #62
TF NameModiscoHomer
Nr2f6
Pattern NameModiscoSignificance
metacluster_1/pattern_190.00748905
Absent
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0338844
Absent
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00379642
Absent
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00151572
Absent
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00186313
Absent
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0579279
metacluster_1/pattern_80.00200367
Absent
Esrrg
Pattern NameModiscoSignificance
metacluster_1/pattern_190.00108844
Absent
Mef2a
Pattern NameModiscoSignificance
metacluster_1/pattern_220.000528728
Absent
Six2
Pattern NameModiscoSignificance
metacluster_1/pattern_182.41952e-08
Absent
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.05417430000000001
Absent
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0139726
Absent
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00814436
Absent
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_140.05860419999999999
Absent
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.042863599999999995
Absent
E2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.018444400000000003
Absent
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_30.020475900000000002
Absent
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0022379
Absent
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_81.11879e-12
Absent
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0140326
Absent
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0103636
metacluster_1/pattern_160.0141601
Absent
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00265595
Absent
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00500837
Absent
Rxrg
Pattern NameModiscoSignificance
metacluster_1/pattern_199.61153e-05
Absent
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_30.05417430000000001
Absent
Rxra
Pattern NameModiscoSignificance
metacluster_1/pattern_190.00748905
Absent
Rarb
Pattern NameModiscoSignificance
metacluster_1/pattern_190.05515319999999999
Absent
Mycn
Pattern NameModiscoSignificance
metacluster_1/pattern_140.05860419999999999
Absent
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0222445
metacluster_1/pattern_83.35673e-05
Absent
Bhlhe41
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0292306
Absent
Six4
Pattern NameModiscoSignificance
metacluster_1/pattern_188.7294e-06
Absent
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00665948
Absent
Rarg
Pattern NameModiscoSignificance
metacluster_1/pattern_195.96395e-05
Absent
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.038632
Absent
Nr5a1
Pattern NameModiscoSignificance
metacluster_1/pattern_190.000210065
Absent
Mef2c
Pattern NameModiscoSignificance
metacluster_1/pattern_222.6429099999999997e-08
Absent
Myc
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0229417
Absent
Mef2d
Pattern NameModiscoSignificance
metacluster_1/pattern_223.38342e-11
Absent
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_75.6087900000000006e-06
Absent
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0211581
Absent
Esrrb
Pattern NameModiscoSignificance
metacluster_1/pattern_190.00212493
Absent
Zbtb1
Pattern NameModiscoSignificance
metacluster_1/pattern_30.039052300000000005
Absent
Gfi1b
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0564007
Absent
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00236096
Absent
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_10.0561349
metacluster_1/pattern_80.000319726
Absent
Esrra
Pattern NameModiscoSignificance
metacluster_1/pattern_190.0187401
Absent
Tcfl5
Pattern NameModiscoSignificance
metacluster_1/pattern_140.010238500000000001
Absent
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0006878810000000001
Absent
Nr5a2
Pattern NameModiscoSignificance
metacluster_1/pattern_190.000206446
Absent
Rest
Pattern NameModiscoSignificance
metacluster_1/pattern_211.4250700000000001e-19
Absent
Rara
Pattern NameModiscoSignificance
metacluster_1/pattern_193.41377e-05
Absent
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0291694
Absent
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00011667
Absent
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00135336
Absent
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.00445339
Absent
Max
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0139726
Absent
Nr2c2
Pattern NameModiscoSignificance
metacluster_1/pattern_190.032618799999999996
Absent
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_130.0530654
metacluster_1/pattern_140.00241264
Absent
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_80.00011667
Absent
Six1
Pattern NameModiscoSignificance
metacluster_1/pattern_184.0406e-06
Absent
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_140.019756799999999998
Absent
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0324718
Absent
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_190.00748905
Absent
Unique Homer TFs: #7
TF NameModiscoHomer
Gmeb1Absent
Pattern NameHomerSignificance
motif6.motif0.0482925
MafAbsent
Pattern NameHomerSignificance
motif3.motif0.023221900000000004
MypopAbsent
Pattern NameHomerSignificance
motif6.motif0.017349200000000002
MafgAbsent
Pattern NameHomerSignificance
motif3.motif0.0161707
MafbAbsent
Pattern NameHomerSignificance
motif3.motif0.0162602
Gmeb2Absent
Pattern NameHomerSignificance
motif6.motif0.00951435
MaffAbsent
Pattern NameHomerSignificance
motif3.motif0.025294999999999998