In [1]:
# Parameters
data_name = "ePyramidal_NRN;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_174-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_174-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 19:19:51,256 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeexcitatory pyramidal neurons
    Cell GroupNeural Cells and Tissues
    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
    rep12715772018269.2944102616700286563060.279390552600.0883423531860.4128
    rep22715772018269.394189229958253173750.283876928210.0862373315700.4185
    Modelling Metadata
    MetricValue
    auPRC0.5855
    Calibrated Recall at 50% FDR0.28
    Number of Positive Examples in Test Data247169
    Number of Negative Examples in Test Data7823682
    Imbalance Ratio in Test Data0.0306
    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: #17
Pattern NameTF Name(s)Modisco
metacluster_1/pattern_0 # seqlets: 6401 SequenceContrib ScoresHyp_Contrib Scores
Egr2, Egr3, Zbtb17, Egr1, Zfp281, Klf1, Sp4, Sp1, Sp5, Klf6,

Zfp740
metacluster_1/pattern_1 # seqlets: 2866 SequenceContrib ScoresHyp_Contrib Scores
Mef2a, Mef2c, Mef2d
metacluster_1/pattern_2 # seqlets: 2580 SequenceContrib ScoresHyp_Contrib Scores
Neurod2, Neurod1, Olig2, Neurog2, Atoh1, Bhlhe22, Msc, Neurog1, Tcf21, Twist2,

Msgn1, Bhlha15, Lyl1, Ascl2, Ascl1, Tal1, Myog, Tfap4
metacluster_1/pattern_3 # seqlets: 2292 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_4 # seqlets: 2049 SequenceContrib ScoresHyp_Contrib Scores
Batf, Fosl2, Jdp2, Jund, Fos, Fosb, Junb, Atf3, Fosl1, Jun,

Bach2, Nfe2, Bach1, Nfe2l2, Mafk, Mafa
metacluster_1/pattern_5 # seqlets: 1800 SequenceContrib ScoresHyp_Contrib Scores
Nfib, Nfic, Nfia
metacluster_1/pattern_6 # seqlets: 1631 SequenceContrib ScoresHyp_Contrib Scores
Nfil3, Dbp, Hlf
metacluster_1/pattern_7 # seqlets: 1509 SequenceContrib ScoresHyp_Contrib Scores
Rfx2, Rfx1, Rfx3, Rfx4, Rfx7, Rfx6
metacluster_1/pattern_8 # seqlets: 1297 SequenceContrib ScoresHyp_Contrib Scores
Nrf1
metacluster_1/pattern_9 # seqlets: 902 SequenceContrib ScoresHyp_Contrib Scores
Creb1, Atf1, Atf7, Creb5, Atf2, Crem, Srebf1, Tfec, Tfe3, Mlx,

Tfeb, Rxrb, Bhlhe40, Srebf2, Mitf, Usf1, Arntl, Xbp1, Clock, Tef, Usf2,

Creb3l2, Mafb, Npas2, Arnt
metacluster_1/pattern_10 # seqlets: 755 SequenceContrib ScoresHyp_Contrib Scores
Gabpa, Elf1, Elk1, Fli1, Elk4, Elk3, Erg, Elf5, Etv5, Ets1,

Fev, Etv1, Etv4, Elf2, Elf4, Etv6, Ehf, XP_911724.4, Etv3, Etv2, Elf3,

Spdef, Spi1
metacluster_1/pattern_11 # seqlets: 616 SequenceContrib ScoresHyp_Contrib Scores
Nfyc, Nfyb, Nfya, Pbx3, Foxi1
metacluster_1/pattern_12 # seqlets: 377 SequenceContrib ScoresHyp_Contrib Scores
Pou2f2, Pou2f1, Pou5f1
metacluster_1/pattern_13 # seqlets: 246 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2
metacluster_1/pattern_14 # seqlets: 212 SequenceContrib ScoresHyp_Contrib Scores
Yy1, Taf1, Sp2, Zfp42, Sp3
metacluster_1/pattern_15 # seqlets: 189 SequenceContrib ScoresHyp_Contrib Scores
Tbx20, Eomes, Tbx21, Tbx1, Tbr1, Tbx3, Tbx4, Tbx5
metacluster_1/pattern_16 # seqlets: 82 SequenceContrib ScoresHyp_Contrib Scores
Rorc, Nr1d2, Pparg
Click here for Motifs by TF-MoDISco: #138
TF NamePattern(s)
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.018875700000000002
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.026361900000000004
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00157059
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.057457100000000004
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_00.018875700000000002
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.018875700000000002
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.044802499999999995
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0416992
metacluster_1/pattern_140.038213
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0250945
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_00.026361900000000004
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0323513
Mef2a
Pattern NameModiscoSignificance
metacluster_1/pattern_13.88473e-06
Mef2c
Pattern NameModiscoSignificance
metacluster_1/pattern_17.86268e-11
Mef2d
Pattern NameModiscoSignificance
metacluster_1/pattern_13.03292e-09
Neurod2
Pattern NameModiscoSignificance
metacluster_1/pattern_21.2460999999999998e-07
Neurod1
Pattern NameModiscoSignificance
metacluster_1/pattern_24.31842e-07
Olig2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00391916
Neurog2
Pattern NameModiscoSignificance
metacluster_1/pattern_28.41422e-06
Atoh1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00107827
Bhlhe22
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000331391
Msc
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00107463
Neurog1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00115398
Tcf21
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00198918
Twist2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00198918
Msgn1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00273216
Bhlha15
Pattern NameModiscoSignificance
metacluster_1/pattern_20.023866099999999998
Lyl1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00618693
Ascl2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0580247
Ascl1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.023866099999999998
Tal1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.023866099999999998
Myog
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0253993
Tfap4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0439166
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_35.5476699999999995e-12
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_32.88561e-06
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00846185
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.000421995
metacluster_1/pattern_90.0492869
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_43.0698300000000002e-06
metacluster_1/pattern_90.00517952
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00242486
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_49.6884e-05
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00010511
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_40.019191
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.000275878
metacluster_1/pattern_90.0394297
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0351293
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0246777
metacluster_1/pattern_90.0196888
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00536134
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00860135
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0100625
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.011733799999999999
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_40.049656099999999995
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0467897
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000247587
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00481392
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_50.049098199999999995
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00644731
metacluster_1/pattern_90.0172703
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_60.037583899999999996
metacluster_1/pattern_90.044880699999999996
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_60.037583899999999996
metacluster_1/pattern_90.0564
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_75.460369999999999e-06
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_73.75886e-05
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0118927
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_73.75886e-05
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0059554
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0122425
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_81.1412600000000001e-06
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00116972
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0165104
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0018873000000000002
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_90.000905278
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00245344
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00601048
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.034298699999999994
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_90.024611599999999997
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0277652
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_90.05990650000000001
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_90.019344
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_90.010576
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0586914
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.010692299999999998
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0185641
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0139453
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_90.025391900000000002
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0164081
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0180201
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0185641
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0316976
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0270184
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0302551
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0594452
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0594452
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00319672
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_103.29473e-06
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00311807
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00463562
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00412801
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00311807
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00463562
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0123188
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00241559
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00574614
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00311807
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00325871
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00638332
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.010079799999999998
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00369797
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0042797
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_100.005823699999999999
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00574614
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00610677
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0183773
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.024011900000000003
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0276712
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.031849
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_118.75365e-13
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_114.2296e-10
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_111.15456e-09
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_112.81231e-05
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.000277585
Pou2f2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000598573
Pou2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0083614
Pou5f1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0217498
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_132.7985e-19
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_131.2521300000000001e-17
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_137.67573e-14
metacluster_1/pattern_150.00465743
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_142.50377e-06
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_142.50377e-06
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0135679
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0143028
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0336457
Tbx20
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00199224
Eomes
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00199224
Tbx21
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00529745
Tbx1
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00199224
Tbr1
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00529745
Tbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00529745
Tbx4
Pattern NameModiscoSignificance
metacluster_1/pattern_150.0305512
Tbx5
Pattern NameModiscoSignificance
metacluster_1/pattern_150.0408288
Rorc
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00329836
Nr1d2
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0186487
Pparg
Pattern NameModiscoSignificance
metacluster_1/pattern_160.029319599999999998
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: #86
TF NameModiscoHomer
Atf1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0165104
Pattern NameHomerSignificance
motif17.motif0.00500157
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_100.005823699999999999
Pattern NameHomerSignificance
motif15.motif0.0319268
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_132.7985e-19
Pattern NameHomerSignificance
motif12.motif3.5615300000000004e-05
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_32.88561e-06
Pattern NameHomerSignificance
motif2.motif0.011450299999999998
Zfp281
Pattern NameModiscoSignificance
metacluster_1/pattern_00.018875700000000002
Pattern NameHomerSignificance
motif1.motif0.0486134
Bach1
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0100625
Pattern NameHomerSignificance
motif3.motif0.037408699999999996
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00412801
Pattern NameHomerSignificance
motif15.motif0.024600099999999996
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00463562
Pattern NameHomerSignificance
motif15.motif0.0305683
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00574614
Pattern NameHomerSignificance
motif15.motif0.0314245
Bach2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00536134
Pattern NameHomerSignificance
motif3.motif0.00844767
Neurod1
Pattern NameModiscoSignificance
metacluster_1/pattern_24.31842e-07
Pattern NameHomerSignificance
motif4.motif0.00878299
Egr3
Pattern NameModiscoSignificance
metacluster_1/pattern_00.026361900000000004
Pattern NameHomerSignificance
motif1.motif0.0576696
Tfap4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0439166
Pattern NameHomerSignificance
motif4.motif0.0104826
Rxrb
Pattern NameModiscoSignificance
metacluster_1/pattern_90.010576
Pattern NameHomerSignificance
motif17.motif0.0241284
Sp4
Pattern NameModiscoSignificance
metacluster_1/pattern_00.044802499999999995
Pattern NameHomerSignificance
motif1.motif0.0576696
Atoh1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00107827
Pattern NameHomerSignificance
motif4.motif0.016925400000000004
Neurog2
Pattern NameModiscoSignificance
metacluster_1/pattern_28.41422e-06
Pattern NameHomerSignificance
motif4.motif0.0411712
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_81.1412600000000001e-06
Pattern NameHomerSignificance
motif13.motif4.0078000000000005e-05
Mef2d
Pattern NameModiscoSignificance
metacluster_1/pattern_13.03292e-09
Pattern NameHomerSignificance
motif5.motif9.67359e-05
Crem
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00601048
Pattern NameHomerSignificance
motif17.motif0.0241284
Hlf
Pattern NameModiscoSignificance
metacluster_1/pattern_60.037583899999999996
metacluster_1/pattern_90.0564
Pattern NameHomerSignificance
motif7.motif0.00863157
Nfil3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00644731
metacluster_1/pattern_90.0172703
Pattern NameHomerSignificance
motif7.motif0.0458534
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_00.00157059
Pattern NameHomerSignificance
motif1.motif0.05244730000000001
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_137.67573e-14
metacluster_1/pattern_150.00465743
Pattern NameHomerSignificance
motif12.motif0.000123213
Nfe2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00860135
Pattern NameHomerSignificance
motif3.motif0.0214757
Nfyb
Pattern NameModiscoSignificance
metacluster_1/pattern_114.2296e-10
Pattern NameHomerSignificance
motif18.motif5.22843e-07
Pbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_112.81231e-05
Pattern NameHomerSignificance
motif18.motif0.00026115700000000003
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0042797
Pattern NameHomerSignificance
motif15.motif0.0593866
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00846185
Pattern NameHomerSignificance
motif3.motif0.024734
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00311807
Pattern NameHomerSignificance
motif15.motif0.0197361
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_131.2521300000000001e-17
Pattern NameHomerSignificance
motif12.motif4.2646100000000005e-06
Rfx6
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0122425
Pattern NameHomerSignificance
motif8.motif0.0460078
Rfx1
Pattern NameModiscoSignificance
metacluster_1/pattern_73.75886e-05
Pattern NameHomerSignificance
motif8.motif4.1640799999999996e-05
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0416992
metacluster_1/pattern_140.038213
Pattern NameHomerSignificance
motif1.motif0.0576696
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_35.5476699999999995e-12
Pattern NameHomerSignificance
motif2.motif0.0009985880000000001
Creb1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00116972
Pattern NameHomerSignificance
motif17.motif0.0241284
Foxi1
Pattern NameModiscoSignificance
metacluster_1/pattern_110.000277585
Pattern NameHomerSignificance
motif18.motif0.00023336
Mef2a
Pattern NameModiscoSignificance
metacluster_1/pattern_13.88473e-06
Pattern NameHomerSignificance
motif5.motif9.67359e-05
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00311807
Pattern NameHomerSignificance
motif15.motif0.0171791
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_103.29473e-06
Pattern NameHomerSignificance
motif15.motif0.036833
Olig2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00391916
Pattern NameHomerSignificance
motif4.motif0.00132644
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00319672
Pattern NameHomerSignificance
motif15.motif0.028693599999999996
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00242486
Pattern NameHomerSignificance
motif3.motif0.012798299999999999
Rfx2
Pattern NameModiscoSignificance
metacluster_1/pattern_75.460369999999999e-06
Pattern NameHomerSignificance
motif8.motif4.44645e-06
Mef2c
Pattern NameModiscoSignificance
metacluster_1/pattern_17.86268e-11
Pattern NameHomerSignificance
motif5.motif0.00020451
Atf7
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0018873000000000002
Pattern NameHomerSignificance
motif17.motif0.046118599999999996
Bhlha15
Pattern NameModiscoSignificance
metacluster_1/pattern_20.023866099999999998
Pattern NameHomerSignificance
motif4.motif0.00247762
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0123188
Pattern NameHomerSignificance
motif15.motif0.0564111
Sp5
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0250945
Pattern NameHomerSignificance
motif1.motif0.0486134
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_43.0698300000000002e-06
metacluster_1/pattern_90.00517952
Pattern NameHomerSignificance
motif3.motif4.49395e-05
motif17.motif0.0411245
Rfx3
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0118927
Pattern NameHomerSignificance
motif8.motif0.042687199999999995
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.000275878
metacluster_1/pattern_90.0394297
Pattern NameHomerSignificance
motif3.motif1.14291e-05
Msc
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00107463
Pattern NameHomerSignificance
motif4.motif0.000545065
Atf2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.00245344
Pattern NameHomerSignificance
motif17.motif0.046118599999999996
Rfx7
Pattern NameModiscoSignificance
metacluster_1/pattern_70.0059554
Pattern NameHomerSignificance
motif8.motif0.016760900000000002
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00325871
Pattern NameHomerSignificance
motif15.motif0.0171791
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00311807
Pattern NameHomerSignificance
motif15.motif0.0171791
Nfe2l2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.011733799999999999
Pattern NameHomerSignificance
motif3.motif0.0230263
Neurod2
Pattern NameModiscoSignificance
metacluster_1/pattern_21.2460999999999998e-07
Pattern NameHomerSignificance
motif4.motif0.00921175
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00463562
Pattern NameHomerSignificance
motif15.motif0.03916
Rfx4
Pattern NameModiscoSignificance
metacluster_1/pattern_73.75886e-05
Pattern NameHomerSignificance
motif8.motif0.00017727400000000002
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_40.000421995
metacluster_1/pattern_90.0492869
Pattern NameHomerSignificance
motif3.motif5.63855e-06
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0246777
metacluster_1/pattern_90.0196888
Pattern NameHomerSignificance
motif3.motif6.899580000000001e-06
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00610677
Pattern NameHomerSignificance
motif15.motif0.055223699999999994
Dbp
Pattern NameModiscoSignificance
metacluster_1/pattern_60.037583899999999996
metacluster_1/pattern_90.044880699999999996
Pattern NameHomerSignificance
motif7.motif0.0107854
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00574614
Pattern NameHomerSignificance
motif15.motif0.0560432
Mafb
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0302551
Pattern NameHomerSignificance
motif3.motif0.0497122
Mafk
Pattern NameModiscoSignificance
metacluster_1/pattern_40.049656099999999995
Pattern NameHomerSignificance
motif3.motif0.041920599999999995
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0351293
Pattern NameHomerSignificance
motif3.motif1.58429e-06
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_49.6884e-05
Pattern NameHomerSignificance
motif3.motif3.3791e-08
Egr2
Pattern NameModiscoSignificance
metacluster_1/pattern_00.018875700000000002
Pattern NameHomerSignificance
motif1.motif0.0220537
Twist2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00198918
Pattern NameHomerSignificance
motif4.motif0.00395709
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00241559
Pattern NameHomerSignificance
motif15.motif0.014504
Nfyc
Pattern NameModiscoSignificance
metacluster_1/pattern_118.75365e-13
Pattern NameHomerSignificance
motif18.motif2.61692e-05
Tef
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0185641
Pattern NameHomerSignificance
motif7.motif0.00860212
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_40.00010511
Pattern NameHomerSignificance
motif3.motif8.98202e-06
Mafa
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0467897
Pattern NameHomerSignificance
motif3.motif0.018057
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_40.019191
Pattern NameHomerSignificance
motif3.motif0.0487755
Neurog1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00115398
Pattern NameHomerSignificance
motif4.motif0.000545065
Nfya
Pattern NameModiscoSignificance
metacluster_1/pattern_111.15456e-09
Pattern NameHomerSignificance
motif18.motif2.61692e-05
Tcf21
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00198918
Pattern NameHomerSignificance
motif4.motif0.00138713
Creb5
Pattern NameModiscoSignificance
metacluster_1/pattern_90.000905278
Pattern NameHomerSignificance
motif17.motif0.0241284
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00638332
Pattern NameHomerSignificance
motif15.motif0.025039500000000003
Egr1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.057457100000000004
Pattern NameHomerSignificance
motif1.motif0.043745400000000004
Bhlhe22
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000331391
Pattern NameHomerSignificance
motif4.motif0.00138713
Msgn1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00273216
Pattern NameHomerSignificance
motif4.motif0.0273762
Unique TF-MoDISco TFs: #52
TF NameModiscoHomer
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0316976
Absent
Creb3l2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0270184
Absent
Pparg
Pattern NameModiscoSignificance
metacluster_1/pattern_160.029319599999999998
Absent
Tbx4
Pattern NameModiscoSignificance
metacluster_1/pattern_150.0305512
Absent
Arnt
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0594452
Absent
Tbx1
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00199224
Absent
Tal1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.023866099999999998
Absent
Arntl
Pattern NameModiscoSignificance
metacluster_1/pattern_90.025391900000000002
Absent
Tbx20
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00199224
Absent
Tfe3
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0277652
Absent
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_100.00369797
Absent
Pou2f2
Pattern NameModiscoSignificance
metacluster_1/pattern_120.000598573
Absent
Eomes
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00199224
Absent
Bhlhe40
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0586914
Absent
Xbp1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0164081
Absent
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_100.031849
Absent
Tbx3
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00529745
Absent
Nr1d2
Pattern NameModiscoSignificance
metacluster_1/pattern_160.0186487
Absent
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0276712
Absent
Tbx5
Pattern NameModiscoSignificance
metacluster_1/pattern_150.0408288
Absent
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.0183773
Absent
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_100.024011900000000003
Absent
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0336457
Absent
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_100.010079799999999998
Absent
Pou2f1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0083614
Absent
Tbr1
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00529745
Absent
Tbx21
Pattern NameModiscoSignificance
metacluster_1/pattern_150.00529745
Absent
Pou5f1
Pattern NameModiscoSignificance
metacluster_1/pattern_120.0217498
Absent
Yy1
Pattern NameModiscoSignificance
metacluster_1/pattern_142.50377e-06
Absent
Clock
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0180201
Absent
Nfic
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00481392
Absent
Usf1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0139453
Absent
Lyl1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00618693
Absent
Srebf1
Pattern NameModiscoSignificance
metacluster_1/pattern_90.034298699999999994
Absent
Ascl2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0580247
Absent
Nfia
Pattern NameModiscoSignificance
metacluster_1/pattern_50.049098199999999995
Absent
Npas2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0594452
Absent
Mlx
Pattern NameModiscoSignificance
metacluster_1/pattern_90.05990650000000001
Absent
Ascl1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.023866099999999998
Absent
Tfeb
Pattern NameModiscoSignificance
metacluster_1/pattern_90.019344
Absent
Nfib
Pattern NameModiscoSignificance
metacluster_1/pattern_50.000247587
Absent
Myog
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0253993
Absent
Rorc
Pattern NameModiscoSignificance
metacluster_1/pattern_160.00329836
Absent
Mitf
Pattern NameModiscoSignificance
metacluster_1/pattern_90.0185641
Absent
Srebf2
Pattern NameModiscoSignificance
metacluster_1/pattern_90.010692299999999998
Absent
Zfp42
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0143028
Absent
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_140.0135679
Absent
Klf1
Pattern NameModiscoSignificance
metacluster_1/pattern_00.018875700000000002
Absent
Klf6
Pattern NameModiscoSignificance
metacluster_1/pattern_00.026361900000000004
Absent
Taf1
Pattern NameModiscoSignificance
metacluster_1/pattern_142.50377e-06
Absent
Zfp740
Pattern NameModiscoSignificance
metacluster_1/pattern_00.0323513
Absent
Tfec
Pattern NameModiscoSignificance
metacluster_1/pattern_90.024611599999999997
Absent
Unique Homer TFs: #8
TF NameModiscoHomer
Twist1Absent
Pattern NameHomerSignificance
motif4.motif0.00878299
Atf4Absent
Pattern NameHomerSignificance
motif7.motif0.0458534
Ikzf1Absent
Pattern NameHomerSignificance
motif1.motif0.054774
Gli3Absent
Pattern NameHomerSignificance
motif1.motif0.053984500000000005
Olig3Absent
Pattern NameHomerSignificance
motif4.motif0.00138713
CebpbAbsent
Pattern NameHomerSignificance
motif7.motif0.0458534
Sall4Absent
Pattern NameHomerSignificance
motif1.motif0.043745400000000004
Zbtb33Absent
Pattern NameHomerSignificance
motif19.motif0.000405624