In [1]:
# Parameters
data_name = "Tfh_mut;A;CL"
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_25-naivegw"
perf_file = "/srv/scratch/msharmin/mouse_hem/with_tfd/full_mouse50/fineFactorized/task_25-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 18:45:25,687 [WARNING] git-lfs not installed
In [3]:
display_metadata(data_name, perf_file, reportfile, sheetname)
    Sample Information
    MetaData NameDescription
    Cell typeTfh (CD4+CD44+CXCR5+PD1+CD25-) Mut
    Cell GroupT cells
    Experiment NameATAC
    Experiment GroupCasellas Lab
    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
    rep11109858732411.874754846739114899300.209682371260.1502179319200.3271
    Modelling Metadata
    MetricValue
    auPRC0.607
    Calibrated Recall at 50% FDR0.214
    Number of Positive Examples in Test Data98428
    Number of Negative Examples in Test Data7972423
    Imbalance Ratio in Test Data0.0122
    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: #8
Pattern NameTF Name(s)Modisco
metacluster_1/pattern_0 # seqlets: 10250 SequenceContrib ScoresHyp_Contrib Scores
Ctcf, Ctcfl
metacluster_1/pattern_1 # seqlets: 932 SequenceContrib ScoresHyp_Contrib Scores
metacluster_1/pattern_2 # seqlets: 800 SequenceContrib ScoresHyp_Contrib Scores
Etv2, Ets1, Erg, Spi1, Spib, Elk1, Ehf, Etv4, Elf3, Gabpa,

Elf1, Etv6, Elk4, Fli1, Elk3, Etv3, Irf4, Irf8, XP_911724.4, Etv1, Etv5,

Elf4, Elf2, Spic, Elf5, Fev, Prdm1, Irf3, Spdef
metacluster_1/pattern_3 # seqlets: 791 SequenceContrib ScoresHyp_Contrib Scores
Irf1, Irf2, Stat1, Irf7, Stat2, Irf9, Batf3
metacluster_1/pattern_4 # seqlets: 500 SequenceContrib ScoresHyp_Contrib Scores
Zfp143, Thap11, Tbx2, Stat3
metacluster_1/pattern_5 # seqlets: 40 SequenceContrib ScoresHyp_Contrib Scores
Nrf1, Sp2, Sp3, Sp1, Zfx, Klf3, Wt1, Zic3, Zbtb17, Usf2
metacluster_1/pattern_6 # seqlets: 41 SequenceContrib ScoresHyp_Contrib Scores
Jun, Junb, Jdp2, Jund, Batf, Fosb, Atf3, Fosl2, Fos, Fosl1,

Rorc
metacluster_1/pattern_7 # seqlets: 43 SequenceContrib ScoresHyp_Contrib Scores
Nfatc1
Click here for Motifs by TF-MoDISco: #64
TF NamePattern(s)
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.92306e-13
metacluster_1/pattern_11.0689600000000002e-08
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_01.71685e-06
metacluster_1/pattern_18.20681e-05
metacluster_1/pattern_50.019163
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_25.9958000000000004e-05
metacluster_1/pattern_60.00901872
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00260671
metacluster_1/pattern_60.00901872
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00260671
metacluster_1/pattern_60.0471147
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0443786
metacluster_1/pattern_60.00901872
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000555025
metacluster_1/pattern_30.000258129
metacluster_1/pattern_60.0554081
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00302179
metacluster_1/pattern_60.012615600000000001
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_20.032535400000000006
metacluster_1/pattern_60.0450191
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00412562
metacluster_1/pattern_60.022346099999999997
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0198872
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00463062
metacluster_1/pattern_60.018094299999999997
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00108029
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00412562
metacluster_1/pattern_60.00753098
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00394488
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00321563
metacluster_1/pattern_60.00901872
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00394488
metacluster_1/pattern_60.0498082
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00394488
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00394488
metacluster_1/pattern_30.000148936
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00394488
metacluster_1/pattern_33.5524599999999996e-06
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00394488
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00429437
metacluster_1/pattern_60.029944400000000003
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00458344
metacluster_1/pattern_60.0241011
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00578157
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.010609799999999999
metacluster_1/pattern_60.0140185
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00898624
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0459528
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0157139
metacluster_1/pattern_60.054488199999999994
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0157139
metacluster_1/pattern_39.019059999999999e-05
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.029867900000000003
metacluster_1/pattern_30.00017863200000000002
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0520385
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_32.3281799999999997e-13
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00401408
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_33.5524599999999996e-06
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000148936
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000258129
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00157382
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0104521
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_43.74502e-18
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_43.4176400000000003e-16
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_43.20244e-13
Stat3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0482914
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_53.0668700000000003e-06
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_56.358520000000001e-05
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00100038
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00145818
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0491976
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0435181
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0435181
Zic3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0463947
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0491976
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0529205
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00690479
metacluster_1/pattern_70.00325769
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0198278
metacluster_1/pattern_70.00323972
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00690479
metacluster_1/pattern_70.000766095
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_60.014669799999999998
metacluster_1/pattern_70.014245500000000001
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00690479
metacluster_1/pattern_70.000766095
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00753098
metacluster_1/pattern_70.00141722
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00901872
metacluster_1/pattern_70.00325769
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00901872
metacluster_1/pattern_70.0112061
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00901872
metacluster_1/pattern_70.00141722
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0145191
metacluster_1/pattern_70.0038138000000000004
Rorc
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0445131
Nfatc1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00055478
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: #48
TF NameModiscoHomer
Etv2
Pattern NameModiscoSignificance
metacluster_1/pattern_25.9958000000000004e-05
metacluster_1/pattern_60.00901872
Pattern NameHomerSignificance
motif3.motif0.0007600660000000001
Fli1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00321563
metacluster_1/pattern_60.00901872
Pattern NameHomerSignificance
motif3.motif0.0004986000000000001
Elf3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0198872
Pattern NameHomerSignificance
motif3.motif0.0135506
Elk3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00394488
metacluster_1/pattern_60.0498082
Pattern NameHomerSignificance
motif3.motif0.000312373
Sp2
Pattern NameModiscoSignificance
metacluster_1/pattern_56.358520000000001e-05
Pattern NameHomerSignificance
motif2.motif1.04132e-06
Elk4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00394488
Pattern NameHomerSignificance
motif3.motif0.000449116
Irf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00394488
metacluster_1/pattern_30.000148936
Pattern NameHomerSignificance
motif15.motif0.0410553
Irf7
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000148936
Pattern NameHomerSignificance
motif15.motif0.022623400000000002
Ctcf
Pattern NameModiscoSignificance
metacluster_1/pattern_01.92306e-13
metacluster_1/pattern_11.0689600000000002e-08
Pattern NameHomerSignificance
motif1.motif0.00048559300000000004
motif4.motif0.025732799999999997
Stat1
Pattern NameModiscoSignificance
metacluster_1/pattern_33.5524599999999996e-06
Pattern NameHomerSignificance
motif15.motif0.0229345
Irf2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00401408
Pattern NameHomerSignificance
motif15.motif0.00537181
Elk1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00302179
metacluster_1/pattern_60.012615600000000001
Pattern NameHomerSignificance
motif3.motif0.000389384
Zfp143
Pattern NameModiscoSignificance
metacluster_1/pattern_43.74502e-18
Pattern NameHomerSignificance
motif6.motif8.39269e-06
Etv1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00429437
metacluster_1/pattern_60.029944400000000003
Pattern NameHomerSignificance
motif3.motif0.000495343
Sp3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00100038
Pattern NameHomerSignificance
motif2.motif7.206139999999999e-06
Irf9
Pattern NameModiscoSignificance
metacluster_1/pattern_30.00157382
Pattern NameHomerSignificance
motif15.motif0.0229345
Tbx2
Pattern NameModiscoSignificance
metacluster_1/pattern_43.20244e-13
Pattern NameHomerSignificance
motif6.motif0.000116485
Klf3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0435181
Pattern NameHomerSignificance
motif2.motif3.5039e-05
Ehf
Pattern NameModiscoSignificance
metacluster_1/pattern_20.032535400000000006
metacluster_1/pattern_60.0450191
Pattern NameHomerSignificance
motif3.motif0.00448417
Prdm1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0157139
metacluster_1/pattern_39.019059999999999e-05
Pattern NameHomerSignificance
motif15.motif0.00271087
Irf1
Pattern NameModiscoSignificance
metacluster_1/pattern_32.3281799999999997e-13
Pattern NameHomerSignificance
motif15.motif0.00106711
Nrf1
Pattern NameModiscoSignificance
metacluster_1/pattern_53.0668700000000003e-06
Pattern NameHomerSignificance
motif12.motif0.00137589
XP_911724.4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00394488
Pattern NameHomerSignificance
motif3.motif0.000862415
Erg
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00260671
metacluster_1/pattern_60.0471147
Pattern NameHomerSignificance
motif3.motif0.0004986000000000001
Elf5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0459528
Pattern NameHomerSignificance
motif3.motif0.00822837
Spic
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00898624
Pattern NameHomerSignificance
motif3.motif0.0431
Spib
Pattern NameModiscoSignificance
metacluster_1/pattern_20.000555025
metacluster_1/pattern_30.000258129
metacluster_1/pattern_60.0554081
Pattern NameHomerSignificance
motif15.motif0.0229345
Etv3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00394488
Pattern NameHomerSignificance
motif3.motif0.000739147
Irf3
Pattern NameModiscoSignificance
metacluster_1/pattern_20.029867900000000003
metacluster_1/pattern_30.00017863200000000002
Pattern NameHomerSignificance
motif15.motif0.0264845
Spdef
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0520385
Pattern NameHomerSignificance
motif3.motif0.025357499999999998
Sp1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.00145818
Pattern NameHomerSignificance
motif2.motif0.000403355
Ctcfl
Pattern NameModiscoSignificance
metacluster_1/pattern_01.71685e-06
metacluster_1/pattern_18.20681e-05
metacluster_1/pattern_50.019163
Pattern NameHomerSignificance
motif1.motif0.000815639
Ets1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00260671
metacluster_1/pattern_60.00901872
Pattern NameHomerSignificance
motif3.motif0.00045563
Zbtb17
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0491976
Pattern NameHomerSignificance
motif2.motif0.012748899999999999
Stat2
Pattern NameModiscoSignificance
metacluster_1/pattern_30.000258129
Pattern NameHomerSignificance
motif15.motif0.020796000000000002
Stat3
Pattern NameModiscoSignificance
metacluster_1/pattern_40.0482914
Pattern NameHomerSignificance
motif3.motif0.0570342
Spi1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0443786
metacluster_1/pattern_60.00901872
Pattern NameHomerSignificance
motif3.motif0.020174099999999997
Irf8
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00394488
metacluster_1/pattern_33.5524599999999996e-06
Pattern NameHomerSignificance
motif15.motif0.022623400000000002
Gabpa
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00463062
metacluster_1/pattern_60.018094299999999997
Pattern NameHomerSignificance
motif3.motif0.000449116
Elf1
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00108029
Pattern NameHomerSignificance
motif3.motif0.00018130000000000002
Etv6
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00412562
metacluster_1/pattern_60.00753098
Pattern NameHomerSignificance
motif3.motif0.0124763
Fev
Pattern NameModiscoSignificance
metacluster_1/pattern_20.0157139
metacluster_1/pattern_60.054488199999999994
Pattern NameHomerSignificance
motif3.motif0.000466421
Wt1
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0435181
Pattern NameHomerSignificance
motif2.motif0.0224095
Thap11
Pattern NameModiscoSignificance
metacluster_1/pattern_43.4176400000000003e-16
Pattern NameHomerSignificance
motif6.motif4.56587e-06
Etv4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00412562
metacluster_1/pattern_60.022346099999999997
Pattern NameHomerSignificance
motif3.motif0.00185884
Elf4
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00578157
Pattern NameHomerSignificance
motif3.motif0.00108612
Etv5
Pattern NameModiscoSignificance
metacluster_1/pattern_20.00458344
metacluster_1/pattern_60.0241011
Pattern NameHomerSignificance
motif3.motif0.00018130000000000002
Elf2
Pattern NameModiscoSignificance
metacluster_1/pattern_20.010609799999999999
metacluster_1/pattern_60.0140185
Pattern NameHomerSignificance
motif3.motif0.00376057
Unique TF-MoDISco TFs: #16
TF NameModiscoHomer
Batf3
Pattern NameModiscoSignificance
metacluster_1/pattern_30.0104521
Absent
Usf2
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0529205
Absent
Jun
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00690479
metacluster_1/pattern_70.00325769
Absent
Zfx
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0491976
Absent
Fosl2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00901872
metacluster_1/pattern_70.0112061
Absent
Batf
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00690479
metacluster_1/pattern_70.000766095
Absent
Zic3
Pattern NameModiscoSignificance
metacluster_1/pattern_50.0463947
Absent
Atf3
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00901872
metacluster_1/pattern_70.00325769
Absent
Fos
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00901872
metacluster_1/pattern_70.00141722
Absent
Junb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0198278
metacluster_1/pattern_70.00323972
Absent
Nfatc1
Pattern NameModiscoSignificance
metacluster_1/pattern_70.00055478
Absent
Jund
Pattern NameModiscoSignificance
metacluster_1/pattern_60.014669799999999998
metacluster_1/pattern_70.014245500000000001
Absent
Jdp2
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00690479
metacluster_1/pattern_70.000766095
Absent
Fosb
Pattern NameModiscoSignificance
metacluster_1/pattern_60.00753098
metacluster_1/pattern_70.00141722
Absent
Fosl1
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0145191
metacluster_1/pattern_70.0038138000000000004
Absent
Rorc
Pattern NameModiscoSignificance
metacluster_1/pattern_60.0445131
Absent
Unique Homer TFs: #34
TF NameModiscoHomer
Klf1Absent
Pattern NameHomerSignificance
motif2.motif0.0140477
Zfp42Absent
Pattern NameHomerSignificance
motif22.motif0.054991099999999994
Klf4Absent
Pattern NameHomerSignificance
motif2.motif0.012748899999999999
E2f6Absent
Pattern NameHomerSignificance
motif2.motif0.047337
Klf15Absent
Pattern NameHomerSignificance
motif2.motif0.030967900000000003
HinfpAbsent
Pattern NameHomerSignificance
motif14.motif0.00139199
Nfkb2Absent
Pattern NameHomerSignificance
motif17.motif0.000600732
Klf7Absent
Pattern NameHomerSignificance
motif2.motif0.00141983
Zbtb33Absent
Pattern NameHomerSignificance
motif13.motif0.00101489
Klf8Absent
Pattern NameHomerSignificance
motif2.motif0.0026035999999999998
Taf1Absent
Pattern NameHomerSignificance
motif22.motif0.0346518
NfyaAbsent
Pattern NameHomerSignificance
motif9.motif3.3124299999999997e-07
Egr1Absent
Pattern NameHomerSignificance
motif2.motif0.0124917
RelaAbsent
Pattern NameHomerSignificance
motif17.motif0.000600732
Zbtb1Absent
Pattern NameHomerSignificance
motif2.motif0.032326299999999995
Klf6Absent
Pattern NameHomerSignificance
motif2.motif0.00015213
Yy1Absent
Pattern NameHomerSignificance
motif22.motif0.000772989
Foxi1Absent
Pattern NameHomerSignificance
motif9.motif8.92154e-06
Sp4Absent
Pattern NameHomerSignificance
motif2.motif0.0026035999999999998
Pbx3Absent
Pattern NameHomerSignificance
motif9.motif8.71787e-05
Runx3Absent
Pattern NameHomerSignificance
motif16.motif0.0352885
Klf5Absent
Pattern NameHomerSignificance
motif2.motif0.0124917
RelAbsent
Pattern NameHomerSignificance
motif17.motif0.0119479
NfybAbsent
Pattern NameHomerSignificance
motif9.motif2.1570300000000001e-10
Nfkb1Absent
Pattern NameHomerSignificance
motif17.motif4.76315e-05
Klf12Absent
Pattern NameHomerSignificance
motif2.motif0.00333605
Sp5Absent
Pattern NameHomerSignificance
motif2.motif0.012748899999999999
Sall4Absent
Pattern NameHomerSignificance
motif2.motif0.0203388
E2f7Absent
Pattern NameHomerSignificance
motif2.motif0.012748899999999999
E2f4Absent
Pattern NameHomerSignificance
motif2.motif2.24781e-05
MazAbsent
Pattern NameHomerSignificance
motif2.motif0.0385798
E2f1Absent
Pattern NameHomerSignificance
motif2.motif0.000971828
RelbAbsent
Pattern NameHomerSignificance
motif17.motif0.000412734
NfycAbsent
Pattern NameHomerSignificance
motif9.motif6.09252e-07