date generated: 2020-06-03

Background

Mitch performs unidimensional and multidimensional gene set enrichment analysis. The concept behind this dates to work by Cox and Mann (https://doi.org/10.1186/1471-2105-13-S16-S12). This implementation is suited to R based workflows of multi-omics datasets. This software was developed by Antony Kaspi and Mark Ziemann. Learn more about Mitch at the website: https://github.com/markziemann/Mitch

Input profiles

Here is the first few lines of the input profile.

##                        ab        d36
## 0610009B22Rik -0.30243426  0.9139299
## 0610009E02Rik  0.07205254 -0.8740584
## 0610009L18Rik -0.82607610 -0.6984798
## 0610010F05Rik  0.45523981  1.7576230
## 0610010K14Rik -0.96139367 -1.5168102
## 0610012G03Rik -0.80991370 -1.7438548

Here are some metrics about the input data profile:

Profile metrics
Profile metrics
num_genes_in_profile 11874
duplicated_genes_present 0
num_profile_genes_in_sets 1196
num_profile_genes_not_in_sets 10678
profile_pearson_correl -0.09899
profile_spearman_correl -0.09995

Here is a plot of the input profiles. Note the dynamic ranges.

Here is the contour plot of the profile including all detected genes.

Input genesets

Here are some metrics about the gene sets used: GMT file of genesets: gsets/targeted_genesets.gmt

Gene sets metrics
Gene sets metrics
num_genesets 15
num_genesets_excluded 0
num_genesets_included 15

Gene sets by quadrant


Number of significant gene sets (FDR<0.05)= 14

Interactive enrichment scatterplot

All sets with FDR<0.05. Try hovering over the points.

Top N sets irrespective of FDR. Try hovering over the points.

A heatmap of S values for top results


A plot of effect size versus significance


Significance is the -log2(p.adjustMANOVA) and effect size is the s.dist which is the hypotenuse of the s scores.

Results table

Top N= 15 gene sets

set setSize pMANOVA p.adjustMANOVA s.dist s.ab s.d36 p.ab p.d36
Activation-of-kainate-receptors-upon-glutamate-binding 20 5.24e-03 6.04e-03 0.439 0.3390 -0.2780 0.00864 3.14e-02
Chondroitin-sulfate/dermatan-sulfate-metabolism 40 3.97e-03 4.97e-03 0.319 0.2050 -0.2440 0.02520 7.59e-03
Platelet-degranulation 93 1.03e-04 3.08e-04 0.269 0.1580 -0.2180 0.00838 2.89e-04
Mitochondrial-biogenesis 71 9.67e-04 1.45e-03 0.268 -0.1840 0.1960 0.00756 4.36e-03
Response-to-elevated-platelet-cytosolic-Ca2+ 97 2.34e-04 5.02e-04 0.252 0.1480 -0.2030 0.01170 5.53e-04
Chaperone-Mediated-Autophagy 16 2.66e-01 2.66e-01 0.226 -0.2090 -0.0869 0.14900 5.47e-01
Protein-localization 141 1.46e-04 3.66e-04 0.215 -0.1460 0.1580 0.00284 1.19e-03
Platelet-activation,-signaling-and-aggregation 187 8.29e-06 4.15e-05 0.214 0.0984 -0.1900 0.02080 8.26e-06
Neddylation 201 2.12e-05 7.95e-05 0.199 -0.1090 0.1660 0.00792 5.13e-05
Antigen-processing:-Ubiquitination-&-Proteasome-degradation 262 8.11e-07 6.08e-06 0.197 -0.0748 0.1820 0.03800 4.29e-07
Autophagy 117 3.70e-03 4.97e-03 0.188 -0.1270 0.1390 0.01780 9.70e-03
Macroautophagy 106 7.77e-03 8.32e-03 0.184 -0.1090 0.1480 0.05200 8.82e-03
Hemostasis 373 4.84e-08 7.26e-07 0.184 0.0944 -0.1570 0.00188 2.15e-07
Chromatin-modifying-enzymes 188 6.34e-04 1.06e-03 0.171 -0.1110 0.1300 0.00910 2.21e-03
Chromatin-organization 188 6.34e-04 1.06e-03 0.171 -0.1110 0.1300 0.00910 2.21e-03


Results (complete table)


Click HERE to show results for all gene sets

Complete results
set setSize pMANOVA p.adjustMANOVA s.dist s.ab s.d36 p.ab p.d36
Activation-of-kainate-receptors-upon-glutamate-binding 20 5.24e-03 6.04e-03 0.439 0.3390 -0.2780 0.00864 3.14e-02
Chondroitin-sulfate/dermatan-sulfate-metabolism 40 3.97e-03 4.97e-03 0.319 0.2050 -0.2440 0.02520 7.59e-03
Platelet-degranulation 93 1.03e-04 3.08e-04 0.269 0.1580 -0.2180 0.00838 2.89e-04
Mitochondrial-biogenesis 71 9.67e-04 1.45e-03 0.268 -0.1840 0.1960 0.00756 4.36e-03
Response-to-elevated-platelet-cytosolic-Ca2+ 97 2.34e-04 5.02e-04 0.252 0.1480 -0.2030 0.01170 5.53e-04
Chaperone-Mediated-Autophagy 16 2.66e-01 2.66e-01 0.226 -0.2090 -0.0869 0.14900 5.47e-01
Protein-localization 141 1.46e-04 3.66e-04 0.215 -0.1460 0.1580 0.00284 1.19e-03
Platelet-activation,-signaling-and-aggregation 187 8.29e-06 4.15e-05 0.214 0.0984 -0.1900 0.02080 8.26e-06
Neddylation 201 2.12e-05 7.95e-05 0.199 -0.1090 0.1660 0.00792 5.13e-05
Antigen-processing:-Ubiquitination-&-Proteasome-degradation 262 8.11e-07 6.08e-06 0.197 -0.0748 0.1820 0.03800 4.29e-07
Autophagy 117 3.70e-03 4.97e-03 0.188 -0.1270 0.1390 0.01780 9.70e-03
Macroautophagy 106 7.77e-03 8.32e-03 0.184 -0.1090 0.1480 0.05200 8.82e-03
Hemostasis 373 4.84e-08 7.26e-07 0.184 0.0944 -0.1570 0.00188 2.15e-07
Chromatin-modifying-enzymes 188 6.34e-04 1.06e-03 0.171 -0.1110 0.1300 0.00910 2.21e-03
Chromatin-organization 188 6.34e-04 1.06e-03 0.171 -0.1110 0.1300 0.00910 2.21e-03



Detailed Gene set reports


Activation-of-kainate-receptors-upon-glutamate-binding

metric value
setSize 20
pMANOVA 0.00524
p.adjustMANOVA 0.00604
s.dist 0.439
s.ab 0.339
s.d36 -0.278
p.ab 0.00864
p.d36 0.0314




Gene ab d36
Gng2 5782.5 -5206
Gng10 5579.5 -4220
Gnb1 3791.5 -5197
Gnb4 3274.5 -5708
Grik5 2338.5 -4849
Gngt2 5414.5 -2034
Ncald 3160.5 -3026
Calm1 1392.5 -5536
Plcb3 3157.5 -1110
Dlg3 135.5 -4345

Click HERE to show all gene set members

ab d36
Calm1 1392.5 -5536
Dlg1 783.5 3582
Dlg3 135.5 -4345
Dlg4 -3434.5 -1076
Gnb1 3791.5 -5197
Gnb2 -5587.5 -3631
Gnb3 -88.5 -839
Gnb4 3274.5 -5708
Gnb5 1823.5 3790
Gng10 5579.5 -4220
Gng11 -2523.5 -1939
Gng12 3603.5 954
Gng2 5782.5 -5206
Gng5 1661.5 505
Gngt2 5414.5 -2034
Grik5 2338.5 -4849
Ncald 3160.5 -3026
Plcb1 2787.5 2077
Plcb2 4464.5 3151
Plcb3 3157.5 -1110





Chondroitin-sulfate/dermatan-sulfate-metabolism

metric value
setSize 40
pMANOVA 0.00397
p.adjustMANOVA 0.00497
s.dist 0.319
s.ab 0.205
s.d36 -0.244
p.ab 0.0252
p.d36 0.00759




Gene ab d36
Sdc4 4437.5 -5343
B3gat2 4298.5 -4643
Bgn 3222.5 -5250
Gpc3 4411.5 -3630
Chst11 2996.5 -5123
Arsb 4253.5 -3367
Hyal1 5068.5 -2362
Cspg4 2597.5 -4531
Hexb 4240.5 -2476
Xylt1 3972.5 -2641
Chpf2 2501.5 -4004
Gpc4 4027.5 -1208
Dcn 1015.5 -4121
Sdc1 405.5 -4246
Ust 1798.5 -945
Chst15 5646.5 -234
Csgalnact1 2986.5 -361
Dse 3211.5 -130
Sdc2 115.5 -1758

Click HERE to show all gene set members

ab d36
Agrn -2020.5 -3989
Arsb 4253.5 -3367
B3galt6 2353.5 744
B3gat2 4298.5 -4643
B3gat3 -5902.5 -1390
B4galt7 -3621.5 -1664
Bgn 3222.5 -5250
Chpf -2436.5 -2467
Chpf2 2501.5 -4004
Chst11 2996.5 -5123
Chst12 1266.5 810
Chst14 2607.5 2920
Chst15 5646.5 -234
Chst3 5484.5 2758
Chst7 -1370.5 -5509
Chsy1 -1293.5 1080
Csgalnact1 2986.5 -361
Csgalnact2 2853.5 2628
Cspg4 2597.5 -4531
Dcn 1015.5 -4121
Dse 3211.5 -130
Dsel 4256.5 4920
Gpc1 -3965.5 3658
Gpc3 4411.5 -3630
Gpc4 4027.5 -1208
Gpc6 1310.5 3513
Hexa -1661.5 -5388
Hexb 4240.5 -2476
Hspg2 -6070.5 -4341
Hyal1 5068.5 -2362
Ids 884.5 1870
Idua -2544.5 996
Sdc1 405.5 -4246
Sdc2 115.5 -1758
Sdc3 -5229.5 -5685
Sdc4 4437.5 -5343
Ust 1798.5 -945
Vcan 1621.5 352
Xylt1 3972.5 -2641
Xylt2 -4688.5 -604





Platelet-degranulation

metric value
setSize 93
pMANOVA 0.000103
p.adjustMANOVA 0.000308
s.dist 0.269
s.ab 0.158
s.d36 -0.218
p.ab 0.00838
p.d36 0.000289




Gene ab d36
Pecam1 5435.5 -6005
Anxa5 5360.5 -5944
Stxbp2 5568.5 -5055
Tmsb4x 4551.5 -4975
Cfl1 3267.5 -5778
Endod1 3373.5 -5527
Tagln2 3069.5 -6000
Gas6 3951.5 -4537
Cap1 3084.5 -5669
Cyb5r1 3179.5 -5170
Tgfb1 2887.5 -5464
Rarres2 5080.5 -3052
Cd9 3960.5 -3699
Igf2 4185.5 -3484
Maged2 4830.5 -2690
Timp3 3838.5 -3256
Tex264 2147.5 -4792
Sparc 1782.5 -5058
Qsox1 5388.5 -1619
Ecm1 2398.5 -3458

Click HERE to show all gene set members

ab d36
Abcc4 1970.5 -1670
Actn1 -4604.5 -5024
Actn2 -5378.5 2638
Actn4 761.5 -5850
Ahsg 5563.5 -1015
Anxa5 5360.5 -5944
Aplp2 5669.5 2725
Apool -130.5 1786
App 1275.5 -4045
Brpf3 1875.5 1432
Calm1 1392.5 -5536
Calu 4293.5 1275
Cap1 3084.5 -5669
Cd36 -781.5 4859
Cd63 150.5 -5851
Cd9 3960.5 -3699
Cdc37l1 1017.5 1851
Cfl1 3267.5 -5778
Chid1 -1245.5 573
Clec3b 1665.5 -4649
Clu 5327.5 -920
Cyb5r1 3179.5 -5170
Ecm1 2398.5 -3458
Egf 5376.5 5379
Endod1 3373.5 -5527
F13a1 -1455.5 -4813
Fam3c 4.5 1264
Fam49b 2543.5 -789
Fermt3 -342.5 -4963
Flna -2651.5 -5878
Fn1 2667.5 -1637
Gas6 3951.5 -4537
Gtpbp2 -4923.5 -874
Habp4 4847.5 2640
Hspa5 1696.5 1779
Igf1 2193.5 442
Igf2 4185.5 -3484
Islr 1153.5 -3144
Itga2b -3203.5 5358
Itgb3 3753.5 4308
Itih4 945.5 -4387
Lamp2 -2398.5 3694
Lgals3bp 1982.5 -4128
Lhfpl2 -514.5 -5504
Maged2 4830.5 -2690
Manf 93.5 -2074
Mmrn1 -4562.5 1708
Nhlrc2 -2618.5 97
Ola1 -3044.5 2646
Pcdh7 2816.5 4457
Pcyox1l 384.5 -5683
Pdgfa 3387.5 -2200
Pdgfb -3484.5 -5070
Pecam1 5435.5 -6005
Pf4 -3306.5 2460
Pfn1 -5043.5 -4955
Phactr2 4578.5 5370
Plek -4203.5 4068
Ppbp -5362.5 1767
Ppia 808.5 -4794
Pros1 4179.5 4962
Psap -2543.5 4562
Qsox1 5388.5 -1619
Rarres2 5080.5 -3052
Sccpdh 227.5 922
Selenop 3557.5 571
Serpine1 743.5 1911
Serping1 1907.5 957
Sod1 -2867.5 -2270
Sparc 1782.5 -5058
Srgn -2390.5 -4889
Stxbp2 5568.5 -5055
Tagln2 3069.5 -6000
Tex264 2147.5 -4792
Tgfb1 2887.5 -5464
Tgfb2 1211.5 4752
Tgfb3 3734.5 1657
Thbs1 -3465.5 845
Timp3 3838.5 -3256
Tln1 -1108.5 -4050
Tmsb4x 4551.5 -4975
Tmx3 3789.5 -879
Tor4a -2973.5 -4855
Ttn -2540.5 -1189
Tuba4a -4968.5 -2273
Vcl 1603.5 3237
Vegfa -4638.5 -5624
Vegfb -3753.5 1571
Vegfc -1320.5 -4431
Vegfd 2021.5 1617
Vti1b -2278.5 280
Vwf 3593.5 -1888
Wdr1 -5756.5 -568





Mitochondrial-biogenesis

metric value
setSize 71
pMANOVA 0.000967
p.adjustMANOVA 0.00145
s.dist 0.268
s.ab -0.184
s.d36 0.196
p.ab 0.00756
p.d36 0.00436




Gene ab d36
Mef2d -5761.5 4862
Rxra -5660.5 4852
Acss2 -4581.5 5461
Ppargc1b -5838.5 3222
Hcfc1 -5321.5 3434
Perm1 -4178.5 4004
Ppargc1a -3032.5 5278
Apoo -3702.5 4223
Gabpa -3625.5 4243
Sod2 -2831.5 5288
Ncor1 -3731.5 3973
Mapk14 -2480.5 5583
Med1 -6049.5 2242
Creb1 -4202.5 2261
Ssbp1 -3638.5 2562
Ncoa2 -2612.5 3525
Glud1 -2341.5 2944
Pprc1 -4863.5 1408
Prkab1 -2504.5 2106
Hspa9 -1353.5 3772

Click HERE to show all gene set members

ab d36
Acss2 -4581.5 5461
Alas1 -896.5 -2406
Apoo -3702.5 4223
Apool -130.5 1786
Atf2 4155.5 2027
Atp5b -2363.5 1955
Calm1 1392.5 -5536
Carm1 -1486.5 415
Chchd3 -831.5 2691
Chchd6 4082.5 -2751
Chd9 4555.5 -4876
Creb1 -4202.5 2261
Crebbp -4690.5 -2773
Crtc1 -844.5 2852
Crtc2 2053.5 -3862
Crtc3 -2554.5 -593
Cycs 3541.5 2316
Dnajc11 -4314.5 -977
Esrra -4498.5 -109
Gabpa -3625.5 4243
Gabpb1 1435.5 -4141
Glud1 -2341.5 2944
Hcfc1 -5321.5 3434
Hdac3 1519.5 3701
Helz2 -3481.5 -5417
Hspa9 -1353.5 3772
Idh2 -2044.5 -2081
Immt 1085.5 3971
Mapk11 18.5 -5396
Mapk12 5340.5 -4911
Mapk14 -2480.5 5583
Med1 -6049.5 2242
Mef2c 539.5 3639
Mef2d -5761.5 4862
mt-Atp6 462.5 5486
mt-Atp8 634.5 4433
Mtx1 -469.5 -1693
Mtx2 203.5 1944
Ncoa1 1438.5 1348
Ncoa2 -2612.5 3525
Ncoa6 -1446.5 1903
Ncor1 -3731.5 3973
Nr1d1 1055.5 5440
Nrf1 373.5 -2244
Perm1 -4178.5 4004
Polg2 -1542.5 296
Polrmt -5725.5 749
Ppara 259.5 2956
Ppargc1a -3032.5 5278
Ppargc1b -5838.5 3222
Pprc1 -4863.5 1408
Prkaa2 3048.5 4407
Prkab1 -2504.5 2106
Prkab2 -1248.5 3948
Prkag1 -70.5 -1019
Prkag2 5723.5 -299
Prkag3 -2946.5 -4836
Rxra -5660.5 4852
Samm50 -2824.5 1341
Sirt3 -1261.5 -1097
Sirt4 -5407.5 -3584
Sirt5 -1059.5 91
Smarcd3 5640.5 -3365
Sod2 -2831.5 5288
Ssbp1 -3638.5 2562
Tbl1xr1 -2360.5 498
Tfam 577.5 4208
Tfb1m -5150.5 321
Tfb2m 1574.5 3084
Tgs1 2047.5 -4808
Tmem11 -1300.5 1820





Response-to-elevated-platelet-cytosolic-Ca2+

metric value
setSize 97
pMANOVA 0.000234
p.adjustMANOVA 0.000502
s.dist 0.252
s.ab 0.148
s.d36 -0.203
p.ab 0.0117
p.d36 0.000553




Gene ab d36
Pecam1 5435.5 -6005
Anxa5 5360.5 -5944
Stxbp2 5568.5 -5055
Tmsb4x 4551.5 -4975
Cfl1 3267.5 -5778
Endod1 3373.5 -5527
Tagln2 3069.5 -6000
Gas6 3951.5 -4537
Cap1 3084.5 -5669
Cyb5r1 3179.5 -5170
Tgfb1 2887.5 -5464
Rarres2 5080.5 -3052
Cd9 3960.5 -3699
Igf2 4185.5 -3484
Maged2 4830.5 -2690
Timp3 3838.5 -3256
Tex264 2147.5 -4792
Sparc 1782.5 -5058
Qsox1 5388.5 -1619
Ecm1 2398.5 -3458

Click HERE to show all gene set members

ab d36
Abcc4 1970.5 -1670
Actn1 -4604.5 -5024
Actn2 -5378.5 2638
Actn4 761.5 -5850
Ahsg 5563.5 -1015
Anxa5 5360.5 -5944
Aplp2 5669.5 2725
Apool -130.5 1786
App 1275.5 -4045
Brpf3 1875.5 1432
Calm1 1392.5 -5536
Calu 4293.5 1275
Cap1 3084.5 -5669
Cd36 -781.5 4859
Cd63 150.5 -5851
Cd9 3960.5 -3699
Cdc37l1 1017.5 1851
Cfl1 3267.5 -5778
Chid1 -1245.5 573
Clec3b 1665.5 -4649
Clu 5327.5 -920
Cyb5r1 3179.5 -5170
Ecm1 2398.5 -3458
Egf 5376.5 5379
Endod1 3373.5 -5527
F13a1 -1455.5 -4813
Fam3c 4.5 1264
Fam49b 2543.5 -789
Fermt3 -342.5 -4963
Flna -2651.5 -5878
Fn1 2667.5 -1637
Gas6 3951.5 -4537
Gtpbp2 -4923.5 -874
Habp4 4847.5 2640
Hspa5 1696.5 1779
Igf1 2193.5 442
Igf2 4185.5 -3484
Islr 1153.5 -3144
Itga2b -3203.5 5358
Itgb3 3753.5 4308
Itih4 945.5 -4387
Lamp2 -2398.5 3694
Lgals3bp 1982.5 -4128
Lhfpl2 -514.5 -5504
Maged2 4830.5 -2690
Manf 93.5 -2074
Mmrn1 -4562.5 1708
Nhlrc2 -2618.5 97
Ola1 -3044.5 2646
Pcdh7 2816.5 4457
Pcyox1l 384.5 -5683
Pdgfa 3387.5 -2200
Pdgfb -3484.5 -5070
Pecam1 5435.5 -6005
Pf4 -3306.5 2460
Pfn1 -5043.5 -4955
Phactr2 4578.5 5370
Plek -4203.5 4068
Ppbp -5362.5 1767
Ppia 808.5 -4794
Prkca -5946.5 5085
Prkcg -808.5 -2608
Pros1 4179.5 4962
Psap -2543.5 4562
Qsox1 5388.5 -1619
Rarres2 5080.5 -3052
Sccpdh 227.5 922
Selenop 3557.5 571
Serpine1 743.5 1911
Serping1 1907.5 957
Sod1 -2867.5 -2270
Sparc 1782.5 -5058
Srgn -2390.5 -4889
Stx4a 1559.5 -4819
Stxbp2 5568.5 -5055
Stxbp3 2651.5 5234
Tagln2 3069.5 -6000
Tex264 2147.5 -4792
Tgfb1 2887.5 -5464
Tgfb2 1211.5 4752
Tgfb3 3734.5 1657
Thbs1 -3465.5 845
Timp3 3838.5 -3256
Tln1 -1108.5 -4050
Tmsb4x 4551.5 -4975
Tmx3 3789.5 -879
Tor4a -2973.5 -4855
Ttn -2540.5 -1189
Tuba4a -4968.5 -2273
Vcl 1603.5 3237
Vegfa -4638.5 -5624
Vegfb -3753.5 1571
Vegfc -1320.5 -4431
Vegfd 2021.5 1617
Vti1b -2278.5 280
Vwf 3593.5 -1888
Wdr1 -5756.5 -568





Chaperone-Mediated-Autophagy

metric value
setSize 16
pMANOVA 0.266
p.adjustMANOVA 0.266
s.dist 0.226
s.ab -0.209
s.d36 -0.0869
p.ab 0.149
p.d36 0.547




Gene ab d36
Rps27a -4190.5 -4207
Uba52 -2952.5 -3903
Park7 -4463.5 -2564
Plin3 -2361.5 -3422
Hbb-bt -5467.5 -1469
Hspa8 -6017.5 -961
Ubb -2267.5 -1407
Hsp90aa1 -668.5 -4565

Click HERE to show all gene set members

ab d36
Arl13b 3535.5 2626
Eef1a1 5423.5 -5451
Hbb-bt -5467.5 -1469
Hdac6 4562.5 -4546
Hsp90aa1 -668.5 -4565
Hsp90ab1 -5895.5 3412
Hspa8 -6017.5 -961
Ift88 53.5 5821
Lamp2 -2398.5 3694
Park7 -4463.5 -2564
Pcnt -640.5 4412
Plin2 1794.5 2930
Plin3 -2361.5 -3422
Rps27a -4190.5 -4207
Uba52 -2952.5 -3903
Ubb -2267.5 -1407





Protein-localization

metric value
setSize 141
pMANOVA 0.000146
p.adjustMANOVA 0.000366
s.dist 0.215
s.ab -0.146
s.d36 0.158
p.ab 0.00284
p.d36 0.00119




Gene ab d36
Dhrs4 -4704.5 5203
Ube2d1 -4742.5 4771
Atad1 -4528.5 4992
Ldhd -4240.5 5140
Acot2 -3528.5 5594
Nudt7 -3329.5 5773
Cs -3641.5 5068
Abcd3 -3869.5 4541
Crat -2926.5 5772
Vdac1 -3120.5 5253
Pmpca -3790.5 4294
Bag6 -5734.5 2768
Mlycd -2975.5 5299
Idh1 -3045.5 5095
Ubl4a -3177.5 4725
Ide -2882.5 5146
Amacr -2719.5 5193
Hspd1 -2883.5 4617
Slc25a12 -2380.5 5513
Pex12 -2684.5 4723

Click HERE to show all gene set members

ab d36
Abcd1 -1583.5 5158
Abcd2 3364.5 1731
Abcd3 -3869.5 4541
Acbd5 4040.5 1686
Aco2 -1999.5 5196
Acot2 -3528.5 5594
Acot4 1084.5 -125
Acot8 -3903.5 -1738
Acox1 1182.5 5457
Acox3 3081.5 2431
Agps -2340.5 -440
Aldh3a2 -1798.5 -4790
Amacr -2719.5 5193
App 1275.5 -4045
Asna1 -2356.5 -3178
Atad1 -4528.5 4992
Bag6 -5734.5 2768
Bcs1l -5667.5 905
Caml 4443.5 -5219
Cat 95.5 5567
Chchd10 -3494.5 -2742
Chchd2 -358.5 -2264
Chchd3 -831.5 2691
Chchd5 27.5 -3398
Chchd7 2517.5 -212
Cmc2 1429.5 -1558
Cmc4 475.5 1675
Coa4 -2316.5 -1232
Coa6 1483.5 -2148
Coq2 -700.5 5682
Cox19 -1178.5 -4251
Crat -2926.5 5772
Crot -2245.5 4979
Cs -3641.5 5068
Cyb5a 5328.5 58
Cyc1 -4106.5 -1627
Ddo -1129.5 5697
Decr2 359.5 -2504
Dhrs4 -4704.5 5203
Dnajc19 -2715.5 330
Ech1 -4002.5 938
Ehhadh 2146.5 5711
Emd 1505.5 -2801
Ephx2 -1020.5 5848
Fis1 286.5 -1590
Fxn -2359.5 -1707
Get4 4249.5 -3115
Gfer -2693.5 -5717
Gnpat 1173.5 4973
Grpel1 -629.5 -1685
Grpel2 -4226.5 681
Gstk1 -1153.5 124
Hacl1 -2104.5 2166
Hmgcl -2497.5 1687
Hmox1 697.5 -442
Hscb -2296.5 -1485
Hsd17b4 273.5 4650
Hspa9 -1353.5 3772
Hspd1 -2883.5 4617
Ide -2882.5 5146
Idh1 -3045.5 5095
Idh3g -3160.5 3102
Ldhd -4240.5 5140
Lonp2 -493.5 5405
Mlycd -2975.5 5299
Mpv17 -3580.5 -623
Mtx1 -469.5 -1693
Mtx2 203.5 1944
Nos2 -4783.5 -5692
Nudt19 4961.5 1526
Nudt7 -3329.5 5773
Paox -4685.5 1842
Pecr 1658.5 -575
Pex1 4455.5 3578
Pex10 321.5 3276
Pex12 -2684.5 4723
Pex13 4063.5 2706
Pex14 248.5 1366
Pex16 -21.5 -2988
Pex19 -523.5 3784
Pex2 -4600.5 1444
Pex26 323.5 421
Pex3 -840.5 1474
Pex5 -5172.5 -197
Pex6 -4277.5 1581
Pex7 -1753.5 5164
Phyh 1979.5 4810
Pitrm1 -389.5 3224
Pmpca -3790.5 4294
Pmpcb 1748.5 347
Prnp 1553.5 -780
Pxmp2 -2201.5 -1841
Pxmp4 -2845.5 -198
Rps27a -4190.5 -4207
Samm50 -2824.5 1341
Scp2 5674.5 2752
Sec61b 4402.5 -5302
Sec61g -4711.5 -2153
Serp1 3797.5 -4254
Sgta -3523.5 859
Slc25a12 -2380.5 5513
Slc25a13 -1364.5 4643
Slc25a17 4482.5 -4979
Slc25a4 -1484.5 -2700
Stx1a 5180.5 -1194
Stx5a 4362.5 -2257
Taz 92.5 4454
Timm10 -1565.5 -1984
Timm10b 3235.5 -729
Timm13 -5196.5 -4663
Timm17a -3678.5 3270
Timm17b -2939.5 -1781
Timm21 -3590.5 -418
Timm22 -994.5 -3944
Timm23 -2284.5 2143
Timm44 -2839.5 -979
Timm50 -4217.5 -2210
Timm8a1 -1552.5 -1844
Timm8b -1081.5 -781
Timm9 886.5 -6015
Tomm20 506.5 -993
Tomm22 1419.5 -1109
Tomm40 -5263.5 -86
Tomm5 -3077.5 -2029
Tomm6 -4094.5 -1309
Tomm7 2819.5 -3129
Tomm70a -3762.5 2273
Tysnd1 -1743.5 497
Uba52 -2952.5 -3903
Ubb -2267.5 -1407
Ube2d1 -4742.5 4771
Ube2d2a 5601.5 -410
Ube2d3 -1398.5 2087
Ube2j2 -920.5 -2266
Ubl4a -3177.5 4725
Usp9x 2232.5 4874
Vamp2 2802.5 1836
Vapa -1375.5 2198
Vdac1 -3120.5 5253
Wrb -374.5 -798
Zfand6 -296.5 4130





Platelet-activation,-signaling-and-aggregation

metric value
setSize 187
pMANOVA 8.29e-06
p.adjustMANOVA 4.15e-05
s.dist 0.214
s.ab 0.0984
s.d36 -0.19
p.ab 0.0208
p.d36 8.26e-06




Gene ab d36
Pecam1 5435.5 -6005
Anxa5 5360.5 -5944
Gng2 5782.5 -5206
F2r 5371.5 -5362
Stxbp2 5568.5 -5055
Prkch 4679.5 -5771
Cdc42 4469.5 -5470
Gng10 5579.5 -4220
Tmsb4x 4551.5 -4975
Gnb1 3791.5 -5197
Cfl1 3267.5 -5778
Gnb4 3274.5 -5708
Endod1 3373.5 -5527
Tagln2 3069.5 -6000
Arrb1 3464.5 -5200
Gas6 3951.5 -4537
Cap1 3084.5 -5669
Cyb5r1 3179.5 -5170
Tgfb1 2887.5 -5464
Src 5217.5 -2972

Click HERE to show all gene set members

ab d36
Aamp -2258.5 -4951
Abcc4 1970.5 -1670
Abhd12 3748.5 806
Abhd6 3805.5 2851
Actn1 -4604.5 -5024
Actn2 -5378.5 2638
Actn4 761.5 -5850
Ahsg 5563.5 -1015
Akt1 -4927.5 -1552
Anxa5 5360.5 -5944
Apbb1ip -1738.5 -4000
Aplp2 5669.5 2725
Apool -130.5 1786
App 1275.5 -4045
Arrb1 3464.5 -5200
Arrb2 1118.5 -3266
Bcar1 8.5 -2935
Brpf3 1875.5 1432
Calm1 1392.5 -5536
Calu 4293.5 1275
Cap1 3084.5 -5669
Cd36 -781.5 4859
Cd63 150.5 -5851
Cd9 3960.5 -3699
Cdc37l1 1017.5 1851
Cdc42 4469.5 -5470
Cfl1 3267.5 -5778
Chid1 -1245.5 573
Clec3b 1665.5 -4649
Clu 5327.5 -920
Crk 7.5 1367
Csk 1857.5 2296
Cyb5r1 3179.5 -5170
Dagla 4069.5 -2639
Daglb 4662.5 -2135
Dgka 3496.5 -3918
Dgkd -5950.5 -1156
Dgke 2302.5 -2159
Dgkh -3593.5 -5809
Dgkq -1263.5 -4705
Dgkz 1666.5 -4277
Ecm1 2398.5 -3458
Egf 5376.5 5379
Endod1 3373.5 -5527
F13a1 -1455.5 -4813
F2r 5371.5 -5362
Fam3c 4.5 1264
Fam49b 2543.5 -789
Fcer1g -729.5 -4428
Fermt3 -342.5 -4963
Flna -2651.5 -5878
Fn1 2667.5 -1637
Fyn -5007.5 -5564
Gas6 3951.5 -4537
Gna11 -3119.5 -3588
Gna12 970.5 4107
Gna13 47.5 -635
Gnai1 4876.5 1477
Gnai2 -2023.5 -2736
Gnai3 4769.5 -6
Gnaq 425.5 -2832
Gnb1 3791.5 -5197
Gnb2 -5587.5 -3631
Gnb3 -88.5 -839
Gnb4 3274.5 -5708
Gnb5 1823.5 3790
Gng10 5579.5 -4220
Gng11 -2523.5 -1939
Gng12 3603.5 954
Gng2 5782.5 -5206
Gng5 1661.5 505
Gngt2 5414.5 -2034
Gp1ba -2473.5 4196
Grb2 4354.5 5789
Gtpbp2 -4923.5 -874
Habp4 4847.5 2640
Hspa5 1696.5 1779
Igf1 2193.5 442
Igf2 4185.5 -3484
Islr 1153.5 -3144
Itga2b -3203.5 5358
Itgb3 3753.5 4308
Itih4 945.5 -4387
Itpr1 -1288.5 1131
Itpr2 5652.5 -2558
Itpr3 276.5 -1493
Lamp2 -2398.5 3694
Lgals3bp 1982.5 -4128
Lhfpl2 -514.5 -5504
Lyn -5716.5 -5053
Maged2 4830.5 -2690
Manf 93.5 -2074
Mapk1 2361.5 4015
Mapk14 -2480.5 5583
Mapk3 435.5 -5175
Mgll -2858.5 -5344
Mmrn1 -4562.5 1708
Nhlrc2 -2618.5 97
Ola1 -3044.5 2646
P2ry1 -4280.5 4663
Pcdh7 2816.5 4457
Pcyox1l 384.5 -5683
Pdgfa 3387.5 -2200
Pdgfb -3484.5 -5070
Pdpk1 -45.5 1828
Pdpn 4867.5 -233
Pecam1 5435.5 -6005
Pf4 -3306.5 2460
Pfn1 -5043.5 -4955
Phactr2 4578.5 5370
Pik3ca -75.5 473
Pik3cb 3253.5 4883
Pik3cg 60.5 -1882
Pik3r1 -2910.5 4811
Pik3r2 -347.5 2632
Pik3r3 -407.5 5080
Pik3r5 -4833.5 -833
Pik3r6 -4891.5 -5133
Pla2g4a 5119.5 1798
Plcg2 -4984.5 -2505
Plek -4203.5 4068
Ppbp -5362.5 1767
Ppia 808.5 -4794
Prkca -5946.5 5085
Prkcd 215.5 -2497
Prkce -4307.5 577
Prkcg -808.5 -2608
Prkch 4679.5 -5771
Prkcq -3480.5 5620
Prkcz 1484.5 23
Pros1 4179.5 4962
Psap -2543.5 4562
Ptk2 -1152.5 2180
Ptpn1 1809.5 -279
Ptpn11 1827.5 1935
Ptpn6 -4724.5 -2054
Qsox1 5388.5 -1619
Rac1 2298.5 4382
Rac2 -5517.5 -4638
Raf1 -1990.5 4957
Rap1a 300.5 -17
Rap1b 3328.5 -3725
Rapgef3 -1405.5 -5900
Rapgef4 -5554.5 -1226
Rarres2 5080.5 -3052
Rasgrp2 -5264.5 -4030
Rhob -4872.5 919
Rhog -4736.5 -5706
Sccpdh 227.5 922
Selenop 3557.5 571
Serpine1 743.5 1911
Serping1 1907.5 957
Shc1 3979.5 -3058
Sod1 -2867.5 -2270
Sos1 5252.5 584
Sparc 1782.5 -5058
Src 5217.5 -2972
Srgn -2390.5 -4889
Stx4a 1559.5 -4819
Stxbp2 5568.5 -5055
Stxbp3 2651.5 5234
Syk 2745.5 -5361
Tagln2 3069.5 -6000
Tex264 2147.5 -4792
Tgfb1 2887.5 -5464
Tgfb2 1211.5 4752
Tgfb3 3734.5 1657
Thbs1 -3465.5 845
Timp3 3838.5 -3256
Tln1 -1108.5 -4050
Tmsb4x 4551.5 -4975
Tmx3 3789.5 -879
Tor4a -2973.5 -4855
Trpc3 517.5 -2446
Ttn -2540.5 -1189
Tuba4a -4968.5 -2273
Vav1 -3902.5 -2109
Vav2 -4195.5 5285
Vav3 -4031.5 -177
Vcl 1603.5 3237
Vegfa -4638.5 -5624
Vegfb -3753.5 1571
Vegfc -1320.5 -4431
Vegfd 2021.5 1617
Vti1b -2278.5 280
Vwf 3593.5 -1888
Wdr1 -5756.5 -568





Neddylation

metric value
setSize 201
pMANOVA 2.12e-05
p.adjustMANOVA 7.95e-05
s.dist 0.199
s.ab -0.109
s.d36 0.166
p.ab 0.00792
p.d36 5.13e-05




Gene ab d36
Klhl41 -5951.5 5791
Cul9 -5135.5 5637
Asb15 -5545.5 4821
Fbxw7 -5133.5 4633
Psme3 -4440.5 5211
Ube2d1 -4742.5 4771
Zbtb16 -6061.5 3697
Asb5 -4064.5 5502
Dcaf4 -3976.5 5566
Fem1c -5053.5 4221
Psme4 -3880.5 5488
Fem1b -3964.5 4682
Dcun1d2 -4411.5 4096
Cops7b -3148.5 5694
Dcaf11 -3438.5 4993
Dcaf5 -5986.5 2796
Psmd3 -4458.5 3681
Fbxl7 -3915.5 4142
Cops4 -3518.5 4318
Wdtc1 -3510.5 4299

Click HERE to show all gene set members

ab d36
Ankrd9 986.5 -806
Asb1 1698.5 4893
Asb10 -3554.5 2295
Asb11 -5098.5 -518
Asb12 -3863.5 -495
Asb13 -428.5 -3957
Asb14 -4269.5 3319
Asb15 -5545.5 4821
Asb18 1105.5 1021
Asb2 -5153.5 2613
Asb3 1280.5 3383
Asb4 1853.5 2232
Asb5 -4064.5 5502
Asb6 2645.5 -2731
Asb7 2538.5 -3014
Asb8 -2969.5 3477
Btbd1 3959.5 5119
Btbd6 1040.5 3369
Btrc -2260.5 5798
Cand1 -273.5 2560
Ccdc22 -1597.5 -4587
Ccdc8 5516.5 -3557
Cish -6028.5 2049
Commd10 907.5 -241
Commd2 732.5 1776
Commd3 1826.5 -1334
Commd4 2028.5 -2733
Commd5 3508.5 -3070
Commd6 2392.5 -809
Commd7 148.5 -119
Commd8 5375.5 1077
Commd9 3696.5 -2449
Cops2 -587.5 2611
Cops3 3295.5 -1435
Cops4 -3518.5 4318
Cops5 -2701.5 -2099
Cops6 -2775.5 2084
Cops7a 598.5 4983
Cops7b -3148.5 5694
Cops8 -2217.5 2290
Cul1 3128.5 5019
Cul2 -1103.5 3216
Cul3 -634.5 3414
Cul4a -946.5 2329
Cul4b 5075.5 -71
Cul5 -1192.5 2382
Cul7 -1162.5 -4112
Cul9 -5135.5 5637
Dcaf10 34.5 3683
Dcaf11 -3438.5 4993
Dcaf13 893.5 -3151
Dcaf17 1410.5 -384
Dcaf4 -3976.5 5566
Dcaf5 -5986.5 2796
Dcaf6 -517.5 3599
Dcaf7 -5857.5 1942
Dcun1d1 777.5 907
Dcun1d2 -4411.5 4096
Dcun1d3 1695.5 -1384
Dcun1d4 3010.5 1744
Dcun1d5 -2614.5 2716
Dda1 530.5 -313
Ddb1 615.5 2816
Ddb2 3450.5 -5602
Epas1 -3598.5 2954
Ercc8 1324.5 -2536
Fbxl12 3604.5 3797
Fbxl14 549.5 -1615
Fbxl15 -4248.5 -2164
Fbxl16 3575.5 -2999
Fbxl18 964.5 724
Fbxl19 1026.5 944
Fbxl20 562.5 -2000
Fbxl22 628.5 -4944
Fbxl3 3831.5 1280
Fbxl4 4340.5 4767
Fbxl5 5518.5 5510
Fbxl7 -3915.5 4142
Fbxl8 3707.5 -290
Fbxo10 -2342.5 5304
Fbxo11 5242.5 3610
Fbxo21 -441.5 5668
Fbxo22 1453.5 -5860
Fbxo30 -5989.5 2487
Fbxo31 -864.5 5809
Fbxo32 -2560.5 5160
Fbxo4 3988.5 2496
Fbxo40 -5726.5 1670
Fbxo44 5676.5 284
Fbxo6 1069.5 2041
Fbxo7 -3157.5 -1773
Fbxo9 3451.5 779
Fbxw11 -815.5 1933
Fbxw2 2363.5 -398
Fbxw4 -5775.5 1209
Fbxw5 -2629.5 5250
Fbxw7 -5133.5 4633
Fbxw8 3867.5 -678
Fbxw9 -6027.5 -5662
Fem1b -3964.5 4682
Fem1c -5053.5 4221
Gan -1528.5 -1598
Gps1 -3596.5 -772
Hif1a -3296.5 2976
Kbtbd7 -4526.5 -1155
Kctd6 348.5 2268
Kctd7 4238.5 789
Keap1 -3459.5 1943
Klhl11 2942.5 5133
Klhl13 4891.5 2473
Klhl2 -2446.5 424
Klhl20 3761.5 661
Klhl21 -2121.5 3422
Klhl22 -1476.5 3001
Klhl25 -1934.5 -1968
Klhl3 -3104.5 3092
Klhl41 -5951.5 5791
Klhl42 -1082.5 -866
Klhl5 357.5 -937
Klhl9 -931.5 -1591
Lmo7 1443.5 5514
Lrrc41 -1093.5 -1915
Nae1 54.5 3223
Nedd8 -3687.5 -3613
Neurl2 -1880.5 3850
Nub1 -1997.5 3337
Obsl1 -1564.5 1063
Psma1 -3443.5 2810
Psma2 65.5 1039
Psma3 -3576.5 -3965
Psma4 2014.5 1669
Psma5 -4425.5 -2091
Psma6 1101.5 783
Psma7 -3737.5 -1348
Psmb1 1352.5 -1931
Psmb10 -124.5 -5666
Psmb2 -4177.5 -2748
Psmb3 -3974.5 -2006
Psmb4 -4922.5 -3974
Psmb5 -4543.5 -4446
Psmb6 -4903.5 -3935
Psmb7 -4340.5 477
Psmb8 -2315.5 -3885
Psmb9 -4703.5 -108
Psmc1 -2094.5 -1203
Psmc2 -3960.5 2275
Psmc3 -1045.5 -2312
Psmc4 -889.5 -4569
Psmc5 -2672.5 -3247
Psmc6 -1556.5 1385
Psmd1 -599.5 667
Psmd10 -1139.5 5000
Psmd11 -5204.5 1824
Psmd12 -937.5 3831
Psmd13 -2303.5 -2879
Psmd14 -2527.5 2370
Psmd2 -3266.5 3570
Psmd3 -4458.5 3681
Psmd4 -1978.5 -3805
Psmd5 582.5 1
Psmd6 1353.5 -1526
Psmd7 -2675.5 379
Psmd8 4829.5 -23
Psmd9 665.5 923
Psme1 -4810.5 -1389
Psme2b -1033.5 491
Psme3 -4440.5 5211
Psme4 -3880.5 5488
Psmf1 -2056.5 -2589
Pum2 1240.5 1564
Rbbp5 -1857.5 4372
Rbbp7 2413.5 3592
Rbx1 1071.5 -3541
Rnf7 -2725.5 -499
Rps27a -4190.5 -4207
Senp8 -1749.5 406
Skp1a 3485.5 3561
Socs2 -121.5 -3402
Socs3 3467.5 3794
Socs5 4122.5 715
Socs6 -6037.5 1486
Spsb1 4644.5 4612
Spsb2 3204.5 4290
Spsb3 -525.5 -3861
Spsb4 -2078.5 -5303
Tulp4 3825.5 55
Uba3 3068.5 3078
Uba52 -2952.5 -3903
Ubb -2267.5 -1407
Ube2d1 -4742.5 4771
Ube2d2a 5601.5 -410
Ube2d3 -1398.5 2087
Ube2f 1329.5 500
Ube2m -1944.5 -2636
Ubxn7 4169.5 -1054
Vhl 1284.5 2318
Wdr5 -2834.5 754
Wdtc1 -3510.5 4299
Wsb1 2376.5 261
Wsb2 -2224.5 3725
Zbtb16 -6061.5 3697





Antigen-processing:-Ubiquitination-&-Proteasome-degradation

metric value
setSize 262
pMANOVA 8.11e-07
p.adjustMANOVA 6.08e-06
s.dist 0.197
s.ab -0.0748
s.d36 0.182
p.ab 0.038
p.d36 4.29e-07




Gene ab d36
Klhl41 -5951.5 5791
Det1 -5539.5 5828
Rnf123 -5790.5 4970
Ubr4 -5983.5 4668
Asb15 -5545.5 4821
Trim63 -4991.5 5292
Rnf144b -5065.5 4809
Fbxw7 -5133.5 4633
Psme3 -4440.5 5211
Ube2d1 -4742.5 4771
Zbtb16 -6061.5 3697
Asb5 -4064.5 5502
Uba1 -4276.5 5013
Psme4 -3880.5 5488
Npepps -5495.5 3488
Ubr2 -3504.5 5120
Psmd3 -4458.5 3681
Fbxl7 -3915.5 4142
Rnf114 -4735.5 3397
Ube2a -4068.5 3801

Click HERE to show all gene set members

ab d36
Anapc1 388.5 4095
Anapc10 -1897.5 -622
Anapc11 -1892.5 -4167
Anapc13 -875.5 -3121
Anapc2 -3082.5 -3659
Anapc4 4523.5 1722
Anapc5 1150.5 537
Anapc7 -4503.5 1245
Arel1 2451.5 5634
Arih2 467.5 2210
Asb1 1698.5 4893
Asb10 -3554.5 2295
Asb11 -5098.5 -518
Asb12 -3863.5 -495
Asb13 -428.5 -3957
Asb14 -4269.5 3319
Asb15 -5545.5 4821
Asb18 1105.5 1021
Asb2 -5153.5 2613
Asb3 1280.5 3383
Asb4 1853.5 2232
Asb5 -4064.5 5502
Asb6 2645.5 -2731
Asb7 2538.5 -3014
Asb8 -2969.5 3477
Atg7 -2197.5 1108
Blmh -2031.5 2786
Btbd1 3959.5 5119
Btbd6 1040.5 3369
Btrc -2260.5 5798
Cblb 5713.5 3769
Cdc16 -3171.5 4187
Cdc23 3978.5 2286
Cdc26 -597.5 1770
Cdc27 2837.5 3350
Cul1 3128.5 5019
Cul2 -1103.5 3216
Cul3 -634.5 3414
Cul5 -1192.5 2382
Cul7 -1162.5 -4112
Det1 -5539.5 5828
Dtx3l -5807.5 2536
Dzip3 729.5 4497
Fbxl12 3604.5 3797
Fbxl14 549.5 -1615
Fbxl15 -4248.5 -2164
Fbxl16 3575.5 -2999
Fbxl18 964.5 724
Fbxl19 1026.5 944
Fbxl20 562.5 -2000
Fbxl22 628.5 -4944
Fbxl3 3831.5 1280
Fbxl4 4340.5 4767
Fbxl5 5518.5 5510
Fbxl7 -3915.5 4142
Fbxl8 3707.5 -290
Fbxo10 -2342.5 5304
Fbxo11 5242.5 3610
Fbxo21 -441.5 5668
Fbxo22 1453.5 -5860
Fbxo30 -5989.5 2487
Fbxo31 -864.5 5809
Fbxo32 -2560.5 5160
Fbxo4 3988.5 2496
Fbxo40 -5726.5 1670
Fbxo44 5676.5 284
Fbxo6 1069.5 2041
Fbxo7 -3157.5 -1773
Fbxo9 3451.5 779
Fbxw11 -815.5 1933
Fbxw2 2363.5 -398
Fbxw4 -5775.5 1209
Fbxw5 -2629.5 5250
Fbxw7 -5133.5 4633
Fbxw8 3867.5 -678
Fbxw9 -6027.5 -5662
Fzr1 -2533.5 3572
Gan -1528.5 -1598
Glmn 4483.5 5364
Hace1 2456.5 3049
Hectd1 -2200.5 3829
Hectd3 3537.5 -221
Hecw2 -2633.5 -599
Herc1 833.5 14
Herc2 -2192.5 -894
Herc3 3676.5 2170
Herc4 4387.5 4192
Herc6 4289.5 -1860
Huwe1 -4626.5 2122
Itch 5125.5 -1838
Kbtbd7 -4526.5 -1155
Kctd6 348.5 2268
Kctd7 4238.5 789
Keap1 -3459.5 1943
Klhl11 2942.5 5133
Klhl13 4891.5 2473
Klhl2 -2446.5 424
Klhl20 3761.5 661
Klhl21 -2121.5 3422
Klhl22 -1476.5 3001
Klhl25 -1934.5 -1968
Klhl3 -3104.5 3092
Klhl41 -5951.5 5791
Klhl42 -1082.5 -866
Klhl5 357.5 -937
Klhl9 -931.5 -1591
Lmo7 1443.5 5514
Lnpep 4457.5 2608
Lnx1 -1904.5 2456
Lonrf1 527.5 5523
Lrrc41 -1093.5 -1915
Lrsam1 2626.5 -933
Ltn1 -283.5 4676
Mex3c 2371.5 1587
Mgrn1 4381.5 5419
Mib2 -4715.5 -2662
Mkrn1 -5431.5 -1947
Mylip 5357.5 -1037
Nedd4 -3102.5 3825
Nedd4l 2973.5 1259
Npepps -5495.5 3488
Pja1 4672.5 -2600
Pja2 -792.5 2959
Psma1 -3443.5 2810
Psma2 65.5 1039
Psma3 -3576.5 -3965
Psma4 2014.5 1669
Psma5 -4425.5 -2091
Psma6 1101.5 783
Psma7 -3737.5 -1348
Psmb1 1352.5 -1931
Psmb10 -124.5 -5666
Psmb2 -4177.5 -2748
Psmb3 -3974.5 -2006
Psmb4 -4922.5 -3974
Psmb5 -4543.5 -4446
Psmb6 -4903.5 -3935
Psmb7 -4340.5 477
Psmb8 -2315.5 -3885
Psmb9 -4703.5 -108
Psmc1 -2094.5 -1203
Psmc2 -3960.5 2275
Psmc3 -1045.5 -2312
Psmc4 -889.5 -4569
Psmc5 -2672.5 -3247
Psmc6 -1556.5 1385
Psmd1 -599.5 667
Psmd10 -1139.5 5000
Psmd11 -5204.5 1824
Psmd12 -937.5 3831
Psmd13 -2303.5 -2879
Psmd14 -2527.5 2370
Psmd2 -3266.5 3570
Psmd3 -4458.5 3681
Psmd4 -1978.5 -3805
Psmd5 582.5 1
Psmd6 1353.5 -1526
Psmd7 -2675.5 379
Psmd8 4829.5 -23
Psmd9 665.5 923
Psme1 -4810.5 -1389
Psme2b -1033.5 491
Psme3 -4440.5 5211
Psme4 -3880.5 5488
Psmf1 -2056.5 -2589
Rbbp6 -906.5 1058
Rbck1 -5327.5 -1324
Rbx1 1071.5 -3541
Rchy1 3284.5 1165
Rlim 2710.5 2348
Rnf111 -4104.5 1113
Rnf114 -4735.5 3397
Rnf115 -4168.5 -1214
Rnf123 -5790.5 4970
Rnf126 -2004.5 -3842
Rnf130 595.5 -2914
Rnf14 2720.5 2898
Rnf144b -5065.5 4809
Rnf19a 3123.5 -1621
Rnf19b -3602.5 449
Rnf213 -1479.5 -5845
Rnf217 4959.5 1917
Rnf220 4141.5 -2246
Rnf25 1050.5 -3898
Rnf34 58.5 -20
Rnf4 2352.5 896
Rnf41 4490.5 3485
Rnf6 3766.5 1253
Rnf7 -2725.5 -499
Rps27a -4190.5 -4207
Sh3rf1 -4303.5 -305
Siah2 4194.5 -496
Skp1a 3485.5 3561
Smurf1 -131.5 -615
Smurf2 -5014.5 493
Socs3 3467.5 3794
Spsb1 4644.5 4612
Spsb2 3204.5 4290
Spsb4 -2078.5 -5303
Stub1 -3601.5 -3303
Thop1 -5842.5 -5476
Tpp2 -780.5 5220
Traf7 3931.5 -5245
Trim11 2386.5 -56
Trim21 4200.5 -657
Trim32 -1235.5 3988
Trim37 699.5 3868
Trim39 3365.5 -3089
Trim41 176.5 3495
Trim63 -4991.5 5292
Trip12 1320.5 2931
Uba1 -4276.5 5013
Uba3 3068.5 3078
Uba5 5639.5 -4956
Uba52 -2952.5 -3903
Uba6 793.5 -3414
Uba7 -3561.5 -4129
Ubac1 -2037.5 5294
Ubb -2267.5 -1407
Ube2a -4068.5 3801
Ube2b 1901.5 5258
Ube2d1 -4742.5 4771
Ube2d2a 5601.5 -410
Ube2d3 -1398.5 2087
Ube2e1 439.5 -2644
Ube2e2 -1427.5 4376
Ube2e3 -2689.5 4093
Ube2f 1329.5 500
Ube2g1 -3202.5 2677
Ube2g2 -621.5 -3155
Ube2h -490.5 3043
Ube2j1 -191.5 3231
Ube2j2 -920.5 -2266
Ube2k -113.5 3738
Ube2l3 -1073.5 4775
Ube2l6 -5506.5 -3683
Ube2m -1944.5 -2636
Ube2o -5910.5 -804
Ube2q1 1924.5 -4274
Ube2q2 4687.5 2926
Ube2r2 -2687.5 4185
Ube2s -1515.5 -2249
Ube2v1 -567.5 -828
Ube2v2 -1547.5 2720
Ube2w 1656.5 3230
Ube2z 2458.5 2886
Ube3a 1116.5 2692
Ube3b -745.5 4199
Ube3c 3445.5 1086
Ube4a 1440.5 2526
Ubox5 -4155.5 -2107
Ubr1 -1171.5 -567
Ubr2 -3504.5 5120
Ubr4 -5983.5 4668
Ufl1 4091.5 1139
Unkl -900.5 2945
Vhl 1284.5 2318
Wsb1 2376.5 261
Wwp1 -470.5 4054
Zbtb16 -6061.5 3697
Znrf1 -4673.5 -4440
Znrf2 1402.5 4635





Autophagy

metric value
setSize 117
pMANOVA 0.0037
p.adjustMANOVA 0.00497
s.dist 0.188
s.ab -0.127
s.d36 0.139
p.ab 0.0178
p.d36 0.0097




Gene ab d36
Atg9a -5319.5 4961
Vcp -4619.5 5396
Tsc2 -5449.5 4564
Pgam5 -4296.5 5336
Dynll2 -4915.5 4603
Hsp90ab1 -5895.5 3412
Sqstm1 -4504.5 3770
Vdac1 -3120.5 5253
Mlst8 -3051.5 5337
Chmp4c -4050.5 3228
Ulk1 -5479.5 2380
Atg4b -4652.5 2598
Rptor -4005.5 2914
Epas1 -3598.5 2954
Wipi1 -4477.5 2336
Atg4d -2309.5 4452
Ubap1 -4066.5 2508
Wdr45b -5256.5 1826
Mvb12b -1809.5 5191
Lamp2 -2398.5 3694

Click HERE to show all gene set members

ab d36
Ambra1 2209.5 865
Arl13b 3535.5 2626
Atg10 2771.5 245
Atg101 5752.5 -4595
Atg12 -348.5 1754
Atg13 -3298.5 247
Atg14 -2991.5 2109
Atg16l1 -2053.5 1151
Atg3 -3579.5 -1582
Atg4a 4391.5 591
Atg4b -4652.5 2598
Atg4c 5467.5 1478
Atg4d -2309.5 4452
Atg5 5122.5 2910
Atg7 -2197.5 1108
Atg9a -5319.5 4961
Atm 911.5 516
Becn1 2652.5 -673
Chmp2a 930.5 -2707
Chmp2b -3820.5 1878
Chmp3 4527.5 210
Chmp4b 4442.5 -2976
Chmp4c -4050.5 3228
Chmp6 -53.5 3017
Chmp7 442.5 -2541
Csnk2a1 966.5 3203
Csnk2a2 -1462.5 -3339
Csnk2b 268.5 -2671
Dync1h1 -5568.5 1394
Dync1i2 2734.5 -3975
Dync1li1 -2517.5 1393
Dync1li2 -2486.5 3478
Dynll1 372.5 -5867
Dynll2 -4915.5 4603
Eef1a1 5423.5 -5451
Epas1 -3598.5 2954
Fundc1 3006.5 4373
Gabarap 3820.5 179
Gabarapl1 3101.5 -841
Gabarapl2 1122.5 -158
Hbb-bt -5467.5 -1469
Hdac6 4562.5 -4546
Hsf1 -5601.5 -2640
Hsp90aa1 -668.5 -4565
Hsp90ab1 -5895.5 3412
Hspa8 -6017.5 -961
Ift88 53.5 5821
Lamp2 -2398.5 3694
Lamtor1 -1591.5 -2294
Lamtor2 -1725.5 -3727
Lamtor3 1035.5 1661
Lamtor4 -1464.5 -3509
Lamtor5 -3075.5 -3561
Map1lc3a -3637.5 920
Map1lc3b 1678.5 3815
Mfn1 -2564.5 3259
Mfn2 -2125.5 3899
Mlst8 -3051.5 5337
Mterf3 3141.5 2991
Mtmr14 486.5 4287
Mtmr3 -581.5 2258
Mtor -1939.5 3306
Mvb12a -3816.5 -5003
Mvb12b -1809.5 5191
Nbr1 -16.5 4072
Park7 -4463.5 -2564
Pcnt -640.5 4412
Pex5 -5172.5 -197
Pgam5 -4296.5 5336
Pik3c3 2903.5 3734
Pik3r4 -2454.5 1152
Pink1 -532.5 5417
Plin2 1794.5 2930
Plin3 -2361.5 -3422
Prkaa1 -1389.5 668
Prkaa2 3048.5 4407
Prkab1 -2504.5 2106
Prkab2 -1248.5 3948
Prkag1 -70.5 -1019
Prkag2 5723.5 -299
Prkag3 -2946.5 -4836
Rb1cc1 841.5 3944
Rheb 301.5 1364
Rps27a -4190.5 -4207
Rptor -4005.5 2914
Rraga -1102.5 2836
Rragc 1451.5 2881
Rragd 4098.5 2118
Slc38a9 390.5 -32
Sqstm1 -4504.5 3770
Src 5217.5 -2972
Tomm20 506.5 -993
Tomm22 1419.5 -1109
Tomm40 -5263.5 -86
Tomm5 -3077.5 -2029
Tomm6 -4094.5 -1309
Tomm7 2819.5 -3129
Tomm70a -3762.5 2273
Tsc1 998.5 766
Tsc2 -5449.5 4564
Tsg101 299.5 2530
Uba52 -2952.5 -3903
Ubap1 -4066.5 2508
Ubb -2267.5 -1407
Ube2v1 -567.5 -828
Ulk1 -5479.5 2380
Usp30 -2017.5 1992
Uvrag 3966.5 2827
Vcp -4619.5 5396
Vdac1 -3120.5 5253
Vps37a -2127.5 -8
Vps37b 4534.5 -288
Vps37c -5354.5 -2645
Wdr45 -4890.5 -3451
Wdr45b -5256.5 1826
Wipi1 -4477.5 2336
Wipi2 896.5 -4124





Macroautophagy

metric value
setSize 106
pMANOVA 0.00777
p.adjustMANOVA 0.00832
s.dist 0.184
s.ab -0.109
s.d36 0.148
p.ab 0.052
p.d36 0.00882




Gene ab d36
Atg9a -5319.5 4961
Vcp -4619.5 5396
Tsc2 -5449.5 4564
Pgam5 -4296.5 5336
Dynll2 -4915.5 4603
Sqstm1 -4504.5 3770
Vdac1 -3120.5 5253
Mlst8 -3051.5 5337
Chmp4c -4050.5 3228
Ulk1 -5479.5 2380
Atg4b -4652.5 2598
Rptor -4005.5 2914
Epas1 -3598.5 2954
Wipi1 -4477.5 2336
Atg4d -2309.5 4452
Wdr45b -5256.5 1826
Dync1li2 -2486.5 3478
Tomm70a -3762.5 2273
Mfn1 -2564.5 3259
Mfn2 -2125.5 3899

Click HERE to show all gene set members

ab d36
Ambra1 2209.5 865
Arl13b 3535.5 2626
Atg10 2771.5 245
Atg101 5752.5 -4595
Atg12 -348.5 1754
Atg13 -3298.5 247
Atg14 -2991.5 2109
Atg16l1 -2053.5 1151
Atg3 -3579.5 -1582
Atg4a 4391.5 591
Atg4b -4652.5 2598
Atg4c 5467.5 1478
Atg4d -2309.5 4452
Atg5 5122.5 2910
Atg7 -2197.5 1108
Atg9a -5319.5 4961
Atm 911.5 516
Becn1 2652.5 -673
Chmp2a 930.5 -2707
Chmp2b -3820.5 1878
Chmp3 4527.5 210
Chmp4b 4442.5 -2976
Chmp4c -4050.5 3228
Chmp6 -53.5 3017
Chmp7 442.5 -2541
Csnk2a1 966.5 3203
Csnk2a2 -1462.5 -3339
Csnk2b 268.5 -2671
Dync1h1 -5568.5 1394
Dync1i2 2734.5 -3975
Dync1li1 -2517.5 1393
Dync1li2 -2486.5 3478
Dynll1 372.5 -5867
Dynll2 -4915.5 4603
Epas1 -3598.5 2954
Fundc1 3006.5 4373
Gabarap 3820.5 179
Gabarapl1 3101.5 -841
Gabarapl2 1122.5 -158
Hdac6 4562.5 -4546
Hsf1 -5601.5 -2640
Hsp90aa1 -668.5 -4565
Hspa8 -6017.5 -961
Ift88 53.5 5821
Lamtor1 -1591.5 -2294
Lamtor2 -1725.5 -3727
Lamtor3 1035.5 1661
Lamtor4 -1464.5 -3509
Lamtor5 -3075.5 -3561
Map1lc3a -3637.5 920
Map1lc3b 1678.5 3815
Mfn1 -2564.5 3259
Mfn2 -2125.5 3899
Mlst8 -3051.5 5337
Mterf3 3141.5 2991
Mtmr14 486.5 4287
Mtmr3 -581.5 2258
Mtor -1939.5 3306
Nbr1 -16.5 4072
Park7 -4463.5 -2564
Pcnt -640.5 4412
Pex5 -5172.5 -197
Pgam5 -4296.5 5336
Pik3c3 2903.5 3734
Pik3r4 -2454.5 1152
Pink1 -532.5 5417
Plin2 1794.5 2930
Plin3 -2361.5 -3422
Prkaa1 -1389.5 668
Prkaa2 3048.5 4407
Prkab1 -2504.5 2106
Prkab2 -1248.5 3948
Prkag1 -70.5 -1019
Prkag2 5723.5 -299
Prkag3 -2946.5 -4836
Rb1cc1 841.5 3944
Rheb 301.5 1364
Rps27a -4190.5 -4207
Rptor -4005.5 2914
Rraga -1102.5 2836
Rragc 1451.5 2881
Rragd 4098.5 2118
Slc38a9 390.5 -32
Sqstm1 -4504.5 3770
Src 5217.5 -2972
Tomm20 506.5 -993
Tomm22 1419.5 -1109
Tomm40 -5263.5 -86
Tomm5 -3077.5 -2029
Tomm6 -4094.5 -1309
Tomm7 2819.5 -3129
Tomm70a -3762.5 2273
Tsc1 998.5 766
Tsc2 -5449.5 4564
Uba52 -2952.5 -3903
Ubb -2267.5 -1407
Ube2v1 -567.5 -828
Ulk1 -5479.5 2380
Usp30 -2017.5 1992
Uvrag 3966.5 2827
Vcp -4619.5 5396
Vdac1 -3120.5 5253
Wdr45 -4890.5 -3451
Wdr45b -5256.5 1826
Wipi1 -4477.5 2336
Wipi2 896.5 -4124





Hemostasis

metric value
setSize 373
pMANOVA 4.84e-08
p.adjustMANOVA 7.26e-07
s.dist 0.184
s.ab 0.0944
s.d36 -0.157
p.ab 0.00188
p.d36 2.15e-07




Gene ab d36
Ighm 5777.5 -5836
Pecam1 5435.5 -6005
Anxa5 5360.5 -5944
Gng2 5782.5 -5206
F2r 5371.5 -5362
Stxbp2 5568.5 -5055
Cav1 4754.5 -5886
Tnfrsf10b 4726.5 -5898
Prkch 4679.5 -5771
Slc3a2 4587.5 -5542
Atp2b4 5523.5 -4459
Cdc42 4469.5 -5470
Sdc4 4437.5 -5343
Gng10 5579.5 -4220
Angpt2 4041.5 -5764
Tmsb4x 4551.5 -4975
Atp1b3 5168.5 -4262
Slc7a6 4648.5 -4568
Nos3 3513.5 -5802
Plaur 3556.5 -5596

Click HERE to show all gene set members

ab d36
Aamp -2258.5 -4951
Abcc4 1970.5 -1670
Abhd12 3748.5 806
Abhd6 3805.5 2851
Abl1 -5917.5 -1584
Actn1 -4604.5 -5024
Actn2 -5378.5 2638
Actn4 761.5 -5850
Ahsg 5563.5 -1015
Ak3 1655.5 3841
Akap1 -5685.5 4064
Akap10 4192.5 926
Akt1 -4927.5 -1552
Angpt1 5452.5 4098
Angpt2 4041.5 -5764
Anxa2 1817.5 -5866
Anxa5 5360.5 -5944
Apbb1ip -1738.5 -4000
Aplp2 5669.5 2725
Apool -130.5 1786
App 1275.5 -4045
Arrb1 3464.5 -5200
Arrb2 1118.5 -3266
Atp1b1 -150.5 3208
Atp1b2 3667.5 -5273
Atp1b3 5168.5 -4262
Atp2a2 -4427.5 4366
Atp2a3 -5259.5 -1730
Atp2b1 -5852.5 3778
Atp2b4 5523.5 -4459
Bcar1 8.5 -2935
Brpf3 1875.5 1432
Bsg -3352.5 403
C1qbp 38.5 -3395
Cables1 2589.5 -2036
Cables2 -1651.5 -3747
Calm1 1392.5 -5536
Calu 4293.5 1275
Cap1 3084.5 -5669
Capza2 3526.5 4640
Capzb -3444.5 2780
Carmil1 3195.5 4226
Cav1 4754.5 -5886
Cbx5 4923.5 1358
Cd36 -781.5 4859
Cd44 -971.5 -178
Cd47 2621.5 -3150
Cd63 150.5 -5851
Cd74 -4666.5 -1586
Cd9 3960.5 -3699
Cd99l2 3656.5 2826
Cdc37l1 1017.5 1851
Cdc42 4469.5 -5470
Cdk2 2380.5 -2178
Cdk5 2170.5 -870
Ceacam1 -4309.5 -2032
Cfl1 3267.5 -5778
Chid1 -1245.5 573
Clec3b 1665.5 -4649
Clu 5327.5 -920
Crk 7.5 1367
Csk 1857.5 2296
Cyb5r1 3179.5 -5170
Dagla 4069.5 -2639
Daglb 4662.5 -2135
Dgka 3496.5 -3918
Dgkd -5950.5 -1156
Dgke 2302.5 -2159
Dgkh -3593.5 -5809
Dgkq -1263.5 -4705
Dgkz 1666.5 -4277
Dock1 4487.5 -517
Dock10 2643.5 3879
Dock11 -2625.5 -300
Dock2 14.5 -3692
Dock4 3029.5 -1786
Dock5 3074.5 4515
Dock6 2690.5 -5465
Dock7 2145.5 -916
Dock8 -816.5 622
Dock9 1354.5 -1812
Ecm1 2398.5 -3458
Egf 5376.5 5379
Ehd1 -4042.5 -5849
Ehd2 1686.5 -6017
Ehd3 3174.5 -2735
Endod1 3373.5 -5527
Esam -8.5 -5480
F11r 1579.5 -5619
F13a1 -1455.5 -4813
F2r 5371.5 -5362
F3 5454.5 2856
Fam3c 4.5 1264
Fam49b 2543.5 -789
Fcer1g -729.5 -4428
Fermt3 -342.5 -4963
Flna -2651.5 -5878
Fn1 2667.5 -1637
Fyn -5007.5 -5564
Gas6 3951.5 -4537
Gata2 3745.5 -4097
Gata4 -5268.5 4151
Gata6 4434.5 5503
Glg1 -5905.5 5213
Gna11 -3119.5 -3588
Gna12 970.5 4107
Gna13 47.5 -635
Gnai1 4876.5 1477
Gnai2 -2023.5 -2736
Gnai3 4769.5 -6
Gnaq 425.5 -2832
Gnas -4213.5 -844
Gnb1 3791.5 -5197
Gnb2 -5587.5 -3631
Gnb3 -88.5 -839
Gnb4 3274.5 -5708
Gnb5 1823.5 3790
Gng10 5579.5 -4220
Gng11 -2523.5 -1939
Gng12 3603.5 954
Gng2 5782.5 -5206
Gng5 1661.5 505
Gngt2 5414.5 -2034
Gp1ba -2473.5 4196
Gpc1 -3965.5 3658
Grb14 -4696.5 5669
Grb2 4354.5 5789
Gtpbp2 -4923.5 -874
Gypc 17.5 5627
Habp4 4847.5 2640
Hbb-bt -5467.5 -1469
Hdac1 5680.5 -2077
Hdac2 4934.5 618
Hmg20b 1476.5 -3476
Hras -1991.5 -5369
Hspa5 1696.5 1779
Igf1 2193.5 442
Igf2 4185.5 -3484
Ighm 5777.5 -5836
Inpp5d -4717.5 -1583
Irf1 3743.5 -4308
Irf2 -5873.5 -3194
Islr 1153.5 -3144
Itga1 -4222.5 -5125
Itga2b -3203.5 5358
Itga3 4396.5 2383
Itga4 -1865.5 -1078
Itga5 509.5 -4981
Itga6 -4134.5 -5495
Itgam 2739.5 -887
Itgav 2668.5 4851
Itgb1 3540.5 3163
Itgb3 3753.5 4308
Itih4 945.5 -4387
Itpk1 3823.5 -2699
Itpr1 -1288.5 1131
Itpr2 5652.5 -2558
Itpr3 276.5 -1493
Jak2 3917.5 2392
Jam2 629.5 1356
Jam3 4953.5 -4010
Jmjd1c 1962.5 1712
Kcnmb1 3644.5 -5083
Kdm1a 326.5 1224
Kif13b 883.5 -3875
Kif16b -1703.5 4099
Kif1b 4190.5 1990
Kif1c -5361.5 4212
Kif21a 206.5 2371
Kif21b 4151.5 -4234
Kif26a -5359.5 -4435
Kif26b -1459.5 425
Kif2a 1261.5 710
Kif3a -3258.5 2284
Kif3b 4282.5 -3679
Kif3c 3285.5 -2306
Kif5a 5599.5 816
Kif5b -473.5 -1965
Kif6 5739.5 3823
Kifap3 -1786.5 2081
Kifc2 5221.5 -764
Klc1 -4200.5 -4566
Klc2 -4010.5 1628
Klc4 2400.5 927
Kras -403.5 1410
L1cam -2382.5 -3142
Lamp2 -2398.5 3694
Lgals3bp 1982.5 -4128
Lhfpl2 -514.5 -5504
Lyn -5716.5 -5053
Maff 3059.5 -5263
Mafg -6007.5 1644
Mafk -3649.5 1453
Maged2 4830.5 -2690
Manf 93.5 -2074
Mapk1 2361.5 4015
Mapk14 -2480.5 5583
Mapk3 435.5 -5175
Mertk 1057.5 -4215
Mfn1 -2564.5 3259
Mfn2 -2125.5 3899
Mgll -2858.5 -5344
Mical1 166.5 -5960
Mif -4023.5 -4856
Mmrn1 -4562.5 1708
Mrvi1 5466.5 -1625
Nhlrc2 -2618.5 97
Nos2 -4783.5 -5692
Nos3 3513.5 -5802
Nras -2261.5 -3799
Ola1 -3044.5 2646
Orai1 -5995.5 -148
Orai2 -5357.5 -2393
P2rx4 4218.5 -734
P2rx5 2113.5 -3334
P2rx6 -1557.5 1072
P2rx7 1814.5 3680
P2ry1 -4280.5 4663
Pafah2 -3859.5 3642
Pcdh7 2816.5 4457
Pcyox1l 384.5 -5683
Pde10a 3545.5 1678
Pde11a -5180.5 3418
Pde1a -171.5 -4009
Pde1b 3152.5 -3847
Pde2a 4039.5 -2498
Pde5a -2615.5 -2410
Pde9a -2745.5 -4063
Pdgfa 3387.5 -2200
Pdgfb -3484.5 -5070
Pdpk1 -45.5 1828
Pdpn 4867.5 -233
Pecam1 5435.5 -6005
Pf4 -3306.5 2460
Pfn1 -5043.5 -4955
Phactr2 4578.5 5370
Phf21a 3811.5 1524
Pick1 -3000.5 -1008
Pik3ca -75.5 473
Pik3cb 3253.5 4883
Pik3cg 60.5 -1882
Pik3r1 -2910.5 4811
Pik3r2 -347.5 2632
Pik3r3 -407.5 5080
Pik3r5 -4833.5 -833
Pik3r6 -4891.5 -5133
Pla2g4a 5119.5 1798
Plat 2740.5 -4008
Plau -5764.5 -5517
Plaur 3556.5 -5596
Plcg1 -249.5 -2602
Plcg2 -4984.5 -2505
Plek -4203.5 4068
Ppbp -5362.5 1767
Ppia 808.5 -4794
Ppil2 -2307.5 2412
Ppp2ca 1855.5 200
Ppp2cb 463.5 -5355
Ppp2r1a -2019.5 2680
Ppp2r1b 3291.5 -3140
Ppp2r5a 4690.5 4466
Ppp2r5b -5396.5 -2327
Ppp2r5c -59.5 3952
Ppp2r5d 847.5 1273
Ppp2r5e -2655.5 3114
Prcp -927.5 -2489
Prkaca -3696.5 4801
Prkacb 2024.5 3919
Prkar1a -2930.5 1502
Prkar1b 1365.5 -750
Prkar2a -421.5 2585
Prkca -5946.5 5085
Prkcd 215.5 -2497
Prkce -4307.5 577
Prkcg -808.5 -2608
Prkch 4679.5 -5771
Prkcq -3480.5 5620
Prkcz 1484.5 23
Prkg1 3736.5 3560
Pros1 4179.5 4962
Psap -2543.5 4562
Ptgir -2102.5 -4300
Ptk2 -1152.5 2180
Ptpn1 1809.5 -279
Ptpn11 1827.5 1935
Ptpn6 -4724.5 -2054
Qsox1 5388.5 -1619
Rab5a 4811.5 4014
Rac1 2298.5 4382
Rac2 -5517.5 -4638
Raf1 -1990.5 4957
Rap1a 300.5 -17
Rap1b 3328.5 -3725
Rapgef3 -1405.5 -5900
Rapgef4 -5554.5 -1226
Rarres2 5080.5 -3052
Rasgrp2 -5264.5 -4030
Rbsn 471.5 1298
Rcor1 170.5 2353
Rhob -4872.5 919
Rhog -4736.5 -5706
S100a10 2908.5 -4729
Sccpdh 227.5 922
Sdc1 405.5 -4246
Sdc2 115.5 -1758
Sdc3 -5229.5 -5685
Sdc4 4437.5 -5343
Selenop 3557.5 571
Selplg -1041.5 -2465
Serpinc1 533.5 2882
Serpine1 743.5 1911
Serpine2 1273.5 2078
Serping1 1907.5 957
Sh2b1 -923.5 1127
Sh2b3 -3282.5 -5615
Shc1 3979.5 -3058
Sin3a 2117.5 948
Sirpa -1642.5 1097
Slc16a1 -3831.5 892
Slc16a3 3452.5 -5626
Slc3a2 4587.5 -5542
Slc7a5 4006.5 -3723
Slc7a6 4648.5 -4568
Slc7a7 5746.5 -1805
Slc7a8 5528.5 1390
Slc8a1 657.5 1397
Sod1 -2867.5 -2270
Sos1 5252.5 584
Sparc 1782.5 -5058
Src 5217.5 -2972
Srgn -2390.5 -4889
Sri 158.5 -1854
Stim1 4737.5 -500
Stx4a 1559.5 -4819
Stxbp2 5568.5 -5055
Stxbp3 2651.5 5234
Syk 2745.5 -5361
Tagln2 3069.5 -6000
Tek -5283.5 -5759
Tex264 2147.5 -4792
Tfpi 5757.5 1864
Tgfb1 2887.5 -5464
Tgfb2 1211.5 4752
Tgfb3 3734.5 1657
Thbd -5945.5 -4554
Thbs1 -3465.5 845
Timp3 3838.5 -3256
Tln1 -1108.5 -4050
Tmsb4x 4551.5 -4975
Tmx3 3789.5 -879
Tnfrsf10b 4726.5 -5898
Tor4a -2973.5 -4855
Trp53 2017.5 -5882
Trpc3 517.5 -2446
Tspan7 494.5 -3822
Ttn -2540.5 -1189
Tuba4a -4968.5 -2273
Vav1 -3902.5 -2109
Vav2 -4195.5 5285
Vav3 -4031.5 -177
Vcl 1603.5 3237
Vegfa -4638.5 -5624
Vegfb -3753.5 1571
Vegfc -1320.5 -4431
Vegfd 2021.5 1617
Vps45 3898.5 -4477
Vti1b -2278.5 280
Vwf 3593.5 -1888
Wdr1 -5756.5 -568
Wee1 -4384.5 5841
Yes1 -232.5 2379
Zfpm1 -2931.5 -1290
Zfpm2 3920.5 5482





Chromatin-modifying-enzymes

metric value
setSize 188
pMANOVA 0.000634
p.adjustMANOVA 0.00106
s.dist 0.171
s.ab -0.111
s.d36 0.13
p.ab 0.0091
p.d36 0.00221




Gene ab d36
Ncor2 -6013.5 5325
Kdm4a -5379.5 4692
Prmt5 -4452.5 5391
Mta1 -5300.5 4441
Arid1b -5963.5 3855
Kdm4b -4883.5 4524
Kmt5a -5669.5 3828
Setd7 -4414.5 4584
Smyd3 -3769.5 5212
Ash2l -4754.5 3907
Ing4 -5810.5 3156
Hcfc1 -5321.5 3434
Smarca4 -4251.5 4134
Ep300 -5499.5 3153
Aebp2 -4408.5 3840
Smarcc2 -3873.5 4359
Msl2 -3244.5 5048
Smarcd1 -3463.5 4630
Taf5l -4283.5 3689
Gatad2b -2964.5 5170

Click HERE to show all gene set members

ab d36
Actb -3121.5 -5814
Actl6a -4.5 -2537
Aebp2 -4408.5 3840
Ak6 -2848.5 -3257
Arid1a -5941.5 517
Arid1b -5963.5 3855
Arid2 -3072.5 -337
Arid4a 4173.5 -4622
Arid4b 4372.5 628
Arid5b 106.5 4016
Ash1l 1544.5 3997
Ash2l -4754.5 3907
Atf2 4155.5 2027
Atf7ip -1085.5 3288
Atxn7 -2864.5 -4913
Atxn7l3 -207.5 2359
Brd1 -1507.5 903
Brd8 5196.5 4112
Brms1 4409.5 1689
Brpf1 -1510.5 -83
Brpf3 1875.5 1432
Brwd1 -2526.5 1177
Carm1 -1486.5 415
Ccnd1 -5221.5 -4437
Cdk4 5651.5 -1856
Chd3 3853.5 1872
Chd4 -3144.5 4581
Clock -2313.5 3232
Coprs 4322.5 -3106
Crebbp -4690.5 -2773
Dmap1 -3700.5 -5796
Dnmt3a -5862.5 -473
Dot1l -5484.5 -1256
Dpy30 -341.5 -2478
Dr1 1530.5 5522
Eed -4857.5 612
Ehmt1 -5831.5 1713
Ehmt2 -2988.5 -2295
Elp2 5424.5 -3734
Elp3 916.5 4702
Elp4 -551.5 2666
Elp5 1384.5 781
Eny2 3773.5 -4716
Ep300 -5499.5 3153
Ep400 -3982.5 1746
Epc1 -5428.5 2775
Ezh2 4416.5 1277
Gatad2a -5068.5 -5102
Gatad2b -2964.5 5170
Gps2 -1334.5 -2824
Hat1 622.5 5340
Hcfc1 -5321.5 3434
Hdac1 5680.5 -2077
Hdac10 -4060.5 -1895
Hdac2 4934.5 618
Hdac3 1519.5 3701
Hdac8 -2327.5 -5375
Hmg20b 1476.5 -3476
Ing3 3472.5 -2958
Ing4 -5810.5 3156
Ing5 541.5 3415
Jade1 2490.5 3161
Jade2 3851.5 3660
Jade3 -1402.5 801
Jak2 3917.5 2392
Jmjd6 -5213.5 -4256
Kansl1 -3007.5 1014
Kansl2 -5836.5 1297
Kansl3 -1196.5 1882
Kat2a -3851.5 -3000
Kat2b -304.5 4890
Kat5 -388.5 302
Kat6a -377.5 3545
Kat6b 4707.5 70
Kat7 1916.5 5491
Kat8 -3901.5 -3211
Kdm1a 326.5 1224
Kdm1b -2635.5 5137
Kdm2a -4601.5 1285
Kdm2b -5340.5 1163
Kdm3a 2267.5 223
Kdm3b 4313.5 722
Kdm4a -5379.5 4692
Kdm4b -4883.5 4524
Kdm4c 863.5 3845
Kdm5a -802.5 -1650
Kdm5b 167.5 3750
Kdm5c -6012.5 1482
Kdm5d 4547.5 4604
Kdm6a -228.5 872
Kdm6b -4124.5 3341
Kdm7a 252.5 -369
Kmt2a -2788.5 -3044
Kmt2b -5854.5 -2384
Kmt2c -4494.5 1734
Kmt2d -5416.5 -3411
Kmt2e -2370.5 1596
Kmt5a -5669.5 3828
Kmt5b 2967.5 -434
Kmt5c 1760.5 -122
Mbd3 -5819.5 -640
Mbip -461.5 -1139
Mcrs1 1927.5 1252
Meaf6 -1973.5 1261
Mecom 5231.5 -2248
Morf4l1 5366.5 5151
Morf4l2 5058.5 -1631
Mrgbp 4896.5 -2598
Msl1 -5459.5 438
Msl2 -3244.5 5048
Mta1 -5300.5 4441
Mta2 1465.5 -3148
Mta3 -817.5 165
Ncoa1 1438.5 1348
Ncoa2 -2612.5 3525
Ncor1 -3731.5 3973
Ncor2 -6013.5 5325
Nfkb1 -1460.5 -939
Nfkb2 830.5 4906
Nsd1 -134.5 1949
Ogt -3825.5 2781
Pbrm1 2436.5 684
Phf2 -4116.5 2655
Phf20 3517.5 1825
Phf21a 3811.5 1524
Phf8 -1799.5 4464
Prdm16 -3809.5 1788
Prdm9 -2147.5 -4864
Prmt1 -3493.5 -4858
Prmt3 3163.5 5618
Prmt5 -4452.5 5391
Prmt6 680.5 -5069
Prmt7 -4841.5 -5278
Rbbp4 5510.5 -634
Rbbp5 -1857.5 4372
Rbbp7 2413.5 3592
Rcor1 170.5 2353
Rela 1205.5 -4015
Rest -1227.5 2803
Ruvbl1 -1995.5 -2138
Ruvbl2 -4262.5 -2720
Sap130 1526.5 3409
Sap18 753.5 -491
Sap30 -2095.5 -3590
Sap30l 2087.5 -1699
Setd1b -3738.5 2357
Setd2 147.5 1647
Setd3 831.5 3234
Setd6 2763.5 -3998
Setd7 -4414.5 4584
Setdb1 -3409.5 -1410
Setdb2 5448.5 5827
Sgf29 766.5 -4614
Smarca2 2614.5 4273
Smarca4 -4251.5 4134
Smarcb1 56.5 -5576
Smarcc1 -472.5 2899
Smarcc2 -3873.5 4359
Smarcd1 -3463.5 4630
Smarcd2 1523.5 -5571
Smarcd3 5640.5 -3365
Smarce1 -639.5 -1355
Smyd2 -3636.5 -1239
Smyd3 -3769.5 5212
Suds3 -818.5 3741
Supt20 4603.5 -1599
Supt3 -944.5 -2311
Supt7l 161.5 3906
Suv39h1 4674.5 -1900
Suz12 3346.5 4522
Tada1 -736.5 -37
Tada2a 4710.5 1811
Tada2b -502.5 3727
Tada3 -925.5 2501
Taf10 -557.5 -4980
Taf12 1306.5 226
Taf5l -4283.5 3689
Taf6l -1655.5 -4285
Tbl1xr1 -2360.5 498
Trrap -2256.5 -2215
Usp22 -4083.5 319
Uty 1154.5 1681
Vps72 -1337.5 -1067
Wdr5 -2834.5 754
Wdr77 -5205.5 -1573
Yeats2 3573.5 -563
Yeats4 -5403.5 -1163
Zzz3 3190.5 682





Chromatin-organization

metric value
setSize 188
pMANOVA 0.000634
p.adjustMANOVA 0.00106
s.dist 0.171
s.ab -0.111
s.d36 0.13
p.ab 0.0091
p.d36 0.00221




Gene ab d36
Ncor2 -6013.5 5325
Kdm4a -5379.5 4692
Prmt5 -4452.5 5391
Mta1 -5300.5 4441
Arid1b -5963.5 3855
Kdm4b -4883.5 4524
Kmt5a -5669.5 3828
Setd7 -4414.5 4584
Smyd3 -3769.5 5212
Ash2l -4754.5 3907
Ing4 -5810.5 3156
Hcfc1 -5321.5 3434
Smarca4 -4251.5 4134
Ep300 -5499.5 3153
Aebp2 -4408.5 3840
Smarcc2 -3873.5 4359
Msl2 -3244.5 5048
Smarcd1 -3463.5 4630
Taf5l -4283.5 3689
Gatad2b -2964.5 5170

Click HERE to show all gene set members

ab d36
Actb -3121.5 -5814
Actl6a -4.5 -2537
Aebp2 -4408.5 3840
Ak6 -2848.5 -3257
Arid1a -5941.5 517
Arid1b -5963.5 3855
Arid2 -3072.5 -337
Arid4a 4173.5 -4622
Arid4b 4372.5 628
Arid5b 106.5 4016
Ash1l 1544.5 3997
Ash2l -4754.5 3907
Atf2 4155.5 2027
Atf7ip -1085.5 3288
Atxn7 -2864.5 -4913
Atxn7l3 -207.5 2359
Brd1 -1507.5 903
Brd8 5196.5 4112
Brms1 4409.5 1689
Brpf1 -1510.5 -83
Brpf3 1875.5 1432
Brwd1 -2526.5 1177
Carm1 -1486.5 415
Ccnd1 -5221.5 -4437
Cdk4 5651.5 -1856
Chd3 3853.5 1872
Chd4 -3144.5 4581
Clock -2313.5 3232
Coprs 4322.5 -3106
Crebbp -4690.5 -2773
Dmap1 -3700.5 -5796
Dnmt3a -5862.5 -473
Dot1l -5484.5 -1256
Dpy30 -341.5 -2478
Dr1 1530.5 5522
Eed -4857.5 612
Ehmt1 -5831.5 1713
Ehmt2 -2988.5 -2295
Elp2 5424.5 -3734
Elp3 916.5 4702
Elp4 -551.5 2666
Elp5 1384.5 781
Eny2 3773.5 -4716
Ep300 -5499.5 3153
Ep400 -3982.5 1746
Epc1 -5428.5 2775
Ezh2 4416.5 1277
Gatad2a -5068.5 -5102
Gatad2b -2964.5 5170
Gps2 -1334.5 -2824
Hat1 622.5 5340
Hcfc1 -5321.5 3434
Hdac1 5680.5 -2077
Hdac10 -4060.5 -1895
Hdac2 4934.5 618
Hdac3 1519.5 3701
Hdac8 -2327.5 -5375
Hmg20b 1476.5 -3476
Ing3 3472.5 -2958
Ing4 -5810.5 3156
Ing5 541.5 3415
Jade1 2490.5 3161
Jade2 3851.5 3660
Jade3 -1402.5 801
Jak2 3917.5 2392
Jmjd6 -5213.5 -4256
Kansl1 -3007.5 1014
Kansl2 -5836.5 1297
Kansl3 -1196.5 1882
Kat2a -3851.5 -3000
Kat2b -304.5 4890
Kat5 -388.5 302
Kat6a -377.5 3545
Kat6b 4707.5 70
Kat7 1916.5 5491
Kat8 -3901.5 -3211
Kdm1a 326.5 1224
Kdm1b -2635.5 5137
Kdm2a -4601.5 1285
Kdm2b -5340.5 1163
Kdm3a 2267.5 223
Kdm3b 4313.5 722
Kdm4a -5379.5 4692
Kdm4b -4883.5 4524
Kdm4c 863.5 3845
Kdm5a -802.5 -1650
Kdm5b 167.5 3750
Kdm5c -6012.5 1482
Kdm5d 4547.5 4604
Kdm6a -228.5 872
Kdm6b -4124.5 3341
Kdm7a 252.5 -369
Kmt2a -2788.5 -3044
Kmt2b -5854.5 -2384
Kmt2c -4494.5 1734
Kmt2d -5416.5 -3411
Kmt2e -2370.5 1596
Kmt5a -5669.5 3828
Kmt5b 2967.5 -434
Kmt5c 1760.5 -122
Mbd3 -5819.5 -640
Mbip -461.5 -1139
Mcrs1 1927.5 1252
Meaf6 -1973.5 1261
Mecom 5231.5 -2248
Morf4l1 5366.5 5151
Morf4l2 5058.5 -1631
Mrgbp 4896.5 -2598
Msl1 -5459.5 438
Msl2 -3244.5 5048
Mta1 -5300.5 4441
Mta2 1465.5 -3148
Mta3 -817.5 165
Ncoa1 1438.5 1348
Ncoa2 -2612.5 3525
Ncor1 -3731.5 3973
Ncor2 -6013.5 5325
Nfkb1 -1460.5 -939
Nfkb2 830.5 4906
Nsd1 -134.5 1949
Ogt -3825.5 2781
Pbrm1 2436.5 684
Phf2 -4116.5 2655
Phf20 3517.5 1825
Phf21a 3811.5 1524
Phf8 -1799.5 4464
Prdm16 -3809.5 1788
Prdm9 -2147.5 -4864
Prmt1 -3493.5 -4858
Prmt3 3163.5 5618
Prmt5 -4452.5 5391
Prmt6 680.5 -5069
Prmt7 -4841.5 -5278
Rbbp4 5510.5 -634
Rbbp5 -1857.5 4372
Rbbp7 2413.5 3592
Rcor1 170.5 2353
Rela 1205.5 -4015
Rest -1227.5 2803
Ruvbl1 -1995.5 -2138
Ruvbl2 -4262.5 -2720
Sap130 1526.5 3409
Sap18 753.5 -491
Sap30 -2095.5 -3590
Sap30l 2087.5 -1699
Setd1b -3738.5 2357
Setd2 147.5 1647
Setd3 831.5 3234
Setd6 2763.5 -3998
Setd7 -4414.5 4584
Setdb1 -3409.5 -1410
Setdb2 5448.5 5827
Sgf29 766.5 -4614
Smarca2 2614.5 4273
Smarca4 -4251.5 4134
Smarcb1 56.5 -5576
Smarcc1 -472.5 2899
Smarcc2 -3873.5 4359
Smarcd1 -3463.5 4630
Smarcd2 1523.5 -5571
Smarcd3 5640.5 -3365
Smarce1 -639.5 -1355
Smyd2 -3636.5 -1239
Smyd3 -3769.5 5212
Suds3 -818.5 3741
Supt20 4603.5 -1599
Supt3 -944.5 -2311
Supt7l 161.5 3906
Suv39h1 4674.5 -1900
Suz12 3346.5 4522
Tada1 -736.5 -37
Tada2a 4710.5 1811
Tada2b -502.5 3727
Tada3 -925.5 2501
Taf10 -557.5 -4980
Taf12 1306.5 226
Taf5l -4283.5 3689
Taf6l -1655.5 -4285
Tbl1xr1 -2360.5 498
Trrap -2256.5 -2215
Usp22 -4083.5 319
Uty 1154.5 1681
Vps72 -1337.5 -1067
Wdr5 -2834.5 754
Wdr77 -5205.5 -1573
Yeats2 3573.5 -563
Yeats4 -5403.5 -1163
Zzz3 3190.5 682





Here is the session info with all the versions of packages used.

sessionInfo()
## R version 4.0.0 (2020-04-24)
## Platform: x86_64-pc-linux-gnu (64-bit)
## Running under: Ubuntu 18.04.4 LTS
## 
## Matrix products: default
## BLAS:   /mnt/md0/app/R-4.0.0/lib/libRblas.so
## LAPACK: /mnt/md0/app/R-4.0.0/lib/libRlapack.so
## 
## locale:
##  [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
##  [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
##  [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
##  [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
##  [9] LC_ADDRESS=C               LC_TELEPHONE=C            
## [11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       
## 
## attached base packages:
## [1] parallel  stats4    stats     graphics  grDevices utils     datasets 
## [8] methods   base     
## 
## other attached packages:
##  [1] pkgload_1.1.0               GGally_1.5.0               
##  [3] ggplot2_3.3.1               reshape2_1.4.4             
##  [5] beeswarm_0.2.3              gplots_3.0.3               
##  [7] gtools_3.8.2                tibble_3.0.1               
##  [9] dplyr_1.0.0                 echarts4r_0.2.3            
## [11] mitch_1.0.4                 DESeq2_1.28.1              
## [13] SummarizedExperiment_1.18.1 DelayedArray_0.14.0        
## [15] matrixStats_0.56.0          Biobase_2.48.0             
## [17] GenomicRanges_1.40.0        GenomeInfoDb_1.24.0        
## [19] IRanges_2.22.2              S4Vectors_0.26.1           
## [21] BiocGenerics_0.34.0        
## 
## loaded via a namespace (and not attached):
##  [1] bitops_1.0-6           bit64_0.9-7            RColorBrewer_1.1-2    
##  [4] rprojroot_1.3-2        tools_4.0.0            backports_1.1.7       
##  [7] R6_2.4.1               KernSmooth_2.23-17     DBI_1.1.0             
## [10] colorspace_1.4-1       withr_2.2.0            tidyselect_1.1.0      
## [13] gridExtra_2.3          bit_1.1-15.2           compiler_4.0.0        
## [16] desc_1.2.0             labeling_0.3           caTools_1.18.0        
## [19] scales_1.1.1           genefilter_1.70.0      stringr_1.4.0         
## [22] digest_0.6.25          rmarkdown_2.2          XVector_0.28.0        
## [25] pkgconfig_2.0.3        htmltools_0.4.0        fastmap_1.0.1         
## [28] highr_0.8              htmlwidgets_1.5.1      rlang_0.4.6           
## [31] RSQLite_2.2.0          shiny_1.4.0.2          farver_2.0.3          
## [34] generics_0.0.2         jsonlite_1.6.1         BiocParallel_1.22.0   
## [37] RCurl_1.98-1.2         magrittr_1.5           GenomeInfoDbData_1.2.3
## [40] Matrix_1.2-18          Rcpp_1.0.4.6           munsell_0.5.0         
## [43] lifecycle_0.2.0        stringi_1.4.6          yaml_2.2.1            
## [46] MASS_7.3-51.6          zlibbioc_1.34.0        plyr_1.8.6            
## [49] grid_4.0.0             blob_1.2.1             gdata_2.18.0          
## [52] promises_1.1.0         crayon_1.3.4           lattice_0.20-41       
## [55] splines_4.0.0          annotate_1.66.0        locfit_1.5-9.4        
## [58] knitr_1.28             pillar_1.4.4           geneplotter_1.66.0    
## [61] XML_3.99-0.3           glue_1.4.1             evaluate_0.14         
## [64] vctrs_0.3.0            httpuv_1.5.3.1         testthat_2.3.2        
## [67] gtable_0.3.0           purrr_0.3.4            reshape_0.8.8         
## [70] assertthat_0.2.1       xfun_0.14              mime_0.9              
## [73] xtable_1.8-4           later_1.0.0            survival_3.1-12       
## [76] pbmcapply_1.5.0        AnnotationDbi_1.50.0   memoise_1.1.0         
## [79] ellipsis_0.3.1

END of report