date generated: 2021-08-13

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.

##              RNA        meth
## A1BG   2.6192564 -0.45188238
## AAAS  -2.6372410  0.06143186
## AACS   0.1010134  0.13997068
## AAGAB  1.0702585 -0.59522248
## AAK1  -3.0047762 -0.32725606
## AAMDC  2.2859640 -0.21261544
Here are some metrics about the input data profile:
Profile metrics
Profile metrics
num_genes_in_profile 9311
duplicated_genes_present 0
num_profile_genes_in_sets 2114
num_profile_genes_not_in_sets 7197
profile_pearson_correl -0.10543
profile_spearman_correl -0.08313

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:
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)= 15

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.RNA s.meth p.RNA p.meth
Neutrophil degranulation 305 5.80e-54 8.69e-53 0.525 0.5230 -0.04990 2.98e-55 1.38e-01
Immune System 1142 2.01e-30 1.51e-29 0.208 0.2020 0.04930 1.16e-28 6.86e-03
Signaling by Receptor Tyrosine Kinases 284 6.36e-13 3.18e-12 0.256 0.2530 0.04170 3.55e-13 2.30e-01
Signaling by Interleukins 263 1.38e-11 5.13e-11 0.253 0.2530 0.01510 2.56e-12 6.77e-01
rRNA processing 159 1.71e-11 5.13e-11 0.336 -0.2890 0.17100 3.63e-10 2.07e-04
Major pathway of rRNA processing in the nucleolus and cytosol 147 5.25e-11 1.31e-10 0.342 -0.2830 0.19300 3.83e-09 5.68e-05
Platelet activation, signaling and aggregation 133 1.35e-08 2.90e-08 0.297 0.2910 0.06250 8.09e-09 2.15e-01
Metabolism of RNA 535 6.68e-08 1.21e-07 0.153 -0.0918 0.12300 3.55e-04 1.72e-06
Metabolism of lipids 427 7.26e-08 1.21e-07 0.164 0.1640 -0.00959 9.91e-09 7.37e-01
Toll-like Receptor Cascades 108 7.51e-07 1.13e-06 0.295 0.2950 0.00249 1.23e-07 9.64e-01
Peptide chain elongation 67 9.52e-07 1.30e-06 0.387 -0.2450 0.30000 5.31e-04 2.26e-05
Eukaryotic Translation Elongation 70 1.15e-06 1.43e-06 0.377 -0.2390 0.29100 5.70e-04 2.60e-05
Toll Like Receptor 2 (TLR2) Cascade 71 1.34e-06 1.54e-06 0.357 0.3570 -0.00759 2.09e-07 9.12e-01
rRNA modification in the nucleus and cytosol 47 7.00e-05 7.50e-05 0.374 -0.3660 0.07770 1.44e-05 3.58e-01
alpha-linolenic acid (ALA) metabolism 10 2.74e-04 2.74e-04 0.758 0.7100 -0.26600 1.01e-04 1.45e-01


Results (complete table)


Click HERE to show results for all gene sets

Complete results
set setSize pMANOVA p.adjustMANOVA s.dist s.RNA s.meth p.RNA p.meth
Neutrophil degranulation 305 5.80e-54 8.69e-53 0.525 0.5230 -0.04990 2.98e-55 1.38e-01
Immune System 1142 2.01e-30 1.51e-29 0.208 0.2020 0.04930 1.16e-28 6.86e-03
Signaling by Receptor Tyrosine Kinases 284 6.36e-13 3.18e-12 0.256 0.2530 0.04170 3.55e-13 2.30e-01
Signaling by Interleukins 263 1.38e-11 5.13e-11 0.253 0.2530 0.01510 2.56e-12 6.77e-01
rRNA processing 159 1.71e-11 5.13e-11 0.336 -0.2890 0.17100 3.63e-10 2.07e-04
Major pathway of rRNA processing in the nucleolus and cytosol 147 5.25e-11 1.31e-10 0.342 -0.2830 0.19300 3.83e-09 5.68e-05
Platelet activation, signaling and aggregation 133 1.35e-08 2.90e-08 0.297 0.2910 0.06250 8.09e-09 2.15e-01
Metabolism of RNA 535 6.68e-08 1.21e-07 0.153 -0.0918 0.12300 3.55e-04 1.72e-06
Metabolism of lipids 427 7.26e-08 1.21e-07 0.164 0.1640 -0.00959 9.91e-09 7.37e-01
Toll-like Receptor Cascades 108 7.51e-07 1.13e-06 0.295 0.2950 0.00249 1.23e-07 9.64e-01
Peptide chain elongation 67 9.52e-07 1.30e-06 0.387 -0.2450 0.30000 5.31e-04 2.26e-05
Eukaryotic Translation Elongation 70 1.15e-06 1.43e-06 0.377 -0.2390 0.29100 5.70e-04 2.60e-05
Toll Like Receptor 2 (TLR2) Cascade 71 1.34e-06 1.54e-06 0.357 0.3570 -0.00759 2.09e-07 9.12e-01
rRNA modification in the nucleus and cytosol 47 7.00e-05 7.50e-05 0.374 -0.3660 0.07770 1.44e-05 3.58e-01
alpha-linolenic acid (ALA) metabolism 10 2.74e-04 2.74e-04 0.758 0.7100 -0.26600 1.01e-04 1.45e-01



Detailed Gene set reports


Neutrophil degranulation

Neutrophil degranulation
metric value
setSize 305
pMANOVA 5.8e-54
p.adjustMANOVA 8.69e-53
s.dist 0.525
s.RNA 0.523
s.meth -0.0499
p.RNA 2.98e-55
p.meth 0.138




Top 20 genes
Gene RNA meth
CKAP4 4355 -6717
MNDA 4303 -6779
CYFIP1 4295 -6630
CTSZ 4137 -6765
RAB3D 4263 -6515
TRPM2 4205 -6600
QPCT 4331 -6405
TLR2 4206 -6586
PLD1 4321 -6058
PYCARD 3942 -6598
LAMTOR1 4371 -5950
BRI3 4159 -6229
P2RX1 3829 -6722
ATP6V0A1 4375 -5877
ALOX5 4150 -6082
CREG1 4403 -5637
GCA 4384 -5597
C3AR1 3573 -6729
CAPN1 3902 -6119
PLAUR 3822 -6237

Click HERE to show all gene set members

All member genes
RNA meth
A1BG 2170 -3533
ACAA1 3734 1410
ACLY 1961 -5417
ACTR10 3309 -1291
ACTR1B -3828 -3653
ACTR2 3481 -3374
ADAM10 4030 976
ADAM8 2208 -5902
ADGRE5 -769 -5511
AGA -1396 -2458
AGL -940 -3188
AGPAT2 4289 2250
ALAD 3874 -1369
ALDOA 4285 -1349
ALDOC -1028 -6226
ALOX5 4150 -6082
AMPD3 3997 -5620
ANO6 3597 -3634
AP1M1 2798 -2408
APAF1 4158 -2104
APEH 314 1724
APRT -834 -204
ARHGAP9 2545 2156
ARL8A 3713 -6230
ARMC8 2620 -1033
ARPC5 3968 -3837
ARSA 1183 -3099
ARSB 3290 -5722
ASAH1 3880 335
ATAD3B -3588 -1948
ATG7 3647 569
ATP11A 3801 -5671
ATP11B 2429 1806
ATP6V0A1 4375 -5877
ATP6V0C 4218 -4697
ATP6V1D 4174 -1234
ATP8A1 -4599 -250
ATP8B4 2945 1090
B2M -2195 -2389
B4GALT1 1540 -160
BIN2 2264 -2805
BRI3 4159 -6229
BST2 -2378 -1970
C3AR1 3573 -6729
C6orf120 2508 1218
CAB39 3728 -2802
CAND1 -2041 -421
CAP1 3635 -553
CAPN1 3902 -6119
CAT 4214 -3922
CCT2 -3002 -727
CCT8 2708 -1245
CD300A -641 -6466
CD44 3760 266
CD47 -4754 -114
CD53 3492 2243
CD55 4229 -3923
CD58 2766 -3228
CD59 2326 -6024
CD63 4308 -1017
CDK13 -2814 -700
CEACAM1 3825 -5827
CEP290 -3161 -2056
CKAP4 4355 -6717
CMTM6 3495 -3483
CNN2 2764 1735
COMMD3 -426 -6772
COMMD9 3544 -4811
COPB1 3154 -1329
COTL1 3526 2411
CPNE1 -1012 1274
CPNE3 2335 -2088
CPPED1 3772 -3919
CREG1 4403 -5637
CSNK2B 1389 -998
CSTB 2911 -2676
CTSA 4412 -4847
CTSB 4350 -4209
CTSC 739 1561
CTSD 4381 1642
CTSS 3785 -2958
CTSZ 4137 -6765
CYB5R3 4090 -1540
CYBA 2922 1006
CYFIP1 4295 -6630
CYSTM1 4193 -5233
DBNL 3411 -3713
DEGS1 2496 -193
DERA 3866 -756
DGAT1 2033 -6115
DIAPH1 -283 1033
DNAJC13 3719 -4825
DNAJC3 3828 -2353
DNAJC5 3964 -5119
DPP7 -1381 -1037
DSN1 -3971 369
DYNC1H1 -2492 1504
DYNC1LI1 2930 -2912
DYNLL1 2378 -3319
DYNLT1 1622 1458
EEF1A1 -1549 720
EEF2 90 2127
ENPP4 -3342 -1178
ERP44 2912 1942
FABP5 2411 -3534
FAF2 2168 -4965
FGR 3853 -5292
FTH1 1827 -521
FTL 3957 -4621
FUCA1 3203 -5579
FUCA2 3743 -427
GAA 3545 -3801
GALNS 3034 -854
GCA 4384 -5597
GDI2 3138 -587
GGH 2515 -2788
GHDC 1470 -5520
GLB1 3992 1368
GLIPR1 3403 -2351
GM2A 4180 -825
GMFG 3717 -2699
GNS 4348 -571
GOLGA7 1429 -2970
GPI 2558 -2211
GRN 4323 -4414
GSDMD 614 -3378
GSTP1 35 -5415
GUSB 3389 -4967
GYG1 4157 -5541
HEBP2 3803 -1822
HEXB 4022 -5777
HGSNAT 583 2126
HLA-A -771 -5991
HLA-B 205 1015
HLA-C 321 -25
HLA-H -1158 -101
HMGB1 -86 -1263
HMOX2 -4583 2130
HSP90AA1 411 -781
HSP90AB1 -2171 -5745
HSPA1A 3613 -3825
HSPA1B 2669 -513
HVCN1 1834 -217
IDH1 4409 -2333
IGF2R 3062 -5512
ILF2 -597 -3803
IMPDH1 4313 -750
IMPDH2 -3507 446
IQGAP1 3661 1271
IQGAP2 2738 -246
IST1 2328 -3896
ITGAL -4012 2268
ITGAV 2457 -5201
ITGB2 4114 1322
KCMF1 3480 -3080
KCNAB2 -31 -6014
KPNB1 776 -2176
LAIR1 3084 -6275
LAMP1 3329 -376
LAMTOR1 4371 -5950
LAMTOR2 3287 1882
LAMTOR3 3292 321
LPCAT1 -2399 1540
LTA4H 4292 -972
MAN2B1 2897 -6345
MANBA 3188 1807
MAPK1 3249 1865
MAPK14 4207 -3529
MIF -1146 -2943
MLEC 737 953
MMP25 3875 1010
MNDA 4303 -6779
MPO 3220 -6776
MVP 2998 -2267
NAPRT 3205 -6164
NBEAL2 3020 -4329
NCKAP1L 3360 -6178
NCSTN 4254 -3821
NDUFC2 2451 -4977
NEU1 4167 -3878
NHLRC3 395 1682
NIT2 -4507 -2140
NME2 576 -4319
NPC2 2118 -712
ORMDL3 -3550 -2716
OSCAR 4186 -4669
OSTF1 3214 1667
P2RX1 3829 -6722
PA2G4 -1166 -175
PAFAH1B2 2931 -1392
PDAP1 2352 -1208
PDXK 3939 -5028
PFKL -977 -5964
PGAM1 4383 -2347
PGM1 2316 -4799
PGM2 4341 -1959
PKM 4362 -3076
PLAC8 3838 -4418
PLAU 1828 -6512
PLAUR 3822 -6237
PLD1 4321 -6058
PLEKHO2 3605 -3111
PNP 3818 -4436
PPIA -2133 490
PPIE -3082 644
PRCP 3695 368
PRDX6 4109 916
PRKCD 4154 584
PRTN3 2825 -6448
PSAP 3061 -4192
PSEN1 3540 -3407
PSMA2 2052 1205
PSMA5 -1869 592
PSMB1 1131 -1179
PSMB7 3856 -2038
PSMC3 624 -4615
PSMD1 3112 1660
PSMD11 2532 -2152
PSMD12 2710 1314
PSMD13 2376 1328
PSMD14 836 -2484
PSMD2 3204 -85
PSMD3 1696 -4331
PSMD6 3465 -5488
PSMD7 2383 7
PTGES2 -2198 -1462
PTPN6 2452 -4586
PTPRC 706 -1407
PTPRJ 3428 2365
PTPRN2 1970 2235
PYCARD 3942 -6598
PYGB 152 -5617
QPCT 4331 -6405
QSOX1 4315 -1087
RAB10 4103 -3437
RAB14 3027 1334
RAB18 3438 -1995
RAB24 2063 -3725
RAB27A 3811 -1181
RAB37 -4565 -5384
RAB3A 3646 -1080
RAB3D 4263 -6515
RAB4B 1028 1318
RAB5B 2790 -2055
RAB5C 3953 -1152
RAB6A 3657 -311
RAB7A 4002 -5570
RAC1 4031 971
RAP1A 3148 323
RAP1B 1058 -1031
RAP2B -248 -2291
RHOA 3753 1313
RHOF -4879 1911
RHOG 3858 860
RNASET2 2360 2094
ROCK1 3246 -985
S100A11 4118 -1013
S100P 3758 1295
SCAMP1 584 -356
SDCBP 4324 -2535
SERPINB1 4382 -4489
SERPINB6 2324 -5578
SLC11A1 4243 -4413
SLC15A4 1288 -5940
SLC27A2 -1137 -6055
SLC2A3 4160 -4757
SLC44A2 861 2003
SLCO4C1 1061 -1063
SNAP23 3937 -6016
SNAP29 2615 -4157
SPTAN1 -4344 -1250
SRP14 2573 -848
STBD1 2159 -6441
STK10 -1159 -3955
STK11IP 1224 -3840
STOM 2795 -3877
SURF4 3001 1222
SVIP 642 -4596
TBC1D10C -4609 2261
TCIRG1 3087 -5082
TLR2 4206 -6586
TMBIM1 3776 -1433
TMC6 -3874 2299
TMEM179B 140 276
TMEM30A 3589 -1977
TMEM63A -3139 -5444
TNFRSF1B 2421 2416
TOLLIP 3905 -5037
TOM1 4259 -5118
TRAPPC1 3441 -3029
TRPM2 4205 -6600
TSPAN14 2946 1366
TUBB -2209 1395
TUBB4B 3111 1856
TXNDC5 122 -5179
TYROBP 3270 -6720
UNC13D 3311 -6493
VAMP8 1989 -6050
VAPA 4169 -5592
VAT1 4302 -3481
VCL 3157 -5870
VCP 2902 -2411
XRCC5 2075 -3770
XRCC6 -1335 376
YPEL5 2788 -1479





Immune System

Immune System
metric value
setSize 1142
pMANOVA 2.01e-30
p.adjustMANOVA 1.51e-29
s.dist 0.208
s.RNA 0.202
s.meth 0.0493
p.RNA 1.16e-28
p.meth 0.00686




Top 20 genes
Gene RNA meth
CLTC 4149 2477
AGPAT2 4289 2250
SOCS3 4399 2178
SIAH2 3910 2185
COTL1 3526 2411
PTPRJ 3428 2365
CD53 3492 2243
TLR5 4260 1823
LCP1 3793 2024
ICAM3 3443 2137
SLA 3335 2206
CTSD 4381 1642
EIF4E3 3286 2181
IL19 2820 2517
ACTG1 3901 1793
ATP6V1A 4318 1580
RNF123 2846 2363
ATP6V0B 3921 1604
LAMTOR2 3287 1882
MYH9 2789 2182

Click HERE to show all gene set members

All member genes
RNA meth
A1BG 2170 -3533
AAAS -2812 405
AAMP -1084 -5298
ABCE1 -3946 -1384
ABI1 3018 -1788
ABI2 -4048 -5451
ABL1 63 -4891
ABL2 1565 301
ACAA1 3734 1410
ACLY 1961 -5417
ACTB 4156 -4515
ACTG1 3901 1793
ACTR10 3309 -1291
ACTR1A 2965 -1
ACTR1B -3828 -3653
ACTR2 3481 -3374
ACTR3 3448 -2917
ADAM10 4030 976
ADAM17 3634 774
ADAM8 2208 -5902
ADAR -1029 -263
ADGRE5 -769 -5511
AGA -1396 -2458
AGL -940 -3188
AGPAT2 4289 2250
AHCYL1 2658 -3553
AIM2 -522 -3997
AIP -1061 1761
AKT1 1234 -1942
AKT2 133 -141
ALAD 3874 -1369
ALDOA 4285 -1349
ALDOC -1028 -6226
ALOX5 4150 -6082
AMPD3 3997 -5620
ANAPC1 -4659 403
ANAPC10 -1520 -6111
ANAPC11 2490 344
ANAPC13 941 -1507
ANAPC2 -2390 -1007
ANAPC4 -2075 -1696
ANAPC5 -4080 -2530
ANAPC7 -1573 1560
ANO6 3597 -3634
AP1B1 3995 -463
AP1G1 1397 516
AP1M1 2798 -2408
AP1S3 -1681 -5455
AP2A1 2869 -4887
AP2M1 3936 20
AP2S1 3581 -3262
APAF1 4158 -2104
APEH 314 1724
APP 4249 -5300
APRT -834 -204
AREL1 2666 -139
ARF1 4184 -6686
ARHGAP9 2545 2156
ARIH1 -679 -323
ARIH2 -4739 846
ARL8A 3713 -6230
ARMC8 2620 -1033
ARPC1B 4291 -2022
ARPC2 3191 -3647
ARPC3 3729 -3767
ARPC5 3968 -3837
ARSA 1183 -3099
ARSB 3290 -5722
ASAH1 3880 335
ASB1 1105 1900
ASB13 1106 -5265
ASB2 -4671 -2230
ASB6 -832 -6098
ASB7 2524 -4653
ASB8 1819 998
ATAD3B -3588 -1948
ATF1 2245 -2565
ATG12 -247 -111
ATG5 429 -2626
ATG7 3647 569
ATOX1 1562 -5343
ATP11A 3801 -5671
ATP11B 2429 1806
ATP6V0A1 4375 -5877
ATP6V0A2 -4811 689
ATP6V0B 3921 1604
ATP6V0C 4218 -4697
ATP6V0D1 4282 -1003
ATP6V0E1 3919 -2865
ATP6V0E2 -4420 -6625
ATP6V1A 4318 1580
ATP6V1B2 4178 -4232
ATP6V1C1 3887 655
ATP6V1D 4174 -1234
ATP6V1E1 3588 -3948
ATP6V1F 2338 1350
ATP6V1G2 -3312 -3714
ATP6V1H 3607 -1695
ATP8A1 -4599 -250
ATP8B4 2945 1090
B2M -2195 -2389
B4GALT1 1540 -160
BAIAP2 -72 1977
BATF 2612 2070
BCL10 2320 -3261
BCL2 -1421 2361
BCL2L1 3979 1306
BCL2L11 3187 1781
BCL6 4248 -299
BIN2 2264 -2805
BIRC2 1737 -1862
BIRC3 -4159 -2320
BIRC5 1291 -84
BLMH 980 -515
BRI3 4159 -6229
BRK1 2983 1970
BRWD1 -3183 -3884
BST2 -2378 -1970
BTBD1 715 -5321
BTBD6 -1584 -136
BTN2A1 -2813 -107
BTN2A2 -4532 -893
BTN3A1 -4889 1435
BTN3A2 -4647 599
BTN3A3 -4877 2244
BTRC -1493 -2427
C3AR1 3573 -6729
C6orf120 2508 1218
C8G -4476 397
CAB39 3728 -2802
CALM1 -626 -5019
CALR 2586 -3753
CAMK2D -4581 -2867
CAMK2G 601 2354
CAND1 -2041 -421
CANX 2151 -4839
CAP1 3635 -553
CAPN1 3902 -6119
CAPZA1 3648 572
CAPZA2 3920 -36
CAPZB 3576 -4065
CARD11 -4781 851
CARD9 2767 -6197
CASP1 1501 -1448
CASP10 -1032 -6612
CASP3 -208 -2764
CASP4 2359 -5184
CASP8 -4285 387
CASP9 3366 -234
CAT 4214 -3922
CBL 3241 1456
CBLB -4856 -840
CCND1 -2214 -6213
CCNF -3202 -4258
CCR1 4074 -6480
CCT2 -3002 -727
CCT8 2708 -1245
CD247 -4880 2098
CD274 -2456 -296
CD300A -641 -6466
CD3D -4327 2493
CD3E -4258 2442
CD4 -1648 -6372
CD44 3760 266
CD46 2321 -4098
CD47 -4754 -114
CD53 3492 2243
CD55 4229 -3923
CD58 2766 -3228
CD59 2326 -6024
CD63 4308 -1017
CD74 -4340 -4283
CD79B -2407 -6685
CD81 -3185 -4830
CD96 -4743 2283
CDC16 -1877 -4152
CDC20 1401 116
CDC23 -4259 -707
CDC34 3927 -2454
CDC42 3268 -2719
CDK13 -2814 -700
CDKN1A 1646 -3540
CDKN1B -2723 -862
CEACAM1 3825 -5827
CEBPD 4044 -5142
CENPE 98 -4165
CEP290 -3161 -2056
CFL1 3683 912
CHUK 3543 1343
CISH 1836 1748
CKAP4 4355 -6717
CLEC2B -3043 -4871
CLTA 3788 -5077
CLTC 4149 2477
CMTM6 3495 -3483
CNN2 2764 1735
CNPY3 3416 -3161
COMMD3 -426 -6772
COMMD9 3544 -4811
COPB1 3154 -1329
COTL1 3526 2411
CPNE1 -1012 1274
CPNE3 2335 -2088
CPPED1 3772 -3919
CRCP 1795 -577
CREB1 -430 -672
CREBBP 1153 -5804
CREG1 4403 -5637
CRK 4091 -4581
CRKL 1387 -906
CSF1 -622 -5924
CSK 1990 862
CSNK2B 1389 -998
CSTB 2911 -2676
CTF1 1521 -5738
CTLA4 -3751 2506
CTNNB1 2626 -1691
CTSA 4412 -4847
CTSB 4350 -4209
CTSC 739 1561
CTSD 4381 1642
CTSL 1504 -6671
CTSO -4305 1113
CTSS 3785 -2958
CTSV -910 -5834
CTSZ 4137 -6765
CUL1 -4281 -5146
CUL2 805 -1212
CUL3 2861 2054
CUL5 265 -3077
CUL7 -995 -2524
CXCL2 2093 -6755
CYB5R3 4090 -1540
CYBA 2922 1006
CYFIP1 4295 -6630
CYFIP2 -3754 2232
CYLD -3240 1406
CYSTM1 4193 -5233
DAPP1 2125 279
DBNL 3411 -3713
DCTN2 4235 -6011
DCTN3 2396 -4272
DCTN4 3796 -2073
DCTN5 -1222 -5100
DCTN6 3145 819
DDX41 1154 -118
DDX58 -4651 -1002
DEGS1 2496 -193
DERA 3866 -756
DET1 -3172 978
DGAT1 2033 -6115
DHX36 -1599 2251
DHX58 -4588 -5666
DHX9 322 871
DIAPH1 -283 1033
DNAJC13 3719 -4825
DNAJC3 3828 -2353
DNAJC5 3964 -5119
DNM1 1225 -5619
DNM2 2448 738
DPP7 -1381 -1037
DSN1 -3971 369
DTX4 2486 1530
DUSP3 4305 -1798
DUSP4 -1957 -3176
DUSP6 1570 -6763
DUSP7 -960 -1322
DYNC1H1 -2492 1504
DYNC1I2 3399 -4337
DYNC1LI1 2930 -2912
DYNC1LI2 1527 -5470
DYNLL1 2378 -3319
DYNLL2 -1189 214
DYNLT1 1622 1458
DZIP3 -4106 -5113
ECSIT 1839 -4938
EDARADD -4064 1906
EEA1 1708 -711
EEF1A1 -1549 720
EEF2 90 2127
EGR1 1023 -163
EIF2AK2 -3128 -3645
EIF4A1 3303 -3762
EIF4A2 -4175 836
EIF4A3 3132 -3850
EIF4E 1789 1536
EIF4E2 3181 1473
EIF4E3 3286 2181
EIF4G1 3585 746
EIF4G2 2920 -3101
EIF4G3 3804 -3868
ELMO1 2547 -2714
ELMO2 1591 1326
ENPP4 -3342 -1178
EP300 2471 -4509
ERAP1 -2372 -1887
ERAP2 -1627 -1261
ERP44 2912 1942
EVL -4808 2303
FABP5 2411 -3534
FADD 2211 -6328
FAF2 2168 -4965
FBXL12 -407 292
FBXL14 -1899 2358
FBXL15 1641 -4502
FBXL16 -2077 -4011
FBXL18 1098 -5248
FBXL19 3931 -6239
FBXL20 1804 -993
FBXL22 -3179 562
FBXL3 318 -4101
FBXL4 2136 -5130
FBXL5 4370 -6189
FBXL8 1413 -479
FBXO11 2793 -500
FBXO15 -394 647
FBXO21 -3979 -933
FBXO22 -1105 1132
FBXO30 1733 -609
FBXO31 -4652 480
FBXO32 -3875 -1875
FBXO4 -4600 -4056
FBXO6 -687 234
FBXO7 3250 -3059
FBXO9 4374 -3674
FBXW11 2510 -6747
FBXW2 2712 -3711
FBXW4 -4543 1993
FBXW5 76 -194
FBXW7 -2055 -5428
FBXW8 -3557 -2504
FGR 3853 -5292
FKBP1A 4177 -4465
FLNB 536 1550
FLT3LG -3495 1573
FOS 2120 2149
FOXO1 -3290 -5036
FOXO3 3966 711
FTH1 1827 -521
FTL 3957 -4621
FUCA1 3203 -5579
FUCA2 3743 -427
FYN -4495 1957
FZR1 -670 -758
GAA 3545 -3801
GAB2 3629 -6153
GALNS 3034 -854
GAN -440 -2479
GATA3 -4799 1861
GBP3 -3069 -3362
GCA 4384 -5597
GDI2 3138 -587
GGH 2515 -2788
GHDC 1470 -5520
GLB1 3992 1368
GLIPR1 3403 -2351
GLMN -4133 2117
GM2A 4180 -825
GMFG 3717 -2699
GNS 4348 -571
GOLGA7 1429 -2970
GPI 2558 -2211
GRAP2 1736 -5763
GRB10 4386 -70
GRB2 4320 -2295
GRN 4323 -4414
GSDMD 614 -3378
GSTO1 4196 -170
GSTP1 35 -5415
GUSB 3389 -4967
GYG1 4157 -5541
GZMM -4597 2516
HACE1 -1806 -6052
HCST -1569 1737
HEBP2 3803 -1822
HECTD1 -744 -2953
HECTD3 377 -6086
HERC1 -3213 -1142
HERC3 319 -2583
HERC4 1825 -2430
HERC5 -4820 -6136
HEXB 4022 -5777
HGSNAT 583 2126
HIF1A 3219 -3349
HLA-A -771 -5991
HLA-B 205 1015
HLA-C 321 -25
HLA-DMA -3490 -6628
HLA-E -1317 -2213
HLA-F -4165 1671
HLA-H -1158 -101
HMGB1 -86 -1263
HMOX2 -4583 2130
HNRNPA2B1 1133 -2665
HNRNPF 1366 -58
HRAS -1008 -4780
HSP90AA1 411 -781
HSP90AB1 -2171 -5745
HSP90B1 647 -1371
HSPA1A 3613 -3825
HSPA1B 2669 -513
HSPA9 -3436 -200
HVCN1 1834 -217
ICAM1 2796 -5333
ICAM2 -4698 427
ICAM3 3443 2137
ICAM5 3528 -5930
ICOSLG -2168 -4532
IDH1 4409 -2333
IFI30 3367 -6228
IFI35 -1735 -1569
IFI6 -4620 -2830
IFIH1 -4282 -4856
IFIT1 -4864 -4377
IFIT2 -4749 -5574
IFIT3 -4705 -2035
IFIT5 -4254 -90
IFITM1 -1947 2403
IFNAR1 3813 -490
IFNAR2 2778 -3573
IFNGR1 4301 310
IFNGR2 4279 -6331
IGF2R 3062 -5512
IKBKB -1640 -3894
IKBKE 1750 2086
IL10RA -3866 1263
IL10RB 4239 -6138
IL12A -2552 -5748
IL12RB1 -4755 -1444
IL12RB2 -4683 -5603
IL15 -1531 -5098
IL15RA 826 -3679
IL16 -3409 656
IL17C -2074 -1115
IL17RA 4257 -3604
IL17RC 55 -1157
IL18BP -3851 -5936
IL18R1 1399 475
IL19 2820 2517
IL1RAP 3063 -456
IL21R -4834 401
IL23A -3838 -6478
IL27RA 1165 -1230
IL2RA -2295 -6462
IL2RB -4882 2472
IL32 -3617 2512
IL4R 3174 -4452
IL6R 3645 -6410
IL6ST 1415 1094
ILF2 -597 -3803
IMPDH1 4313 -750
IMPDH2 -3507 446
INPP5D -1207 -3735
INPPL1 4166 -2224
IP6K2 -3901 -878
IQGAP1 3661 1271
IQGAP2 2738 -246
IRAK2 -3327 -1457
IRAK3 4208 -6295
IRF1 -2866 1887
IRF2 2640 -2044
IRF3 -2870 542
IRF4 -3062 1782
IRF5 2684 -6572
IRF7 -2922 1622
IRF9 -4174 -4118
IRS1 533 -4060
IRS2 3903 -5410
ISG15 -4701 1894
ISG20 -4455 2340
IST1 2328 -3896
ITCH 407 -1366
ITGA4 -4122 1419
ITGAL -4012 2268
ITGAV 2457 -5201
ITGB2 4114 1322
ITGB7 -4797 -6402
ITK -4214 -6507
ITPR1 -2478 -3278
ITPR2 2315 -6107
ITPR3 -3717 -3427
JAK1 -4072 -1022
JAK2 857 -1751
JUN 1286 69
JUNB 2850 -3031
KBTBD6 870 327
KBTBD7 2608 -1326
KBTBD8 -1262 -4094
KCMF1 3480 -3080
KCNAB2 -31 -6014
KCTD6 1579 886
KCTD7 -4415 -602
KEAP1 1826 -2872
KIF11 250 -4751
KIF15 -968 -563
KIF18A -823 -2125
KIF20A 1931 -231
KIF22 -4887 -1801
KIF23 2143 -3340
KIF2A -340 1788
KIF2C 229 -1625
KIF3A -4667 -2118
KIF3B 1292 -2584
KIF3C 3745 -5135
KIF5B 3711 -3520
KIFAP3 -2906 1836
KLC1 2149 -1283
KLC2 -3106 -5681
KLC4 -2808 -4132
KLHL11 -1956 186
KLHL2 4247 -4276
KLHL20 -4381 -2781
KLHL21 1909 -1243
KLHL22 -4331 -899
KLHL25 -3912 -464
KLHL5 1936 -4208
KPNA1 400 -2889
KPNA2 -2190 -874
KPNA3 295 -897
KPNA4 1858 1716
KPNA5 -4625 -572
KPNB1 776 -2176
KRAS 1276 440
LAIR1 3084 -6275
LAMP1 3329 -376
LAMTOR1 4371 -5950
LAMTOR2 3287 1882
LAMTOR3 3292 321
LAT2 4033 -5840
LCK -4596 2489
LCP1 3793 2024
LCP2 -363 1588
LGALS9 979 -6589
LGMN -1401 313
LIMK1 1730 -3787
LMNB1 4342 -942
LMO7 -3402 2419
LNPEP -3357 -478
LONRF1 1658 -187
LPCAT1 -2399 1540
LRR1 -2482 1362
LRRC41 3257 404
LRRFIP1 2568 -1040
LRSAM1 1798 -530
LTA -3469 2525
LTA4H 4292 -972
LTB -2823 1685
LTN1 -781 2476
MALT1 -4051 -2968
MAN2B1 2897 -6345
MANBA 3188 1807
MAP2K1 4183 -698
MAP2K3 4006 -2657
MAP2K4 2891 -5363
MAP2K6 4082 -1130
MAP2K7 514 -3915
MAP3K1 1942 -176
MAP3K14 -4512 -2542
MAP3K3 3850 64
MAP3K7 761 -2089
MAP3K8 2489 1442
MAPK1 3249 1865
MAPK14 4207 -3529
MAPK3 4121 -2448
MAPK7 -412 -1630
MAPK8 -3265 6
MAPK9 -2259 872
MAPKAP1 1911 1057
MAPKAPK2 1428 2012
MAPKAPK3 3794 -4540
MAVS 3048 -4500
MEF2A 3571 -2822
MEX3C -4774 -2068
MGRN1 2290 -6360
MICA -1592 -2075
MICB 749 922
MIF -1146 -2943
MKRN1 4045 -2133
MLEC 737 953
MLST8 117 287
MMP25 3875 1010
MNDA 4303 -6779
MPO 3220 -6776
MRC2 -53 -6280
MT2A -2224 1556
MTAP -1778 -5878
MTOR -3429 -1813
MUC1 2718 -5557
MUC12 -3930 -5807
MUC5B -1389 2353
MVP 2998 -2267
MX1 -4769 -5375
MX2 -1727 -1978
MYD88 3649 -1927
MYH9 2789 2182
MYLIP -1191 -681
MYO9B 2637 687
NAPRT 3205 -6164
NBEAL2 3020 -4329
NCF4 4298 -6732
NCK1 -4361 -1408
NCKAP1L 3360 -6178
NCKIPSD 97 -4332
NCSTN 4254 -3821
NDC1 -4789 -5228
NDUFC2 2451 -4977
NEDD4 2511 -5611
NEDD4L 3485 -5066
NEU1 4167 -3878
NF2 -2034 -2754
NFATC1 -3145 2372
NFATC2 -4851 2414
NFATC3 -4790 92
NFKB2 -367 388
NFKBIA 2851 1159
NFKBIB -48 -3368
NFKBIE -1637 1607
NHLRC3 395 1682
NIT2 -4507 -2140
NKIRAS1 116 -3490
NKIRAS2 4346 -5039
NLRC5 -3726 1646
NLRP1 -1972 -5049
NLRP3 4089 -6357
NLRX1 3451 -2858
NME2 576 -4319
NOD1 -4837 -5170
NOD2 3833 1528
NOS3 -620 -1770
NPC2 2118 -712
NUP107 -3782 -1197
NUP133 -2528 112
NUP153 -1967 834
NUP155 -3676 -4352
NUP160 -3847 763
NUP188 -4466 -847
NUP205 -4274 826
NUP210 -3943 910
NUP214 3517 1119
NUP35 -3878 -321
NUP37 998 -1886
NUP43 -3314 1617
NUP50 1650 1760
NUP54 -2855 -2767
NUP62 242 -980
NUP85 -912 317
NUP88 -4326 -128
NUP93 -4463 -3462
NUP98 1012 315
OAS1 -3339 -5215
OAS2 -4765 2093
OAS3 -4798 -5833
OASL -4007 -2933
ORAI1 -2269 -4764
ORAI2 2405 -4356
ORMDL3 -3550 -2716
OSCAR 4186 -4669
OSM 3426 -3652
OSTF1 3214 1667
P2RX1 3829 -6722
P4HB 3831 -1549
PA2G4 -1166 -175
PAFAH1B2 2931 -1392
PAG1 2019 262
PAK1 3703 -3995
PAK2 3682 -3961
PANX1 2552 1595
PCBP2 2027 132
PDAP1 2352 -1208
PDCD4 -4586 1941
PDE12 -1960 1354
PDIA3 1451 1466
PDPK1 2474 167
PDXK 3939 -5028
PELI1 2800 -3839
PELI2 3750 -2561
PELI3 3383 -4323
PFKL -977 -5964
PGAM1 4383 -2347
PGM1 2316 -4799
PGM2 4341 -1959
PIAS1 3175 -2534
PIK3AP1 3445 -4753
PIK3CA 1703 -1445
PIK3CD 2422 2189
PIK3R1 -3307 2310
PIK3R2 1887 -1223
PIK3R3 -4692 -22
PIK3R4 -1215 -3425
PILRB -4277 19
PIM1 3377 -5227
PIN1 -955 -1656
PITPNA 2860 -2752
PJA2 3244 662
PKM 4362 -3076
PLA2G6 -4758 -3132
PLAC8 3838 -4418
PLAU 1828 -6512
PLAUR 3822 -6237
PLCG1 -4158 -3541
PLCG2 1884 -2562
PLD1 4321 -6058
PLD3 3177 1541
PLEKHO2 3605 -3111
PML -2938 549
PNP 3818 -4436
POLR1C -4039 -2688
POLR1D 2715 -2500
POLR2E 3283 -1584
POLR2F 1692 -4483
POLR2H -882 1944
POLR2K -537 -2424
POLR3A -2354 2213
POLR3C -2396 509
POLR3D -4557 1264
POLR3E -4318 -673
POLR3F -1579 -5523
POLR3G -1645 1201
POLR3GL -2424 -6348
POLR3H -3719 -510
POLR3K -737 1383
POM121 -2766 -1787
POM121C -2305 -4315
POU2F1 470 733
PPIA -2133 490
PPIE -3082 644
PPM1B 2218 1592
PPP2CA 3707 300
PPP2CB 3381 1797
PPP2R1B -84 -2554
PPP2R5A 2347 381
PPP2R5B 2831 -6343
PPP2R5C -4242 2376
PPP2R5D 771 -4349
PPP2R5E -217 -2288
PPP3CA 2522 -2165
PPP3CB 2968 517
PPP3R1 3675 -3276
PRCP 3695 368
PRDX6 4109 916
PRKACA 4378 -6032
PRKACB -4656 455
PRKCB 3029 -4518
PRKCD 4154 584
PRKCE -2638 -5632
PRKCQ -4762 1372
PRKCSH 1991 -3007
PRKDC -3668 1316
PRR5 -4676 -1591
PRTN3 2825 -6448
PSAP 3061 -4192
PSEN1 3540 -3407
PSMA1 3158 -1782
PSMA2 2052 1205
PSMA3 -1612 -2824
PSMA5 -1869 592
PSMA6 2386 -1838
PSMA7 3028 1752
PSMB1 1131 -1179
PSMB10 -1758 -4718
PSMB2 1439 2355
PSMB3 3076 -2678
PSMB5 3630 -4604
PSMB6 2854 -3576
PSMB7 3856 -2038
PSMB8 -921 1189
PSMB9 -4276 -1453
PSMC1 2977 -5705
PSMC3 624 -4615
PSMC4 -3133 1003
PSMC5 -287 -3263
PSMC6 2757 -5508
PSMD1 3112 1660
PSMD11 2532 -2152
PSMD12 2710 1314
PSMD13 2376 1328
PSMD14 836 -2484
PSMD2 3204 -85
PSMD3 1696 -4331
PSMD4 3806 -4683
PSMD6 3465 -5488
PSMD7 2383 7
PSMD8 2270 -3290
PSMD9 3321 -2041
PSME1 -3548 -2343
PSME2 -3731 -2364
PSME3 3715 1116
PSME4 -1884 -3380
PSMF1 2775 -4867
PSTPIP1 3462 1135
PTEN 3844 -1100
PTGES2 -2198 -1462
PTK2 1629 920
PTK2B 3527 40
PTPN1 2254 2074
PTPN11 2038 -2302
PTPN12 3660 -1077
PTPN13 -3534 -6489
PTPN18 2482 693
PTPN2 3316 -3701
PTPN22 -379 -1114
PTPN23 -372 -3227
PTPN4 -4818 -3156
PTPN6 2452 -4586
PTPN7 -4023 -1888
PTPN9 2799 -1265
PTPRC 706 -1407
PTPRJ 3428 2365
PTPRN2 1970 2235
PYCARD 3942 -6598
PYGB 152 -5617
QPCT 4331 -6405
QSOX1 4315 -1087
RAB10 4103 -3437
RAB14 3027 1334
RAB18 3438 -1995
RAB24 2063 -3725
RAB27A 3811 -1181
RAB37 -4565 -5384
RAB3A 3646 -1080
RAB3D 4263 -6515
RAB4B 1028 1318
RAB5B 2790 -2055
RAB5C 3953 -1152
RAB6A 3657 -311
RAB7A 4002 -5570
RAC1 4031 971
RAC2 1962 -868
RACGAP1 916 1472
RAE1 1963 -39
RAF1 3488 -314
RALA 864 -262
RANBP2 -273 -4704
RAP1A 3148 323
RAP1B 1058 -1031
RAP2B -248 -2291
RAPGEF1 -3458 1868
RASGRP1 -4668 2119
RASGRP2 -2873 1508
RASGRP3 -3259 -2004
RBBP6 -354 -2825
RBCK1 694 -1357
RBSN -1363 -2813
RBX1 1368 -3241
RCHY1 2606 2124
REL 1202 -3846
RELA -542 2085
RELB 1285 -5206
RHOA 3753 1313
RHOF -4879 1911
RHOG 3858 860
RICTOR -3383 1651
RILP 3789 -4831
RIPK3 1497 -370
RNASEL 3436 326
RNASET2 2360 2094
RNF111 2267 779
RNF114 969 -3694
RNF115 -3433 1631
RNF123 2846 2363
RNF125 -4197 -1762
RNF126 -3842 1899
RNF135 3897 -6458
RNF138 1584 1102
RNF14 1575 -1169
RNF144B 3778 -5953
RNF19A -3658 1813
RNF19B 2827 380
RNF213 -4630 2228
RNF216 -3839 201
RNF220 -1962 1733
RNF25 -2343 -1189
RNF34 -1902 42
RNF4 -4370 -151
RNF41 3797 109
RNF6 1372 -2084
RNF7 3510 -1943
ROCK1 3246 -985
RORA -4672 2287
RPLP0 -320 -185
RPS27A -2201 -2138
RPS6KA1 3372 -6629
RPS6KA2 1006 -1784
RPS6KA5 -4445 -514
S100A11 4118 -1013
S100P 3758 1295
S1PR1 -3180 2436
SAMHD1 2619 -2016
SAR1B 2676 489
SARM1 -4766 -5412
SCAMP1 584 -356
SDCBP 4324 -2535
SEC13 2266 -3749
SEC23A 3162 -5141
SEC24A 3350 61
SEC24B 1233 -5505
SEC24C -768 805
SEC24D 3637 -3966
SEC31A 346 -4985
SEC61A1 2654 -592
SEC61A2 -3985 917
SEC61B 2971 33
SEC61G 1745 1052
SEH1L -1875 -1615
SERPINB1 4382 -4489
SERPINB6 2324 -5578
SH2B1 -2928 -1068
SH2B3 1358 1699
SHC1 1472 -2954
SIAH1 -897 -6217
SIAH2 3910 2185
SIGIRR -3958 290
SIKE1 -2255 -1187
SIPA1 1408 -2006
SKP1 1536 -2290
SKP2 -2759 -1566
SLA 3335 2206
SLA2 -3338 960
SLAMF6 -4801 2420
SLC11A1 4243 -4413
SLC15A4 1288 -5940
SLC27A2 -1137 -6055
SLC2A3 4160 -4757
SLC44A2 861 2003
SLCO4C1 1061 -1063
SMAD3 -4538 -4628
SMARCA4 1758 2317
SMURF1 -780 1321
SMURF2 -3735 -3048
SNAP23 3937 -6016
SNAP29 2615 -4157
SNRPA1 -3561 -3336
SOCS1 1375 -2999
SOCS2 -757 378
SOCS3 4399 2178
SOCS5 1047 -4583
SOD1 -1475 -1019
SOD2 1587 573
SOS1 -1748 -6775
SOS2 3740 -4105
SP100 1552 -769
SPSB1 756 -3865
SPTAN1 -4344 -1250
SQSTM1 1438 -952
SRC -2999 -4427
SRP14 2573 -848
STAT1 -4529 2195
STAT2 -3894 -3295
STAT3 3628 -3606
STAT4 -4875 -425
STAT5A 2943 -6427
STAT5B 2923 -3446
STAT6 2340 -3911
STBD1 2159 -6441
STIM1 1369 2500
STK10 -1159 -3955
STK11IP 1224 -3840
STOM 2795 -3877
STUB1 -330 -2168
STX1A -1213 -2461
STX3 3861 -1755
STX4 189 -6001
STXBP2 4170 -6352
SUGT1 475 594
SUMO1 2903 -3986
SURF4 3001 1222
SVIP 642 -4596
SYK 4192 -5054
TAB2 2942 1892
TALDO1 4392 -5245
TANK 3251 -1331
TAP1 -3978 -4218
TAP2 -4576 1506
TAPBP 975 -1360
TAX1BP1 2418 -4470
TBC1D10C -4609 2261
TBK1 1067 -4616
TCIRG1 3087 -5082
TCP1 1254 2168
TEC 3276 -5839
TGFB1 1959 -6
THEM4 -4130 -6129
THOP1 -3278 -3580
TICAM1 2569 -2136
TIFA 1905 -1726
TIRAP 2210 -5182
TLR1 4106 -6127
TLR2 4206 -6586
TLR3 -4406 -5820
TLR5 4260 1823
TLR6 4058 -802
TLR9 -1850 2292
TMBIM1 3776 -1433
TMC6 -3874 2299
TMEM179B 140 276
TMEM30A 3589 -1977
TMEM63A -3139 -5444
TNF -2348 -3779
TNFAIP3 -4067 -785
TNFRSF12A 2924 -994
TNFRSF1A 4299 -4958
TNFRSF1B 2421 2416
TNFRSF25 -3862 2275
TNFSF13 3783 -5904
TNFSF13B 3109 -6033
TNFSF14 783 2460
TNFSF9 -1885 1627
TNIP2 2166 -5726
TOLLIP 3905 -5037
TOM1 4259 -5118
TP53 -4034 -739
TPP2 -3068 -1752
TPR -2242 -973
TRAF2 -4539 -1442
TRAF3 -1701 2379
TRAF6 -80 -6118
TRAF7 3928 -4769
TRAIP -4458 -3435
TRAPPC1 3441 -3029
TREML2 2657 -6721
TREX1 -377 -5868
TRIB3 -1802 1669
TRIM11 -1094 586
TRIM14 -2114 -1735
TRIM2 -1371 -4681
TRIM21 775 -6370
TRIM22 -4013 -2766
TRIM25 3700 -3718
TRIM26 -3115 -2905
TRIM35 -3395 -31
TRIM36 -2087 -5030
TRIM37 -2860 -3006
TRIM38 785 -931
TRIM39 -3789 -3317
TRIM4 659 1988
TRIM41 773 -1538
TRIM45 -2497 -5568
TRIM46 -2614 -1262
TRIM5 -2217 -3945
TRIM56 -2958 141
TRIM62 -3907 -6401
TRIM68 -4679 1800
TRIM8 3807 1000
TRIM9 535 -726
TRIP12 2921 -3017
TRPC1 -3412 -2704
TRPM2 4205 -6600
TSPAN14 2946 1366
TUBB -2209 1395
TUBB4B 3111 1856
TXK -4496 170
TXLNA -556 -78
TXN 3732 284
TXNDC5 122 -5179
TXNIP -3347 -2777
TYK2 3021 -3105
TYROBP 3270 -6720
UBA3 3420 -2122
UBA5 -2767 -4241
UBA52 349 752
UBA6 1163 1251
UBA7 -2452 -6667
UBAC1 3770 -4908
UBB 2759 -1321
UBC 1618 -2568
UBE2B 2966 -2486
UBE2C 1933 1091
UBE2D1 4255 -1581
UBE2D2 1717 -3799
UBE2D3 3944 -373
UBE2D4 -4207 -3494
UBE2E1 2822 -5882
UBE2E2 551 -6256
UBE2E3 1883 -5759
UBE2F 3165 -3774
UBE2G1 1840 -1626
UBE2G2 -2650 -3560
UBE2H 3352 -1867
UBE2J1 4244 -591
UBE2J2 3722 -368
UBE2K 2901 1379
UBE2L3 3281 -3496
UBE2L6 -4256 -4206
UBE2M 3239 -3585
UBE2N 607 1127
UBE2O 668 -5963
UBE2Q1 2284 -1272
UBE2Q2 -4419 -4146
UBE2R2 3894 -3277
UBE2S 1766 2449
UBE2V1 2209 -1021
UBE2V2 934 -3487
UBE2W 3522 -618
UBE2Z -4046 -4538
UBE3A 959 1814
UBE3B 594 -244
UBE3C 2557 223
UBE3D -3973 -5685
UBOX5 -347 1764
UBR1 -1432 -415
UBR2 1443 -2614
UFL1 -2092 122
UNC13D 3311 -6493
UNC93B1 1479 -4358
UNKL -696 -4290
USP18 -4814 -2616
VAMP2 -4559 -2770
VAMP3 3698 1210
VAMP8 1989 -6050
VAPA 4169 -5592
VASP 3582 -2892
VAT1 4302 -3481
VAV1 3499 -3184
VAV2 -1214 -643
VAV3 1824 -6342
VCL 3157 -5870
VCP 2902 -2411
VEGFA 3235 -2723
VHL 1262 1389
VIM 4364 -2247
VRK3 396 -1398
VTN -613 2265
WASF1 4414 -1056
WASF2 3782 -2654
WASL 87 -4742
WIPF1 177 -4382
WIPF2 2249 -2523
WSB1 3475 -637
WWP1 -3604 -1865
XAF1 -4727 -2525
XRCC5 2075 -3770
XRCC6 -1335 376
YES1 -4772 -4415
YPEL5 2788 -1479
YWHAB 2611 2125
YWHAZ 2200 541
ZAP70 -4650 2499
ZBP1 -4869 -410
ZBTB16 215 2289
ZEB1 -2414 -1406
ZNRF1 3362 -5381
ZNRF2 198 1850





Signaling by Receptor Tyrosine Kinases

Signaling by Receptor Tyrosine Kinases
metric value
setSize 284
pMANOVA 6.36e-13
p.adjustMANOVA 3.18e-12
s.dist 0.256
s.RNA 0.253
s.meth 0.0417
p.RNA 3.55e-13
p.meth 0.23




Top 20 genes
Gene RNA meth
CLTC 4149 2477
FURIN 4191 2351
PTPRJ 3428 2365
ADAP1 3278 2385
ATP6V1A 4318 1580
ATP6V0B 3921 1604
PPP2CB 3381 1797
MAPK1 3249 1865
BRK1 2983 1970
MKNK1 3672 1538
TAB2 2942 1892
YWHAB 2611 2125
SHB 2414 2212
APH1B 2555 2056
RHOA 3753 1313
CBL 3241 1456
PTPN1 2254 2074
FOS 2120 2149
ADAM10 4030 976
RAC1 4031 971

Click HERE to show all gene set members

All member genes
RNA meth
AAMP -1084 -5298
ABI1 3018 -1788
ABI2 -4048 -5451
ADAM10 4030 976
ADAM17 3634 774
ADAP1 3278 2385
ADORA2A 1094 -5935
AHCYL1 2658 -3553
AKT1 1234 -1942
AKT2 133 -141
AP2A1 2869 -4887
AP2M1 3936 20
AP2S1 3581 -3262
APH1A 1453 -6066
APH1B 2555 2056
ARF6 422 -3567
ARHGEF7 -1379 -5507
ATF1 2245 -2565
ATP6V0A1 4375 -5877
ATP6V0A2 -4811 689
ATP6V0B 3921 1604
ATP6V0C 4218 -4697
ATP6V0D1 4282 -1003
ATP6V0E1 3919 -2865
ATP6V0E2 -4420 -6625
ATP6V1A 4318 1580
ATP6V1B2 4178 -4232
ATP6V1C1 3887 655
ATP6V1D 4174 -1234
ATP6V1E1 3588 -3948
ATP6V1F 2338 1350
ATP6V1G2 -3312 -3714
ATP6V1H 3607 -1695
BAIAP2 -72 1977
BAX 2357 -3623
BRAF 403 -4347
BRK1 2983 1970
CALM1 -626 -5019
CAV1 619 -2432
CBL 3241 1456
CDC42 3268 -2719
CDK5 3929 -506
CDK5R1 -346 -2113
CHD4 -1351 -4634
CHEK1 -741 -211
CLTA 3788 -5077
CLTC 4149 2477
COL9A2 -3430 -2895
CREB1 -430 -672
CRK 4091 -4581
CRKL 1387 -906
CSK 1990 862
CTNNB1 2626 -1691
CTNND1 -2821 1566
CUL5 265 -3077
CYBA 2922 1006
CYFIP1 4295 -6630
CYFIP2 -3754 2232
DIAPH1 -283 1033
DLG4 4153 -3021
DNAL4 1142 -45
DNM1 1225 -5619
DNM2 2448 738
DOCK7 -708 -5883
DUSP3 4305 -1798
DUSP4 -1957 -3176
DUSP6 1570 -6763
DUSP7 -960 -1322
EGR1 1023 -163
EGR2 -450 -2628
ELMO1 2547 -2714
ELMO2 1591 1326
EP300 2471 -4509
EPN1 3595 -2171
EPS15 1457 -654
EPS15L1 1251 -3901
ERBB2 -4865 -5145
ESRP2 -2936 -6611
FER 541 -3332
FES 4278 -6334
FGF9 -2970 1634
FGFBP3 -3207 1
FGFRL1 -4558 -2409
FLT3LG -3495 1573
FOS 2120 2149
FOSB 418 -332
FOSL1 4028 737
FRS2 -1025 -1999
FRS3 3166 -2329
FURIN 4191 2351
FYN -4495 1957
GAB2 3629 -6153
GALNT3 557 -2941
GGA3 1326 450
GRAP2 1736 -5763
GRB10 4386 -70
GRB2 4320 -2295
GTF2F1 1854 -1723
GTF2F2 2104 -2885
HBEGF 1889 -6428
HGS 1647 2123
HNRNPF 1366 -58
HNRNPH1 -2604 -1020
HNRNPM 1976 -4945
HRAS -1008 -4780
HSP90AA1 411 -781
HSPB1 582 -4137
ID1 1843 -3980
ID2 -4082 566
ID3 -3355 1995
IGF1R 2394 -4939
INSR 3730 -2668
IRS1 533 -4060
IRS2 3903 -5410
ITCH 407 -1366
ITGA2 1478 -3856
ITGAV 2457 -5201
ITPR1 -2478 -3278
ITPR2 2315 -6107
ITPR3 -3717 -3427
JAK2 857 -1751
JUNB 2850 -3031
JUND 478 -1239
KIDINS220 3009 189
KRAS 1276 440
LAMA2 -3504 -1315
LAMB2 156 -2207
LCK -4596 2489
LRIG1 -3766 -3314
LYL1 3697 -6435
MAP2K1 4183 -698
MAP2K2 2840 -3962
MAP2K5 1370 -3572
MAPK1 3249 1865
MAPK14 4207 -3529
MAPK3 4121 -2448
MAPK7 -412 -1630
MAPKAP1 1911 1057
MAPKAPK2 1428 2012
MAPKAPK3 3794 -4540
MEF2A 3571 -2822
MEF2D -929 -3018
MEMO1 4063 -3910
MKNK1 3672 1538
MLST8 117 287
MST1 270 1514
MST1R -1712 -4446
MTOR -3429 -1813
MXD4 -4252 -2602
NAB1 416 -2731
NAB2 -3772 989
NCBP1 -1807 -3745
NCBP2 -3329 -4067
NCF4 4298 -6732
NCK1 -4361 -1408
NCK2 1848 -4310
NCKAP1L 3360 -6178
NCOR1 2341 -3738
NCSTN 4254 -3821
NEDD4 2511 -5611
NELFB 115 1822
NOS3 -620 -1770
NTRK1 -2715 898
PAG1 2019 262
PAK1 3703 -3995
PAK2 3682 -3961
PCSK5 1812 -4883
PDE3B -4275 -4025
PDPK1 2474 167
PGF -1789 1959
PIK3CA 1703 -1445
PIK3R1 -3307 2310
PIK3R2 1887 -1223
PIK3R3 -4692 -22
PIK3R4 -1215 -3425
PLCG1 -4158 -3541
POLR2A -928 -3832
POLR2B -751 926
POLR2C 501 1027
POLR2D -1201 -2419
POLR2E 3283 -1584
POLR2F 1692 -4483
POLR2G 1190 -2402
POLR2H -882 1944
POLR2I 123 -5210
POLR2K -537 -2424
PPP2CA 3707 300
PPP2CB 3381 1797
PPP2R1B -84 -2554
PPP2R5D 771 -4349
PRKACA 4378 -6032
PRKACB -4656 455
PRKCA 356 810
PRKCB 3029 -4518
PRKCD 4154 584
PRKCE -2638 -5632
PRKCZ -4470 -5220
PRR5 -4676 -1591
PSEN1 3540 -3407
PSEN2 -2508 -5155
PSENEN 2260 -3620
PTBP1 -68 -1843
PTK2 1629 920
PTK2B 3527 40
PTPN1 2254 2074
PTPN11 2038 -2302
PTPN12 3660 -1077
PTPN18 2482 693
PTPN2 3316 -3701
PTPN6 2452 -4586
PTPRJ 3428 2365
PTPRU -816 1974
PXN 2531 -5712
RAB4A 3532 -5479
RAB4B 1028 1318
RAC1 4031 971
RALA 864 -262
RALB 3814 -1081
RALGDS -4770 1254
RANBP10 816 -5295
RANBP9 2299 -1361
RAP1A 3148 323
RAP1B 1058 -1031
RAPGEF1 -3458 1868
RASA1 664 -167
REST 276 2128
RHOA 3753 1313
RICTOR -3383 1651
RIT1 4213 337
RNF41 3797 109
ROCK1 3246 -985
RPS27A -2201 -2138
RPS6KA1 3372 -6629
RPS6KA2 1006 -1784
RPS6KA5 -4445 -514
SGK1 1689 -6076
SH2B3 1358 1699
SH2D2A -4888 2200
SH3GL1 3324 1075
SHB 2414 2212
SHC1 1472 -2954
SOCS1 1375 -2999
SOS1 -1748 -6775
SPRED1 -2916 -6227
SPRED2 2927 521
SPRY1 727 -5532
SPRY2 -1386 -5919
SRC -2999 -4427
SRF 3015 -1284
STAM 397 770
STAM2 2488 -2181
STAT1 -4529 2195
STAT3 3628 -3606
STAT5A 2943 -6427
STAT5B 2923 -3446
STAT6 2340 -3911
STMN1 -2924 -3648
STUB1 -330 -2168
TAB2 2942 1892
TCF12 -386 -4702
TCIRG1 3087 -5082
TEC 3276 -5839
TGFA 4083 -3020
THBS3 2988 -2835
THEM4 -4130 -6129
TIA1 -1628 -1498
TIAL1 -681 -277
TLR9 -1850 2292
TRIB3 -1802 1669
UBA52 349 752
UBB 2759 -1321
UBC 1618 -2568
USP8 2632 -424
VAV1 3499 -3184
VAV2 -1214 -643
VAV3 1824 -6342
VEGFA 3235 -2723
VRK3 396 -1398
WASF1 4414 -1056
WASF2 3782 -2654
WWOX -4138 1732
WWP1 -3604 -1865
YES1 -4772 -4415
YWHAB 2611 2125





Signaling by Interleukins

Signaling by Interleukins
metric value
setSize 263
pMANOVA 1.38e-11
p.adjustMANOVA 5.13e-11
s.dist 0.253
s.RNA 0.253
s.meth 0.0151
p.RNA 2.56e-12
p.meth 0.677




Top 20 genes
Gene RNA meth
SOCS3 4399 2178
LCP1 3793 2024
IL19 2820 2517
PPP2CB 3381 1797
MAPK1 3249 1865
NOD2 3833 1528
TNFRSF1B 2421 2416
TAB2 2942 1892
ITGB2 4114 1322
BATF 2612 2070
PSMA7 3028 1752
PIK3CD 2422 2189
BCL2L1 3979 1306
PSMD1 3112 1660
CNN2 2764 1735
CHUK 3543 1343
CBL 3241 1456
FOS 2120 2149
PSME3 3715 1116
SMARCA4 1758 2317

Click HERE to show all gene set members

All member genes
RNA meth
AIP -1061 1761
AKT1 1234 -1942
ALOX5 4150 -6082
APP 4249 -5300
ARF1 4184 -6686
ATF1 2245 -2565
BATF 2612 2070
BCL2 -1421 2361
BCL2L1 3979 1306
BCL6 4248 -299
BIRC5 1291 -84
BRWD1 -3183 -3884
BTRC -1493 -2427
CANX 2151 -4839
CAPZA1 3648 572
CASP1 1501 -1448
CASP3 -208 -2764
CBL 3241 1456
CCND1 -2214 -6213
CCR1 4074 -6480
CD4 -1648 -6372
CDC42 3268 -2719
CDKN1A 1646 -3540
CEBPD 4044 -5142
CFL1 3683 912
CHUK 3543 1343
CISH 1836 1748
CNN2 2764 1735
CREB1 -430 -672
CRK 4091 -4581
CRKL 1387 -906
CSF1 -622 -5924
CTF1 1521 -5738
CUL1 -4281 -5146
CXCL2 2093 -6755
DUSP3 4305 -1798
DUSP4 -1957 -3176
DUSP6 1570 -6763
DUSP7 -960 -1322
FBXW11 2510 -6747
FOS 2120 2149
FOXO1 -3290 -5036
FOXO3 3966 711
FYN -4495 1957
GAB2 3629 -6153
GATA3 -4799 1861
GRB2 4320 -2295
GSDMD 614 -3378
GSTO1 4196 -170
HIF1A 3219 -3349
HMGB1 -86 -1263
HNRNPA2B1 1133 -2665
HNRNPF 1366 -58
HSP90AA1 411 -781
HSP90B1 647 -1371
HSPA9 -3436 -200
ICAM1 2796 -5333
IKBKB -1640 -3894
IL10RA -3866 1263
IL10RB 4239 -6138
IL12A -2552 -5748
IL12RB1 -4755 -1444
IL12RB2 -4683 -5603
IL15 -1531 -5098
IL15RA 826 -3679
IL16 -3409 656
IL17C -2074 -1115
IL17RA 4257 -3604
IL17RC 55 -1157
IL18BP -3851 -5936
IL18R1 1399 475
IL19 2820 2517
IL1RAP 3063 -456
IL21R -4834 401
IL23A -3838 -6478
IL27RA 1165 -1230
IL2RA -2295 -6462
IL2RB -4882 2472
IL32 -3617 2512
IL4R 3174 -4452
IL6R 3645 -6410
IL6ST 1415 1094
INPP5D -1207 -3735
INPPL1 4166 -2224
IRAK2 -3327 -1457
IRAK3 4208 -6295
IRF4 -3062 1782
IRS1 533 -4060
IRS2 3903 -5410
ITGB2 4114 1322
JAK1 -4072 -1022
JAK2 857 -1751
JUN 1286 69
JUNB 2850 -3031
LCK -4596 2489
LCP1 3793 2024
LGALS9 979 -6589
LMNB1 4342 -942
MAP2K1 4183 -698
MAP2K3 4006 -2657
MAP2K4 2891 -5363
MAP2K6 4082 -1130
MAP2K7 514 -3915
MAP3K3 3850 64
MAP3K7 761 -2089
MAP3K8 2489 1442
MAPK1 3249 1865
MAPK14 4207 -3529
MAPK3 4121 -2448
MAPK7 -412 -1630
MAPK8 -3265 6
MAPK9 -2259 872
MAPKAPK2 1428 2012
MAPKAPK3 3794 -4540
MEF2A 3571 -2822
MIF -1146 -2943
MTAP -1778 -5878
MUC1 2718 -5557
MYD88 3649 -1927
NFKB2 -367 388
NFKBIA 2851 1159
NFKBIB -48 -3368
NKIRAS1 116 -3490
NKIRAS2 4346 -5039
NOD1 -4837 -5170
NOD2 3833 1528
OSM 3426 -3652
P4HB 3831 -1549
PAK2 3682 -3961
PDCD4 -4586 1941
PELI1 2800 -3839
PELI2 3750 -2561
PELI3 3383 -4323
PIK3CA 1703 -1445
PIK3CD 2422 2189
PIK3R1 -3307 2310
PIK3R2 1887 -1223
PIK3R3 -4692 -22
PIM1 3377 -5227
PITPNA 2860 -2752
POU2F1 470 733
PPIA -2133 490
PPP2CA 3707 300
PPP2CB 3381 1797
PPP2R1B -84 -2554
PPP2R5D 771 -4349
PRKACA 4378 -6032
PRTN3 2825 -6448
PSMA1 3158 -1782
PSMA2 2052 1205
PSMA3 -1612 -2824
PSMA5 -1869 592
PSMA6 2386 -1838
PSMA7 3028 1752
PSMB1 1131 -1179
PSMB10 -1758 -4718
PSMB2 1439 2355
PSMB3 3076 -2678
PSMB5 3630 -4604
PSMB6 2854 -3576
PSMB7 3856 -2038
PSMB8 -921 1189
PSMB9 -4276 -1453
PSMC1 2977 -5705
PSMC3 624 -4615
PSMC4 -3133 1003
PSMC5 -287 -3263
PSMC6 2757 -5508
PSMD1 3112 1660
PSMD11 2532 -2152
PSMD12 2710 1314
PSMD13 2376 1328
PSMD14 836 -2484
PSMD2 3204 -85
PSMD3 1696 -4331
PSMD4 3806 -4683
PSMD6 3465 -5488
PSMD7 2383 7
PSMD8 2270 -3290
PSMD9 3321 -2041
PSME1 -3548 -2343
PSME2 -3731 -2364
PSME3 3715 1116
PSME4 -1884 -3380
PSMF1 2775 -4867
PTK2B 3527 40
PTPN11 2038 -2302
PTPN12 3660 -1077
PTPN13 -3534 -6489
PTPN18 2482 693
PTPN2 3316 -3701
PTPN23 -372 -3227
PTPN4 -4818 -3156
PTPN6 2452 -4586
PTPN7 -4023 -1888
PTPN9 2799 -1265
RALA 864 -262
RAP1B 1058 -1031
RAPGEF1 -3458 1868
RBX1 1368 -3241
RELA -542 2085
RORA -4672 2287
RPLP0 -320 -185
RPS27A -2201 -2138
RPS6KA1 3372 -6629
RPS6KA2 1006 -1784
RPS6KA5 -4445 -514
S1PR1 -3180 2436
SHC1 1472 -2954
SIGIRR -3958 290
SKP1 1536 -2290
SMAD3 -4538 -4628
SMARCA4 1758 2317
SNRPA1 -3561 -3336
SOCS1 1375 -2999
SOCS2 -757 378
SOCS3 4399 2178
SOCS5 1047 -4583
SOD1 -1475 -1019
SOD2 1587 573
SOS1 -1748 -6775
SOS2 3740 -4105
SQSTM1 1438 -952
STAT1 -4529 2195
STAT2 -3894 -3295
STAT3 3628 -3606
STAT4 -4875 -425
STAT5A 2943 -6427
STAT5B 2923 -3446
STAT6 2340 -3911
STX1A -1213 -2461
STX3 3861 -1755
STX4 189 -6001
STXBP2 4170 -6352
SYK 4192 -5054
TAB2 2942 1892
TALDO1 4392 -5245
TBK1 1067 -4616
TCP1 1254 2168
TEC 3276 -5839
TGFB1 1959 -6
TNF -2348 -3779
TNFRSF1A 4299 -4958
TNFRSF1B 2421 2416
TNIP2 2166 -5726
TOLLIP 3905 -5037
TP53 -4034 -739
TRAF6 -80 -6118
TXLNA -556 -78
TYK2 3021 -3105
UBA52 349 752
UBB 2759 -1321
UBC 1618 -2568
UBE2N 607 1127
UBE2V1 2209 -1021
VAMP2 -4559 -2770
VAV1 3499 -3184
VEGFA 3235 -2723
VIM 4364 -2247
VRK3 396 -1398
YES1 -4772 -4415
YWHAZ 2200 541
ZEB1 -2414 -1406





rRNA processing

rRNA processing
metric value
setSize 159
pMANOVA 1.71e-11
p.adjustMANOVA 5.13e-11
s.dist 0.336
s.RNA -0.289
s.meth 0.171
p.RNA 3.63e-10
p.meth 0.000207




Top 20 genes
Gene RNA meth
NOP14 -4022 2384
RRP9 -3589 2034
RPL3 -2885 2313
MTERF4 -4033 1559
RPL23A -3334 1843
EXOSC2 -4132 1269
NOL9 -3670 1426
RPS11 -2332 2115
RPL13A -2727 1802
EXOSC8 -4363 1020
SNU13 -2174 1961
RPL32 -2103 1928
RPP38 -2263 1598
WDR75 -3509 1028
NOC4L -1668 1990
RPS2 -1344 2392
RPL35 -2671 952
RPL4 -1064 2321
RPS10 -1780 1246
EXOSC5 -1377 1591

Click HERE to show all gene set members

All member genes
RNA meth
BMS1 -4492 -2552
BYSL -1331 -88
C1D 1194 510
CSNK1D 760 -1777
CSNK1E -3709 -4750
DCAF13 -1698 -2001
DDX21 1018 760
DDX47 -4257 -3056
DDX49 1815 -4408
DDX52 142 -1954
DHX37 -2753 -312
DIS3 -1292 -762
EBNA1BP2 -1224 1600
ELAC2 -4545 -916
ERI1 2157 130
EXOSC1 -319 -290
EXOSC10 -4315 -1580
EXOSC2 -4132 1269
EXOSC3 161 -2555
EXOSC4 3305 -4410
EXOSC5 -1377 1591
EXOSC6 -3464 545
EXOSC7 -3889 -4665
EXOSC8 -4363 1020
FAU -124 -3862
FBL -3651 -2611
FCF1 1633 -2675
FTSJ3 -1200 -670
GAR1 -2203 -4416
GNL3 -2859 -1419
HEATR1 -3738 -1985
IMP3 -3288 99
IMP4 -4084 -2925
ISG20L2 1309 1893
KRR1 -2907 -6562
LTV1 -1284 -3205
MPHOSPH10 -2537 -57
MPHOSPH6 685 -5463
MRM1 -3829 -5990
MTERF4 -4033 1559
NCL -3204 -2515
NHP2 -1038 -260
NIP7 -1813 -1760
NOB1 -3724 -1000
NOC4L -1668 1990
NOL11 -3807 -2629
NOL12 1851 505
NOL6 -4043 526
NOL9 -3670 1426
NOP10 3759 -3526
NOP14 -4022 2384
NOP2 -3530 -2438
NOP56 -4540 -523
NOP58 -3529 -2406
NSUN4 -1451 -3469
PDCD11 -4401 -2174
PELP1 -4054 -1579
PES1 -609 -3908
PNO1 -2170 -5495
PWP2 -378 681
RBM28 -4493 -685
RCL1 -244 -1421
RIOK1 -1131 -2098
RIOK2 300 -954
RIOK3 4013 -2443
RPL10A -2096 -648
RPL11 -1944 -2771
RPL13 -1024 -191
RPL13A -2727 1802
RPL14 -2104 -100
RPL15 -313 -4694
RPL17 -1654 1099
RPL18 -1546 -2031
RPL18A -1876 -4966
RPL22 -1434 -3996
RPL23 -990 -566
RPL23A -3334 1843
RPL26 -2060 -1489
RPL26L1 3079 -2860
RPL27A -1942 -55
RPL28 -456 -3478
RPL29 -1075 305
RPL3 -2885 2313
RPL31 -1362 -2278
RPL32 -2103 1928
RPL34 -2147 -3159
RPL35 -2671 952
RPL36 -1614 4
RPL36AL 9 1901
RPL37 -1982 -126
RPL37A -1178 211
RPL38 -1800 -818
RPL39L -2993 -329
RPL4 -1064 2321
RPL41 -2172 -229
RPL6 -999 474
RPL7 -589 -6019
RPL8 -373 -5267
RPL9 -566 741
RPLP0 -320 -185
RPLP1 3 -4053
RPLP2 -2265 579
RPP14 974 -354
RPP21 -1631 -5256
RPP25 -2741 -5917
RPP30 -2675 -5522
RPP38 -2263 1598
RPP40 -1467 -1426
RPS10 -1780 1246
RPS11 -2332 2115
RPS12 -1841 -379
RPS15 -1095 1808
RPS15A -1762 1086
RPS16 -1410 1043
RPS18 -2520 -3281
RPS19 -2212 -4563
RPS2 -1344 2392
RPS20 -3028 -1962
RPS23 -1958 -1981
RPS24 -87 -2012
RPS25 -1980 254
RPS26 -446 -3094
RPS27A -2201 -2138
RPS27L 649 -2218
RPS28 -1426 525
RPS29 -2606 -159
RPS3 -1822 -632
RPS3A -1419 1275
RPS5 -1744 -1026
RPS6 -1906 -1785
RPS7 -1509 -2594
RPS8 -627 1886
RPS9 2097 139
RPSA -1968 -1486
RRP1 -924 77
RRP7A -846 -2961
RRP9 -3589 2034
SENP3 966 -1248
SNU13 -2174 1961
TBL3 -1027 994
TEX10 -3427 -1947
TFB1M -4290 -3739
THUMPD1 -3443 -4292
TRMT112 233 -4666
TSR1 -3410 -3041
TSR3 1337 1167
UBA52 349 752
UTP15 -3872 -2796
UTP18 1940 -3819
UTP20 -3834 -1372
UTP3 -874 -3665
UTP6 -1347 -1904
WDR12 1988 706
WDR18 -691 -2042
WDR3 -2064 -5710
WDR36 -1177 -2277
WDR43 -2494 -4225
WDR75 -3509 1028
XRN2 4366 -5589





Major pathway of rRNA processing in the nucleolus and cytosol

Major pathway of rRNA processing in the nucleolus and cytosol
metric value
setSize 147
pMANOVA 5.25e-11
p.adjustMANOVA 1.31e-10
s.dist 0.342
s.RNA -0.283
s.meth 0.193
p.RNA 3.83e-09
p.meth 5.68e-05




Top 20 genes
Gene RNA meth
NOP14 -4022 2384
RRP9 -3589 2034
RPL3 -2885 2313
RPL23A -3334 1843
EXOSC2 -4132 1269
NOL9 -3670 1426
RPS11 -2332 2115
RPL13A -2727 1802
EXOSC8 -4363 1020
SNU13 -2174 1961
RPL32 -2103 1928
RPP38 -2263 1598
WDR75 -3509 1028
NOC4L -1668 1990
RPS2 -1344 2392
RPL35 -2671 952
RPL4 -1064 2321
RPS10 -1780 1246
EXOSC5 -1377 1591
NOL6 -4043 526

Click HERE to show all gene set members

All member genes
RNA meth
BMS1 -4492 -2552
BYSL -1331 -88
C1D 1194 510
CSNK1D 760 -1777
CSNK1E -3709 -4750
DCAF13 -1698 -2001
DDX21 1018 760
DDX47 -4257 -3056
DDX49 1815 -4408
DDX52 142 -1954
DHX37 -2753 -312
DIS3 -1292 -762
EBNA1BP2 -1224 1600
ERI1 2157 130
EXOSC1 -319 -290
EXOSC10 -4315 -1580
EXOSC2 -4132 1269
EXOSC3 161 -2555
EXOSC4 3305 -4410
EXOSC5 -1377 1591
EXOSC6 -3464 545
EXOSC7 -3889 -4665
EXOSC8 -4363 1020
FAU -124 -3862
FBL -3651 -2611
FCF1 1633 -2675
FTSJ3 -1200 -670
GNL3 -2859 -1419
HEATR1 -3738 -1985
IMP3 -3288 99
IMP4 -4084 -2925
ISG20L2 1309 1893
KRR1 -2907 -6562
LTV1 -1284 -3205
MPHOSPH10 -2537 -57
MPHOSPH6 685 -5463
NCL -3204 -2515
NIP7 -1813 -1760
NOB1 -3724 -1000
NOC4L -1668 1990
NOL11 -3807 -2629
NOL12 1851 505
NOL6 -4043 526
NOL9 -3670 1426
NOP14 -4022 2384
NOP56 -4540 -523
NOP58 -3529 -2406
PDCD11 -4401 -2174
PELP1 -4054 -1579
PES1 -609 -3908
PNO1 -2170 -5495
PWP2 -378 681
RBM28 -4493 -685
RCL1 -244 -1421
RIOK1 -1131 -2098
RIOK2 300 -954
RIOK3 4013 -2443
RPL10A -2096 -648
RPL11 -1944 -2771
RPL13 -1024 -191
RPL13A -2727 1802
RPL14 -2104 -100
RPL15 -313 -4694
RPL17 -1654 1099
RPL18 -1546 -2031
RPL18A -1876 -4966
RPL22 -1434 -3996
RPL23 -990 -566
RPL23A -3334 1843
RPL26 -2060 -1489
RPL26L1 3079 -2860
RPL27A -1942 -55
RPL28 -456 -3478
RPL29 -1075 305
RPL3 -2885 2313
RPL31 -1362 -2278
RPL32 -2103 1928
RPL34 -2147 -3159
RPL35 -2671 952
RPL36 -1614 4
RPL36AL 9 1901
RPL37 -1982 -126
RPL37A -1178 211
RPL38 -1800 -818
RPL39L -2993 -329
RPL4 -1064 2321
RPL41 -2172 -229
RPL6 -999 474
RPL7 -589 -6019
RPL8 -373 -5267
RPL9 -566 741
RPLP0 -320 -185
RPLP1 3 -4053
RPLP2 -2265 579
RPP14 974 -354
RPP21 -1631 -5256
RPP25 -2741 -5917
RPP30 -2675 -5522
RPP38 -2263 1598
RPP40 -1467 -1426
RPS10 -1780 1246
RPS11 -2332 2115
RPS12 -1841 -379
RPS15 -1095 1808
RPS15A -1762 1086
RPS16 -1410 1043
RPS18 -2520 -3281
RPS19 -2212 -4563
RPS2 -1344 2392
RPS20 -3028 -1962
RPS23 -1958 -1981
RPS24 -87 -2012
RPS25 -1980 254
RPS26 -446 -3094
RPS27A -2201 -2138
RPS27L 649 -2218
RPS28 -1426 525
RPS29 -2606 -159
RPS3 -1822 -632
RPS3A -1419 1275
RPS5 -1744 -1026
RPS6 -1906 -1785
RPS7 -1509 -2594
RPS8 -627 1886
RPS9 2097 139
RPSA -1968 -1486
RRP1 -924 77
RRP7A -846 -2961
RRP9 -3589 2034
SENP3 966 -1248
SNU13 -2174 1961
TBL3 -1027 994
TEX10 -3427 -1947
TSR1 -3410 -3041
UBA52 349 752
UTP15 -3872 -2796
UTP18 1940 -3819
UTP20 -3834 -1372
UTP3 -874 -3665
UTP6 -1347 -1904
WDR12 1988 706
WDR18 -691 -2042
WDR3 -2064 -5710
WDR36 -1177 -2277
WDR43 -2494 -4225
WDR75 -3509 1028
XRN2 4366 -5589





Platelet activation, signaling and aggregation

Platelet activation, signaling and aggregation
metric value
setSize 133
pMANOVA 1.35e-08
p.adjustMANOVA 2.9e-08
s.dist 0.297
s.RNA 0.291
s.meth 0.0625
p.RNA 8.09e-09
p.meth 0.215




Top 20 genes
Gene RNA meth
ACTN1 4201 2335
DGKG 3539 2259
GNG5 4043 1920
WDR1 2948 2364
MAPK1 3249 1865
RHOA 3753 1313
PTPN1 2254 2074
CALU 3497 1252
RAC1 4031 971
CFL1 3683 912
RHOG 3858 860
PRKCD 4154 584
PFN1 2119 833
CSK 1990 862
MANF 813 1947
PTK2 1629 920
YWHAZ 2200 541
RAP1A 3148 323
TLN1 3876 191
GNG3 285 2231

Click HERE to show all gene set members

All member genes
RNA meth
A1BG 2170 -3533
AAMP -1084 -5298
ABCC4 3217 -3153
ABHD12 -3773 -129
ABHD6 -854 -284
ACTN1 4201 2335
ACTN4 1907 -2928
AKT1 1234 -1942
ALDOA 4285 -1349
ANXA5 3692 -2845
APBB1IP 4003 -5120
APLP2 4343 -3465
APP 4249 -5300
ARRB1 632 -6363
ARRB2 3860 -2243
BRPF3 -2062 -937
CALM1 -626 -5019
CALU 3497 1252
CAP1 3635 -553
CD63 4308 -1017
CDC37L1 -2853 1097
CDC42 3268 -2719
CFL1 3683 912
CHID1 909 -254
CRK 4091 -4581
CSK 1990 862
CYB5R1 4394 -1352
DAGLB 2303 -6635
DGKA -2629 2375
DGKD -162 546
DGKE -4323 -953
DGKG 3539 2259
DGKH -953 -6190
DGKQ -2697 1446
DGKZ -1742 -6294
ENDOD1 1124 -4107
FAM3C -3576 527
FERMT3 4270 -1343
FYN -4495 1957
GNA12 1128 -3386
GNA13 2310 -2285
GNA15 4391 -6690
GNAI2 3616 -1747
GNAI3 3536 -909
GNAQ 4145 -6733
GNB1 3736 -2920
GNB2 3650 -309
GNB4 3163 -6007
GNB5 163 1821
GNG2 -2538 -3847
GNG3 285 2231
GNG4 -649 2073
GNG5 4043 1920
GNG7 -1581 -4773
GNGT2 -4735 2438
GRB2 4320 -2295
GTPBP2 2582 -487
HABP4 -4052 230
ITPR1 -2478 -3278
ITPR2 2315 -6107
ITPR3 -3717 -3427
LCK -4596 2489
LCP2 -363 1588
MANF 813 1947
MAPK1 3249 1865
MAPK14 4207 -3529
MAPK3 4121 -2448
NHLRC2 -2558 -716
OLA1 1835 -508
P2RY1 3468 -5377
PCYOX1L -605 339
PDPK1 2474 167
PFN1 2119 833
PHACTR2 2092 -6672
PIK3CA 1703 -1445
PIK3CG 569 -2045
PIK3R1 -3307 2310
PIK3R2 1887 -1223
PIK3R3 -4692 -22
PIK3R5 -688 514
PLCG2 1884 -2562
PLEK 633 -5891
PPIA -2133 490
PRKCA 356 810
PRKCB 3029 -4518
PRKCD 4154 584
PRKCE -2638 -5632
PRKCH -4868 1376
PRKCQ -4762 1372
PRKCZ -4470 -5220
PSAP 3061 -4192
PTK2 1629 920
PTPN1 2254 2074
PTPN11 2038 -2302
PTPN6 2452 -4586
QSOX1 4315 -1087
RAC1 4031 971
RAC2 1962 -868
RAF1 3488 -314
RAP1A 3148 323
RAP1B 1058 -1031
RASGRP1 -4668 2119
RASGRP2 -2873 1508
RHOA 3753 1313
RHOB 390 -4992
RHOG 3858 860
SCCPDH 3431 -5477
SHC1 1472 -2954
SOD1 -1475 -1019
SOS1 -1748 -6775
SRC -2999 -4427
SRGN 4011 -2722
STX4 189 -6001
STXBP2 4170 -6352
STXBP3 3212 -1306
SYK 4192 -5054
TAGLN2 3178 -1136
TEX264 -2805 55
TGFB1 1959 -6
TGFB2 -2429 -6761
TGFB3 -2583 -5946
TLN1 3876 191
TMX3 -249 -6313
TOR4A 4072 -6704
TUBA4A 2678 -4571
VAV1 3499 -3184
VAV2 -1214 -643
VAV3 1824 -6342
VCL 3157 -5870
VEGFA 3235 -2723
VTI1B 4065 -359
WDR1 2948 2364
YWHAZ 2200 541





Metabolism of RNA

Metabolism of RNA
metric value
setSize 535
pMANOVA 6.68e-08
p.adjustMANOVA 1.21e-07
s.dist 0.153
s.RNA -0.0918
s.meth 0.123
p.RNA 0.000355
p.meth 1.72e-06




Top 20 genes
Gene RNA meth
NOP14 -4022 2384
RNMT -4139 2172
WDR77 -3675 2308
UPF3A -3462 2175
RRP9 -3589 2034
RPL3 -2885 2313
SRSF7 -3031 2075
MTERF4 -4033 1559
RPL23A -3334 1843
ADAT1 -3158 1883
NUP43 -3314 1617
EXOSC2 -4132 1269
NOL9 -3670 1426
FUS -2274 2205
RPS11 -2332 2115
RPL13A -2727 1802
TTC37 -2287 2107
FAM98B -2732 1741
SRSF2 -1991 2284
SF3A3 -3953 1130

Click HERE to show all gene set members

All member genes
RNA meth
AAAS -2812 405
ACTB 4156 -4515
ADAR -1029 -263
ADARB1 -1667 -6225
ADAT1 -3158 1883
ADAT2 -3526 -2393
ADAT3 347 1001
AKT1 1234 -1942
ALKBH8 -4457 -3991
ALYREF 2102 -4902
ANP32A 3747 -3737
AQR 574 -336
BMS1 -4492 -2552
BUD31 3007 776
BYSL -1331 -88
C1D 1194 510
C2orf49 -1785 -443
CASC3 2005 -2580
CCAR1 -721 -2951
CCNH 243 -3754
CD2BP2 -635 -6240
CD44 3760 266
CDC40 2845 2242
CDC5L 2311 -5959
CDK7 1983 275
CDKAL1 -3155 -2998
CHERP -1548 -2459
CLNS1A 366 -1163
CLP1 2730 -1417
CNOT1 -1273 -4543
CNOT10 -811 -361
CNOT11 663 -2236
CNOT3 2042 565
CNOT4 -399 -3064
CNOT6 1783 -3728
CNOT6L -4229 -5686
CNOT7 -1154 349
CNOT8 3701 -2054
CPSF1 -1130 -6284
CPSF2 3459 -3164
CPSF3 2740 -4860
CPSF4 -3261 134
CRNKL1 1509 433
CSNK1D 760 -1777
CSNK1E -3709 -4750
CSTF1 -1891 2021
CTNNBL1 480 -2232
CTU1 1699 -3154
CTU2 -3058 -2262
CWC15 -692 -4721
CWC22 261 -3308
CWC27 1621 2224
DCAF13 -1698 -2001
DCP1A -1657 -2482
DCP1B -4482 -5406
DCP2 2848 -2783
DCPS -700 -1076
DDX1 -840 -558
DDX20 -4044 -3695
DDX21 1018 760
DDX23 -218 164
DDX42 7 -1996
DDX46 814 -2306
DDX47 -4257 -3056
DDX49 1815 -4408
DDX5 -3465 1288
DDX52 142 -1954
DDX6 -580 1106
DHX16 -1503 -3824
DHX37 -2753 -312
DHX9 322 871
DIS3 -1292 -762
DNAJC8 334 605
DUS2 1175 2247
EBNA1BP2 -1224 1600
EDC3 1313 -1960
EDC4 -1557 -5349
EFTUD2 3773 1095
EIF4A1 3303 -3762
EIF4A2 -4175 836
EIF4A3 3132 -3850
EIF4B 387 -4336
EIF4E 1789 1536
EIF4G1 3585 746
ELAC2 -4545 -916
ELAVL1 651 -6154
ENPP2 603 -2276
ERCC2 1210 -594
ERCC3 -2534 969
ERI1 2157 130
ETF1 3209 758
EXOSC1 -319 -290
EXOSC10 -4315 -1580
EXOSC2 -4132 1269
EXOSC3 161 -2555
EXOSC4 3305 -4410
EXOSC5 -1377 1591
EXOSC6 -3464 545
EXOSC7 -3889 -4665
EXOSC8 -4363 1020
FAM98B -2732 1741
FAU -124 -3862
FBL -3651 -2611
FCF1 1633 -2675
FIP1L1 -2603 -2274
FTSJ3 -1200 -670
FUS -2274 2205
FYTTD1 -1781 1459
GAR1 -2203 -4416
GCFC2 -3981 -2094
GEMIN2 -2496 -3548
GEMIN4 -4181 -6519
GEMIN5 -1560 -2833
GEMIN6 745 -1619
GEMIN7 1801 1324
GLE1 1950 829
GNL3 -2859 -1419
GSPT1 2672 -4456
GTF2F1 1854 -1723
GTF2F2 2104 -2885
GTF2H3 -672 1025
GTF2H4 -876 -2761
GTF2H5 1345 691
GTPBP3 -2334 -3838
HBS1L 1873 -598
HEATR1 -3738 -1985
HNRNPA0 -2960 460
HNRNPA2B1 1133 -2665
HNRNPC 2536 -1112
HNRNPD 902 -1374
HNRNPF 1366 -58
HNRNPH1 -2604 -1020
HNRNPK 3259 -2386
HNRNPL -34 -741
HNRNPM 1976 -4945
HNRNPR -2856 -4296
HNRNPU 928 -970
HNRNPUL1 935 -1966
HSPA1A 3613 -3825
HSPB1 582 -4137
IGF2BP3 2588 -4480
IMP3 -3288 99
IMP4 -4084 -2925
ISG20L2 1309 1893
ISY1 2281 -4700
KHSRP 866 -5005
KRR1 -2907 -6562
LCMT2 -3932 -441
LSM1 2464 515
LSM10 2585 -3871
LSM11 -3779 -4172
LSM2 860 -1678
LSM3 -133 -674
LSM4 -3824 -5491
LSM5 -1952 -3381
LSM6 3069 -1989
LSM7 -2063 -5454
LSM8 -3316 -2296
LTV1 -1284 -3205
MAPK14 4207 -3529
MAPKAPK2 1428 2012
METTL1 -2291 -5208
METTL14 -2292 -4236
MNAT1 -2935 311
MPHOSPH10 -2537 -57
MPHOSPH6 685 -5463
MRM1 -3829 -5990
MTERF4 -4033 1559
MTO1 -2811 -856
NCBP1 -1807 -3745
NCBP2 -3329 -4067
NCL -3204 -2515
NDC1 -4789 -5228
NHP2 -1038 -260
NIP7 -1813 -1760
NOB1 -3724 -1000
NOC4L -1668 1990
NOL11 -3807 -2629
NOL12 1851 505
NOL6 -4043 526
NOL9 -3670 1426
NOP10 3759 -3526
NOP14 -4022 2384
NOP2 -3530 -2438
NOP56 -4540 -523
NOP58 -3529 -2406
NSUN2 -570 65
NSUN4 -1451 -3469
NSUN6 -2512 -2844
NUDT21 -1100 13
NUP107 -3782 -1197
NUP133 -2528 112
NUP153 -1967 834
NUP155 -3676 -4352
NUP160 -3847 763
NUP188 -4466 -847
NUP205 -4274 826
NUP210 -3943 910
NUP214 3517 1119
NUP35 -3878 -321
NUP37 998 -1886
NUP43 -3314 1617
NUP50 1650 1760
NUP54 -2855 -2767
NUP62 242 -980
NUP85 -912 317
NUP88 -4326 -128
NUP93 -4463 -3462
NUP98 1012 315
NXF1 563 -162
NXT1 -2554 1069
PABPC1 2061 -2769
PABPN1 -169 -3743
PAIP1 927 241
PAN2 -1320 -1449
PAN3 2 -3562
PAPOLA 3065 775
PARN -1591 -4138
PATL1 2054 -5336
PCBP1 3284 -1395
PCBP2 2027 132
PDCD11 -4401 -2174
PDCD7 -2408 -1270
PELP1 -4054 -1579
PES1 -609 -3908
PHAX -1605 694
PLRG1 -2109 692
PNO1 -2170 -5495
PNRC2 -1366 -2821
POLDIP3 3131 -5416
POLR2A -928 -3832
POLR2B -751 926
POLR2C 501 1027
POLR2D -1201 -2419
POLR2E 3283 -1584
POLR2F 1692 -4483
POLR2G 1190 -2402
POLR2H -882 1944
POLR2I 123 -5210
POLR2K -537 -2424
POM121 -2766 -1787
POM121C -2305 -4315
POP1 -1211 -517
POP4 -1125 2076
POP5 -3385 -4690
POP7 1464 466
PPIE -3082 644
PPIH -4434 -2541
PPIL1 -1715 -5540
PPIL3 -1533 -1459
PPIL4 995 -2414
PPIL6 85 1558
PPP2CA 3707 300
PPP2R2A 1461 -5074
PPWD1 -3767 513
PRCC 780 -2557
PRKCA 356 810
PRKCD 4154 584
PRMT5 1232 -2112
PRPF19 -3026 -2289
PRPF3 -2461 -5317
PRPF31 -2436 -4737
PRPF38A -70 -2763
PRPF40A 898 2454
PRPF6 -2246 -2317
PRPF8 -2680 -1872
PSMA1 3158 -1782
PSMA2 2052 1205
PSMA3 -1612 -2824
PSMA5 -1869 592
PSMA6 2386 -1838
PSMA7 3028 1752
PSMB1 1131 -1179
PSMB10 -1758 -4718
PSMB2 1439 2355
PSMB3 3076 -2678
PSMB5 3630 -4604
PSMB6 2854 -3576
PSMB7 3856 -2038
PSMB8 -921 1189
PSMB9 -4276 -1453
PSMC1 2977 -5705
PSMC3 624 -4615
PSMC4 -3133 1003
PSMC5 -287 -3263
PSMC6 2757 -5508
PSMD1 3112 1660
PSMD11 2532 -2152
PSMD12 2710 1314
PSMD13 2376 1328
PSMD14 836 -2484
PSMD2 3204 -85
PSMD3 1696 -4331
PSMD4 3806 -4683
PSMD6 3465 -5488
PSMD7 2383 7
PSMD8 2270 -3290
PSMD9 3321 -2041
PSME1 -3548 -2343
PSME2 -3731 -2364
PSME3 3715 1116
PSME4 -1884 -3380
PSMF1 2775 -4867
PTBP1 -68 -1843
PUF60 -270 1796
PUS1 -1988 -1746
PUS3 1246 -5241
PUS7 -1663 263
PWP2 -378 681
QTRT1 -3345 -3239
RAE1 1963 -39
RAN -2142 1257
RANBP2 -273 -4704
RBM17 -1486 1681
RBM28 -4493 -685
RCL1 -244 -1421
RIOK1 -1131 -2098
RIOK2 300 -954
RIOK3 4013 -2443
RNGTT 1007 -2952
RNMT -4139 2172
RNPC3 -1313 -1410
RNPS1 -4345 -3160
RPL10A -2096 -648
RPL11 -1944 -2771
RPL13 -1024 -191
RPL13A -2727 1802
RPL14 -2104 -100
RPL15 -313 -4694
RPL17 -1654 1099
RPL18 -1546 -2031
RPL18A -1876 -4966
RPL22 -1434 -3996
RPL23 -990 -566
RPL23A -3334 1843
RPL26 -2060 -1489
RPL26L1 3079 -2860
RPL27A -1942 -55
RPL28 -456 -3478
RPL29 -1075 305
RPL3 -2885 2313
RPL31 -1362 -2278
RPL32 -2103 1928
RPL34 -2147 -3159
RPL35 -2671 952
RPL36 -1614 4
RPL36AL 9 1901
RPL37 -1982 -126
RPL37A -1178 211
RPL38 -1800 -818
RPL39L -2993 -329
RPL4 -1064 2321
RPL41 -2172 -229
RPL6 -999 474
RPL7 -589 -6019
RPL8 -373 -5267
RPL9 -566 741
RPLP0 -320 -185
RPLP1 3 -4053
RPLP2 -2265 579
RPP14 974 -354
RPP21 -1631 -5256
RPP25 -2741 -5917
RPP30 -2675 -5522
RPP38 -2263 1598
RPP40 -1467 -1426
RPPH1 25 -5149
RPS10 -1780 1246
RPS11 -2332 2115
RPS12 -1841 -379
RPS15 -1095 1808
RPS15A -1762 1086
RPS16 -1410 1043
RPS18 -2520 -3281
RPS19 -2212 -4563
RPS2 -1344 2392
RPS20 -3028 -1962
RPS23 -1958 -1981
RPS24 -87 -2012
RPS25 -1980 254
RPS26 -446 -3094
RPS27A -2201 -2138
RPS27L 649 -2218
RPS28 -1426 525
RPS29 -2606 -159
RPS3 -1822 -632
RPS3A -1419 1275
RPS5 -1744 -1026
RPS6 -1906 -1785
RPS7 -1509 -2594
RPS8 -627 1886
RPS9 2097 139
RPSA -1968 -1486
RRP1 -924 77
RRP7A -846 -2961
RRP9 -3589 2034
RTCB -461 -261
SART1 1259 218
SEC13 2266 -3749
SEH1L -1875 -1615
SENP3 966 -1248
SET -2218 -5937
SF1 -215 -1708
SF3A1 -726 -2997
SF3A2 -1608 2430
SF3A3 -3953 1130
SF3B2 568 -3350
SF3B3 -3425 -1675
SF3B4 708 984
SF3B5 1093 -4116
SKIV2L -1017 -2116
SLBP 2050 -327
SLU7 871 -3467
SMG1 -1341 -3377
SMG5 2044 -4423
SMG6 -1937 1909
SMG7 2744 -589
SMG8 939 -3537
SMNDC1 2212 -3187
SNRNP200 -4136 -2478
SNRNP25 -33 2102
SNRNP27 2692 1474
SNRNP35 1678 -3130
SNRNP40 -3737 -1247
SNRNP48 -384 996
SNRNP70 -2059 -371
SNRPA 791 1121
SNRPA1 -3561 -3336
SNRPB -718 -2182
SNRPB2 1056 -5774
SNRPC 234 -3668
SNRPD1 208 -1771
SNRPD2 -2510 1134
SNRPD3 518 1486
SNRPE 194 -919
SNRPG 512 -4002
SNRPN -3514 -5234
SNU13 -2174 1961
SNUPN 2439 -2979
SNW1 1979 946
SRRM1 -1535 -2963
SRRM2 -853 2142
SRRT -1601 -3758
SRSF10 -2779 1198
SRSF11 -3554 -5151
SRSF2 -1991 2284
SRSF3 -682 -121
SRSF4 1324 -2328
SRSF7 -3031 2075
SRSF9 3210 -3686
SUPT5H -2108 -3641
SYF2 1899 -1707
SYMPK -1895 -2815
TBL3 -1027 994
TEX10 -3427 -1947
TFB1M -4290 -3739
TFIP11 151 -278
THADA -4547 -3826
THG1L -3813 -2349
THOC1 -3681 73
THOC5 3107 747
THOC7 2564 -369
THUMPD1 -3443 -4292
TNFSF13 3783 -5904
TNKS1BP1 -1672 -5457
TNPO1 1436 -1546
TP53RK -4708 -2342
TPR -2242 -973
TPRKB -1590 -2506
TRDMT1 290 -4357
TRIT1 238 -2615
TRMT1 -1030 1178
TRMT10A 2892 -5299
TRMT11 -4226 -4066
TRMT112 233 -4666
TRMT12 -109 956
TRMT44 -2179 -1269
TRMT6 2240 1951
TRMT61A -3328 -4239
TRMT61B -2628 -2862
TRMU -3201 -1879
TRNT1 -2449 -1006
TSEN15 -3498 -3075
TSEN2 -4059 -3251
TSEN34 3254 -751
TSEN54 -4841 -550
TSR1 -3410 -3041
TSR3 1337 1167
TTC37 -2287 2107
TXNL4A 2929 -1664
TYW1 -3175 -820
TYW3 -2782 -4913
TYW5 -381 485
U2AF1 398 -5640
U2AF1L4 -1283 2171
U2AF2 1256 -306
U2SURP -1927 -4877
UBA52 349 752
UBB 2759 -1321
UBC 1618 -2568
UPF1 1731 -630
UPF2 307 -1572
UPF3A -3462 2175
URM1 -360 -3584
USP39 1448 117
UTP15 -3872 -2796
UTP18 1940 -3819
UTP20 -3834 -1372
UTP3 -874 -3665
UTP6 -1347 -1904
WBP11 -4480 -1693
WBP4 2071 -3514
WDR12 1988 706
WDR18 -691 -2042
WDR3 -2064 -5710
WDR33 -2506 -3224
WDR36 -1177 -2277
WDR43 -2494 -4225
WDR61 22 -4752
WDR75 -3509 1028
WDR77 -3675 2308
WTAP 1550 -525
XAB2 -567 -1877
XPO1 -371 -870
XPOT -809 -828
XRN1 -2146 -5555
XRN2 4366 -5589
YBX1 1010 -364
YWHAB 2611 2125
YWHAZ 2200 541
ZBTB8OS 1520 -1338
ZCRB1 150 2291
ZFP36 2933 1924
ZFP36L1 2944 784
ZMAT5 2765 -6365





Metabolism of lipids

Metabolism of lipids
metric value
setSize 427
pMANOVA 7.26e-08
p.adjustMANOVA 1.21e-07
s.dist 0.164
s.RNA 0.164
s.meth -0.00959
p.RNA 9.91e-09
p.meth 0.737




Top 20 genes
Gene RNA meth
GGT1 4376 -6607
TSPO 4344 -6553
PTGR1 4217 -6711
ARF1 4184 -6686
TBXAS1 4073 -6709
PRKACA 4378 -6032
PLD1 4321 -6058
ALOX5 4150 -6082
CHPT1 4062 -5900
GPX1 4327 -5467
PNPLA2 4111 -5698
ALOX5AP 3490 -6710
PGS1 3952 -5906
VAPA 4169 -5592
PLB1 4405 -5279
GBA 4133 -5623
HEXB 4022 -5777
FIG4 4210 -5382
GLTP 3852 -5867
LPGAT1 3906 -5760

Click HERE to show all gene set members

All member genes
RNA meth
AACS 105 843
ABCA1 2459 -6487
ABCC1 179 -871
ABHD3 2932 -4046
ABHD4 2638 -5841
ABHD5 3512 -5560
ACAA1 3734 1410
ACACA 2039 -164
ACACB -3532 -4884
ACAD10 1792 -83
ACAD11 -3656 -2327
ACADM -404 -2163
ACADS 1543 -6188
ACAT1 2158 -2579
ACAT2 -1106 -2151
ACBD4 -1346 -2973
ACBD5 -398 -2520
ACBD6 -4143 -1414
ACBD7 1102 -5886
ACER2 654 -2800
ACER3 4240 -1641
ACLY 1961 -5417
ACOT13 2098 -3113
ACOT7 -981 1021
ACOT8 3578 -2563
ACOX1 4070 -5075
ACOX3 2397 -4725
ACOXL 1769 2527
ACP6 -1122 -5222
ACSF2 -4243 -5644
ACSF3 -119 -5695
ACSL1 4266 -1604
ACSL3 3461 -4285
ACSL5 -3830 -215
ACSL6 -1821 2501
ACSM3 -2384 -6252
AGK -4757 -3004
AGPAT1 3663 559
AGPAT2 4289 2250
AGPAT3 1787 -2039
AGPAT4 -2892 -4185
AGPAT5 -3512 221
AGPS 2135 -3742
AHR 3240 2099
AHRR -1770 -702
AKR1B1 -4638 1845
ALDH3A2 264 -2186
ALOX5 4150 -6082
ALOX5AP 3490 -6710
AMACR -2220 -663
ARF1 4184 -6686
ARF3 3396 -1912
ARNT 3596 1140
ARNTL -2150 -4129
ARSA 1183 -3099
ARSB 3290 -5722
ARSG -1448 152
ARSK -4182 -54
ARV1 -813 -2677
ASAH1 3880 335
BDH1 -3780 -5778
BDH2 -4379 -6434
CAV1 619 -2432
CBR4 -388 -2264
CCNC 589 -1138
CDIPT 2525 -2467
CDK19 3319 -2575
CDK8 -594 -5509
CDS2 2711 979
CEPT1 353 289
CERK -1598 1601
CERS5 -758 -6266
CERS6 2291 -3796
CHD9 -1380 -5791
CHKA 2436 -4562
CHKB -992 816
CHPT1 4062 -5900
CLOCK -2411 -1159
CPNE1 -1012 1274
CPNE3 2335 -2088
CPT1A 1921 -6398
CPT2 2700 -6494
CPTP 1249 -2096
CRAT 4098 -4890
CREBBP 1153 -5804
CRLS1 4211 -4654
CSNK1G2 284 -1639
CSNK2A2 2614 -4422
CSNK2B 1389 -998
CTSA 4412 -4847
CYP2R1 -3508 -1915
CYP2U1 -4687 -4531
CYP46A1 -188 1529
CYP4F22 -4840 -2371
CYP51A1 2876 -5191
DBI 2529 441
DDHD1 -4459 1414
DDHD2 -4582 -2861
DECR1 2037 -528
DECR2 247 830
DEGS1 2496 -193
DGAT1 2033 -6115
DGAT2 4236 -1911
DHCR24 858 -5657
DHCR7 2784 -3544
DHRS7B 3327 -3549
DPEP2 -808 -6530
ECHS1 -676 -1673
ECI1 149 -4832
ECI2 -4551 -2127
EHHADH 2477 -6438
ELOVL1 3022 -1168
ELOVL4 -2134 -2987
ELOVL5 2406 -3408
ELOVL6 -4374 -1124
EP300 2471 -4509
EPHX2 -3649 -5989
ESRRA 2372 -2927
ESYT1 -4827 959
ESYT2 -4484 -1193
ETNK1 -436 1286
FABP5 2411 -3534
FADS1 3374 -4312
FADS2 458 -5605
FAM120B -4 -2607
FAR1 4009 -224
FASN -223 1100
FDFT1 3180 -4585
FDPS 2049 124
FDX1 579 -3747
FDXR 1776 -3448
FIG4 4210 -5382
FITM2 -1868 -2082
GALC 3834 264
GBA 4133 -5623
GBA2 957 -4419
GDE1 3946 -5040
GDPD1 -1367 -1268
GDPD5 -3955 -2713
GGPS1 -339 -2782
GGT1 4376 -6607
GLB1 3992 1368
GLIPR1 3403 -2351
GLTP 3852 -5867
GM2A 4180 -825
GPAM -3683 -4630
GPCPD1 3878 -203
GPD1 -2182 -6250
GPD1L -3809 -2487
GPD2 3277 -6521
GPS2 -293 -857
GPX1 4327 -5467
GPX4 1957 -455
GSTM4 370 -4359
HACD1 1663 -4245
HACD2 -520 1513
HACD3 -4020 2329
HACD4 2893 500
HACL1 -4541 -3683
HADH -4341 -4809
HADHA 3974 1866
HADHB 4389 -968
HDAC3 1727 -3771
HEXA 391 -4273
HEXB 4022 -5777
HILPDA -485 670
HMGCL 2059 1969
HMGCR 3626 -3388
HMGCS1 -595 -2608
HPGD 3208 -6446
HSD17B1 1250 1940
HSD17B11 3570 -3328
HSD17B12 3082 -895
HSD17B4 4069 -5528
HSD17B8 -3941 2077
IDI1 3116 1929
INPP4A -3365 2209
INPP5D -1207 -3735
INPP5E -2803 2080
INPP5F -1476 507
INPP5K -610 1585
INPPL1 4166 -2224
INSIG1 -3893 947
INSIG2 2643 -4256
KPNB1 776 -2176
LBR 3631 -3506
LCLAT1 -59 -2733
LGMN -1401 313
LIPE -3191 -5437
LPCAT1 -2399 1540
LPCAT3 3925 -3100
LPCAT4 -2836 1628
LPGAT1 3906 -5760
LPIN1 -4350 -2651
LPIN2 -2200 2060
LSS -3858 -4805
LTA4H 4292 -972
LTC4S -121 -6617
MAPKAPK2 1428 2012
MBOAT1 2139 -4287
MBOAT7 3885 -3703
MBTPS1 955 -398
MCAT 2113 -3215
MCEE -1430 320
MECR -2366 350
MED1 -1206 -2271
MED10 -2893 -2572
MED11 -181 609
MED13 807 590
MED13L 2440 -533
MED15 -3434 2114
MED16 2024 1719
MED17 1004 -1418
MED18 1590 -186
MED19 1074 -4664
MED20 2814 -542
MED21 -1826 -582
MED22 1321 -2059
MED23 -2139 633
MED24 -2380 -2701
MED25 2518 -1286
MED26 1589 18
MED27 -3167 -960
MED28 -445 699
MED29 -2631 -5128
MED30 -1669 491
MED31 447 445
MED4 1062 -4472
MED6 -279 560
MED7 62 778
MED8 3267 1289
MED9 -2996 -3399
MFSD2A -690 -5062
MLYCD -3346 97
MMAA -4375 -3965
MORC2 -3367 2508
MSMO1 818 1922
MTF1 4102 -2992
MTMR10 3542 -3555
MTMR12 -513 -579
MTMR14 3586 -4278
MTMR2 -664 519
MTMR3 4187 -2340
MTMR4 951 -1420
MTMR6 3487 1477
MTMR9 443 -2578
MVD -1805 1954
MVK -2769 -2474
NCOA2 343 1407
NCOA3 1198 -2266
NCOA6 2280 -1860
NCOR1 2341 -3738
NCOR2 3557 -4281
NDUFAB1 2272 -395
NEU1 4167 -3878
NEU3 -1138 -1409
NFYA 1189 1464
NFYB -3536 -531
NFYC 3345 -3078
NR1D1 -3070 1187
NR1H2 3207 -1471
NR1H3 -1069 -2305
NRF1 -2712 -4642
NUDT19 2682 1908
NUDT7 341 593
ORMDL1 -1831 -584
ORMDL3 -3550 -2716
OSBP -792 -3696
OSBPL2 1941 -2911
OSBPL3 -4657 375
OSBPL5 -4802 -6730
OSBPL7 -4536 -4735
OSBPL8 2939 -2735
OSBPL9 2623 -2108
OXCT1 -4509 1553
PCCB -2627 -6219
PCTP 4357 -3451
PCYT1A 2857 822
PCYT2 -4291 -2669
PECR 4000 2064
PEMT 1014 -4605
PEX11A -2998 -2595
PGS1 3952 -5906
PHOSPHO1 947 -430
PI4K2A -2085 -355
PI4K2B -4673 -317
PI4KA -782 -5
PI4KB -1333 1292
PIAS4 1971 -3982
PIK3CA 1703 -1445
PIK3CD 2422 2189
PIK3CG 569 -2045
PIK3R1 -3307 2310
PIK3R2 1887 -1223
PIK3R3 -4692 -22
PIK3R4 -1215 -3425
PIK3R5 -688 514
PIKFYVE 1048 -2382
PIP4K2A -707 1772
PIP4K2B -2535 -6347
PIP4K2C -4309 -5573
PIP5K1A 2460 -348
PIP5K1C 1151 -5383
PISD 4093 -4659
PITPNB -2252 -4909
PITPNM1 2289 873
PITPNM2 -1464 2520
PITPNM3 -1020 1888
PLA2G12A 2244 -5029
PLA2G15 4005 -3722
PLA2G4C -859 -4912
PLA2G6 -4758 -3132
PLB1 4405 -5279
PLD1 4321 -6058
PLD3 3177 1541
PLD6 -1150 2227
PLEKHA2 -419 -4384
PLEKHA3 -1543 -6547
PLEKHA6 -528 -2325
PLEKHA8 -923 -1764
PLIN2 3718 -96
PLIN3 4385 -3203
PMVK 1104 1829
PNPLA2 4111 -5698
PNPLA6 2889 -3173
PNPLA7 -2176 -1431
PNPLA8 3379 -3836
PON2 -1901 -4741
PPARD -1990 660
PPARGC1B -1534 1840
PPM1L -1031 -4324
PPP1CA 1435 550
PPP1CB 3004 1839
PPP1CC 2581 -754
PPT1 4119 -4371
PPT2 -4288 -5624
PRKAB2 -2709 -1428
PRKACA 4378 -6032
PRKACB -4656 455
PRKAG2 636 -5033
PRKD2 -3006 229
PSAP 3061 -4192
PTDSS2 2331 -1185
PTEN 3844 -1100
PTGES2 -2198 -1462
PTGES3 1450 -1810
PTGR1 4217 -6711
PTGR2 385 -3930
PTPMT1 693 414
PTPN13 -3534 -6489
RAB14 3027 1334
RAB4A 3532 -5479
RAB5A 3035 -1686
RAN -2142 1257
RGL1 3340 1731
RORA -4672 2287
RUFY1 2621 -4178
SACM1L -3188 -1578
SAMD8 3315 -5347
SAR1B 2676 489
SBF1 -3835 882
SC5D -1097 -6658
SCAP -1253 -3851
SCD 1416 -6126
SCP2 1625 -5793
SEC23A 3162 -5141
SEC24A 3350 61
SEC24B 1233 -5505
SEC24C -768 805
SEC24D 3637 -3966
SGMS1 4025 -1653
SGPL1 1110 -2339
SGPP1 -4810 -5414
SIN3A -3818 -4151
SIN3B -1256 570
SLC22A5 2925 -5659
SLC25A1 1857 -910
SLC25A17 -3849 -4326
SLC25A20 1381 2245
SLC27A1 3744 -3528
SLC27A2 -1137 -6055
SLC27A3 -258 -1585
SLC27A5 -1076 -3060
SLC44A1 3877 2368
SLC44A2 861 2003
SMPD1 355 -28
SMPD2 793 -918
SMPD3 -4824 2463
SP1 3686 -3141
SPHK2 914 -2294
SPTLC1 3914 -5493
SPTLC2 3893 743
SPTLC3 581 1742
SPTSSA 1715 -5079
SQLE 1494 -5831
SRD5A1 3535 2146
SRD5A3 1390 442
SREBF1 2701 -4015
SREBF2 2792 -1852
STARD10 1786 -337
STARD3 1116 -5163
STARD3NL 3182 -4610
STARD4 -1221 -2360
STARD5 -883 -5368
STARD7 1146 -1506
SUMF1 4144 -5376
SUMF2 -4706 -3692
SYNJ1 2565 1501
SYNJ2 -2867 -6043
TBL1XR1 1669 962
TBXAS1 4073 -6709
TECR -3264 -274
THEM4 -4130 -6129
TIAM2 -4087 -1035
TM7SF2 -2418 -1255
TNFAIP8 -152 1226
TNFAIP8L1 -3518 -4062
TNFAIP8L2 2226 -249
TRIB3 -1802 1669
TSPO 4344 -6553
TXNRD1 3685 -4647
UBE2I -245 233
UGCG 2541 1914
VAC14 -38 -2381
VAPA 4169 -5592
VAPB 687 -6771
VDR 3768 -3651





Toll-like Receptor Cascades

Toll-like Receptor Cascades
metric value
setSize 108
pMANOVA 7.51e-07
p.adjustMANOVA 1.13e-06
s.dist 0.295
s.RNA 0.295
s.meth 0.00249
p.RNA 1.23e-07
p.meth 0.964




Top 20 genes
Gene RNA meth
TLR5 4260 1823
PPP2CB 3381 1797
MAPK1 3249 1865
NOD2 3833 1528
TAB2 2942 1892
ITGB2 4114 1322
CHUK 3543 1343
FOS 2120 2149
IKBKE 1750 2086
MAP3K8 2489 1442
NFKBIA 2851 1159
MAPKAPK2 1428 2012
DNM2 2448 738
PPP2CA 3707 300
UBE2N 607 1127
UBA52 349 752
JUN 1286 69

Click HERE to show all gene set members

All member genes
RNA meth
APP 4249 -5300
ATF1 2245 -2565
BIRC2 1737 -1862
BIRC3 -4159 -2320
BTRC -1493 -2427
CASP8 -4285 387
CHUK 3543 1343
CNPY3 3416 -3161
CREB1 -430 -672
CTSB 4350 -4209
CTSL 1504 -6671
CTSS 3785 -2958
CTSV -910 -5834
CUL1 -4281 -5146
DNM1 1225 -5619
DNM2 2448 738
DUSP3 4305 -1798
DUSP4 -1957 -3176
DUSP6 1570 -6763
DUSP7 -960 -1322
ECSIT 1839 -4938
EEA1 1708 -711
FADD 2211 -6328
FBXW11 2510 -6747
FOS 2120 2149
GSDMD 614 -3378
HMGB1 -86 -1263
HSP90B1 647 -1371
IKBKB -1640 -3894
IKBKE 1750 2086
IRAK2 -3327 -1457
IRAK3 4208 -6295
IRF3 -2870 542
IRF7 -2922 1622
ITGB2 4114 1322
JUN 1286 69
LGMN -1401 313
MAP2K1 4183 -698
MAP2K3 4006 -2657
MAP2K4 2891 -5363
MAP2K6 4082 -1130
MAP2K7 514 -3915
MAP3K1 1942 -176
MAP3K7 761 -2089
MAP3K8 2489 1442
MAPK1 3249 1865
MAPK14 4207 -3529
MAPK3 4121 -2448
MAPK7 -412 -1630
MAPK8 -3265 6
MAPK9 -2259 872
MAPKAPK2 1428 2012
MAPKAPK3 3794 -4540
MEF2A 3571 -2822
MYD88 3649 -1927
NFKB2 -367 388
NFKBIA 2851 1159
NFKBIB -48 -3368
NKIRAS1 116 -3490
NKIRAS2 4346 -5039
NOD1 -4837 -5170
NOD2 3833 1528
PELI1 2800 -3839
PELI2 3750 -2561
PELI3 3383 -4323
PIK3R4 -1215 -3425
PLCG2 1884 -2562
PPP2CA 3707 300
PPP2CB 3381 1797
PPP2R1B -84 -2554
PPP2R5D 771 -4349
PTPN11 2038 -2302
PTPN4 -4818 -3156
RBSN -1363 -2813
RELA -542 2085
RIPK3 1497 -370
RPS27A -2201 -2138
RPS6KA1 3372 -6629
RPS6KA2 1006 -1784
RPS6KA5 -4445 -514
SARM1 -4766 -5412
SIGIRR -3958 290
SKP1 1536 -2290
SOCS1 1375 -2999
TAB2 2942 1892
TANK 3251 -1331
TBK1 1067 -4616
TICAM1 2569 -2136
TIRAP 2210 -5182
TLR1 4106 -6127
TLR2 4206 -6586
TLR3 -4406 -5820
TLR5 4260 1823
TLR6 4058 -802
TLR9 -1850 2292
TNIP2 2166 -5726
TRAF3 -1701 2379
TRAF6 -80 -6118
UBA52 349 752
UBB 2759 -1321
UBC 1618 -2568
UBE2D1 4255 -1581
UBE2D2 1717 -3799
UBE2D3 3944 -373
UBE2N 607 1127
UBE2V1 2209 -1021
UNC93B1 1479 -4358
VRK3 396 -1398





Peptide chain elongation

Peptide chain elongation
metric value
setSize 67
pMANOVA 9.52e-07
p.adjustMANOVA 1.3e-06
s.dist 0.387
s.RNA -0.245
s.meth 0.3
p.RNA 0.000531
p.meth 2.26e-05




Top 20 genes
Gene RNA meth
RPL3 -2885 2313
RPL23A -3334 1843
RPS11 -2332 2115
RPL13A -2727 1802
RPL32 -2103 1928
RPS2 -1344 2392
RPL35 -2671 952
RPL4 -1064 2321
RPS10 -1780 1246
RPS15 -1095 1808
RPS15A -1762 1086
RPL17 -1654 1099
RPS3A -1419 1275
RPS16 -1410 1043
RPLP2 -2265 579
RPS8 -627 1886
EEF1A1 -1549 720
RPS28 -1426 525
RPS25 -1980 254
RPL6 -999 474

Click HERE to show all gene set members

All member genes
RNA meth
EEF1A1 -1549 720
EEF2 90 2127
FAU -124 -3862
RPL10A -2096 -648
RPL11 -1944 -2771
RPL13 -1024 -191
RPL13A -2727 1802
RPL14 -2104 -100
RPL15 -313 -4694
RPL17 -1654 1099
RPL18 -1546 -2031
RPL18A -1876 -4966
RPL22 -1434 -3996
RPL23 -990 -566
RPL23A -3334 1843
RPL26 -2060 -1489
RPL26L1 3079 -2860
RPL27A -1942 -55
RPL28 -456 -3478
RPL29 -1075 305
RPL3 -2885 2313
RPL31 -1362 -2278
RPL32 -2103 1928
RPL34 -2147 -3159
RPL35 -2671 952
RPL36 -1614 4
RPL36AL 9 1901
RPL37 -1982 -126
RPL37A -1178 211
RPL38 -1800 -818
RPL39L -2993 -329
RPL4 -1064 2321
RPL41 -2172 -229
RPL6 -999 474
RPL7 -589 -6019
RPL8 -373 -5267
RPL9 -566 741
RPLP0 -320 -185
RPLP1 3 -4053
RPLP2 -2265 579
RPS10 -1780 1246
RPS11 -2332 2115
RPS12 -1841 -379
RPS15 -1095 1808
RPS15A -1762 1086
RPS16 -1410 1043
RPS18 -2520 -3281
RPS19 -2212 -4563
RPS2 -1344 2392
RPS20 -3028 -1962
RPS23 -1958 -1981
RPS24 -87 -2012
RPS25 -1980 254
RPS26 -446 -3094
RPS27A -2201 -2138
RPS27L 649 -2218
RPS28 -1426 525
RPS29 -2606 -159
RPS3 -1822 -632
RPS3A -1419 1275
RPS5 -1744 -1026
RPS6 -1906 -1785
RPS7 -1509 -2594
RPS8 -627 1886
RPS9 2097 139
RPSA -1968 -1486
UBA52 349 752





Eukaryotic Translation Elongation

Eukaryotic Translation Elongation
metric value
setSize 70
pMANOVA 1.15e-06
p.adjustMANOVA 1.43e-06
s.dist 0.377
s.RNA -0.239
s.meth 0.291
p.RNA 0.00057
p.meth 2.6e-05




Top 20 genes
Gene RNA meth
RPL3 -2885 2313
RPL23A -3334 1843
RPS11 -2332 2115
RPL13A -2727 1802
RPL32 -2103 1928
RPS2 -1344 2392
RPL35 -2671 952
RPL4 -1064 2321
RPS10 -1780 1246
EEF1B2 -1271 1717
RPS15 -1095 1808
RPS15A -1762 1086
RPL17 -1654 1099
RPS3A -1419 1275
RPS16 -1410 1043
RPLP2 -2265 579
RPS8 -627 1886
EEF1A1 -1549 720
RPS28 -1426 525
RPS25 -1980 254

Click HERE to show all gene set members

All member genes
RNA meth
EEF1A1 -1549 720
EEF1B2 -1271 1717
EEF1D -268 -885
EEF1G -431 -5880
EEF2 90 2127
FAU -124 -3862
RPL10A -2096 -648
RPL11 -1944 -2771
RPL13 -1024 -191
RPL13A -2727 1802
RPL14 -2104 -100
RPL15 -313 -4694
RPL17 -1654 1099
RPL18 -1546 -2031
RPL18A -1876 -4966
RPL22 -1434 -3996
RPL23 -990 -566
RPL23A -3334 1843
RPL26 -2060 -1489
RPL26L1 3079 -2860
RPL27A -1942 -55
RPL28 -456 -3478
RPL29 -1075 305
RPL3 -2885 2313
RPL31 -1362 -2278
RPL32 -2103 1928
RPL34 -2147 -3159
RPL35 -2671 952
RPL36 -1614 4
RPL36AL 9 1901
RPL37 -1982 -126
RPL37A -1178 211
RPL38 -1800 -818
RPL39L -2993 -329
RPL4 -1064 2321
RPL41 -2172 -229
RPL6 -999 474
RPL7 -589 -6019
RPL8 -373 -5267
RPL9 -566 741
RPLP0 -320 -185
RPLP1 3 -4053
RPLP2 -2265 579
RPS10 -1780 1246
RPS11 -2332 2115
RPS12 -1841 -379
RPS15 -1095 1808
RPS15A -1762 1086
RPS16 -1410 1043
RPS18 -2520 -3281
RPS19 -2212 -4563
RPS2 -1344 2392
RPS20 -3028 -1962
RPS23 -1958 -1981
RPS24 -87 -2012
RPS25 -1980 254
RPS26 -446 -3094
RPS27A -2201 -2138
RPS27L 649 -2218
RPS28 -1426 525
RPS29 -2606 -159
RPS3 -1822 -632
RPS3A -1419 1275
RPS5 -1744 -1026
RPS6 -1906 -1785
RPS7 -1509 -2594
RPS8 -627 1886
RPS9 2097 139
RPSA -1968 -1486
UBA52 349 752





Toll Like Receptor 2 (TLR2) Cascade

Toll Like Receptor 2 (TLR2) Cascade
metric value
setSize 71
pMANOVA 1.34e-06
p.adjustMANOVA 1.54e-06
s.dist 0.357
s.RNA 0.357
s.meth -0.00759
p.RNA 2.09e-07
p.meth 0.912




Top 20 genes
Gene RNA meth
TLR2 4206 -6586
IRAK3 4208 -6295
TLR1 4106 -6127
APP 4249 -5300
RPS6KA1 3372 -6629
NKIRAS2 4346 -5039
MAPKAPK3 3794 -4540
FBXW11 2510 -6747
MAP2K4 2891 -5363
MAPK14 4207 -3529
PELI3 3383 -4323
TNIP2 2166 -5726
TIRAP 2210 -5182
PELI1 2800 -3839
MAP2K3 4006 -2657
DUSP6 1570 -6763
MAPK3 4121 -2448
MEF2A 3571 -2822
PELI2 3750 -2561
ECSIT 1839 -4938

Click HERE to show all gene set members

All member genes
RNA meth
APP 4249 -5300
ATF1 2245 -2565
BTRC -1493 -2427
CHUK 3543 1343
CREB1 -430 -672
CUL1 -4281 -5146
DUSP3 4305 -1798
DUSP4 -1957 -3176
DUSP6 1570 -6763
DUSP7 -960 -1322
ECSIT 1839 -4938
FBXW11 2510 -6747
FOS 2120 2149
HMGB1 -86 -1263
IKBKB -1640 -3894
IRAK2 -3327 -1457
IRAK3 4208 -6295
JUN 1286 69
MAP2K1 4183 -698
MAP2K3 4006 -2657
MAP2K4 2891 -5363
MAP2K6 4082 -1130
MAP2K7 514 -3915
MAP3K1 1942 -176
MAP3K7 761 -2089
MAP3K8 2489 1442
MAPK1 3249 1865
MAPK14 4207 -3529
MAPK3 4121 -2448
MAPK7 -412 -1630
MAPK8 -3265 6
MAPK9 -2259 872
MAPKAPK2 1428 2012
MAPKAPK3 3794 -4540
MEF2A 3571 -2822
MYD88 3649 -1927
NFKB2 -367 388
NFKBIA 2851 1159
NFKBIB -48 -3368
NKIRAS1 116 -3490
NKIRAS2 4346 -5039
NOD1 -4837 -5170
NOD2 3833 1528
PELI1 2800 -3839
PELI2 3750 -2561
PELI3 3383 -4323
PPP2CA 3707 300
PPP2CB 3381 1797
PPP2R1B -84 -2554
PPP2R5D 771 -4349
RELA -542 2085
RPS27A -2201 -2138
RPS6KA1 3372 -6629
RPS6KA2 1006 -1784
RPS6KA5 -4445 -514
SIGIRR -3958 290
SKP1 1536 -2290
SOCS1 1375 -2999
TAB2 2942 1892
TIRAP 2210 -5182
TLR1 4106 -6127
TLR2 4206 -6586
TLR6 4058 -802
TNIP2 2166 -5726
TRAF6 -80 -6118
UBA52 349 752
UBB 2759 -1321
UBC 1618 -2568
UBE2N 607 1127
UBE2V1 2209 -1021
VRK3 396 -1398





rRNA modification in the nucleus and cytosol

rRNA modification in the nucleus and cytosol
metric value
setSize 47
pMANOVA 7e-05
p.adjustMANOVA 7.5e-05
s.dist 0.374
s.RNA -0.366
s.meth 0.0777
p.RNA 1.44e-05
p.meth 0.358




Top 20 genes
Gene RNA meth
NOP14 -4022 2384
RRP9 -3589 2034
SNU13 -2174 1961
WDR75 -3509 1028
NOC4L -1668 1990
RPS2 -1344 2392
NOL6 -4043 526
TBL3 -1027 994
IMP3 -3288 99
PWP2 -378 681

Click HERE to show all gene set members

All member genes
RNA meth
BMS1 -4492 -2552
DCAF13 -1698 -2001
DDX47 -4257 -3056
DDX49 1815 -4408
DDX52 142 -1954
DHX37 -2753 -312
FBL -3651 -2611
FCF1 1633 -2675
GAR1 -2203 -4416
HEATR1 -3738 -1985
IMP3 -3288 99
IMP4 -4084 -2925
KRR1 -2907 -6562
MPHOSPH10 -2537 -57
NHP2 -1038 -260
NOC4L -1668 1990
NOL11 -3807 -2629
NOL6 -4043 526
NOP10 3759 -3526
NOP14 -4022 2384
NOP2 -3530 -2438
NOP56 -4540 -523
NOP58 -3529 -2406
PDCD11 -4401 -2174
PNO1 -2170 -5495
PWP2 -378 681
RCL1 -244 -1421
RPS2 -1344 2392
RPS6 -1906 -1785
RPS7 -1509 -2594
RPS9 2097 139
RRP7A -846 -2961
RRP9 -3589 2034
SNU13 -2174 1961
TBL3 -1027 994
THUMPD1 -3443 -4292
TRMT112 233 -4666
TSR3 1337 1167
UTP15 -3872 -2796
UTP18 1940 -3819
UTP20 -3834 -1372
UTP3 -874 -3665
UTP6 -1347 -1904
WDR3 -2064 -5710
WDR36 -1177 -2277
WDR43 -2494 -4225
WDR75 -3509 1028





alpha-linolenic acid (ALA) metabolism

alpha-linolenic acid (ALA) metabolism
metric value
setSize 10
pMANOVA 0.000274
p.adjustMANOVA 0.000274
s.dist 0.758
s.RNA 0.71
s.meth -0.266
p.RNA 0.000101
p.meth 0.145




Top 20 genes
Gene RNA meth
HSD17B4 4069 -5528
ACOX1 4070 -5075
FADS1 3374 -4312
SCP2 1625 -5793
ACOT8 3578 -2563
ELOVL5 2406 -3408
ACSL1 4266 -1604
ELOVL1 3022 -1168
FADS2 458 -5605

Click HERE to show all gene set members

All member genes
RNA meth
ACAA1 3734 1410
ACOT8 3578 -2563
ACOX1 4070 -5075
ACSL1 4266 -1604
ELOVL1 3022 -1168
ELOVL5 2406 -3408
FADS1 3374 -4312
FADS2 458 -5605
HSD17B4 4069 -5528
SCP2 1625 -5793





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

sessionInfo()
## R version 4.1.0 (2021-05-18)
## Platform: x86_64-pc-linux-gnu (64-bit)
## Running under: Ubuntu 20.04.2 LTS
## 
## Matrix products: default
## BLAS:   /usr/lib/x86_64-linux-gnu/blas/libblas.so.3.9.0
## LAPACK: /usr/lib/x86_64-linux-gnu/lapack/liblapack.so.3.9.0
## 
## 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] stats     graphics  grDevices utils     datasets  methods   base     
## 
## other attached packages:
##  [1] pkgload_1.2.1    GGally_2.1.2     ggplot2_3.3.5    reshape2_1.4.4  
##  [5] beeswarm_0.4.0   gtools_3.9.2     tibble_3.1.3     dplyr_1.0.7     
##  [9] echarts4r_0.4.1  kableExtra_1.3.4 mitch_1.4.0      gplots_3.1.1    
## 
## loaded via a namespace (and not attached):
##  [1] httr_1.4.2         sass_0.4.0         jsonlite_1.7.2     viridisLite_0.4.0 
##  [5] bslib_0.2.5.1      shiny_1.6.0        assertthat_0.2.1   highr_0.9         
##  [9] progress_1.2.2     yaml_2.2.1         pillar_1.6.1       glue_1.4.2        
## [13] digest_0.6.27      RColorBrewer_1.1-2 promises_1.2.0.1   rvest_1.0.0       
## [17] colorspace_2.0-2   htmltools_0.5.1.1  httpuv_1.6.1       plyr_1.8.6        
## [21] pkgconfig_2.0.3    purrr_0.3.4        xtable_1.8-4       scales_1.1.1      
## [25] webshot_0.5.2      svglite_2.0.0      later_1.2.0        generics_0.1.0    
## [29] farver_2.1.0       ellipsis_0.3.2     withr_2.4.2        magrittr_2.0.1    
## [33] crayon_1.4.1       mime_0.11          evaluate_0.14      fansi_0.5.0       
## [37] MASS_7.3-54        xml2_1.3.2         prettyunits_1.1.1  tools_4.1.0       
## [41] hms_1.1.0          lifecycle_1.0.0    stringr_1.4.0      munsell_0.5.0     
## [45] compiler_4.1.0     jquerylib_0.1.4    caTools_1.18.2     systemfonts_1.0.2 
## [49] rlang_0.4.11       grid_4.1.0         rstudioapi_0.13    htmlwidgets_1.5.3 
## [53] bitops_1.0-7       labeling_0.4.2     rmarkdown_2.9      gtable_0.3.0      
## [57] DBI_1.1.1          reshape_0.8.8      R6_2.5.0           gridExtra_2.3     
## [61] knitr_1.33         fastmap_1.1.0      utf8_1.2.2         rprojroot_2.0.2   
## [65] KernSmooth_2.23-20 desc_1.3.0         stringi_1.7.3      parallel_4.1.0    
## [69] Rcpp_1.0.7         vctrs_0.3.8        tidyselect_1.1.1   xfun_0.24

END of report