date generated: 2020-07-10

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.

##                    young        old
## 0610009B22Rik -2.9385024 -6.1805927
## 0610009E02Rik  0.6410018 -1.6821055
## 0610009L18Rik -4.5856767 -3.1288917
## 0610010F05Rik  0.6483013  0.4402823
## 0610010K14Rik -8.7879236 -3.0864256
## 0610012G03Rik -8.7415080 -6.4223694

Here are some metrics about the input data profile:

Profile metrics
Profile metrics
num_genes_in_profile 14877
duplicated_genes_present 0
num_profile_genes_in_sets 919
num_profile_genes_not_in_sets 13958
profile_pearson_correl 0.8374
profile_spearman_correl 0.80977

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: ../ref/pathways_of_interest_mouse.gmt

Gene sets metrics
Gene sets metrics
num_genesets 43
num_genesets_excluded 17
num_genesets_included 26

Gene sets by quadrant


Number of significant gene sets (FDR<0.05)= 20

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= 26 gene sets

set setSize pMANOVA p.adjustMANOVA s.dist s.young s.old p.young p.old
The-citric-acid-(TCA)-cycle-and-respiratory-electron-transport 167 1.25e-82 3.26e-81 1.1700 -0.83500 -0.81300 5.14e-78 5.46e-74
Respiratory-electron-transport 100 4.63e-57 6.01e-56 1.2500 -0.90400 -0.85900 2.80e-55 4.76e-50
Mitochondrial-translation 94 6.95e-44 6.03e-43 1.1200 -0.82500 -0.75800 1.11e-43 4.24e-37
Mitochondrial-protein-import 57 8.67e-23 5.64e-22 1.0300 -0.76200 -0.68600 2.29e-23 2.95e-19
Pyruvate-metabolism-and-Citric-Acid-(TCA)-cycle 51 4.48e-21 2.33e-20 1.0500 -0.72500 -0.76000 3.15e-19 5.37e-21
Mitochondrial-biogenesis 88 1.70e-19 7.38e-19 0.7690 -0.53000 -0.55700 7.78e-18 1.67e-19
Mitochondrial-Fatty-Acid-Beta-Oxidation 31 5.13e-17 1.91e-16 1.2100 -0.85800 -0.85000 1.25e-16 2.49e-16
Citric-acid-cycle-(TCA-cycle) 22 2.51e-13 8.16e-13 1.2600 -0.89400 -0.88900 3.71e-13 5.02e-13
rRNA-processing-in-the-mitochondrion 22 1.56e-11 4.52e-11 1.1600 -0.78300 -0.85400 2.00e-10 3.93e-12
Branched-chain-amino-acid-catabolism 19 5.85e-11 1.52e-10 1.2200 -0.85900 -0.87100 9.04e-11 4.89e-11
Mitochondrial-tRNA-aminoacylation 19 3.66e-08 8.37e-08 1.0400 -0.75600 -0.71200 1.14e-08 7.59e-08
Transcriptional-activation-of-mitochondrial-biogenesis 51 3.86e-08 8.37e-08 0.6280 -0.41800 -0.46800 2.43e-07 7.23e-09
Mitochondrial-iron-sulfur-cluster-biogenesis 10 6.99e-05 1.40e-04 1.0700 -0.74100 -0.77500 4.95e-05 2.19e-05
Mitochondrial-calcium-ion-transport 21 1.53e-04 2.84e-04 0.7100 -0.49500 -0.50900 8.64e-05 5.32e-05
Oxygen-dependent-proline-hydroxylation-of-Hypoxia-inducible-Factor-Alpha 60 4.60e-04 7.97e-04 0.3230 -0.27600 -0.16700 2.17e-04 2.57e-02
Cellular-response-to-hypoxia 68 8.97e-04 1.46e-03 0.2900 -0.24800 -0.15000 4.10e-04 3.31e-02
Smooth-Muscle-Contraction 31 9.21e-03 1.41e-02 0.2130 0.03140 0.21100 7.62e-01 4.21e-02
Glycolysis 63 1.43e-02 2.07e-02 0.2360 -0.12400 -0.20100 8.98e-02 5.71e-03
Signaling-by-Hippo 20 1.54e-02 2.11e-02 0.4840 0.37300 0.30900 3.88e-03 1.67e-02
Muscle-contraction 148 2.98e-02 3.87e-02 0.0555 -0.04380 0.03410 3.59e-01 4.74e-01
Cardiac-conduction 95 1.52e-01 1.88e-01 0.1320 -0.11100 -0.07140 6.17e-02 2.29e-01
TP53-regulates-transcription-of-several-additional-cell-death-genes-whose-specific-roles-in-p53-dependent-apoptosis-remain-uncertain 11 2.72e-01 3.21e-01 0.1730 0.00972 0.17300 9.55e-01 3.21e-01
Intrinsic-Pathway-for-Apoptosis 47 5.75e-01 6.50e-01 0.0485 0.04830 -0.00457 5.67e-01 9.57e-01
Regulation-of-gene-expression-by-Hypoxia-inducible-Factor 10 7.99e-01 8.63e-01 0.0870 -0.01730 -0.08520 9.24e-01 6.41e-01
Apoptosis 152 8.29e-01 8.63e-01 0.0142 -0.01370 0.00372 7.70e-01 9.37e-01
Fatty-acyl-CoA-biosynthesis 28 8.78e-01 8.78e-01 0.0712 -0.04450 -0.05560 6.84e-01 6.11e-01


Results (complete table)


Click HERE to show results for all gene sets

Complete results
set setSize pMANOVA p.adjustMANOVA s.dist s.young s.old p.young p.old
The-citric-acid-(TCA)-cycle-and-respiratory-electron-transport 167 1.25e-82 3.26e-81 1.1700 -0.83500 -0.81300 5.14e-78 5.46e-74
Respiratory-electron-transport 100 4.63e-57 6.01e-56 1.2500 -0.90400 -0.85900 2.80e-55 4.76e-50
Mitochondrial-translation 94 6.95e-44 6.03e-43 1.1200 -0.82500 -0.75800 1.11e-43 4.24e-37
Mitochondrial-protein-import 57 8.67e-23 5.64e-22 1.0300 -0.76200 -0.68600 2.29e-23 2.95e-19
Pyruvate-metabolism-and-Citric-Acid-(TCA)-cycle 51 4.48e-21 2.33e-20 1.0500 -0.72500 -0.76000 3.15e-19 5.37e-21
Mitochondrial-biogenesis 88 1.70e-19 7.38e-19 0.7690 -0.53000 -0.55700 7.78e-18 1.67e-19
Mitochondrial-Fatty-Acid-Beta-Oxidation 31 5.13e-17 1.91e-16 1.2100 -0.85800 -0.85000 1.25e-16 2.49e-16
Citric-acid-cycle-(TCA-cycle) 22 2.51e-13 8.16e-13 1.2600 -0.89400 -0.88900 3.71e-13 5.02e-13
rRNA-processing-in-the-mitochondrion 22 1.56e-11 4.52e-11 1.1600 -0.78300 -0.85400 2.00e-10 3.93e-12
Branched-chain-amino-acid-catabolism 19 5.85e-11 1.52e-10 1.2200 -0.85900 -0.87100 9.04e-11 4.89e-11
Mitochondrial-tRNA-aminoacylation 19 3.66e-08 8.37e-08 1.0400 -0.75600 -0.71200 1.14e-08 7.59e-08
Transcriptional-activation-of-mitochondrial-biogenesis 51 3.86e-08 8.37e-08 0.6280 -0.41800 -0.46800 2.43e-07 7.23e-09
Mitochondrial-iron-sulfur-cluster-biogenesis 10 6.99e-05 1.40e-04 1.0700 -0.74100 -0.77500 4.95e-05 2.19e-05
Mitochondrial-calcium-ion-transport 21 1.53e-04 2.84e-04 0.7100 -0.49500 -0.50900 8.64e-05 5.32e-05
Oxygen-dependent-proline-hydroxylation-of-Hypoxia-inducible-Factor-Alpha 60 4.60e-04 7.97e-04 0.3230 -0.27600 -0.16700 2.17e-04 2.57e-02
Cellular-response-to-hypoxia 68 8.97e-04 1.46e-03 0.2900 -0.24800 -0.15000 4.10e-04 3.31e-02
Smooth-Muscle-Contraction 31 9.21e-03 1.41e-02 0.2130 0.03140 0.21100 7.62e-01 4.21e-02
Glycolysis 63 1.43e-02 2.07e-02 0.2360 -0.12400 -0.20100 8.98e-02 5.71e-03
Signaling-by-Hippo 20 1.54e-02 2.11e-02 0.4840 0.37300 0.30900 3.88e-03 1.67e-02
Muscle-contraction 148 2.98e-02 3.87e-02 0.0555 -0.04380 0.03410 3.59e-01 4.74e-01
Cardiac-conduction 95 1.52e-01 1.88e-01 0.1320 -0.11100 -0.07140 6.17e-02 2.29e-01
TP53-regulates-transcription-of-several-additional-cell-death-genes-whose-specific-roles-in-p53-dependent-apoptosis-remain-uncertain 11 2.72e-01 3.21e-01 0.1730 0.00972 0.17300 9.55e-01 3.21e-01
Intrinsic-Pathway-for-Apoptosis 47 5.75e-01 6.50e-01 0.0485 0.04830 -0.00457 5.67e-01 9.57e-01
Regulation-of-gene-expression-by-Hypoxia-inducible-Factor 10 7.99e-01 8.63e-01 0.0870 -0.01730 -0.08520 9.24e-01 6.41e-01
Apoptosis 152 8.29e-01 8.63e-01 0.0142 -0.01370 0.00372 7.70e-01 9.37e-01
Fatty-acyl-CoA-biosynthesis 28 8.78e-01 8.78e-01 0.0712 -0.04450 -0.05560 6.84e-01 6.11e-01



Detailed Gene set reports


The-citric-acid-(TCA)-cycle-and-respiratory-electron-transport

The-citric-acid-(TCA)-cycle-and-respiratory-electron-transport
metric value
setSize 167
pMANOVA 1.25e-82
p.adjustMANOVA 3.26e-81
s.dist 1.17
s.young -0.835
s.old -0.813
p.young 5.14e-78
p.old 5.46e-74




Top 20 genes
Gene young old
Adhfe1 -7349 -7821
Ldhb -7348 -7811
Sdha -7346 -7813
Ndufb8 -7343 -7800
Atp5o -7347 -7794
Sdhd -7333 -7791
Etfa -7323 -7764
Etfdh -7269 -7789
Ndufc2 -7325 -7719
Ndufa9 -7317 -7720
Atp5l -7340 -7690
Uqcr11 -7327 -7657
Sucla2 -7292 -7689
Mpc2 -7294 -7670
Ndufv2 -7260 -7683
Suclg2 -7193 -7724
Uqcrfs1 -7311 -7599
Idh3b -7322 -7586
Dld -7216 -7696
Uqcrh -7334 -7571

Click HERE to show all gene set members

All member genes
young old
Acad9 -6612 -6647
Aco2 -6436 -6977
Adhfe1 -7349 -7821
Atp5a1 -7220 -7504
Atp5b -7224 -7258
Atp5c1 -7207 -7515
Atp5d -7173 -6303
Atp5e -7150 -6015
Atp5g3 -7235 -7573
Atp5h -7284 -7352
Atp5j -7206 -7420
Atp5j2 -7093 -7135
Atp5k -5830 -7288
Atp5l -7340 -7690
Atp5o -7347 -7794
Atp5pb -7213 -7607
Bsg -6548 -7267
Coq10a -7209 -7269
Coq10b -5270 -2925
Cox11 -4941 -6003
Cox14 -7095 -6340
Cox16 -5100 -3654
Cox18 -4863 -4177
Cox19 6674 6213
Cox20 -4854 -5240
Cox4i1 -7272 -7222
Cox5a -7164 -7617
Cox5b -6986 -7126
Cox6a1 -5249 -3806
Cox6b1 -7136 -6612
Cox6c -7114 -7331
Cox7a2l -6270 -6466
Cox7b -7084 -7330
Cox7c -6438 -7237
Cox8a -3627 -1367
Cs -7238 -7580
Cyc1 -7237 -7220
Cycs -7133 -7302
D2hgdh -7104 -7565
Dlat -7003 -7332
Dld -7216 -7696
Dlst -7165 -7693
Dmac2l -6520 -7171
Ecsit -6908 -6444
Etfa -7323 -7764
Etfb -7336 -7558
Etfdh -7269 -7789
Fahd1 -7052 -7556
Fh1 -7115 -7449
Glo1 -5689 -5454
Gstz1 -6066 -6846
Hagh 3129 -1329
Idh2 -6961 -7381
Idh3a -7085 -7634
Idh3b -7322 -7586
Idh3g -7228 -7314
L2hgdh -6879 -7484
Ldha 3559 -4312
Ldhb -7348 -7811
Lrpprc -7024 -7746
Mdh2 -7233 -7179
Me1 -6765 -6942
Me2 5856 4582
Me3 -7147 -7472
Mpc1 -7043 -7036
Mpc2 -7294 -7670
mt-Atp6 -7229 -7101
mt-Atp8 -3257 -6724
mt-Co1 -7257 -7632
mt-Co2 -7163 -6523
mt-Co3 -7307 -7023
mt-Cytb -6947 -7620
mt-Nd1 -7119 -7489
mt-Nd2 -7271 -7495
mt-Nd3 -6642 -5922
mt-Nd4 -6682 -7382
mt-Nd5 -6386 -7564
mt-Nd6 -6677 -7251
Ndufa1 -5430 -6709
Ndufa10 -7288 -7572
Ndufa11 -7330 -7448
Ndufa12 -7240 -7308
Ndufa13 -7053 -7089
Ndufa2 -6895 -6030
Ndufa3 -7000 -7510
Ndufa4 -7274 -7232
Ndufa5 -7189 -7647
Ndufa6 -6698 -7117
Ndufa7 -7328 -7459
Ndufa8 -7315 -7154
Ndufa9 -7317 -7720
Ndufab1 -7247 -7579
Ndufaf1 -7011 -7559
Ndufaf2 -4758 -5261
Ndufaf3 -4910 -5440
Ndufaf4 -6419 -7254
Ndufaf5 -5750 -6463
Ndufaf6 -6271 -7083
Ndufaf7 -5738 -6678
Ndufb1-ps -5319 -6906
Ndufb10 -7199 -7209
Ndufb2 -7214 -7114
Ndufb3 -6549 -6607
Ndufb4 -7132 -7245
Ndufb5 -7181 -6935
Ndufb6 -6950 -7112
Ndufb7 -7225 -6331
Ndufb8 -7343 -7800
Ndufb9 -7140 -7223
Ndufc1 -6951 -7311
Ndufc2 -7325 -7719
Ndufs1 -7157 -7633
Ndufs2 -7314 -7534
Ndufs3 -7291 -7530
Ndufs4 -7275 -7583
Ndufs5 -7010 -7087
Ndufs6 -7098 -7550
Ndufs7 -7258 -6981
Ndufs8 -7303 -7304
Ndufv1 -7186 -6904
Ndufv2 -7260 -7683
Ndufv3 -7034 -7419
Nnt -6917 -7798
Nubpl -6153 -6907
Ogdh -7013 -7475
Pdha1 -7106 -7283
Pdhb -7169 -7319
Pdhx -7172 -7679
Pdk1 4156 -6364
Pdk2 -6889 -7055
Pdk3 6805 6440
Pdk4 -1655 1645
Pdp1 -4181 -5275
Pdp2 -5917 -7570
Pdpr -5996 -7506
Ppard -5588 -4490
Rxra -6194 -6804
Sco1 -6462 -6322
Sco2 -3709 -4161
Sdha -7346 -7813
Sdhb -7295 -7485
Sdhc -7227 -7405
Sdhd -7333 -7791
Slc16a1 -5936 -4200
Slc16a3 7305 6044
Slc16a8 -4482 -3791
Slc25a14 4008 2705
Slc25a27 1019 1297
Sucla2 -7292 -7689
Suclg1 -7259 -7645
Suclg2 -7193 -7724
Surf1 -5087 -5645
Taco1 -6970 -7208
Timmdc1 -6360 -5463
Tmem126b -5883 -7021
Trap1 -6975 -6844
Ucp2 -3935 3288
Ucp3 -3606 -5388
Uqcr10 -6171 -4525
Uqcr11 -7327 -7657
Uqcrb -6857 -7389
Uqcrc1 -7297 -7415
Uqcrc2 -7191 -7618
Uqcrfs1 -7311 -7599
Uqcrh -7334 -7571
Uqcrq -7158 -7033
Vdac1 -7008 -7195





Respiratory-electron-transport

Respiratory-electron-transport
metric value
setSize 100
pMANOVA 4.63e-57
p.adjustMANOVA 6.01e-56
s.dist 1.25
s.young -0.904
s.old -0.859
p.young 2.8e-55
p.old 4.76e-50




Top 20 genes
Gene young old
Sdha -7346 -7813
Ndufb8 -7343 -7800
Sdhd -7333 -7791
Etfa -7323 -7764
Etfdh -7269 -7789
Ndufc2 -7325 -7719
Ndufa9 -7317 -7720
Uqcr11 -7327 -7657
Ndufv2 -7260 -7683
Uqcrfs1 -7311 -7599
Uqcrh -7334 -7571
Etfb -7336 -7558
mt-Co1 -7257 -7632
Ndufa10 -7288 -7572
Ndufs4 -7275 -7583
Ndufs2 -7314 -7534
Ndufa5 -7189 -7647
Ndufab1 -7247 -7579
Ndufs3 -7291 -7530
Uqcrc2 -7191 -7618

Click HERE to show all gene set members

All member genes
young old
Acad9 -6612 -6647
Coq10a -7209 -7269
Coq10b -5270 -2925
Cox11 -4941 -6003
Cox14 -7095 -6340
Cox16 -5100 -3654
Cox18 -4863 -4177
Cox19 6674 6213
Cox20 -4854 -5240
Cox4i1 -7272 -7222
Cox5a -7164 -7617
Cox5b -6986 -7126
Cox6a1 -5249 -3806
Cox6b1 -7136 -6612
Cox6c -7114 -7331
Cox7a2l -6270 -6466
Cox7b -7084 -7330
Cox7c -6438 -7237
Cox8a -3627 -1367
Cyc1 -7237 -7220
Cycs -7133 -7302
Ecsit -6908 -6444
Etfa -7323 -7764
Etfb -7336 -7558
Etfdh -7269 -7789
Lrpprc -7024 -7746
mt-Co1 -7257 -7632
mt-Co2 -7163 -6523
mt-Co3 -7307 -7023
mt-Cytb -6947 -7620
mt-Nd1 -7119 -7489
mt-Nd2 -7271 -7495
mt-Nd3 -6642 -5922
mt-Nd4 -6682 -7382
mt-Nd5 -6386 -7564
mt-Nd6 -6677 -7251
Ndufa1 -5430 -6709
Ndufa10 -7288 -7572
Ndufa11 -7330 -7448
Ndufa12 -7240 -7308
Ndufa13 -7053 -7089
Ndufa2 -6895 -6030
Ndufa3 -7000 -7510
Ndufa4 -7274 -7232
Ndufa5 -7189 -7647
Ndufa6 -6698 -7117
Ndufa7 -7328 -7459
Ndufa8 -7315 -7154
Ndufa9 -7317 -7720
Ndufab1 -7247 -7579
Ndufaf1 -7011 -7559
Ndufaf2 -4758 -5261
Ndufaf3 -4910 -5440
Ndufaf4 -6419 -7254
Ndufaf5 -5750 -6463
Ndufaf6 -6271 -7083
Ndufaf7 -5738 -6678
Ndufb1-ps -5319 -6906
Ndufb10 -7199 -7209
Ndufb2 -7214 -7114
Ndufb3 -6549 -6607
Ndufb4 -7132 -7245
Ndufb5 -7181 -6935
Ndufb6 -6950 -7112
Ndufb7 -7225 -6331
Ndufb8 -7343 -7800
Ndufb9 -7140 -7223
Ndufc1 -6951 -7311
Ndufc2 -7325 -7719
Ndufs1 -7157 -7633
Ndufs2 -7314 -7534
Ndufs3 -7291 -7530
Ndufs4 -7275 -7583
Ndufs5 -7010 -7087
Ndufs6 -7098 -7550
Ndufs7 -7258 -6981
Ndufs8 -7303 -7304
Ndufv1 -7186 -6904
Ndufv2 -7260 -7683
Ndufv3 -7034 -7419
Nubpl -6153 -6907
Sco1 -6462 -6322
Sco2 -3709 -4161
Sdha -7346 -7813
Sdhb -7295 -7485
Sdhc -7227 -7405
Sdhd -7333 -7791
Surf1 -5087 -5645
Taco1 -6970 -7208
Timmdc1 -6360 -5463
Tmem126b -5883 -7021
Trap1 -6975 -6844
Uqcr10 -6171 -4525
Uqcr11 -7327 -7657
Uqcrb -6857 -7389
Uqcrc1 -7297 -7415
Uqcrc2 -7191 -7618
Uqcrfs1 -7311 -7599
Uqcrh -7334 -7571
Uqcrq -7158 -7033





Mitochondrial-translation

Mitochondrial-translation
metric value
setSize 94
pMANOVA 6.95e-44
p.adjustMANOVA 6.03e-43
s.dist 1.12
s.young -0.825
s.old -0.758
p.young 1.11e-43
p.old 4.24e-37




Top 20 genes
Gene young old
Mrpl30 -7337 -7761
Mrpl42 -7248 -7608
Ptcd3 -7230 -7612
Mrps35 -7210 -7615
Mrps17 -7178 -7576
Mrpl2 -7320 -7372
Mrps9 -6971 -7623
Mrpl45 -6896 -7603
Mrpl28 -6906 -7373
Tufm -6846 -7363
Mrpl9 -6996 -7202
Mrpl46 -6817 -7379
Mrpl51 -7056 -7044
Mtif2 -6744 -7351
Gfm1 -6643 -7457
Mrps31 -6624 -7462
Mrpl3 -6890 -7156
Mrps27 -6764 -7263
Mrpl1 -6750 -7265
Gfm2 -6544 -7469

Click HERE to show all gene set members

All member genes
young old
Aurkaip1 -6248 -5678
Chchd1 -5921 -5916
Dap3 -6390 -6628
Eral1 -5904 -6599
Gadd45gip1 -6867 -6703
Gfm1 -6643 -7457
Gfm2 -6544 -7469
Mrpl1 -6750 -7265
Mrpl10 -5595 -5933
Mrpl11 -5991 -5910
Mrpl12 -7029 -6604
Mrpl13 -5916 -6619
Mrpl14 -6990 -6964
Mrpl15 -6574 -6827
Mrpl16 -5878 -6598
Mrpl17 -5372 -4564
Mrpl18 -6929 -7035
Mrpl19 -6834 -6958
Mrpl2 -7320 -7372
Mrpl20 -5318 -4089
Mrpl21 -5591 -6947
Mrpl22 -5839 -6141
Mrpl23 -6924 -4943
Mrpl24 -5493 -4092
Mrpl27 -4868 -4867
Mrpl28 -6906 -7373
Mrpl3 -6890 -7156
Mrpl30 -7337 -7761
Mrpl32 -5449 -6000
Mrpl33 -676 3231
Mrpl34 -6559 -6570
Mrpl35 -6678 -7167
Mrpl36 -4714 -4959
Mrpl37 -6747 -7068
Mrpl38 -6844 -6174
Mrpl39 -6696 -7130
Mrpl4 -6884 -6566
Mrpl40 -3530 -4283
Mrpl41 -6758 -6786
Mrpl42 -7248 -7608
Mrpl43 -5164 -5466
Mrpl44 -6513 -6841
Mrpl45 -6896 -7603
Mrpl46 -6817 -7379
Mrpl47 -6690 -6931
Mrpl48 -4965 -2296
Mrpl49 -5909 -5838
Mrpl50 -6278 -7053
Mrpl51 -7056 -7044
Mrpl52 -994 253
Mrpl53 -6252 -4354
Mrpl54 -1065 -2562
Mrpl55 -7064 -6715
Mrpl57 -2056 -4071
Mrpl58 -6710 -6615
Mrpl9 -6996 -7202
Mrps10 -1566 1880
Mrps11 -5399 -5798
Mrps12 -4262 -4111
Mrps14 -6073 -6439
Mrps15 -6805 -6956
Mrps16 -6308 -6130
Mrps17 -7178 -7576
Mrps18a -6175 -6605
Mrps18b -5938 -4872
Mrps18c -5687 -6088
Mrps2 -6425 -7205
Mrps21 -6827 -7070
Mrps22 -5305 -6723
Mrps23 -6635 -5774
Mrps24 -6748 -6081
Mrps25 -6490 -6633
Mrps26 -5415 -3403
Mrps27 -6764 -7263
Mrps28 -6850 -6886
Mrps30 -6407 -6943
Mrps31 -6624 -7462
Mrps33 -6284 -6495
Mrps34 -6156 -4884
Mrps35 -7210 -7615
Mrps36 -6283 -6967
Mrps5 -6689 -6857
Mrps6 -4817 -1971
Mrps7 -6460 -6613
Mrps9 -6971 -7623
Mrrf -6453 -6787
Mtfmt -3436 -3006
Mtif2 -6744 -7351
Mtif3 -5780 -5500
Mtrf1l -5597 -5796
Oxa1l -7035 -6627
Ptcd3 -7230 -7612
Tsfm -6347 -6440
Tufm -6846 -7363





Mitochondrial-protein-import

Mitochondrial-protein-import
metric value
setSize 57
pMANOVA 8.67e-23
p.adjustMANOVA 5.64e-22
s.dist 1.03
s.young -0.762
s.old -0.686
p.young 2.29e-23
p.old 2.95e-19




Top 20 genes
Gene young old
Ndufb8 -7343 -7800
Timm23 -7335 -7749
Cs -7238 -7580
Atp5a1 -7220 -7504
Hspa9 -7037 -7692
Hspd1 -6966 -7697
Grpel1 -7078 -7473
Idh3g -7228 -7314
Atp5b -7224 -7258
Cyc1 -7237 -7220
Slc25a4 -7089 -7295
Coq2 -7039 -7275
Ldhd -6770 -7536
Chchd3 -7066 -7212
Vdac1 -7008 -7195
Slc25a12 -7001 -7181
Timm44 -7154 -7015
Cmc2 -6667 -7225
Samm50 -7217 -6662
Pmpca -6712 -7102

Click HERE to show all gene set members

All member genes
young old
Aco2 -6436 -6977
Atp5a1 -7220 -7504
Atp5b -7224 -7258
Bcs1l -5832 -6564
Chchd10 -7262 -6494
Chchd2 -7180 -5992
Chchd3 -7066 -7212
Chchd5 -1580 -3461
Chchd7 -6825 -6448
Cmc2 -6667 -7225
Cmc4 -3869 1658
Coa4 -1599 348
Coa6 -4801 -4707
Coq2 -7039 -7275
Cox19 6674 6213
Cs -7238 -7580
Cyc1 -7237 -7220
Fxn -6784 -6569
Gfer -1953 -4416
Gm45799 -1631 4287
Grpel1 -7078 -7473
Grpel2 -4955 -6528
Hscb -1609 -5700
Hspa9 -7037 -7692
Hspd1 -6966 -7697
Idh3g -7228 -7314
Ldhd -6770 -7536
Mtx1 -5805 -4557
Mtx2 -6403 -6945
Ndufb8 -7343 -7800
Pam16 -5409 -4217
Pitrm1 -5821 -6104
Pmpca -6712 -7102
Pmpcb -5714 -7243
Samm50 -7217 -6662
Slc25a12 -7001 -7181
Slc25a13 -5896 -6938
Slc25a4 -7089 -7295
Taz -5545 -5487
Timm10 -5933 -5648
Timm13 -5069 -2877
Timm17a -6452 -6120
Timm17b -2372 -4104
Timm21 -6376 -7056
Timm22 -3823 -5072
Timm23 -7335 -7749
Timm44 -7154 -7015
Timm50 -6322 -5800
Timm8b -6609 -6897
Timm9 -5723 -5076
Tomm20 -4097 -410
Tomm22 -5748 -5300
Tomm40 -6658 -5282
Tomm6 -3900 -1449
Tomm7 -4071 -4401
Tomm70a -5828 -6506
Vdac1 -7008 -7195





Pyruvate-metabolism-and-Citric-Acid-(TCA)-cycle

Pyruvate-metabolism-and-Citric-Acid-(TCA)-cycle
metric value
setSize 51
pMANOVA 4.48e-21
p.adjustMANOVA 2.33e-20
s.dist 1.05
s.young -0.725
s.old -0.76
p.young 3.15e-19
p.old 5.37e-21




Top 20 genes
Gene young old
Adhfe1 -7349 -7821
Ldhb -7348 -7811
Sdha -7346 -7813
Sdhd -7333 -7791
Sucla2 -7292 -7689
Mpc2 -7294 -7670
Suclg2 -7193 -7724
Idh3b -7322 -7586
Dld -7216 -7696
Suclg1 -7259 -7645
Dlst -7165 -7693
Pdhx -7172 -7679
Cs -7238 -7580
Sdhb -7295 -7485
Idh3a -7085 -7634
Nnt -6917 -7798
D2hgdh -7104 -7565
Sdhc -7227 -7405
Me3 -7147 -7472
Fahd1 -7052 -7556

Click HERE to show all gene set members

All member genes
young old
Aco2 -6436 -6977
Adhfe1 -7349 -7821
Bsg -6548 -7267
Cs -7238 -7580
D2hgdh -7104 -7565
Dlat -7003 -7332
Dld -7216 -7696
Dlst -7165 -7693
Fahd1 -7052 -7556
Fh1 -7115 -7449
Glo1 -5689 -5454
Gstz1 -6066 -6846
Hagh 3129 -1329
Idh2 -6961 -7381
Idh3a -7085 -7634
Idh3b -7322 -7586
Idh3g -7228 -7314
L2hgdh -6879 -7484
Ldha 3559 -4312
Ldhb -7348 -7811
Mdh2 -7233 -7179
Me1 -6765 -6942
Me2 5856 4582
Me3 -7147 -7472
Mpc1 -7043 -7036
Mpc2 -7294 -7670
Nnt -6917 -7798
Ogdh -7013 -7475
Pdha1 -7106 -7283
Pdhb -7169 -7319
Pdhx -7172 -7679
Pdk1 4156 -6364
Pdk2 -6889 -7055
Pdk3 6805 6440
Pdk4 -1655 1645
Pdp1 -4181 -5275
Pdp2 -5917 -7570
Pdpr -5996 -7506
Ppard -5588 -4490
Rxra -6194 -6804
Sdha -7346 -7813
Sdhb -7295 -7485
Sdhc -7227 -7405
Sdhd -7333 -7791
Slc16a1 -5936 -4200
Slc16a3 7305 6044
Slc16a8 -4482 -3791
Sucla2 -7292 -7689
Suclg1 -7259 -7645
Suclg2 -7193 -7724
Vdac1 -7008 -7195





Mitochondrial-biogenesis

Mitochondrial-biogenesis
metric value
setSize 88
pMANOVA 1.7e-19
p.adjustMANOVA 7.38e-19
s.dist 0.769
s.young -0.53
s.old -0.557
p.young 7.78e-18
p.old 1.67e-19




Top 20 genes
Gene young old
Sod2 -7345 -7817
Atp5o -7347 -7794
Atp5l -7340 -7690
Immt -7219 -7621
Atp5pb -7213 -7607
Atp5g3 -7235 -7573
Atp5a1 -7220 -7504
Atp5c1 -7207 -7515
Hspa9 -7037 -7692
Atp5h -7284 -7352
Atp5j -7206 -7420
Apoo -7092 -7482
Atp5b -7224 -7258
Cycs -7133 -7302
Idh2 -6961 -7381
mt-Atp6 -7229 -7101
Chchd3 -7066 -7212
Sirt5 -6878 -7374
Atp5j2 -7093 -7135
Ppara -6545 -7563

Click HERE to show all gene set members

All member genes
young old
Acss2 -2290 -928
Alas1 -6613 -7012
Apoo -7092 -7482
Apool -5925 -6704
Atf2 -651 -5338
Atp5a1 -7220 -7504
Atp5b -7224 -7258
Atp5c1 -7207 -7515
Atp5d -7173 -6303
Atp5e -7150 -6015
Atp5g3 -7235 -7573
Atp5h -7284 -7352
Atp5j -7206 -7420
Atp5j2 -7093 -7135
Atp5k -5830 -7288
Atp5l -7340 -7690
Atp5o -7347 -7794
Atp5pb -7213 -7607
Calm1 -4595 -4970
Carm1 -1701 -5594
Chchd3 -7066 -7212
Chchd6 -3301 -2838
Chd9 6475 5594
Creb1 -3517 -2558
Crebbp -3332 -3533
Crtc1 4822 3316
Crtc2 2460 2533
Crtc3 3593 2639
Cycs -7133 -7302
Dmac2l -6520 -7171
Dnajc11 -6412 -6403
Esrra -6804 -5371
Gabpa -3716 -6288
Gabpb1 856 -2177
Glud1 -6306 -7705
Hcfc1 -2259 -3907
Hdac3 -6017 -6749
Helz2 -4511 2213
Hspa9 -7037 -7692
Idh2 -6961 -7381
Immt -7219 -7621
Mapk11 704 -262
Mapk12 6483 6788
Mapk14 -6492 -6835
Med1 -2830 -5832
Mef2c 4484 1893
Mef2d -4176 -241
Micos10 -7129 -6291
Micos13 -6641 -6011
mt-Atp6 -7229 -7101
mt-Atp8 -3257 -6724
Mterf1a 3165 -425
Mtx1 -5805 -4557
Mtx2 -6403 -6945
Ncoa1 -4484 -6419
Ncoa2 -3912 -6801
Ncoa6 -1555 -3479
Ncor1 -4730 -6152
Nr1d1 1296 -175
Nrf1 2046 1078
Perm1 -7027 -6909
Polg2 -3186 -2974
Polrmt -6292 -5820
Ppara -6545 -7563
Ppargc1a -6363 -7511
Ppargc1b -5894 -3355
Pprc1 3621 3813
Prkaa2 -6100 -7414
Prkab1 -4034 -7255
Prkab2 7420 5930
Prkag1 -6213 -4030
Prkag2 4029 -2192
Prkag3 5303 4957
Rxra -6194 -6804
Samm50 -7217 -6662
Sirt3 -6560 -6988
Sirt4 -5710 -5696
Sirt5 -6878 -7374
Smarcd3 -4349 -759
Sod2 -7345 -7817
Ssbp1 -4608 -3399
Tbl1x 3008 -5102
Tbl1xr1 4225 -2715
Tfam -6212 -6843
Tfb1m -3569 -5783
Tfb2m -6600 -7199
Tgs1 -4991 -5508
Tmem11 -5461 -4602





Mitochondrial-Fatty-Acid-Beta-Oxidation

Mitochondrial-Fatty-Acid-Beta-Oxidation
metric value
setSize 31
pMANOVA 5.13e-17
p.adjustMANOVA 1.91e-16
s.dist 1.21
s.young -0.858
s.old -0.85
p.young 1.25e-16
p.old 2.49e-16




Top 20 genes
Gene young old
Hadh -7309 -7774
Acaa2 -7293 -7768
Eci1 -7341 -7716
Hadhb -7300 -7759
Acot2 -7253 -7797
Decr1 -7267 -7777
Echs1 -7313 -7662
Hadha -7254 -7673
Ndufab1 -7247 -7579
Acad11 -7134 -7691
Acadvl -7306 -7500
Acadm -7198 -7598
Mmut -7065 -7739
Pcca -7022 -7738
Mcee -7015 -7616
Acads -7280 -7250
Pccb -7054 -7359
Acadl -6920 -7478
Acot13 -7060 -7028
Acot11 -6459 -7215

Click HERE to show all gene set members

All member genes
young old
Acaa2 -7293 -7768
Acad11 -7134 -7691
Acad12 -6749 -6851
Acadl -6920 -7478
Acadm -7198 -7598
Acads -7280 -7250
Acadvl -7306 -7500
Acbd6 -5225 -2979
Acot11 -6459 -7215
Acot13 -7060 -7028
Acot2 -7253 -7797
Acot7 -5971 -6960
Acot9 7045 6582
Acsf2 -5910 -7231
Dbi -6324 -6808
Decr1 -7267 -7777
Echs1 -7313 -7662
Eci1 -7341 -7716
Hadh -7309 -7774
Hadha -7254 -7673
Hadhb -7300 -7759
Mcat -6474 -6636
Mcee -7015 -7616
Mecr -6170 -6438
Mmaa -6691 -6758
Mmut -7065 -7739
Ndufab1 -7247 -7579
Pcca -7022 -7738
Pccb -7054 -7359
Pctp -3512 -6069
Them4 -5770 -5601





Citric-acid-cycle-(TCA-cycle)

Citric-acid-cycle-(TCA-cycle)
metric value
setSize 22
pMANOVA 2.51e-13
p.adjustMANOVA 8.16e-13
s.dist 1.26
s.young -0.894
s.old -0.889
p.young 3.71e-13
p.old 5.02e-13




Top 20 genes
Gene young old
Sdha -7346 -7813
Sdhd -7333 -7791
Sucla2 -7292 -7689
Suclg2 -7193 -7724
Idh3b -7322 -7586
Dld -7216 -7696
Suclg1 -7259 -7645
Dlst -7165 -7693
Cs -7238 -7580
Sdhb -7295 -7485
Idh3a -7085 -7634
Nnt -6917 -7798
Sdhc -7227 -7405
Me3 -7147 -7472
Fahd1 -7052 -7556
Fh1 -7115 -7449
Idh3g -7228 -7314
Ogdh -7013 -7475
Mdh2 -7233 -7179
Idh2 -6961 -7381

Click HERE to show all gene set members

All member genes
young old
Aco2 -6436 -6977
Cs -7238 -7580
Dld -7216 -7696
Dlst -7165 -7693
Fahd1 -7052 -7556
Fh1 -7115 -7449
Idh2 -6961 -7381
Idh3a -7085 -7634
Idh3b -7322 -7586
Idh3g -7228 -7314
Mdh2 -7233 -7179
Me2 5856 4582
Me3 -7147 -7472
Nnt -6917 -7798
Ogdh -7013 -7475
Sdha -7346 -7813
Sdhb -7295 -7485
Sdhc -7227 -7405
Sdhd -7333 -7791
Sucla2 -7292 -7689
Suclg1 -7259 -7645
Suclg2 -7193 -7724





rRNA-processing-in-the-mitochondrion

rRNA-processing-in-the-mitochondrion
metric value
setSize 22
pMANOVA 1.56e-11
p.adjustMANOVA 4.52e-11
s.dist 1.16
s.young -0.783
s.old -0.854
p.young 2e-10
p.old 3.93e-12




Top 20 genes
Gene young old
mt-Co1 -7257 -7632
mt-Nd2 -7271 -7495
mt-Nd1 -7119 -7489
mt-Cytb -6947 -7620
Hsd17b10 -6937 -7410
mt-Atp6 -7229 -7101
mt-Co3 -7307 -7023
Mrm2 -6671 -7643
mt-Nd4 -6682 -7382
mt-Nd5 -6386 -7564
mt-Co2 -7163 -6523
Nsun4 -6285 -7386
Mrm3 -6893 -6717
mt-Nd3 -6642 -5922
Mterf4 -5779 -6241
Trmt10c -5141 -6714
mt-Nd4l -3936 -7494
mt-Atp8 -3257 -6724
Tfb1m -3569 -5783
Mrm1 -4507 -4469

Click HERE to show all gene set members

All member genes
young old
Elac2 -4160 -4011
Hsd17b10 -6937 -7410
Mrm1 -4507 -4469
Mrm2 -6671 -7643
Mrm3 -6893 -6717
mt-Atp6 -7229 -7101
mt-Atp8 -3257 -6724
mt-Co1 -7257 -7632
mt-Co2 -7163 -6523
mt-Co3 -7307 -7023
mt-Cytb -6947 -7620
mt-Nd1 -7119 -7489
mt-Nd2 -7271 -7495
mt-Nd3 -6642 -5922
mt-Nd4 -6682 -7382
mt-Nd4l -3936 -7494
mt-Nd5 -6386 -7564
Mterf4 -5779 -6241
Nsun4 -6285 -7386
Prorp 1087 -5691
Tfb1m -3569 -5783
Trmt10c -5141 -6714





Branched-chain-amino-acid-catabolism

Branched-chain-amino-acid-catabolism
metric value
setSize 19
pMANOVA 5.85e-11
p.adjustMANOVA 1.52e-10
s.dist 1.22
s.young -0.859
s.old -0.871
p.young 9.04e-11
p.old 4.89e-11




Top 20 genes
Gene young old
Bckdha -7342 -7803
Hibadh -7283 -7717
Acat1 -7263 -7711
Dld -7216 -7696
Mccc2 -7174 -7704
Ivd -7138 -7712
Aldh6a1 -6998 -7778
Mccc1 -6826 -7722
Bckdhb -6907 -7611
Bcat2 -6905 -7609
Auh -6904 -7596
Ppm1k -6684 -7715
Hsd17b10 -6937 -7410
Dbt -6615 -7756
Hibch -6982 -7198
Acad8 -6496 -7039
Acadsb -5889 -7297
Bckdk -6679 -6373

Click HERE to show all gene set members

All member genes
young old
Acad8 -6496 -7039
Acadsb -5889 -7297
Acat1 -7263 -7711
Aldh6a1 -6998 -7778
Auh -6904 -7596
Bcat1 4700 5242
Bcat2 -6905 -7609
Bckdha -7342 -7803
Bckdhb -6907 -7611
Bckdk -6679 -6373
Dbt -6615 -7756
Dld -7216 -7696
Hibadh -7283 -7717
Hibch -6982 -7198
Hsd17b10 -6937 -7410
Ivd -7138 -7712
Mccc1 -6826 -7722
Mccc2 -7174 -7704
Ppm1k -6684 -7715





Mitochondrial-tRNA-aminoacylation

Mitochondrial-tRNA-aminoacylation
metric value
setSize 19
pMANOVA 3.66e-08
p.adjustMANOVA 8.37e-08
s.dist 1.04
s.young -0.756
s.old -0.712
p.young 1.14e-08
p.old 7.59e-08




Top 20 genes
Gene young old
Fars2 -6885 -7333
Sars2 -6953 -6965
Nars2 -6694 -7073
Ppa2 -6676 -6918
Vars2 -6968 -6459
Cars2 -6673 -6550
Yars2 -6001 -7155
Iars2 -5691 -7099
Aars2 -6224 -6392
Hars2 -5875 -6761
Dars2 -5581 -7062
Tars2 -6442 -5956
Mars2 -5106 -7011
Rars2 -5676 -5759
Wars2 -4658 -5948
Pars2 -3576 -3342
Ears2 -1578 -3330
Lars2 -6814 -414
Kars -1031 -313

Click HERE to show all gene set members

All member genes
young old
Aars2 -6224 -6392
Cars2 -6673 -6550
Dars2 -5581 -7062
Ears2 -1578 -3330
Fars2 -6885 -7333
Hars2 -5875 -6761
Iars2 -5691 -7099
Kars -1031 -313
Lars2 -6814 -414
Mars2 -5106 -7011
Nars2 -6694 -7073
Pars2 -3576 -3342
Ppa2 -6676 -6918
Rars2 -5676 -5759
Sars2 -6953 -6965
Tars2 -6442 -5956
Vars2 -6968 -6459
Wars2 -4658 -5948
Yars2 -6001 -7155





Transcriptional-activation-of-mitochondrial-biogenesis

Transcriptional-activation-of-mitochondrial-biogenesis
metric value
setSize 51
pMANOVA 3.86e-08
p.adjustMANOVA 8.37e-08
s.dist 0.628
s.young -0.418
s.old -0.468
p.young 2.43e-07
p.old 7.23e-09




Top 20 genes
Gene young old
Sod2 -7345 -7817
Atp5b -7224 -7258
Cycs -7133 -7302
Idh2 -6961 -7381
Sirt5 -6878 -7374
Ppara -6545 -7563
Glud1 -6306 -7705
Perm1 -7027 -6909
Ppargc1a -6363 -7511
Tfb2m -6600 -7199
Alas1 -6613 -7012
Sirt3 -6560 -6988
Tfam -6212 -6843
Rxra -6194 -6804
Hdac3 -6017 -6749
Polrmt -6292 -5820
Esrra -6804 -5371
Sirt4 -5710 -5696
Ncor1 -4730 -6152
Ncoa1 -4484 -6419

Click HERE to show all gene set members

All member genes
young old
Acss2 -2290 -928
Alas1 -6613 -7012
Atf2 -651 -5338
Atp5b -7224 -7258
Calm1 -4595 -4970
Carm1 -1701 -5594
Chd9 6475 5594
Creb1 -3517 -2558
Crebbp -3332 -3533
Crtc1 4822 3316
Crtc2 2460 2533
Crtc3 3593 2639
Cycs -7133 -7302
Esrra -6804 -5371
Gabpa -3716 -6288
Gabpb1 856 -2177
Glud1 -6306 -7705
Hcfc1 -2259 -3907
Hdac3 -6017 -6749
Helz2 -4511 2213
Idh2 -6961 -7381
Med1 -2830 -5832
Mef2c 4484 1893
Mef2d -4176 -241
Mterf1a 3165 -425
Ncoa1 -4484 -6419
Ncoa2 -3912 -6801
Ncoa6 -1555 -3479
Ncor1 -4730 -6152
Nr1d1 1296 -175
Nrf1 2046 1078
Perm1 -7027 -6909
Polg2 -3186 -2974
Polrmt -6292 -5820
Ppara -6545 -7563
Ppargc1a -6363 -7511
Ppargc1b -5894 -3355
Pprc1 3621 3813
Rxra -6194 -6804
Sirt3 -6560 -6988
Sirt4 -5710 -5696
Sirt5 -6878 -7374
Smarcd3 -4349 -759
Sod2 -7345 -7817
Ssbp1 -4608 -3399
Tbl1x 3008 -5102
Tbl1xr1 4225 -2715
Tfam -6212 -6843
Tfb1m -3569 -5783
Tfb2m -6600 -7199
Tgs1 -4991 -5508





Mitochondrial-iron-sulfur-cluster-biogenesis

Mitochondrial-iron-sulfur-cluster-biogenesis
metric value
setSize 10
pMANOVA 6.99e-05
p.adjustMANOVA 0.00014
s.dist 1.07
s.young -0.741
s.old -0.775
p.young 4.95e-05
p.old 2.19e-05




Top 20 genes
Gene young old
Nfs1 -7331 -7674
Isca1 -7123 -7445
Isca2 -6619 -6949
Fdx1 -6618 -6735
Fxn -6784 -6569
Iscu -5913 -6379
Glrx5 -6203 -4666
Slc25a37 -2322 -5900
Slc25a28 -3690 -3434
Hscb -1609 -5700

Click HERE to show all gene set members

All member genes
young old
Fdx1 -6618 -6735
Fxn -6784 -6569
Glrx5 -6203 -4666
Hscb -1609 -5700
Isca1 -7123 -7445
Isca2 -6619 -6949
Iscu -5913 -6379
Nfs1 -7331 -7674
Slc25a28 -3690 -3434
Slc25a37 -2322 -5900





Mitochondrial-calcium-ion-transport

Mitochondrial-calcium-ion-transport
metric value
setSize 21
pMANOVA 0.000153
p.adjustMANOVA 0.000284
s.dist 0.71
s.young -0.495
s.old -0.509
p.young 8.64e-05
p.old 5.32e-05




Top 20 genes
Gene young old
Phb -7148 -7279
Vdac1 -7008 -7195
Vdac3 -6938 -7147
Afg3l2 -6709 -7174
Pmpca -6712 -7102
Parl -6531 -7264
Phb2 -7196 -6457
Vdac2 -6648 -6666
Letm1 -6685 -6378
Spg7 -6831 -6169
Pmpcb -5714 -7243
Akap1 -5651 -6902
Stoml2 -6275 -5665
Yme1l1 -1988 -4374
Smdt1 -1291 -178

Click HERE to show all gene set members

All member genes
young old
Afg3l2 -6709 -7174
Akap1 -5651 -6902
Letm1 -6685 -6378
Mcu 2029 -3493
Mcub 1688 607
Micu1 4070 2942
Micu2 6554 5473
Micu3 411 -871
Parl -6531 -7264
Phb -7148 -7279
Phb2 -7196 -6457
Pmpca -6712 -7102
Pmpcb -5714 -7243
Slc8b1 -796 1010
Smdt1 -1291 -178
Spg7 -6831 -6169
Stoml2 -6275 -5665
Vdac1 -7008 -7195
Vdac2 -6648 -6666
Vdac3 -6938 -7147
Yme1l1 -1988 -4374





Oxygen-dependent-proline-hydroxylation-of-Hypoxia-inducible-Factor-Alpha

Oxygen-dependent-proline-hydroxylation-of-Hypoxia-inducible-Factor-Alpha
metric value
setSize 60
pMANOVA 0.00046
p.adjustMANOVA 0.000797
s.dist 0.323
s.young -0.276
s.old -0.167
p.young 0.000217
p.old 0.0257




Top 20 genes
Gene young old
Psme1 -7082 -7176
Egln1 -6444 -7403
Psmb2 -6229 -6389
Psmb7 -6295 -6022
Epas1 -5094 -7186
Psmd12 -5949 -6045
Psme4 -5860 -5252
Psmb3 -6394 -4507
Psmb6 -5905 -4631
Psma6 -6198 -4392
Psma1 -5057 -5354
Ube2d1 -4576 -5721
Psmc2 -5438 -4371
Psme3 -4430 -5111
Psma4 -4195 -5256
Egln3 -3770 -5817
Rbx1 -4743 -4554
Cul2 -3785 -5613
Psmc3 -5727 -3198
Eloc -3360 -5140

Click HERE to show all gene set members

All member genes
young old
Ajuba 4368 1241
Cul2 -3785 -5613
Egln1 -6444 -7403
Egln2 -4422 -46
Egln3 -3770 -5817
Eloc -3360 -5140
Epas1 -5094 -7186
Gm11808 -5706 -216
Hif1a 6604 1121
Hif3a -2849 -3750
Limd1 5384 3308
Psma1 -5057 -5354
Psma3 -1668 -1270
Psma4 -4195 -5256
Psma5 917 4879
Psma6 -6198 -4392
Psma7 -5203 -1132
Psmb1 -3490 -1504
Psmb10 3247 6154
Psmb2 -6229 -6389
Psmb3 -6394 -4507
Psmb4 -4157 -2719
Psmb5 -5358 -2463
Psmb6 -5905 -4631
Psmb7 -6295 -6022
Psmb8 188 2895
Psmb9 239 987
Psmc1 -4509 -1482
Psmc2 -5438 -4371
Psmc3 -5727 -3198
Psmc4 580 1965
Psmc5 -5068 -3092
Psmc6 -3319 55
Psmd1 -4493 -2930
Psmd10 2830 -1174
Psmd11 5474 5901
Psmd12 -5949 -6045
Psmd13 2269 4514
Psmd14 1389 1667
Psmd2 -4258 -2549
Psmd3 -5414 -2387
Psmd4 -73 2814
Psmd5 2751 2805
Psmd6 -2219 -3583
Psmd7 -3344 2462
Psmd8 5830 6151
Psmd9 811 -3604
Psme1 -7082 -7176
Psme2b -2823 -3837
Psme3 -4430 -5111
Psme4 -5860 -5252
Psmf1 1562 263
Rbx1 -4743 -4554
Rps27a -1504 -1029
Ubb 5763 -1908
Ubc -1436 -1699
Ube2d1 -4576 -5721
Ube2d2a -681 -3716
Ube2d3 5709 3978
Wtip 5076 4967





Cellular-response-to-hypoxia

Cellular-response-to-hypoxia
metric value
setSize 68
pMANOVA 0.000897
p.adjustMANOVA 0.00146
s.dist 0.29
s.young -0.248
s.old -0.15
p.young 0.00041
p.old 0.0331




Top 20 genes
Gene young old
Psme1 -7082 -7176
Egln1 -6444 -7403
Vegfa -6273 -7378
Higd1a -5965 -7009
Psmb2 -6229 -6389
Psmb7 -6295 -6022
Epas1 -5094 -7186
Psmd12 -5949 -6045
Psme4 -5860 -5252
Psmb3 -6394 -4507
Psmb6 -5905 -4631
Psma6 -6198 -4392
Psma1 -5057 -5354
Ube2d1 -4576 -5721
Psmc2 -5438 -4371
Psme3 -4430 -5111
Psma4 -4195 -5256
Egln3 -3770 -5817
Rbx1 -4743 -4554
Cul2 -3785 -5613

Click HERE to show all gene set members

All member genes
young old
Ajuba 4368 1241
Arnt 5880 5777
Car9 6540 6683
Cited2 6879 5555
Crebbp -3332 -3533
Cul2 -3785 -5613
Egln1 -6444 -7403
Egln2 -4422 -46
Egln3 -3770 -5817
Eloc -3360 -5140
Ep300 -2809 -454
Epas1 -5094 -7186
Gm11808 -5706 -216
Hif1a 6604 1121
Hif1an -2304 -3962
Hif3a -2849 -3750
Higd1a -5965 -7009
Limd1 5384 3308
Psma1 -5057 -5354
Psma3 -1668 -1270
Psma4 -4195 -5256
Psma5 917 4879
Psma6 -6198 -4392
Psma7 -5203 -1132
Psmb1 -3490 -1504
Psmb10 3247 6154
Psmb2 -6229 -6389
Psmb3 -6394 -4507
Psmb4 -4157 -2719
Psmb5 -5358 -2463
Psmb6 -5905 -4631
Psmb7 -6295 -6022
Psmb8 188 2895
Psmb9 239 987
Psmc1 -4509 -1482
Psmc2 -5438 -4371
Psmc3 -5727 -3198
Psmc4 580 1965
Psmc5 -5068 -3092
Psmc6 -3319 55
Psmd1 -4493 -2930
Psmd10 2830 -1174
Psmd11 5474 5901
Psmd12 -5949 -6045
Psmd13 2269 4514
Psmd14 1389 1667
Psmd2 -4258 -2549
Psmd3 -5414 -2387
Psmd4 -73 2814
Psmd5 2751 2805
Psmd6 -2219 -3583
Psmd7 -3344 2462
Psmd8 5830 6151
Psmd9 811 -3604
Psme1 -7082 -7176
Psme2b -2823 -3837
Psme3 -4430 -5111
Psme4 -5860 -5252
Psmf1 1562 263
Rbx1 -4743 -4554
Rps27a -1504 -1029
Ubb 5763 -1908
Ubc -1436 -1699
Ube2d1 -4576 -5721
Ube2d2a -681 -3716
Ube2d3 5709 3978
Vegfa -6273 -7378
Wtip 5076 4967





Smooth-Muscle-Contraction

Smooth-Muscle-Contraction
metric value
setSize 31
pMANOVA 0.00921
p.adjustMANOVA 0.0141
s.dist 0.213
s.young 0.0314
s.old 0.211
p.young 0.762
p.old 0.0421




Top 20 genes
Gene young old
Tpm2 7506 6955
Anxa2 6945 6847
Anxa1 7137 6423
Itgb5 7035 6117
Tln1 6888 5990
Sorbs3 5997 6450
Cald1 6283 5671
Myl12a 5669 5304
Anxa6 5722 2604
Pak1 3769 3862
Tpm3 3419 4092
Dysf 1616 5692
Myl6b 569 5006
Vcl 879 1982
Myl12b 844 518

Click HERE to show all gene set members

All member genes
young old
Acta2 -5838 3002
Actg2 -2377 -637
Anxa1 7137 6423
Anxa2 6945 6847
Anxa6 5722 2604
Cald1 6283 5671
Calm1 -4595 -4970
Cav3 -6028 -3293
Dysf 1616 5692
Gucy1a2 -2952 -4419
Itga1 -2422 -3850
Itgb5 7035 6117
Lmod1 -1775 2083
Myh11 -4929 -1359
Myl12a 5669 5304
Myl12b 844 518
Myl6b 569 5006
Myl7 -4553 1587
Myl9 -1361 -776
Mylk -6527 -5002
Pak1 3769 3862
Pak2 1636 -1595
Pxn -1407 -2587
Sorbs1 -5262 -5248
Sorbs3 5997 6450
Tln1 6888 5990
Tpm1 -6913 -5352
Tpm2 7506 6955
Tpm3 3419 4092
Trim72 -5043 -4443
Vcl 879 1982





Glycolysis

Glycolysis
metric value
setSize 63
pMANOVA 0.0143
p.adjustMANOVA 0.0207
s.dist 0.236
s.young -0.124
s.old -0.201
p.young 0.0898
p.old 0.00571




Top 20 genes
Gene young old
Eno3 -7068 -7520
Hk2 -6466 -7376
Pfkm -6806 -6837
Aldoa -6760 -6877
Pgam2 -6840 -6595
Pfkfb1 -5631 -7672
Nup210 -5985 -6834
Pkm -5840 -6250
Prkaca -6075 -5990
Nup62 -5422 -4685
Pgp -5202 -4673
Ppp2r1a -5112 -3845
Ndc1 -3676 -4825
Pgm2l1 -3658 -4003
Tpi1 -2612 -5131
Nupl2 -3657 -3335
Pom121 -5732 -2088
Bpgm -2698 -3560
Ppp2r5d -3601 -2560
Nup88 -1840 -4528

Click HERE to show all gene set members

All member genes
young old
Aaas -621 4067
Adpgk 4874 6241
Aldoa -6760 -6877
Aldob -4396 -1794
Bpgm -2698 -3560
Eno2 5951 5994
Eno3 -7068 -7520
Gapdhs -2761 375
Gck 6897 4422
Gm49336 3826 3163
Gnpda1 -60 -2955
Gnpda2 -899 -1019
Gpi1 729 -2017
Hk1 -573 1353
Hk2 -6466 -7376
Hk3 116 -817
Ndc1 -3676 -4825
Nup107 -1252 -1977
Nup133 -2488 -1920
Nup153 608 1264
Nup155 3051 361
Nup160 2576 936
Nup188 1219 1677
Nup205 -670 -3324
Nup210 -5985 -6834
Nup214 -1565 -479
Nup35 1447 -1156
Nup37 -326 -4277
Nup43 -462 -1511
Nup50 -566 -2471
Nup54 -939 -4619
Nup62 -5422 -4685
Nup85 -2481 -84
Nup88 -1840 -4528
Nup93 4359 4421
Nup98 3276 -3680
Nupl2 -3657 -3335
Pfkfb1 -5631 -7672
Pfkfb3 5566 2556
Pfkfb4 1327 920
Pfkl 2644 -5278
Pfkm -6806 -6837
Pfkp 6325 6660
Pgam1 -1039 -4657
Pgam2 -6840 -6595
Pgk1 1605 -5844
Pgm2l1 -3658 -4003
Pgp -5202 -4673
Pkm -5840 -6250
Pom121 -5732 -2088
Ppp2ca 1302 1549
Ppp2cb 2162 -1862
Ppp2r1a -5112 -3845
Ppp2r1b -1090 -2605
Ppp2r5d -3601 -2560
Prkaca -6075 -5990
Prkacb 3875 -3919
Rae1 -2439 -1886
Ranbp2 1943 -1227
Sec13 1575 39
Seh1l 326 -1812
Tpi1 -2612 -5131
Tpr 5510 4178





Signaling-by-Hippo

Signaling-by-Hippo
metric value
setSize 20
pMANOVA 0.0154
p.adjustMANOVA 0.0211
s.dist 0.484
s.young 0.373
s.old 0.309
p.young 0.00388
p.old 0.0167




Top 20 genes
Gene young old
Stk4 7525 7053
Tjp2 6209 6194
Amot 6138 5596
Casp3 6837 4230
Yap1 5991 4386
Lats1 5607 4503
Wwtr1 4739 5130
Sav1 5451 4022
Nphp4 4269 3539
Mob1b 3081 4724
Stk3 3645 3649
Mob1a 4148 2195
Amotl1 838 4479

Click HERE to show all gene set members

All member genes
young old
Amot 6138 5596
Amotl1 838 4479
Amotl2 -5325 -5232
Casp3 6837 4230
Dvl2 5014 -1883
Lats1 5607 4503
Lats2 -1646 -797
Mob1a 4148 2195
Mob1b 3081 4724
Nphp4 4269 3539
Sav1 5451 4022
Stk3 3645 3649
Stk4 7525 7053
Tjp1 -3710 -5609
Tjp2 6209 6194
Wwc1 2276 -247
Wwtr1 4739 5130
Yap1 5991 4386
Ywhab 1382 -1493
Ywhae -5312 -6195





Muscle-contraction

Muscle-contraction
metric value
setSize 148
pMANOVA 0.0298
p.adjustMANOVA 0.0387
s.dist 0.0555
s.young -0.0438
s.old 0.0341
p.young 0.359
p.old 0.474




Top 20 genes
Gene young old
Acta2 -5838 3002
Cacna2d3 -2618 5379
Myl4 -4427 2909
Cacnb4 -1978 6296
Itpr2 -1813 4665
Fgf12 -4127 1964
Myl7 -4553 1587
Itpr1 -3696 1181
Hipk1 -831 5084
Lmod1 -1775 2083
Atp1b1 -1204 2783
Asph -1819 1114
Atp2a3 -769 2193
Itpr3 -366 4557
Tmod1 -378 3179
Orai1 -391 2719
Cacna2d2 -232 3850
Trpc1 -49 3374
Atp2b4 -6 420

Click HERE to show all gene set members

All member genes
young old
Abcc9 -6853 -7721
Acta2 -5838 3002
Actg2 -2377 -637
Actn2 -2000 -1053
Ahcyl1 366 -4646
Akap9 4058 435
Anxa1 7137 6423
Anxa2 6945 6847
Anxa6 5722 2604
Asph -1819 1114
Atp1a1 -6556 -6452
Atp1a2 -4140 -3563
Atp1b1 -1204 2783
Atp1b2 -2601 -6512
Atp1b3 4548 186
Atp2a2 -6892 -7466
Atp2a3 -769 2193
Atp2b1 4820 5361
Atp2b2 -3158 -3849
Atp2b4 -6 420
Cacna1c -3035 -6072
Cacna1d -368 -2755
Cacna1s -4701 -5602
Cacna2d1 2938 1584
Cacna2d2 -232 3850
Cacna2d3 -2618 5379
Cacnb1 7379 6564
Cacnb2 -5371 -6792
Cacnb3 6991 5679
Cacnb4 -1978 6296
Cacng6 -3075 -7038
Cacng7 5352 4357
Cald1 6283 5671
Calm1 -4595 -4970
Camk2a -6445 -7293
Camk2b 7071 5898
Camk2g -3829 -6080
Cav3 -6028 -3293
Corin -1532 -173
Des 7479 6672
Dmd 6489 6319
Dmpk -6621 -3668
Dysf 1616 5692
Fgf11 885 -1941
Fgf12 -4127 1964
Fgf14 4114 4000
Fxyd1 -3088 -2453
Fxyd2 -5926 -343
Fxyd3 1436 3210
Fxyd6 6695 6230
Gata4 -1370 -4005
Gucy1a2 -2952 -4419
Hipk1 -831 5084
Hipk2 6736 4300
Itga1 -2422 -3850
Itgb5 7035 6117
Itpr1 -3696 1181
Itpr2 -1813 4665
Itpr3 -366 4557
Kat2b 316 -3888
Kcnd1 6203 3591
Kcnd2 -6717 -7280
Kcnd3 -6833 -7605
Kcne1 -6188 -3656
Kcne4 3881 3309
Kcnh2 -4514 -4097
Kcnip2 -7304 -7769
Kcnip3 5269 221
Kcnj11 -6582 -5269
Kcnj12 -1474 -1008
Kcnj14 5891 5935
Kcnj2 -6095 -6998
Kcnk10 6513 6484
Kcnk13 -2018 -22
Kcnk2 7333 6765
Kcnk3 -6040 -5964
Kcnk5 3870 3144
Kcnk6 -1027 -373
Kcnq1 -5345 -5178
Lmod1 -1775 2083
Mybpc2 6998 3417
Mybpc3 -3275 -1070
Myh11 -4929 -1359
Myh6 -5096 -3804
Myl1 5238 5447
Myl12a 5669 5304
Myl12b 844 518
Myl2 -7018 -6999
Myl3 -7167 -7092
Myl4 -4427 2909
Myl6b 569 5006
Myl7 -4553 1587
Myl9 -1361 -776
Mylk -6527 -5002
Neb 7054 6943
Nkx2-5 -4566 -2772
Nppa 7523 7032
Npr1 -1933 -2295
Npr2 274 1535
Orai1 -391 2719
Orai2 6641 5516
Pak1 3769 3862
Pak2 1636 -1595
Pln -6822 -7221
Prkaca -6075 -5990
Pxn -1407 -2587
Rangrf -7025 -6496
Ryr2 -4136 -7447
Ryr3 7066 7043
Scn10a -1780 -5635
Scn1b 7287 5698
Scn2a 1958 3825
Scn2b 2702 363
Scn3a -2558 -4406
Scn3b -1741 -3869
Scn4a -7014 -7787
Scn4b -5641 -7810
Scn5a -3090 -3687
Scn7a 5696 3823
Slc8a1 218 -5590
Slc8a2 3713 4013
Sorbs1 -5262 -5248
Sorbs3 5997 6450
Sri 2679 -2417
Stim1 2993 -3965
Tbx5 -4975 -6190
Tcap 1037 1482
Tln1 6888 5990
Tmod1 -378 3179
Tmod2 6815 6490
Tmod3 2559 4280
Tmod4 -7023 -7652
Tnnc1 1039 -2228
Tnni1 7440 4841
Tnni3 -7252 -7418
Tnnt1 -5113 -5807
Tnnt2 -5534 -6184
Tnnt3 6858 5227
Tpm1 -6913 -5352
Tpm2 7506 6955
Tpm3 3419 4092
Trdn -1037 -3952
Trim72 -5043 -4443
Trpc1 -49 3374
Ttn 1202 4051
Vcl 879 1982
Vim 7124 6031
Wwtr1 4739 5130





Cardiac-conduction

Cardiac-conduction
metric value
setSize 95
pMANOVA 0.152
p.adjustMANOVA 0.188
s.dist 0.132
s.young -0.111
s.old -0.0714
p.young 0.0617
p.old 0.229




Top 20 genes
Gene young old
Kcnip2 -7304 -7769
Scn4a -7014 -7787
Tnni3 -7252 -7418
Abcc9 -6853 -7721
Kcnd3 -6833 -7605
Atp2a2 -6892 -7466
Pln -6822 -7221
Kcnd2 -6717 -7280
Camk2a -6445 -7293
Rangrf -7025 -6496
Scn4b -5641 -7810
Kcnj2 -6095 -6998
Atp1a1 -6556 -6452
Cacnb2 -5371 -6792
Prkaca -6075 -5990
Kcnk3 -6040 -5964
Kcnj11 -6582 -5269
Ryr2 -4136 -7447
Tbx5 -4975 -6190
Kcnq1 -5345 -5178

Click HERE to show all gene set members

All member genes
young old
Abcc9 -6853 -7721
Ahcyl1 366 -4646
Akap9 4058 435
Asph -1819 1114
Atp1a1 -6556 -6452
Atp1a2 -4140 -3563
Atp1b1 -1204 2783
Atp1b2 -2601 -6512
Atp1b3 4548 186
Atp2a2 -6892 -7466
Atp2a3 -769 2193
Atp2b1 4820 5361
Atp2b2 -3158 -3849
Atp2b4 -6 420
Cacna1c -3035 -6072
Cacna1d -368 -2755
Cacna1s -4701 -5602
Cacna2d1 2938 1584
Cacna2d2 -232 3850
Cacna2d3 -2618 5379
Cacnb1 7379 6564
Cacnb2 -5371 -6792
Cacnb3 6991 5679
Cacnb4 -1978 6296
Cacng6 -3075 -7038
Cacng7 5352 4357
Calm1 -4595 -4970
Camk2a -6445 -7293
Camk2b 7071 5898
Camk2g -3829 -6080
Corin -1532 -173
Dmpk -6621 -3668
Fgf11 885 -1941
Fgf12 -4127 1964
Fgf14 4114 4000
Fxyd1 -3088 -2453
Fxyd2 -5926 -343
Fxyd3 1436 3210
Fxyd6 6695 6230
Gata4 -1370 -4005
Hipk1 -831 5084
Hipk2 6736 4300
Itpr1 -3696 1181
Itpr2 -1813 4665
Itpr3 -366 4557
Kat2b 316 -3888
Kcnd1 6203 3591
Kcnd2 -6717 -7280
Kcnd3 -6833 -7605
Kcne1 -6188 -3656
Kcne4 3881 3309
Kcnh2 -4514 -4097
Kcnip2 -7304 -7769
Kcnip3 5269 221
Kcnj11 -6582 -5269
Kcnj12 -1474 -1008
Kcnj14 5891 5935
Kcnj2 -6095 -6998
Kcnk10 6513 6484
Kcnk13 -2018 -22
Kcnk2 7333 6765
Kcnk3 -6040 -5964
Kcnk5 3870 3144
Kcnk6 -1027 -373
Kcnq1 -5345 -5178
Nkx2-5 -4566 -2772
Nppa 7523 7032
Npr1 -1933 -2295
Npr2 274 1535
Orai1 -391 2719
Orai2 6641 5516
Pln -6822 -7221
Prkaca -6075 -5990
Rangrf -7025 -6496
Ryr2 -4136 -7447
Ryr3 7066 7043
Scn10a -1780 -5635
Scn1b 7287 5698
Scn2a 1958 3825
Scn2b 2702 363
Scn3a -2558 -4406
Scn3b -1741 -3869
Scn4a -7014 -7787
Scn4b -5641 -7810
Scn5a -3090 -3687
Scn7a 5696 3823
Slc8a1 218 -5590
Slc8a2 3713 4013
Sri 2679 -2417
Stim1 2993 -3965
Tbx5 -4975 -6190
Tnni3 -7252 -7418
Trdn -1037 -3952
Trpc1 -49 3374
Wwtr1 4739 5130





TP53-regulates-transcription-of-several-additional-cell-death-genes-whose-specific-roles-in-p53-dependent-apoptosis-remain-uncertain

TP53-regulates-transcription-of-several-additional-cell-death-genes-whose-specific-roles-in-p53-dependent-apoptosis-remain-uncertain
metric value
setSize 11
pMANOVA 0.272
p.adjustMANOVA 0.321
s.dist 0.173
s.young 0.00972
s.old 0.173
p.young 0.955
p.old 0.321




Top 20 genes
Gene young old
Trp53 4978 4881
Birc5 2583 4194
Trp63 2314 3879
Chm 4576 910
Bcl6 1508 2136
Trp53bp2 2617 1007

Click HERE to show all gene set members

All member genes
young old
Bcl6 1508 2136
Birc5 2583 4194
Chm 4576 910
Ndrg1 -3711 -2364
Perp -469 2369
Ppp1r13b -4238 -2275
Rabggta -4972 -3450
Rabggtb -3434 -1391
Trp53 4978 4881
Trp53bp2 2617 1007
Trp63 2314 3879





Intrinsic-Pathway-for-Apoptosis

Intrinsic-Pathway-for-Apoptosis
metric value
setSize 47
pMANOVA 0.575
p.adjustMANOVA 0.65
s.dist 0.0485
s.young 0.0483
s.old -0.00457
p.young 0.567
p.old 0.957




Top 20 genes
Gene young old
Casp9 3738 -2865
Ppp3r1 1460 -6334
Casp7 1119 -3675
Ywhab 1382 -1493
Mapk3 1686 -900
Bmf 1641 -920
Ppp3cc 483 -771

Click HERE to show all gene set members

All member genes
young old
Akt1 -6210 -5765
Akt2 -7113 -6780
Akt3 2614 4706
Apaf1 5176 5355
Apip -6666 -7349
Aven 617 5295
Bad 4020 3510
Bak1 4444 3458
Bax 5258 3874
Bcl2 7330 6782
Bcl2l1 -4607 -544
Bcl2l11 -4296 -6286
Bid 4293 4165
Bmf 1641 -920
C1qbp -6500 -7227
Casp3 6837 4230
Casp7 1119 -3675
Casp8 -791 -3340
Casp9 3738 -2865
Cycs -7133 -7302
Diablo -7319 -7593
Dynll1 5075 5782
Dynll2 -6128 -5510
E2f1 4237 5630
Mapk1 -4365 -6214
Mapk3 1686 -900
Mapk8 -2142 -2173
Nmt1 934 594
Pmaip1 3797 1356
Ppp1r13b -4238 -2275
Ppp3cc 483 -771
Ppp3r1 1460 -6334
Sfn 2885 2824
Stat3 4087 345
Tfdp1 4017 1507
Tfdp2 -4634 -7148
Trp53 4978 4881
Trp53bp2 2617 1007
Trp63 2314 3879
Uaca 1091 5187
Xiap -716 -3113
Ywhab 1382 -1493
Ywhae -5312 -6195
Ywhag -2287 -1315
Ywhah 5584 3890
Ywhaq 2145 2532
Ywhaz 5524 2659





Regulation-of-gene-expression-by-Hypoxia-inducible-Factor

Regulation-of-gene-expression-by-Hypoxia-inducible-Factor
metric value
setSize 10
pMANOVA 0.799
p.adjustMANOVA 0.863
s.dist 0.087
s.young -0.0173
s.old -0.0852
p.young 0.924
p.old 0.641




Top 20 genes
Gene young old
Vegfa -6273 -7378
Higd1a -5965 -7009
Epas1 -5094 -7186
Crebbp -3332 -3533
Hif3a -2849 -3750
Ep300 -2809 -454

Click HERE to show all gene set members

All member genes
young old
Arnt 5880 5777
Car9 6540 6683
Cited2 6879 5555
Crebbp -3332 -3533
Ep300 -2809 -454
Epas1 -5094 -7186
Hif1a 6604 1121
Hif3a -2849 -3750
Higd1a -5965 -7009
Vegfa -6273 -7378





Apoptosis

Apoptosis
metric value
setSize 152
pMANOVA 0.829
p.adjustMANOVA 0.863
s.dist 0.0142
s.young -0.0137
s.old 0.00372
p.young 0.77
p.old 0.937




Top 20 genes
Gene young old
Psmd7 -3344 2462
Sptan1 -525 5294
Psmd4 -73 2814
Psmc6 -3319 55
Traf2 -9 1142

Click HERE to show all gene set members

All member genes
young old
Acin1 -2564 -1364
Add1 4420 1516
Akt1 -6210 -5765
Akt2 -7113 -6780
Akt3 2614 4706
Apaf1 5176 5355
Apc 6673 5921
Apip -6666 -7349
Appl1 4730 2680
Arhgap10 -5360 -3726
Aven 617 5295
Bad 4020 3510
Bak1 4444 3458
Bax 5258 3874
Bcap31 410 567
Bcl2 7330 6782
Bcl2l1 -4607 -544
Bcl2l11 -4296 -6286
Bid 4293 4165
Birc2 -3354 -4484
Bmf 1641 -920
Bmx 5463 1734
C1qbp -6500 -7227
Casp3 6837 4230
Casp6 3830 -3643
Casp7 1119 -3675
Casp8 -791 -3340
Casp9 3738 -2865
Cd14 4163 3474
Cflar -4133 -2358
Clspn 5575 4859
Ctnnb1 -2555 -3976
Cycs -7133 -7302
Dapk1 -5742 -5874
Dapk2 230 4481
Dapk3 4951 2626
Dbnl 6620 4826
Dffa -4838 -5860
Dffb -2373 -68
Diablo -7319 -7593
Dnm1l -4000 -6171
Dsg2 1165 -443
Dsp 4886 -1017
Dynll1 5075 5782
Dynll2 -6128 -5510
E2f1 4237 5630
Fadd 3556 -919
Fas -4946 -4767
Fnta -2838 -2939
Gas2 5281 6069
Gm11808 -5706 -216
Gsn 4065 5762
Hmgb2 3249 -1172
Kpna1 -269 -3809
Kpnb1 -2201 -4623
Lmna 7232 6208
Lmnb1 3372 -1783
Ly96 2458 2873
Maged1 6689 4367
Mapk1 -4365 -6214
Mapk3 1686 -900
Mapk8 -2142 -2173
Mapt -4280 -1351
Nmt1 934 594
Ocln 216 -2246
Oma1 -6335 -7529
Opa1 -6928 -7669
Pak2 1636 -1595
Plec 1669 2349
Pmaip1 3797 1356
Ppp1r13b -4238 -2275
Ppp3cc 483 -771
Ppp3r1 1460 -6334
Prkcd 5903 6193
Prkcq -3932 -3811
Psma1 -5057 -5354
Psma3 -1668 -1270
Psma4 -4195 -5256
Psma5 917 4879
Psma6 -6198 -4392
Psma7 -5203 -1132
Psmb1 -3490 -1504
Psmb10 3247 6154
Psmb2 -6229 -6389
Psmb3 -6394 -4507
Psmb4 -4157 -2719
Psmb5 -5358 -2463
Psmb6 -5905 -4631
Psmb7 -6295 -6022
Psmb8 188 2895
Psmb9 239 987
Psmc1 -4509 -1482
Psmc2 -5438 -4371
Psmc3 -5727 -3198
Psmc4 580 1965
Psmc5 -5068 -3092
Psmc6 -3319 55
Psmd1 -4493 -2930
Psmd10 2830 -1174
Psmd11 5474 5901
Psmd12 -5949 -6045
Psmd13 2269 4514
Psmd14 1389 1667
Psmd2 -4258 -2549
Psmd3 -5414 -2387
Psmd4 -73 2814
Psmd5 2751 2805
Psmd6 -2219 -3583
Psmd7 -3344 2462
Psmd8 5830 6151
Psmd9 811 -3604
Psme1 -7082 -7176
Psme2b -2823 -3837
Psme3 -4430 -5111
Psme4 -5860 -5252
Psmf1 1562 263
Ptk2 1246 -212
Ripk1 3817 949
Rock1 1759 4127
Rps27a -1504 -1029
Satb1 6347 5016
Sfn 2885 2824
Sptan1 -525 5294
Stat3 4087 345
Stk24 -3201 -6950
Stk26 3724 3841
Tfdp1 4017 1507
Tfdp2 -4634 -7148
Ticam1 4313 1929
Tjp1 -3710 -5609
Tjp2 6209 6194
Tlr4 6952 6766
Tnfrsf26 1739 3486
Tnfsf10 -4361 -3659
Tradd 5674 5445
Traf2 -9 1142
Trp53 4978 4881
Trp53bp2 2617 1007
Trp63 2314 3879
Uaca 1091 5187
Ubb 5763 -1908
Ubc -1436 -1699
Unc5a 6273 4626
Unc5b 6704 6481
Vim 7124 6031
Xiap -716 -3113
Ywhab 1382 -1493
Ywhae -5312 -6195
Ywhag -2287 -1315
Ywhah 5584 3890
Ywhaq 2145 2532
Ywhaz 5524 2659





Fatty-acyl-CoA-biosynthesis

Fatty-acyl-CoA-biosynthesis
metric value
setSize 28
pMANOVA 0.878
p.adjustMANOVA 0.878
s.dist 0.0712
s.young -0.0445
s.old -0.0556
p.young 0.684
p.old 0.611




Top 20 genes
Gene young old
Acsl6 -7255 -7818
Acsl1 -6926 -7461
Acsf3 -6626 -7575
Cbr4 -6830 -7226
Tecr -7151 -6741
Scd4 -6898 -6839
H2-Ke6 -6180 -5754
Ppt2 -5289 -5808
Elovl5 -3997 -5603
Acly -3791 -3425

Click HERE to show all gene set members

All member genes
young old
Acaca 3453 -653
Acly -3791 -3425
Acsf3 -6626 -7575
Acsl1 -6926 -7461
Acsl3 2818 -794
Acsl4 4513 954
Acsl5 3226 5103
Acsl6 -7255 -7818
Cbr4 -6830 -7226
Elovl1 5112 5663
Elovl5 -3997 -5603
Elovl6 3634 2877
Elovl7 4758 -245
Fasn 4789 4808
H2-Ke6 -6180 -5754
Hacd1 -4729 1304
Hacd2 4010 -3297
Hacd3 3435 5413
Hacd4 5683 4021
Hsd17b12 1383 3088
Morc2b 1565 2940
Ppt1 800 -4376
Ppt2 -5289 -5808
Scd4 -6898 -6839
Slc25a1 6669 5317
Slc27a3 4118 4704
Tecr -7151 -6741
Tecrl -1100 5110





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

sessionInfo()
## R version 4.0.2 (2020-06-22)
## Platform: x86_64-pc-linux-gnu (64-bit)
## Running under: Ubuntu 18.04.4 LTS
## 
## Matrix products: default
## BLAS:   /usr/lib/x86_64-linux-gnu/blas/libblas.so.3.7.1
## LAPACK: /usr/lib/x86_64-linux-gnu/lapack/liblapack.so.3.7.1
## 
## 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_1.1.0   GGally_2.0.0    beeswarm_0.2.3  gtools_3.8.2   
##  [5] echarts4r_0.3.2 mitch_1.0.6     gplots_3.0.3    reshape2_1.4.4 
##  [9] forcats_0.5.0   stringr_1.4.0   dplyr_1.0.0     purrr_0.3.4    
## [13] readr_1.3.1     tidyr_1.1.0     tibble_3.0.1    ggplot2_3.3.2  
## [17] tidyverse_1.3.0
## 
## loaded via a namespace (and not attached):
##  [1] nlme_3.1-148       bitops_1.0-6       fs_1.4.2           lubridate_1.7.9   
##  [5] RColorBrewer_1.1-2 httr_1.4.1         rprojroot_1.3-2    tools_4.0.2       
##  [9] backports_1.1.8    R6_2.4.1           KernSmooth_2.23-17 DBI_1.1.0         
## [13] colorspace_1.4-1   withr_2.2.0        tidyselect_1.1.0   gridExtra_2.3     
## [17] compiler_4.0.2     cli_2.0.2          rvest_0.3.5        xml2_1.3.2        
## [21] desc_1.2.0         labeling_0.3       caTools_1.18.0     scales_1.1.1      
## [25] digest_0.6.25      rmarkdown_2.3      pkgconfig_2.0.3    htmltools_0.5.0   
## [29] dbplyr_1.4.4       fastmap_1.0.1      highr_0.8          htmlwidgets_1.5.1 
## [33] rlang_0.4.6        readxl_1.3.1       rstudioapi_0.11    shiny_1.5.0       
## [37] generics_0.0.2     farver_2.0.3       jsonlite_1.7.0     magrittr_1.5      
## [41] Rcpp_1.0.4.6       munsell_0.5.0      fansi_0.4.1        lifecycle_0.2.0   
## [45] stringi_1.4.6      yaml_2.2.1         MASS_7.3-51.6      plyr_1.8.6        
## [49] grid_4.0.2         blob_1.2.1         parallel_4.0.2     gdata_2.18.0      
## [53] promises_1.1.1     crayon_1.3.4       lattice_0.20-41    haven_2.3.1       
## [57] hms_0.5.3          knitr_1.29         pillar_1.4.4       reprex_0.3.0      
## [61] glue_1.4.1         evaluate_0.14      modelr_0.1.8       vctrs_0.3.1       
## [65] httpuv_1.5.4       testthat_2.3.2     cellranger_1.1.0   gtable_0.3.0      
## [69] reshape_0.8.8      assertthat_0.2.1   xfun_0.15          mime_0.9          
## [73] xtable_1.8-4       broom_0.5.6        later_1.1.0.1      pbmcapply_1.5.0   
## [77] ellipsis_0.3.1

END of report