date generated: 2020-11-05

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.

##                    x
## AT2G47450 -10.856535
## AT2G22510  -9.501362
## AT1G65970   8.549705
## AT3G11510   8.413675
## AT2G32870  -8.261510
## AT5G64100   8.215921

Here are some metrics about the input data profile:

Profile metrics
Profile metrics
num_genesets 211
num_genes_in_profile 20887
duplicated_genes_present 0
num_profile_genes_in_sets 982
num_profile_genes_not_in_sets 19905

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: plant_reactome.gmt

Gene sets metrics
Gene sets metrics
num_genesets 211
num_genesets_excluded 167
num_genesets_included 44

Differential pathway expression


Interactive enrichment scatterplot

Significance is calculated by -log10(p-value). All points shown are FDR<0.05.

Significance is calculated by -log10(p-value). Top N sets shown irrespective of FDR.

Results table

Top N= 43 gene sets

set setSize pANOVA s.dist p.adjustANOVA
R-ATH-1119533 TCA cycle (plant) 25 3.07e-05 0.48100 0.00132
R-ATH-1119519 Calvin cycle 28 1.41e-04 0.41600 0.00303
R-ATH-1119494 Tryptophan biosynthesis 15 6.85e-03 0.40300 0.09810
R-ATH-1119452 Galactose degradation II 17 1.22e-02 0.35100 0.13100
R-ATH-1119325 Sphingolipid metabolism 13 2.93e-02 0.34900 0.21900
R-ATH-1119460 Isoleucine biosynthesis from threonine 11 4.54e-02 0.34800 0.21900
R-ATH-1119419 Lysine biosynthesis VI 13 5.13e-02 0.31200 0.22100
R-ATH-1119273 Lysine biosynthesis I 18 3.79e-02 0.28300 0.21900
R-ATH-1119283 Lysine biosynthesis II 18 3.79e-02 0.28300 0.21900
R-ATH-1119620 GDP-L-fucose biosynthesis I (from GDP-D-mannose) 17 4.57e-02 0.28000 0.21900
R-ATH-1119479 Valine degradation 12 9.33e-02 0.28000 0.28700
R-ATH-1119624 Methionine salvage pathway 10 1.26e-01 0.27900 0.32900
R-ATH-1119292 Cytokinins 7-N-glucoside biosynthesis 10 1.30e-01 0.27700 0.32900
R-ATH-1119375 Cytokinins 9-N-glucoside biosynthesis 10 1.30e-01 0.27700 0.32900
R-ATH-1119506 Tyrosine degradation I 10 1.39e-01 0.27000 0.33200
R-ATH-1119465 Sucrose biosynthesis 17 6.46e-02 0.25900 0.25200
R-ATH-1119334 Ethylene biosynthesis from methionine 10 1.96e-01 0.23600 0.33700
R-ATH-8879007 Response to cold temperature 19 8.56e-02 -0.22800 0.28700
R-ATH-3899351 Abscisic acid (ABA) mediated signaling 13 1.63e-01 0.22400 0.33300
R-ATH-1119610 Biotin biosynthesis II 10 2.23e-01 0.22300 0.35500
R-ATH-9611432 Recognition of fungal and bacterial pathogens and immunity response 14 1.94e-01 -0.20000 0.33700
R-ATH-1119428 GDP-D-rhamnose biosynthesis 15 1.81e-01 0.20000 0.33700
R-ATH-1119473 Cytokinins-O-glucoside biosynthesis 25 9.23e-02 0.19500 0.28700
R-ATH-5679411 Gibberellin signaling 20 1.62e-01 -0.18100 0.33300
R-ATH-9609573 Tricin biosynthesis 23 1.47e-01 -0.17500 0.33300
R-ATH-9618218 Arsenic uptake and detoxification 19 1.92e-01 0.17300 0.33700
R-ATH-6787011 Jasmonic acid signaling 20 2.20e-01 0.15900 0.35500
R-ATH-5655101 Xyloglucan biosynthesis 13 3.38e-01 -0.15400 0.51900
R-ATH-9640760 G1 phase 10 4.33e-01 0.14300 0.62500
R-ATH-1119477 Starch biosynthesis 16 4.36e-01 -0.11300 0.62500
R-ATH-1119430 Chorismate biosynthesis 10 6.03e-01 0.09510 0.78500
R-ATH-8933811 Circadian rhythm 17 5.32e-01 -0.08750 0.71500
R-ATH-1119312 Photorespiration 25 5.13e-01 0.07550 0.71200
R-ATH-1119540 Leucine biosynthesis 13 6.47e-01 0.07330 0.79200
R-ATH-1119331 Cysteine biosynthesis I 11 6.92e-01 -0.06890 0.79200
R-ATH-6788019 Salicylic acid signaling 17 6.41e-01 -0.06530 0.79200
R-ATH-1119402 Phospholipid biosynthesis I 16 7.00e-01 -0.05570 0.79200
R-ATH-5608118 Auxin signalling 29 6.73e-01 0.04520 0.79200
R-ATH-1119486 IAA biosynthesis I 21 8.44e-01 0.02490 0.92700
R-ATH-1119438 Secologanin and strictosidine biosynthesis 12 9.29e-01 -0.01490 0.96200
R-ATH-5632095 Brassinosteroid signaling 46 8.63e-01 -0.01470 0.92700
R-ATH-9645850 Activation of pre-replication complex 27 9.39e-01 0.00844 0.96200
R-ATH-9608575 Reproductive meristem phase change 11 9.88e-01 0.00271 0.98800


Results (complete table)


Click HERE to show results for all gene sets

Complete results
set setSize pANOVA s.dist p.adjustANOVA
R-ATH-1119533 TCA cycle (plant) 25 3.07e-05 0.48100 0.00132
R-ATH-1119519 Calvin cycle 28 1.41e-04 0.41600 0.00303
R-ATH-1119494 Tryptophan biosynthesis 15 6.85e-03 0.40300 0.09810
R-ATH-1119452 Galactose degradation II 17 1.22e-02 0.35100 0.13100
R-ATH-1119325 Sphingolipid metabolism 13 2.93e-02 0.34900 0.21900
R-ATH-1119460 Isoleucine biosynthesis from threonine 11 4.54e-02 0.34800 0.21900
R-ATH-1119419 Lysine biosynthesis VI 13 5.13e-02 0.31200 0.22100
R-ATH-1119273 Lysine biosynthesis I 18 3.79e-02 0.28300 0.21900
R-ATH-1119283 Lysine biosynthesis II 18 3.79e-02 0.28300 0.21900
R-ATH-1119620 GDP-L-fucose biosynthesis I (from GDP-D-mannose) 17 4.57e-02 0.28000 0.21900
R-ATH-1119479 Valine degradation 12 9.33e-02 0.28000 0.28700
R-ATH-1119624 Methionine salvage pathway 10 1.26e-01 0.27900 0.32900
R-ATH-1119292 Cytokinins 7-N-glucoside biosynthesis 10 1.30e-01 0.27700 0.32900
R-ATH-1119375 Cytokinins 9-N-glucoside biosynthesis 10 1.30e-01 0.27700 0.32900
R-ATH-1119506 Tyrosine degradation I 10 1.39e-01 0.27000 0.33200
R-ATH-1119465 Sucrose biosynthesis 17 6.46e-02 0.25900 0.25200
R-ATH-1119334 Ethylene biosynthesis from methionine 10 1.96e-01 0.23600 0.33700
R-ATH-8879007 Response to cold temperature 19 8.56e-02 -0.22800 0.28700
R-ATH-3899351 Abscisic acid (ABA) mediated signaling 13 1.63e-01 0.22400 0.33300
R-ATH-1119610 Biotin biosynthesis II 10 2.23e-01 0.22300 0.35500
R-ATH-9611432 Recognition of fungal and bacterial pathogens and immunity response 14 1.94e-01 -0.20000 0.33700
R-ATH-1119428 GDP-D-rhamnose biosynthesis 15 1.81e-01 0.20000 0.33700
R-ATH-1119473 Cytokinins-O-glucoside biosynthesis 25 9.23e-02 0.19500 0.28700
R-ATH-5679411 Gibberellin signaling 20 1.62e-01 -0.18100 0.33300
R-ATH-9609573 Tricin biosynthesis 23 1.47e-01 -0.17500 0.33300
R-ATH-9618218 Arsenic uptake and detoxification 19 1.92e-01 0.17300 0.33700
R-ATH-6787011 Jasmonic acid signaling 20 2.20e-01 0.15900 0.35500
R-ATH-5655101 Xyloglucan biosynthesis 13 3.38e-01 -0.15400 0.51900
R-ATH-9640760 G1 phase 10 4.33e-01 0.14300 0.62500
R-ATH-1119477 Starch biosynthesis 16 4.36e-01 -0.11300 0.62500
R-ATH-1119430 Chorismate biosynthesis 10 6.03e-01 0.09510 0.78500
R-ATH-8933811 Circadian rhythm 17 5.32e-01 -0.08750 0.71500
R-ATH-1119312 Photorespiration 25 5.13e-01 0.07550 0.71200
R-ATH-1119540 Leucine biosynthesis 13 6.47e-01 0.07330 0.79200
R-ATH-1119331 Cysteine biosynthesis I 11 6.92e-01 -0.06890 0.79200
R-ATH-6788019 Salicylic acid signaling 17 6.41e-01 -0.06530 0.79200
R-ATH-1119402 Phospholipid biosynthesis I 16 7.00e-01 -0.05570 0.79200
R-ATH-5608118 Auxin signalling 29 6.73e-01 0.04520 0.79200
R-ATH-1119486 IAA biosynthesis I 21 8.44e-01 0.02490 0.92700
R-ATH-1119438 Secologanin and strictosidine biosynthesis 12 9.29e-01 -0.01490 0.96200
R-ATH-5632095 Brassinosteroid signaling 46 8.63e-01 -0.01470 0.92700
R-ATH-9645850 Activation of pre-replication complex 27 9.39e-01 0.00844 0.96200
R-ATH-9608575 Reproductive meristem phase change 11 9.88e-01 0.00271 0.98800



Detailed Gene set reports



R-ATH-1119533_TCA_cycle_(plant)

R-ATH-1119533_TCA_cycle_(plant)
24
set R-ATH-1119533_TCA_cycle_(plant)
setSize 25
pANOVA 3.07e-05
s.dist 0.481
p.adjustANOVA 0.00132



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G27380 10051
AT2G47510 9992
AT5G40650 9807
AT5G50950 8719
AT5G03290 8622
AT3G09810 8493
AT2G17130 8440
AT5G65750 8197
AT5G08300 7043
AT5G55070 6854
AT5G66760 6629
AT2G44350 5817
AT2G20420 5319
AT4G35260 4896
AT3G55410 4809
AT4G26910 4421
AT1G48030 3965
AT3G15020 2963
AT1G53240 2961
AT2G18450 667

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G27380 10051
AT2G47510 9992
AT5G40650 9807
AT5G50950 8719
AT5G03290 8622
AT3G09810 8493
AT2G17130 8440
AT5G65750 8197
AT5G08300 7043
AT5G55070 6854
AT5G66760 6629
AT2G44350 5817
AT2G20420 5319
AT4G35260 4896
AT3G55410 4809
AT4G26910 4421
AT1G48030 3965
AT3G15020 2963
AT1G53240 2961
AT2G18450 667
AT5G23250 406
AT3G17240 388
AT4G35830 67
AT2G13560 -2685
AT4G00570 -3129



R-ATH-1119519_Calvin_cycle

R-ATH-1119519_Calvin_cycle
23
set R-ATH-1119519_Calvin_cycle
setSize 28
pANOVA 0.000141
s.dist 0.416
p.adjustANOVA 0.00303



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G52930 9777
AT2G01140 9585
AT1G79550 9473
AT3G04790 9165
AT3G12780 8793
AT5G38420 8473
AT5G38430 8425
AT3G60750 8307
AT3G01850 7677
AT1G67090 6955
AT1G18270 6881
AT3G26650 6575
AT5G64380 5224
AT1G56190 4481
AT5G38410 3717
AT1G63290 3668
AT2G21170 3002
AT5G61410 2600
AT2G36460 2364
AT4G26530 2251

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G52930 9777
AT2G01140 9585
AT1G79550 9473
AT3G04790 9165
AT3G12780 8793
AT5G38420 8473
AT5G38430 8425
AT3G60750 8307
AT3G01850 7677
AT1G67090 6955
AT1G18270 6881
AT3G26650 6575
AT5G64380 5224
AT1G56190 4481
AT5G38410 3717
AT1G63290 3668
AT2G21170 3002
AT5G61410 2600
AT2G36460 2364
AT4G26530 2251
AT2G01290 1604
AT3G54050 1584
AT4G26520 546
AT5G03690 -800
AT3G55800 -1892
AT1G71100 -2400
AT5G44520 -3071
AT2G45290 -3673



R-ATH-1119494_Tryptophan_biosynthesis

R-ATH-1119494_Tryptophan_biosynthesis
21
set R-ATH-1119494_Tryptophan_biosynthesis
setSize 15
pANOVA 0.00685
s.dist 0.403
p.adjustANOVA 0.0981



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT5G17990 9748
AT2G04400 7980
AT5G54810 7471
AT5G38530 7277
AT5G05730 7188
AT4G02610 6599
AT5G57890 5741
AT3G54640 3363
AT5G48220 3057
AT5G05590 2976
AT2G29690 2591
AT1G25220 2070
AT1G70570 987
AT1G29410 606
AT4G27070 -5637

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT5G17990 9748
AT2G04400 7980
AT5G54810 7471
AT5G38530 7277
AT5G05730 7188
AT4G02610 6599
AT5G57890 5741
AT3G54640 3363
AT5G48220 3057
AT5G05590 2976
AT2G29690 2591
AT1G25220 2070
AT1G70570 987
AT1G29410 606
AT4G27070 -5637



R-ATH-1119452_Galactose_degradation_II

R-ATH-1119452_Galactose_degradation_II
14
set R-ATH-1119452_Galactose_degradation_II
setSize 17
pANOVA 0.0122
s.dist 0.351
p.adjustANOVA 0.131



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT4G10960 10116
AT4G02280 9907
AT3G29360 8940
AT5G39320 8675
AT1G63180 8438
AT5G15490 7890
AT5G20830 6479
AT4G23920 6136
AT5G49190 5965
AT3G43190 4769
AT3G06580 2580
AT3G03250 925
AT1G26570 -879
AT1G64440 -1652
AT1G73370 -2889
AT5G17310 -6030
AT5G37180 -8320

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT4G10960 10116
AT4G02280 9907
AT3G29360 8940
AT5G39320 8675
AT1G63180 8438
AT5G15490 7890
AT5G20830 6479
AT4G23920 6136
AT5G49190 5965
AT3G43190 4769
AT3G06580 2580
AT3G03250 925
AT1G26570 -879
AT1G64440 -1652
AT1G73370 -2889
AT5G17310 -6030
AT5G37180 -8320



R-ATH-1119325_Sphingolipid_metabolism

R-ATH-1119325_Sphingolipid_metabolism
5
set R-ATH-1119325_Sphingolipid_metabolism
setSize 13
pANOVA 0.0293
s.dist 0.349
p.adjustANOVA 0.219



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT1G69640 9616
AT1G14290 9413
AT5G23670 8310
AT4G21540 7610
AT3G19260 5387
AT3G48780 4376
AT1G27980 3469
AT3G25540 2611
AT3G06060 2428
AT4G36480 288
AT5G19200 -380
AT4G21534 -1064
AT4G04930 -5674

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT1G69640 9616
AT1G14290 9413
AT5G23670 8310
AT4G21540 7610
AT3G19260 5387
AT3G48780 4376
AT1G27980 3469
AT3G25540 2611
AT3G06060 2428
AT4G36480 288
AT5G19200 -380
AT4G21534 -1064
AT4G04930 -5674



R-ATH-1119460_Isoleucine_biosynthesis_from_threonine

R-ATH-1119460_Isoleucine_biosynthesis_from_threonine
15
set R-ATH-1119460_Isoleucine_biosynthesis_from_threonine
setSize 11
pANOVA 0.0454
s.dist 0.348
p.adjustANOVA 0.219



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G58610 10104
AT5G16290 9199
AT5G10860 7999
AT5G01330 6309
AT3G23940 6191
AT3G48560 4699
AT3G10050 3973
AT5G54960 3915
AT4G33070 -1614
AT5G01320 -5746
AT3G49680 -5836

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G58610 10104
AT5G16290 9199
AT5G10860 7999
AT5G01330 6309
AT3G23940 6191
AT3G48560 4699
AT3G10050 3973
AT5G54960 3915
AT4G33070 -1614
AT5G01320 -5746
AT3G49680 -5836



R-ATH-1119419_Lysine_biosynthesis_VI

R-ATH-1119419_Lysine_biosynthesis_VI
10
set R-ATH-1119419_Lysine_biosynthesis_VI
setSize 13
pANOVA 0.0513
s.dist 0.312
p.adjustANOVA 0.221



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT2G45440 9445
AT2G13810 9133
AT4G33680 8801
AT3G14390 8670
AT2G44040 8155
AT4G19710 8071
AT3G60880 6473
AT3G59890 5878
AT5G11880 -296
AT1G31230 -1805
AT5G52100 -4824
AT3G02020 -7548
AT5G14060 -8762

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT2G45440 9445
AT2G13810 9133
AT4G33680 8801
AT3G14390 8670
AT2G44040 8155
AT4G19710 8071
AT3G60880 6473
AT3G59890 5878
AT5G11880 -296
AT1G31230 -1805
AT5G52100 -4824
AT3G02020 -7548
AT5G14060 -8762



R-ATH-1119273_Lysine_biosynthesis_I

R-ATH-1119273_Lysine_biosynthesis_I
1
set R-ATH-1119273_Lysine_biosynthesis_I
setSize 18
pANOVA 0.0379
s.dist 0.283
p.adjustANOVA 0.219



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT1G14810 10154
AT1G13440 9586
AT2G45440 9445
AT3G14390 8670
AT2G19940 8660
AT2G44040 8155
AT4G19710 8071
AT3G60880 6473
AT3G59890 5878
AT3G04120 5194
AT1G16300 2796
AT5G11880 -296
AT1G79530 -1193
AT1G31230 -1805
AT5G52100 -4824
AT4G35250 -6906
AT3G02020 -7548
AT5G14060 -8762

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT1G14810 10154
AT1G13440 9586
AT2G45440 9445
AT3G14390 8670
AT2G19940 8660
AT2G44040 8155
AT4G19710 8071
AT3G60880 6473
AT3G59890 5878
AT3G04120 5194
AT1G16300 2796
AT5G11880 -296
AT1G79530 -1193
AT1G31230 -1805
AT5G52100 -4824
AT4G35250 -6906
AT3G02020 -7548
AT5G14060 -8762



R-ATH-1119283_Lysine_biosynthesis_II

R-ATH-1119283_Lysine_biosynthesis_II
2
set R-ATH-1119283_Lysine_biosynthesis_II
setSize 18
pANOVA 0.0379
s.dist 0.283
p.adjustANOVA 0.219



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT1G14810 10154
AT1G13440 9586
AT2G45440 9445
AT3G14390 8670
AT2G19940 8660
AT2G44040 8155
AT4G19710 8071
AT3G60880 6473
AT3G59890 5878
AT3G04120 5194
AT1G16300 2796
AT5G11880 -296
AT1G79530 -1193
AT1G31230 -1805
AT5G52100 -4824
AT4G35250 -6906
AT3G02020 -7548
AT5G14060 -8762

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT1G14810 10154
AT1G13440 9586
AT2G45440 9445
AT3G14390 8670
AT2G19940 8660
AT2G44040 8155
AT4G19710 8071
AT3G60880 6473
AT3G59890 5878
AT3G04120 5194
AT1G16300 2796
AT5G11880 -296
AT1G79530 -1193
AT1G31230 -1805
AT5G52100 -4824
AT4G35250 -6906
AT3G02020 -7548
AT5G14060 -8762



R-ATH-1119620_GDP-L-fucose_biosynthesis_I_(from_GDP-D-mannose)

R-ATH-1119620_GDP-L-fucose_biosynthesis_I_(from_GDP-D-mannose)
27
set R-ATH-1119620_GDP-L-fucose_biosynthesis_I_(from_GDP-D-mannose)
setSize 17
pANOVA 0.0457
s.dist 0.28
p.adjustANOVA 0.219



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT1G73250 9352
AT2G34850 9105
AT1G17890 8898
AT4G30440 8237
AT4G33360 7935
AT4G00110 6988
AT1G30620 5510
AT4G20460 3404
AT5G59290 2960
AT3G51160 2210
AT2G45310 1005
AT5G66280 515
AT4G12250 -1274
AT2G28760 -1853
AT3G23820 -1941
AT3G46440 -2321
AT5G44480 -10340

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT1G73250 9352
AT2G34850 9105
AT1G17890 8898
AT4G30440 8237
AT4G33360 7935
AT4G00110 6988
AT1G30620 5510
AT4G20460 3404
AT5G59290 2960
AT3G51160 2210
AT2G45310 1005
AT5G66280 515
AT4G12250 -1274
AT2G28760 -1853
AT3G23820 -1941
AT3G46440 -2321
AT5G44480 -10340



R-ATH-1119479_Valine_degradation

R-ATH-1119479_Valine_degradation
19
set R-ATH-1119479_Valine_degradation
setSize 12
pANOVA 0.0933
s.dist 0.28
p.adjustANOVA 0.287



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G13450 8359
AT1G21400 7945
AT1G10070 6831
AT4G20930 6665
AT1G55510 6418
AT3G45300 5134
AT1G50110 4207
AT2G14170 1568
AT4G16800 977
AT3G60510 -382
AT3G19710 -5323
AT5G09300 -8242

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G13450 8359
AT1G21400 7945
AT1G10070 6831
AT4G20930 6665
AT1G55510 6418
AT3G45300 5134
AT1G50110 4207
AT2G14170 1568
AT4G16800 977
AT3G60510 -382
AT3G19710 -5323
AT5G09300 -8242



R-ATH-1119624_Methionine_salvage_pathway

R-ATH-1119624_Methionine_salvage_pathway
28
set R-ATH-1119624_Methionine_salvage_pathway
setSize 10
pANOVA 0.126
s.dist 0.279
p.adjustANOVA 0.329



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT4G08040 9989
AT4G38800 6637
AT5G65800 6579
AT4G01850 4263
AT4G37770 3694
AT1G02500 2158
AT2G05830 -436
AT4G11280 -867
AT4G34840 -1011
AT4G26200 -2574

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT4G08040 9989
AT4G38800 6637
AT5G65800 6579
AT4G01850 4263
AT4G37770 3694
AT1G02500 2158
AT2G05830 -436
AT4G11280 -867
AT4G34840 -1011
AT4G26200 -2574



R-ATH-1119292_Cytokinins_7-N-glucoside_biosynthesis

R-ATH-1119292_Cytokinins_7-N-glucoside_biosynthesis
3
set R-ATH-1119292_Cytokinins_7-N-glucoside_biosynthesis
setSize 10
pANOVA 0.13
s.dist 0.277
p.adjustANOVA 0.329



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G46670 7334
AT5G05860 5279
AT2G36780 4398
AT2G36800 3773
AT3G53150 3431
AT2G36770 3125
AT2G36790 3084
AT3G11340 2235
AT3G53160 -614
AT3G55700 -3914

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G46670 7334
AT5G05860 5279
AT2G36780 4398
AT2G36800 3773
AT3G53150 3431
AT2G36770 3125
AT2G36790 3084
AT3G11340 2235
AT3G53160 -614
AT3G55700 -3914



R-ATH-1119375_Cytokinins_9-N-glucoside_biosynthesis

R-ATH-1119375_Cytokinins_9-N-glucoside_biosynthesis
8
set R-ATH-1119375_Cytokinins_9-N-glucoside_biosynthesis
setSize 10
pANOVA 0.13
s.dist 0.277
p.adjustANOVA 0.329



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G46670 7334
AT5G05860 5279
AT2G36780 4398
AT2G36800 3773
AT3G53150 3431
AT2G36770 3125
AT2G36790 3084
AT3G11340 2235
AT3G53160 -614
AT3G55700 -3914

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G46670 7334
AT5G05860 5279
AT2G36780 4398
AT2G36800 3773
AT3G53150 3431
AT2G36770 3125
AT2G36790 3084
AT3G11340 2235
AT3G53160 -614
AT3G55700 -3914



R-ATH-1119506_Tyrosine_degradation_I

R-ATH-1119506_Tyrosine_degradation_I
22
set R-ATH-1119506_Tyrosine_degradation_I
setSize 10
pANOVA 0.139
s.dist 0.27
p.adjustANOVA 0.332



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT5G54080 7786
AT5G53970 6598
AT2G02390 6516
AT1G12050 5098
AT3G16700 4264
AT4G15940 3768
AT5G36160 1786
AT1G11840 372
AT2G22250 -2823
AT2G02380 -5906

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT5G54080 7786
AT5G53970 6598
AT2G02390 6516
AT1G12050 5098
AT3G16700 4264
AT4G15940 3768
AT5G36160 1786
AT1G11840 372
AT2G22250 -2823
AT2G02380 -5906



R-ATH-1119465_Sucrose_biosynthesis

R-ATH-1119465_Sucrose_biosynthesis
16
set R-ATH-1119465_Sucrose_biosynthesis
setSize 17
pANOVA 0.0646
s.dist 0.259
p.adjustANOVA 0.252



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT4G02280 9907
AT1G23190 7107
AT5G20280 7090
AT3G52340 6660
AT5G20830 6479
AT5G11110 6396
AT5G49190 5965
AT3G43190 4769
AT5G51820 4075
AT1G70730 3623
AT3G54270 2958
AT1G51420 293
AT5G17530 -1909
AT2G35840 -2405
AT1G73370 -2889
AT1G70820 -5126
AT5G37180 -8320

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT4G02280 9907
AT1G23190 7107
AT5G20280 7090
AT3G52340 6660
AT5G20830 6479
AT5G11110 6396
AT5G49190 5965
AT3G43190 4769
AT5G51820 4075
AT1G70730 3623
AT3G54270 2958
AT1G51420 293
AT5G17530 -1909
AT2G35840 -2405
AT1G73370 -2889
AT1G70820 -5126
AT5G37180 -8320



R-ATH-1119334_Ethylene_biosynthesis_from_methionine

R-ATH-1119334_Ethylene_biosynthesis_from_methionine
7
set R-ATH-1119334_Ethylene_biosynthesis_from_methionine
setSize 10
pANOVA 0.196
s.dist 0.236
p.adjustANOVA 0.337



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT4G08040 9989
AT5G65800 6579
AT4G01850 4263
AT4G37770 3694
AT1G62380 3654
AT1G05010 3188
AT1G02500 2158
AT4G11280 -867
AT4G26200 -2574
AT1G12010 -6181

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT4G08040 9989
AT5G65800 6579
AT4G01850 4263
AT4G37770 3694
AT1G62380 3654
AT1G05010 3188
AT1G02500 2158
AT4G11280 -867
AT4G26200 -2574
AT1G12010 -6181



R-ATH-8879007_Response_to_cold_temperature

R-ATH-8879007_Response_to_cold_temperature
36
set R-ATH-8879007_Response_to_cold_temperature
setSize 19
pANOVA 0.0856
s.dist -0.228
p.adjustANOVA 0.287



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT5G67190 -9335
AT4G36900 -8900
AT3G49930 -8821
AT4G25490 -8251
AT3G50260 -8025
AT2G23340 -6681
AT1G12860 -6244
AT4G25470 -6219
AT3G26744 -5529
AT4G06746 -1645
AT1G12610 -1491
AT4G25480 -1415
AT3G19580 -1093
AT5G60570 -49
AT3G23250 1256
AT4G04920 1386
AT2G31180 6711
AT1G46768 8735
AT5G51990 9037

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT5G67190 -9335
AT4G36900 -8900
AT3G49930 -8821
AT4G25490 -8251
AT3G50260 -8025
AT2G23340 -6681
AT1G12860 -6244
AT4G25470 -6219
AT3G26744 -5529
AT4G06746 -1645
AT1G12610 -1491
AT4G25480 -1415
AT3G19580 -1093
AT5G60570 -49
AT3G23250 1256
AT4G04920 1386
AT2G31180 6711
AT1G46768 8735
AT5G51990 9037



R-ATH-3899351_Abscisic_acid_(ABA)_mediated_signaling

R-ATH-3899351_Abscisic_acid_(ABA)_mediated_signaling
29
set R-ATH-3899351_Abscisic_acid_(ABA)_mediated_signaling
setSize 13
pANOVA 0.163
s.dist 0.224
p.adjustANOVA 0.333



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT2G29380 10270
AT5G57050 10091
AT5G59220 10086
AT4G26080 7948
AT3G11410 5997
AT3G50500 5139
AT5G66880 3989
AT1G17550 2420
AT4G33950 871
AT1G72770 -63
AT1G12480 -8150
AT4G18290 -9465
AT5G46240 -9740

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT2G29380 10270
AT5G57050 10091
AT5G59220 10086
AT4G26080 7948
AT3G11410 5997
AT3G50500 5139
AT5G66880 3989
AT1G17550 2420
AT4G33950 871
AT1G72770 -63
AT1G12480 -8150
AT4G18290 -9465
AT5G46240 -9740



R-ATH-1119610_Biotin_biosynthesis_II

R-ATH-1119610_Biotin_biosynthesis_II
26
set R-ATH-1119610_Biotin_biosynthesis_II
setSize 10
pANOVA 0.223
s.dist 0.223
p.adjustANOVA 0.355



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT2G38400 9338
AT5G46180 8977
AT5G23670 8310
AT3G22200 7527
AT3G48780 4376
AT2G43360 1519
AT4G36480 288
AT5G57590 -4006
AT3G04520 -6136
AT3G08860 -7683

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT2G38400 9338
AT5G46180 8977
AT5G23670 8310
AT3G22200 7527
AT3G48780 4376
AT2G43360 1519
AT4G36480 288
AT5G57590 -4006
AT3G04520 -6136
AT3G08860 -7683



R-ATH-9611432_Recognition_of_fungal_and_bacterial_pathogens_and_immunity_response

R-ATH-9611432_Recognition_of_fungal_and_bacterial_pathogens_and_immunity_response
40
set R-ATH-9611432_Recognition_of_fungal_and_bacterial_pathogens_and_immunity_response
setSize 14
pANOVA 0.194
s.dist -0.2
p.adjustANOVA 0.337



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT1G09090 -8937
AT5G19390 -8842
AT1G11303 -7853
AT5G12150 -6624
AT1G07570 -6423
AT2G28830 -6229
AT3G46510 -5793
AT1G11300 -1357
AT2G28930 -1344
AT1G11350 713
AT1G11330 4686
AT3G21630 5236
AT1G08830 5628
AT4G28950 6814

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT1G09090 -8937
AT5G19390 -8842
AT1G11303 -7853
AT5G12150 -6624
AT1G07570 -6423
AT2G28830 -6229
AT3G46510 -5793
AT1G11300 -1357
AT2G28930 -1344
AT1G11350 713
AT1G11330 4686
AT3G21630 5236
AT1G08830 5628
AT4G28950 6814



R-ATH-1119428_GDP-D-rhamnose_biosynthesis

R-ATH-1119428_GDP-D-rhamnose_biosynthesis
11
set R-ATH-1119428_GDP-D-rhamnose_biosynthesis
setSize 15
pANOVA 0.181
s.dist 0.2
p.adjustANOVA 0.337



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT2G34850 9105
AT4G30440 8237
AT4G33360 7935
AT4G00110 6988
AT1G30620 5510
AT4G20460 3404
AT5G59290 2960
AT3G51160 2210
AT2G45310 1005
AT5G66280 515
AT4G12250 -1274
AT2G28760 -1853
AT3G23820 -1941
AT3G46440 -2321
AT5G44480 -10340

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT2G34850 9105
AT4G30440 8237
AT4G33360 7935
AT4G00110 6988
AT1G30620 5510
AT4G20460 3404
AT5G59290 2960
AT3G51160 2210
AT2G45310 1005
AT5G66280 515
AT4G12250 -1274
AT2G28760 -1853
AT3G23820 -1941
AT3G46440 -2321
AT5G44480 -10340



R-ATH-1119473_Cytokinins-O-glucoside_biosynthesis

R-ATH-1119473_Cytokinins-O-glucoside_biosynthesis
17
set R-ATH-1119473_Cytokinins-O-glucoside_biosynthesis
setSize 25
pANOVA 0.0923
s.dist 0.195
p.adjustANOVA 0.287



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT5G05900 9817
AT3G46660 9640
AT5G59580 8923
AT3G46670 7334
AT2G36750 6829
AT5G59590 6481
AT5G05880 5959
AT5G05860 5279
AT2G36780 4398
AT5G05890 4208
AT2G36800 3773
AT3G53150 3431
AT2G36770 3125
AT2G36790 3084
AT3G11340 2235
AT3G46650 861
AT3G53160 -614
AT5G05870 -857
AT3G55710 -1004
AT5G38040 -2801

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT5G05900 9817
AT3G46660 9640
AT5G59580 8923
AT3G46670 7334
AT2G36750 6829
AT5G59590 6481
AT5G05880 5959
AT5G05860 5279
AT2G36780 4398
AT5G05890 4208
AT2G36800 3773
AT3G53150 3431
AT2G36770 3125
AT2G36790 3084
AT3G11340 2235
AT3G46650 861
AT3G53160 -614
AT5G05870 -857
AT3G55710 -1004
AT5G38040 -2801
AT3G55700 -3914
AT3G46720 -4875
AT5G38010 -6427
AT3G46690 -6465
AT3G46700 -9541



R-ATH-5679411_Gibberellin_signaling

R-ATH-5679411_Gibberellin_signaling
33
set R-ATH-5679411_Gibberellin_signaling
setSize 20
pANOVA 0.162
s.dist -0.181
p.adjustANOVA 0.333



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G59060 -10437
AT1G14580 -10428
AT5G03150 -10380
AT3G50750 -10198
AT5G44160 -9354
AT3G45260 -8748
AT2G02080 -8669
AT2G02070 -7844
AT4G36780 -4131
AT1G78700 -2730
AT1G75080 -2213
AT3G03450 -1382
AT3G63010 484
AT3G05120 3276
AT5G17490 5433
AT1G66350 5461
AT1G19350 7216
AT2G01570 7803
AT5G27320 8035
AT1G14920 9639

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G59060 -10437
AT1G14580 -10428
AT5G03150 -10380
AT3G50750 -10198
AT5G44160 -9354
AT3G45260 -8748
AT2G02080 -8669
AT2G02070 -7844
AT4G36780 -4131
AT1G78700 -2730
AT1G75080 -2213
AT3G03450 -1382
AT3G63010 484
AT3G05120 3276
AT5G17490 5433
AT1G66350 5461
AT1G19350 7216
AT2G01570 7803
AT5G27320 8035
AT1G14920 9639



R-ATH-9609573_Tricin_biosynthesis

R-ATH-9609573_Tricin_biosynthesis
39
set R-ATH-9609573_Tricin_biosynthesis
setSize 23
pANOVA 0.147
s.dist -0.175
p.adjustANOVA 0.333



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT5G07990 -8883
AT5G42580 -8870
AT3G20090 -8702
AT1G50520 -8373
AT4G15380 -7225
AT3G20080 -6186
AT3G20960 -5371
AT3G20130 -5311
AT5G54160 -4787
AT5G47990 -4444
AT2G14100 -2733
AT2G27000 -1346
AT2G42250 -1061
AT5G06905 162
AT4G15330 260
AT3G20120 342
AT5G06900 378
AT4G15360 2030
AT4G15350 3905
AT3G20940 4022

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT5G07990 -8883
AT5G42580 -8870
AT3G20090 -8702
AT1G50520 -8373
AT4G15380 -7225
AT3G20080 -6186
AT3G20960 -5371
AT3G20130 -5311
AT5G54160 -4787
AT5G47990 -4444
AT2G14100 -2733
AT2G27000 -1346
AT2G42250 -1061
AT5G06905 162
AT4G15330 260
AT3G20120 342
AT5G06900 378
AT4G15360 2030
AT4G15350 3905
AT3G20940 4022
AT1G50560 4538
AT3G20110 6607
AT3G20100 7461



R-ATH-9618218_Arsenic_uptake_and_detoxification

R-ATH-9618218_Arsenic_uptake_and_detoxification
41
set R-ATH-9618218_Arsenic_uptake_and_detoxification
setSize 19
pANOVA 0.192
s.dist 0.173
p.adjustANOVA 0.337



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G54820 10131
AT4G35100 9852
AT4G19030 9474
AT2G37180 8686
AT2G34390 7806
AT2G16850 6337
AT3G53420 6178
AT2G39010 5550
AT5G60660 3785
AT1G30410 2801
AT2G21045 2476
AT2G37170 -1596
AT1G30400 -3118
AT4G18910 -3813
AT1G31885 -4325
AT4G10380 -5124
AT1G30420 -6491
AT2G34660 -7259
AT5G66170 -8458

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G54820 10131
AT4G35100 9852
AT4G19030 9474
AT2G37180 8686
AT2G34390 7806
AT2G16850 6337
AT3G53420 6178
AT2G39010 5550
AT5G60660 3785
AT1G30410 2801
AT2G21045 2476
AT2G37170 -1596
AT1G30400 -3118
AT4G18910 -3813
AT1G31885 -4325
AT4G10380 -5124
AT1G30420 -6491
AT2G34660 -7259
AT5G66170 -8458



R-ATH-6787011_Jasmonic_acid_signaling

R-ATH-6787011_Jasmonic_acid_signaling
34
set R-ATH-6787011_Jasmonic_acid_signaling
setSize 20
pANOVA 0.22
s.dist 0.159
p.adjustANOVA 0.355



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT1G14920 9639
AT3G29575 9399
AT2G01570 7803
AT1G69260 7152
AT2G46510 7103
AT1G66350 5461
AT5G17490 5433
AT5G63110 4617
AT2G06050 3779
AT2G39940 3361
AT1G13740 2823
AT4G28910 2345
AT3G03450 -1382
AT5G27030 -2006
AT2G46370 -2640
AT4G17880 -4839
AT1G32640 -5893
AT3G16830 -6067
AT5G46760 -6563
AT4G38130 -7928

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT1G14920 9639
AT3G29575 9399
AT2G01570 7803
AT1G69260 7152
AT2G46510 7103
AT1G66350 5461
AT5G17490 5433
AT5G63110 4617
AT2G06050 3779
AT2G39940 3361
AT1G13740 2823
AT4G28910 2345
AT3G03450 -1382
AT5G27030 -2006
AT2G46370 -2640
AT4G17880 -4839
AT1G32640 -5893
AT3G16830 -6067
AT5G46760 -6563
AT4G38130 -7928



R-ATH-5655101_Xyloglucan_biosynthesis

R-ATH-5655101_Xyloglucan_biosynthesis
32
set R-ATH-5655101_Xyloglucan_biosynthesis
setSize 13
pANOVA 0.338
s.dist -0.154
p.adjustANOVA 0.519



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT2G15350 -8861
AT2G15390 -7198
AT1G74420 -6326
AT1G14110 -6312
AT4G37690 -5633
AT2G20370 -3303
AT1G14100 -3275
AT2G22900 -790
AT2G15370 1470
AT2G03220 3068
AT5G07720 3182
AT1G74380 5989
AT1G18690 6192

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT2G15350 -8861
AT2G15390 -7198
AT1G74420 -6326
AT1G14110 -6312
AT4G37690 -5633
AT2G20370 -3303
AT1G14100 -3275
AT2G22900 -790
AT2G15370 1470
AT2G03220 3068
AT5G07720 3182
AT1G74380 5989
AT1G18690 6192



R-ATH-9640760_G1_phase

R-ATH-9640760_G1_phase
42
set R-ATH-9640760_G1_phase
setSize 10
pANOVA 0.433
s.dist 0.143
p.adjustANOVA 0.625



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G50070 7697
AT1G73690 5830
AT3G48750 5133
AT2G22490 2181
AT5G10440 1773
AT1G66750 662
AT5G27620 -1510
AT4G34160 -1768
AT5G65420 -1858
AT1G70210 -3933

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G50070 7697
AT1G73690 5830
AT3G48750 5133
AT2G22490 2181
AT5G10440 1773
AT1G66750 662
AT5G27620 -1510
AT4G34160 -1768
AT5G65420 -1858
AT1G70210 -3933



R-ATH-1119477_Starch_biosynthesis

R-ATH-1119477_Starch_biosynthesis
18
set R-ATH-1119477_Starch_biosynthesis
setSize 16
pANOVA 0.436
s.dist -0.113
p.adjustANOVA 0.625



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT5G24300 -10284
AT5G48300 -10027
AT5G19220 -8712
AT5G03650 -8385
AT3G01180 -5942
AT1G70820 -5126
AT5G17530 -1909
AT4G18240 -925
AT4G39210 -607
AT2G36390 3100
AT3G20440 3407
AT1G70730 3623
AT5G51820 4075
AT1G27680 5157
AT2G21590 5475
AT1G23190 7107

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT5G24300 -10284
AT5G48300 -10027
AT5G19220 -8712
AT5G03650 -8385
AT3G01180 -5942
AT1G70820 -5126
AT5G17530 -1909
AT4G18240 -925
AT4G39210 -607
AT2G36390 3100
AT3G20440 3407
AT1G70730 3623
AT5G51820 4075
AT1G27680 5157
AT2G21590 5475
AT1G23190 7107



R-ATH-1119430_Chorismate_biosynthesis

R-ATH-1119430_Chorismate_biosynthesis
12
set R-ATH-1119430_Chorismate_biosynthesis
setSize 10
pANOVA 0.603
s.dist 0.0951
p.adjustANOVA 0.785



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G06350 6965
AT1G48860 5189
AT4G33510 4268
AT2G35500 3980
AT4G39540 3321
AT2G21940 3191
AT4G39980 -471
AT2G45300 -1633
AT5G66120 -6032
AT1G48850 -9595

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G06350 6965
AT1G48860 5189
AT4G33510 4268
AT2G35500 3980
AT4G39540 3321
AT2G21940 3191
AT4G39980 -471
AT2G45300 -1633
AT5G66120 -6032
AT1G48850 -9595



R-ATH-8933811_Circadian_rhythm

R-ATH-8933811_Circadian_rhythm
37
set R-ATH-8933811_Circadian_rhythm
setSize 17
pANOVA 0.532
s.dist -0.0875
p.adjustANOVA 0.715



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT4G08920 -10343
AT2G46830 -9733
AT2G46340 -7348
AT5G11260 -7126
AT2G18790 -6925
AT5G08330 -5430
AT2G32950 -4373
AT5G24470 -3834
AT5G47080 -2984
AT4G11110 1569
AT1G09570 1804
AT4G17640 1971
AT1G04400 5395
AT5G23280 6497
AT2G23070 7120
AT5G61380 8303
AT4G16250 8650

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT4G08920 -10343
AT2G46830 -9733
AT2G46340 -7348
AT5G11260 -7126
AT2G18790 -6925
AT5G08330 -5430
AT2G32950 -4373
AT5G24470 -3834
AT5G47080 -2984
AT4G11110 1569
AT1G09570 1804
AT4G17640 1971
AT1G04400 5395
AT5G23280 6497
AT2G23070 7120
AT5G61380 8303
AT4G16250 8650



R-ATH-1119312_Photorespiration

R-ATH-1119312_Photorespiration
4
set R-ATH-1119312_Photorespiration
setSize 25
pANOVA 0.513
s.dist 0.0755
p.adjustANOVA 0.712



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT2G35120 9234
AT5G38420 8473
AT5G38430 8425
AT1G67090 6955
AT1G80380 6934
AT5G47760 4893
AT3G14415 4829
AT1G48030 3965
AT5G38410 3717
AT5G36700 3491
AT5G36790 1511
AT2G35370 690
AT3G17240 388
AT1G32470 297
AT1G22020 156
AT4G18360 -1056
AT1G56500 -1367
AT1G68010 -1443
AT3G14420 -3014
AT2G13360 -3255

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT2G35120 9234
AT5G38420 8473
AT5G38430 8425
AT1G67090 6955
AT1G80380 6934
AT5G47760 4893
AT3G14415 4829
AT1G48030 3965
AT5G38410 3717
AT5G36700 3491
AT5G36790 1511
AT2G35370 690
AT3G17240 388
AT1G32470 297
AT1G22020 156
AT4G18360 -1056
AT1G56500 -1367
AT1G68010 -1443
AT3G14420 -3014
AT2G13360 -3255
AT1G23310 -3878
AT4G33010 -7492
AT1G70580 -7624
AT1G36370 -7776
AT2G26080 -9210



R-ATH-1119540_Leucine_biosynthesis

R-ATH-1119540_Leucine_biosynthesis
25
set R-ATH-1119540_Leucine_biosynthesis
setSize 13
pANOVA 0.647
s.dist 0.0733
p.adjustANOVA 0.792



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT5G03290 8622
AT3G09810 8493
AT2G17130 8440
AT1G74040 7248
AT4G13430 5051
AT4G35260 4896
AT2G43090 3720
AT4G35830 67
AT3G49680 -5836
AT5G23020 -6775
AT3G58990 -7312
AT5G23010 -8551
AT2G43100 -9078

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT5G03290 8622
AT3G09810 8493
AT2G17130 8440
AT1G74040 7248
AT4G13430 5051
AT4G35260 4896
AT2G43090 3720
AT4G35830 67
AT3G49680 -5836
AT5G23020 -6775
AT3G58990 -7312
AT5G23010 -8551
AT2G43100 -9078



R-ATH-1119331_Cysteine_biosynthesis_I

R-ATH-1119331_Cysteine_biosynthesis_I
6
set R-ATH-1119331_Cysteine_biosynthesis_I
setSize 11
pANOVA 0.692
s.dist -0.0689
p.adjustANOVA 0.792



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT5G28030 -10500
AT5G28020 -9245
AT2G17640 -8997
AT3G04940 -7386
AT4G35640 -4335
AT5G56760 285
AT3G13110 1311
AT3G22460 2560
AT3G59760 7706
AT2G43750 9628
AT4G14880 10244

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT5G28030 -10500
AT5G28020 -9245
AT2G17640 -8997
AT3G04940 -7386
AT4G35640 -4335
AT5G56760 285
AT3G13110 1311
AT3G22460 2560
AT3G59760 7706
AT2G43750 9628
AT4G14880 10244



R-ATH-6788019_Salicylic_acid_signaling

R-ATH-6788019_Salicylic_acid_signaling
35
set R-ATH-6788019_Salicylic_acid_signaling
setSize 17
pANOVA 0.641
s.dist -0.0653
p.adjustANOVA 0.792



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G48080 -10344
AT5G06960 -9139
AT1G08320 -6985
AT4G11330 -5900
AT1G64280 -3694
AT4G31800 -1588
AT4G33925 -1568
AT5G06950 -1536
AT3G48090 -1248
AT2G25000 64
AT4G19660 2035
AT2G46070 2216
AT5G45110 2337
AT5G20850 4310
AT3G12250 4852
AT4G01370 5161
AT1G80840 8183

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G48080 -10344
AT5G06960 -9139
AT1G08320 -6985
AT4G11330 -5900
AT1G64280 -3694
AT4G31800 -1588
AT4G33925 -1568
AT5G06950 -1536
AT3G48090 -1248
AT2G25000 64
AT4G19660 2035
AT2G46070 2216
AT5G45110 2337
AT5G20850 4310
AT3G12250 4852
AT4G01370 5161
AT1G80840 8183



R-ATH-1119402_Phospholipid_biosynthesis_I

R-ATH-1119402_Phospholipid_biosynthesis_I
9
set R-ATH-1119402_Phospholipid_biosynthesis_I
setSize 16
pANOVA 0.7
s.dist -0.0557
p.adjustANOVA 0.792



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G57650 -8096
AT4G22340 -7053
AT4G26770 -5658
AT5G57190 -5066
AT4G16700 -2894
AT3G18850 -270
AT2G41540 -43
AT1G51260 91
AT1G62430 225
AT5G58560 898
AT5G40610 1098
AT1G32200 1233
AT5G60620 1818
AT4G30580 2702
AT4G25970 5166
AT3G07690 5360

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G57650 -8096
AT4G22340 -7053
AT4G26770 -5658
AT5G57190 -5066
AT4G16700 -2894
AT3G18850 -270
AT2G41540 -43
AT1G51260 91
AT1G62430 225
AT5G58560 898
AT5G40610 1098
AT1G32200 1233
AT5G60620 1818
AT4G30580 2702
AT4G25970 5166
AT3G07690 5360



R-ATH-5608118_Auxin_signalling

R-ATH-5608118_Auxin_signalling
30
set R-ATH-5608118_Auxin_signalling
setSize 29
pANOVA 0.673
s.dist 0.0452
p.adjustANOVA 0.792



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G62980 9847
AT5G49980 8988
AT1G20090 8766
AT1G75840 8385
AT4G03190 8187
AT4G35020 7660
AT1G51950 6079
AT3G23050 5824
AT3G26810 5723
AT3G62100 5087
AT4G24390 4885
AT1G19850 4579
AT2G01420 1607
AT5G25890 -230
AT3G16500 -233
AT3G04730 -346
AT3G61830 -390
AT1G12820 -760
AT1G23080 -1699
AT1G04250 -2466

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G62980 9847
AT5G49980 8988
AT1G20090 8766
AT1G75840 8385
AT4G03190 8187
AT4G35020 7660
AT1G51950 6079
AT3G23050 5824
AT3G26810 5723
AT3G62100 5087
AT4G24390 4885
AT1G19850 4579
AT2G01420 1607
AT5G25890 -230
AT3G16500 -233
AT3G04730 -346
AT3G61830 -390
AT1G12820 -760
AT1G23080 -1699
AT1G04250 -2466
AT2G33860 -3353
AT4G14550 -5103
AT1G70940 -5662
AT1G73590 -7408
AT5G37020 -8462
AT2G46530 -8591
AT1G30330 -9373
AT1G19220 -9674
AT5G20730 -10332



R-ATH-1119486_IAA_biosynthesis_I

R-ATH-1119486_IAA_biosynthesis_I
20
set R-ATH-1119486_IAA_biosynthesis_I
setSize 21
pANOVA 0.844
s.dist 0.0249
p.adjustANOVA 0.927



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT1G31690 8401
AT5G11320 8296
AT4G39950 7556
AT5G01330 6309
AT2G27150 5073
AT2G22330 4496
AT5G54960 3915
AT4G13260 3880
AT1G70560 3557
AT1G16400 976
AT4G24670 -490
AT4G33070 -1614
AT2G20340 -2726
AT5G25620 -3201
AT3G43600 -3428
AT5G22300 -3773
AT5G20960 -4293
AT5G01320 -5746
AT1G16410 -6508
AT1G31710 -7153

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT1G31690 8401
AT5G11320 8296
AT4G39950 7556
AT5G01330 6309
AT2G27150 5073
AT2G22330 4496
AT5G54960 3915
AT4G13260 3880
AT1G70560 3557
AT1G16400 976
AT4G24670 -490
AT4G33070 -1614
AT2G20340 -2726
AT5G25620 -3201
AT3G43600 -3428
AT5G22300 -3773
AT5G20960 -4293
AT5G01320 -5746
AT1G16410 -6508
AT1G31710 -7153
AT4G28680 -9629



R-ATH-1119438_Secologanin_and_strictosidine_biosynthesis

R-ATH-1119438_Secologanin_and_strictosidine_biosynthesis
13
set R-ATH-1119438_Secologanin_and_strictosidine_biosynthesis
setSize 12
pANOVA 0.929
s.dist -0.0149
p.adjustANOVA 0.962



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT4G28680 -9629
AT3G51440 -5247
AT3G51450 -4624
AT2G41290 -3953
AT5G22020 -3563
AT2G20340 -2726
AT3G59530 -819
AT1G74010 1080
AT1G74020 4127
AT3G51420 4352
AT3G51430 8199
AT1G74000 10052

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT4G28680 -9629
AT3G51440 -5247
AT3G51450 -4624
AT2G41290 -3953
AT5G22020 -3563
AT2G20340 -2726
AT3G59530 -819
AT1G74010 1080
AT1G74020 4127
AT3G51420 4352
AT3G51430 8199
AT1G74000 10052



R-ATH-5632095_Brassinosteroid_signaling

R-ATH-5632095_Brassinosteroid_signaling
31
set R-ATH-5632095_Brassinosteroid_signaling
setSize 46
pANOVA 0.863
s.dist -0.0147
p.adjustANOVA 0.927



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G59060 -10437
AT3G50750 -10198
AT1G75340 -9741
AT1G03960 -9313
AT1G51690 -7961
AT1G80490 -7646
AT1G63100 -6787
AT3G16830 -6067
AT5G46570 -4864
AT1G17720 -4613
AT3G26020 -4268
AT2G30980 -4199
AT4G36780 -4131
AT2G42500 -4105
AT1G15750 -3680
AT5G28850 -3153
AT1G54450 -3096
AT1G78700 -2730
AT5G55260 -2385
AT1G03445 -2256

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G59060 -10437
AT3G50750 -10198
AT1G75340 -9741
AT1G03960 -9313
AT1G51690 -7961
AT1G80490 -7646
AT1G63100 -6787
AT3G16830 -6067
AT5G46570 -4864
AT1G17720 -4613
AT3G26020 -4268
AT2G30980 -4199
AT4G36780 -4131
AT2G42500 -4105
AT1G15750 -3680
AT5G28850 -3153
AT1G54450 -3096
AT1G78700 -2730
AT5G55260 -2385
AT1G03445 -2256
AT1G75080 -2213
AT5G27030 -2006
AT1G34760 -1902
AT4G18710 -1790
AT1G08420 -684
AT3G19980 -321
AT5G28900 921
AT4G03080 1550
AT2G27210 2036
AT1G13460 2265
AT1G06390 3107
AT1G69960 3204
AT3G02520 3444
AT1G50370 3616
AT1G22300 4303
AT5G44090 4693
AT5G16050 5305
AT4G35230 5448
AT1G19350 7216
AT1G59830 7594
AT4G26720 7761
AT5G38480 9171
AT5G10450 9185
AT1G10430 9328
AT3G58500 9814
AT5G65430 10119



R-ATH-9645850_Activation_of_pre-replication_complex

R-ATH-9645850_Activation_of_pre-replication_complex
43
set R-ATH-9645850_Activation_of_pre-replication_complex
setSize 27
pANOVA 0.939
s.dist 0.00844
p.adjustANOVA 0.962



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT4G18590 7665
AT2G24490 7366
AT3G02920 6407
AT2G29680 5963
AT4G29910 5242
AT1G67320 4010
AT1G26840 2838
AT3G52630 2402
AT5G16690 2293
AT5G08020 2165
AT3G25100 1201
AT1G67630 455
AT2G20980 336
AT5G45400 -183
AT2G37560 -725
AT2G16440 -1679
AT5G44635 -2034
AT1G44900 -2087
AT4G02060 -2209
AT5G61000 -2506

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT4G18590 7665
AT2G24490 7366
AT3G02920 6407
AT2G29680 5963
AT4G29910 5242
AT1G67320 4010
AT1G26840 2838
AT3G52630 2402
AT5G16690 2293
AT5G08020 2165
AT3G25100 1201
AT1G67630 455
AT2G20980 336
AT5G45400 -183
AT2G37560 -725
AT2G16440 -1679
AT5G44635 -2034
AT1G44900 -2087
AT4G02060 -2209
AT5G61000 -2506
AT4G19130 -3216
AT5G22110 -3272
AT2G01120 -4459
AT5G46280 -5116
AT2G07690 -5954
AT1G77320 -7167
AT5G67100 -7356



R-ATH-9608575_Reproductive_meristem_phase_change

R-ATH-9608575_Reproductive_meristem_phase_change
38
set R-ATH-9608575_Reproductive_meristem_phase_change
setSize 11
pANOVA 0.988
s.dist 0.00271
p.adjustANOVA 0.988



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G62980 9847
AT4G03190 8187
AT3G26810 5723
AT5G28640 1095
AT2G22840 -328
AT1G12820 -760
AT5G06100 -1864
AT2G35990 -2680
AT3G11440 -4062
AT5G06300 -5242
AT2G28550 -10419

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G62980 9847
AT4G03190 8187
AT3G26810 5723
AT5G28640 1095
AT2G22840 -328
AT1G12820 -760
AT5G06100 -1864
AT2G35990 -2680
AT3G11440 -4062
AT5G06300 -5242
AT2G28550 -10419



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

sessionInfo()
## R version 4.0.3 (2020-10-10)
## Platform: x86_64-pc-linux-gnu (64-bit)
## Running under: Ubuntu 18.04.5 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] parallel  stats4    stats     graphics  grDevices utils     datasets 
## [8] methods   base     
## 
## other attached packages:
##  [1] pkgload_1.1.0               GGally_2.0.0               
##  [3] ggplot2_3.3.2               reshape2_1.4.4             
##  [5] beeswarm_0.2.3              gtools_3.8.2               
##  [7] tibble_3.0.4                dplyr_1.0.2                
##  [9] echarts4r_0.3.3             mitch_1.2.0                
## [11] DESeq2_1.30.0               SummarizedExperiment_1.20.0
## [13] Biobase_2.50.0              MatrixGenerics_1.2.0       
## [15] matrixStats_0.57.0          GenomicRanges_1.42.0       
## [17] GenomeInfoDb_1.26.0         IRanges_2.24.0             
## [19] S4Vectors_0.28.0            BiocGenerics_0.36.0        
## [21] gplots_3.1.0                getDEE2_1.0.0              
## 
## loaded via a namespace (and not attached):
##  [1] bitops_1.0-6           bit64_4.0.5            RColorBrewer_1.1-2    
##  [4] httr_1.4.2             rprojroot_1.3-2        backports_1.2.0       
##  [7] tools_4.0.3            R6_2.5.0               KernSmooth_2.23-18    
## [10] DBI_1.1.0              colorspace_1.4-1       withr_2.3.0           
## [13] htm2txt_2.1.1          tidyselect_1.1.0       gridExtra_2.3         
## [16] bit_4.0.4              compiler_4.0.3         desc_1.2.0            
## [19] DelayedArray_0.16.0    caTools_1.18.0         scales_1.1.1          
## [22] genefilter_1.72.0      stringr_1.4.0          digest_0.6.27         
## [25] rmarkdown_2.5          XVector_0.30.0         pkgconfig_2.0.3       
## [28] htmltools_0.5.0        highr_0.8              fastmap_1.0.1         
## [31] htmlwidgets_1.5.2      rlang_0.4.8            RSQLite_2.2.1         
## [34] shiny_1.5.0            generics_0.1.0         jsonlite_1.7.1        
## [37] BiocParallel_1.24.0    RCurl_1.98-1.2         magrittr_1.5          
## [40] GenomeInfoDbData_1.2.4 Matrix_1.2-18          Rcpp_1.0.5            
## [43] munsell_0.5.0          lifecycle_0.2.0        stringi_1.5.3         
## [46] yaml_2.2.1             MASS_7.3-53            zlibbioc_1.36.0       
## [49] plyr_1.8.6             grid_4.0.3             blob_1.2.1            
## [52] promises_1.1.1         crayon_1.3.4           lattice_0.20-41       
## [55] splines_4.0.3          annotate_1.68.0        locfit_1.5-9.4        
## [58] knitr_1.30             pillar_1.4.6           tcltk_4.0.3           
## [61] geneplotter_1.68.0     XML_3.99-0.5           glue_1.4.2            
## [64] evaluate_0.14          vctrs_0.3.4            httpuv_1.5.4          
## [67] testthat_3.0.0         gtable_0.3.0           purrr_0.3.4           
## [70] assertthat_0.2.1       reshape_0.8.8          xfun_0.19             
## [73] mime_0.9               xtable_1.8-4           later_1.1.0.1         
## [76] survival_3.2-7         pbmcapply_1.5.0        AnnotationDbi_1.52.0  
## [79] memoise_1.1.0          ellipsis_0.3.1

END of report