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
## AT1G67148 -7.503210
## AT3G20380 -6.970349
## AT4G13420 -6.462433
## AT2G29380  6.303464
## AT5G47450  6.185181
## AT2G46390 -6.163559

Here are some metrics about the input data profile:

Profile metrics
Profile metrics
num_genesets 211
num_genes_in_profile 20833
duplicated_genes_present 0
num_profile_genes_in_sets 983
num_profile_genes_not_in_sets 19850

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 7.75e-08 0.6210 3.33e-06
R-ATH-6787011 Jasmonic acid signaling 20 2.32e-05 0.5460 3.33e-04
R-ATH-1119519 Calvin cycle 28 8.23e-06 0.4870 1.77e-04
R-ATH-1119486 IAA biosynthesis I 21 1.66e-04 0.4750 1.79e-03
R-ATH-1119624 Methionine salvage pathway 10 1.67e-02 0.4370 7.09e-02
R-ATH-1119419 Lysine biosynthesis VI 13 9.24e-03 0.4170 4.42e-02
R-ATH-1119273 Lysine biosynthesis I 18 3.04e-03 0.4030 2.17e-02
R-ATH-1119283 Lysine biosynthesis II 18 3.04e-03 0.4030 2.17e-02
R-ATH-1119452 Galactose degradation II 17 8.49e-03 0.3690 4.42e-02
R-ATH-1119430 Chorismate biosynthesis 10 4.81e-02 0.3610 1.33e-01
R-ATH-1119334 Ethylene biosynthesis from methionine 10 5.00e-02 0.3580 1.33e-01
R-ATH-1119312 Photorespiration 25 3.54e-03 0.3370 2.17e-02
R-ATH-1119460 Isoleucine biosynthesis from threonine 11 5.88e-02 0.3290 1.33e-01
R-ATH-5679411 Gibberellin signaling 20 1.81e-02 -0.3050 7.09e-02
R-ATH-1119540 Leucine biosynthesis 13 6.18e-02 0.2990 1.33e-01
R-ATH-1119494 Tryptophan biosynthesis 15 4.68e-02 0.2960 1.33e-01
R-ATH-9618218 Arsenic uptake and detoxification 19 3.13e-02 0.2850 1.12e-01
R-ATH-1119620 GDP-L-fucose biosynthesis I (from GDP-D-mannose) 17 4.60e-02 0.2800 1.33e-01
R-ATH-1119465 Sucrose biosynthesis 17 6.16e-02 0.2620 1.33e-01
R-ATH-3899351 Abscisic acid (ABA) mediated signaling 13 1.21e-01 0.2480 2.37e-01
R-ATH-1119473 Cytokinins-O-glucoside biosynthesis 25 5.82e-02 0.2190 1.33e-01
R-ATH-9611432 Recognition of fungal and bacterial pathogens and immunity response 14 1.63e-01 0.2150 3.05e-01
R-ATH-1119428 GDP-D-rhamnose biosynthesis 15 1.74e-01 0.2030 3.11e-01
R-ATH-1119331 Cysteine biosynthesis I 11 2.87e-01 0.1850 4.94e-01
R-ATH-5608118 Auxin signalling 29 8.90e-02 0.1820 1.82e-01
R-ATH-1119438 Secologanin and strictosidine biosynthesis 12 3.38e-01 0.1600 5.59e-01
R-ATH-1119292 Cytokinins 7-N-glucoside biosynthesis 10 4.60e-01 0.1350 6.52e-01
R-ATH-1119375 Cytokinins 9-N-glucoside biosynthesis 10 4.60e-01 0.1350 6.52e-01
R-ATH-1119325 Sphingolipid metabolism 13 4.70e-01 0.1160 6.52e-01
R-ATH-8933811 Circadian rhythm 17 4.24e-01 0.1120 6.52e-01
R-ATH-9645850 Activation of pre-replication complex 27 3.63e-01 0.1010 5.79e-01
R-ATH-1119610 Biotin biosynthesis II 10 6.33e-01 0.0873 7.85e-01
R-ATH-1119479 Valine degradation 12 6.06e-01 -0.0861 7.85e-01
R-ATH-9640760 G1 phase 10 6.39e-01 -0.0858 7.85e-01
R-ATH-1119506 Tyrosine degradation I 10 6.82e-01 0.0749 8.07e-01
R-ATH-9609573 Tricin biosynthesis 23 5.97e-01 0.0636 7.85e-01
R-ATH-1119402 Phospholipid biosynthesis I 16 6.95e-01 -0.0567 8.07e-01
R-ATH-6788019 Salicylic acid signaling 17 7.76e-01 0.0399 8.70e-01
R-ATH-1119477 Starch biosynthesis 16 7.89e-01 -0.0387 8.70e-01
R-ATH-9608575 Reproductive meristem phase change 11 8.31e-01 -0.0371 8.93e-01
R-ATH-5655101 Xyloglucan biosynthesis 13 9.22e-01 -0.0157 9.22e-01
R-ATH-8879007 Response to cold temperature 20 9.08e-01 -0.0149 9.22e-01
R-ATH-5632095 Brassinosteroid signaling 46 9.21e-01 0.0085 9.22e-01


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 7.75e-08 0.6210 3.33e-06
R-ATH-6787011 Jasmonic acid signaling 20 2.32e-05 0.5460 3.33e-04
R-ATH-1119519 Calvin cycle 28 8.23e-06 0.4870 1.77e-04
R-ATH-1119486 IAA biosynthesis I 21 1.66e-04 0.4750 1.79e-03
R-ATH-1119624 Methionine salvage pathway 10 1.67e-02 0.4370 7.09e-02
R-ATH-1119419 Lysine biosynthesis VI 13 9.24e-03 0.4170 4.42e-02
R-ATH-1119273 Lysine biosynthesis I 18 3.04e-03 0.4030 2.17e-02
R-ATH-1119283 Lysine biosynthesis II 18 3.04e-03 0.4030 2.17e-02
R-ATH-1119452 Galactose degradation II 17 8.49e-03 0.3690 4.42e-02
R-ATH-1119430 Chorismate biosynthesis 10 4.81e-02 0.3610 1.33e-01
R-ATH-1119334 Ethylene biosynthesis from methionine 10 5.00e-02 0.3580 1.33e-01
R-ATH-1119312 Photorespiration 25 3.54e-03 0.3370 2.17e-02
R-ATH-1119460 Isoleucine biosynthesis from threonine 11 5.88e-02 0.3290 1.33e-01
R-ATH-5679411 Gibberellin signaling 20 1.81e-02 -0.3050 7.09e-02
R-ATH-1119540 Leucine biosynthesis 13 6.18e-02 0.2990 1.33e-01
R-ATH-1119494 Tryptophan biosynthesis 15 4.68e-02 0.2960 1.33e-01
R-ATH-9618218 Arsenic uptake and detoxification 19 3.13e-02 0.2850 1.12e-01
R-ATH-1119620 GDP-L-fucose biosynthesis I (from GDP-D-mannose) 17 4.60e-02 0.2800 1.33e-01
R-ATH-1119465 Sucrose biosynthesis 17 6.16e-02 0.2620 1.33e-01
R-ATH-3899351 Abscisic acid (ABA) mediated signaling 13 1.21e-01 0.2480 2.37e-01
R-ATH-1119473 Cytokinins-O-glucoside biosynthesis 25 5.82e-02 0.2190 1.33e-01
R-ATH-9611432 Recognition of fungal and bacterial pathogens and immunity response 14 1.63e-01 0.2150 3.05e-01
R-ATH-1119428 GDP-D-rhamnose biosynthesis 15 1.74e-01 0.2030 3.11e-01
R-ATH-1119331 Cysteine biosynthesis I 11 2.87e-01 0.1850 4.94e-01
R-ATH-5608118 Auxin signalling 29 8.90e-02 0.1820 1.82e-01
R-ATH-1119438 Secologanin and strictosidine biosynthesis 12 3.38e-01 0.1600 5.59e-01
R-ATH-1119292 Cytokinins 7-N-glucoside biosynthesis 10 4.60e-01 0.1350 6.52e-01
R-ATH-1119375 Cytokinins 9-N-glucoside biosynthesis 10 4.60e-01 0.1350 6.52e-01
R-ATH-1119325 Sphingolipid metabolism 13 4.70e-01 0.1160 6.52e-01
R-ATH-8933811 Circadian rhythm 17 4.24e-01 0.1120 6.52e-01
R-ATH-9645850 Activation of pre-replication complex 27 3.63e-01 0.1010 5.79e-01
R-ATH-1119610 Biotin biosynthesis II 10 6.33e-01 0.0873 7.85e-01
R-ATH-1119479 Valine degradation 12 6.06e-01 -0.0861 7.85e-01
R-ATH-9640760 G1 phase 10 6.39e-01 -0.0858 7.85e-01
R-ATH-1119506 Tyrosine degradation I 10 6.82e-01 0.0749 8.07e-01
R-ATH-9609573 Tricin biosynthesis 23 5.97e-01 0.0636 7.85e-01
R-ATH-1119402 Phospholipid biosynthesis I 16 6.95e-01 -0.0567 8.07e-01
R-ATH-6788019 Salicylic acid signaling 17 7.76e-01 0.0399 8.70e-01
R-ATH-1119477 Starch biosynthesis 16 7.89e-01 -0.0387 8.70e-01
R-ATH-9608575 Reproductive meristem phase change 11 8.31e-01 -0.0371 8.93e-01
R-ATH-5655101 Xyloglucan biosynthesis 13 9.22e-01 -0.0157 9.22e-01
R-ATH-8879007 Response to cold temperature 20 9.08e-01 -0.0149 9.22e-01
R-ATH-5632095 Brassinosteroid signaling 46 9.21e-01 0.0085 9.22e-01



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 7.75e-08
s.dist 0.621
p.adjustANOVA 3.33e-06



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT2G47510 10642
AT5G50950 9771
AT3G09810 9724
AT5G55070 9701
AT2G20420 9674
AT5G40650 9481
AT3G27380 9427
AT2G44350 9402
AT3G55410 8984
AT4G35260 8976
AT2G17130 8975
AT5G66760 8235
AT5G03290 8188
AT5G08300 7304
AT1G48030 6929
AT4G00570 6921
AT5G65750 6721
AT4G26910 6547
AT2G13560 6042
AT2G18450 5801

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT2G47510 10642
AT5G50950 9771
AT3G09810 9724
AT5G55070 9701
AT2G20420 9674
AT5G40650 9481
AT3G27380 9427
AT2G44350 9402
AT3G55410 8984
AT4G35260 8976
AT2G17130 8975
AT5G66760 8235
AT5G03290 8188
AT5G08300 7304
AT1G48030 6929
AT4G00570 6921
AT5G65750 6721
AT4G26910 6547
AT2G13560 6042
AT2G18450 5801
AT1G53240 3658
AT5G23250 3371
AT3G17240 2058
AT4G35830 1352
AT3G15020 -4113



R-ATH-6787011_Jasmonic_acid_signaling

R-ATH-6787011_Jasmonic_acid_signaling
34
set R-ATH-6787011_Jasmonic_acid_signaling
setSize 20
pANOVA 2.32e-05
s.dist 0.546
p.adjustANOVA 0.000333



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G29575 10881
AT1G69260 10549
AT2G06050 10413
AT2G46510 9824
AT5G17490 9813
AT5G27030 9769
AT2G39940 8710
AT4G17880 7822
AT1G14920 7796
AT1G32640 7647
AT5G63110 7569
AT2G01570 7553
AT3G03450 7077
AT2G46370 5633
AT1G13740 5054
AT1G66350 1747
AT5G46760 509
AT3G16830 -463
AT4G28910 -1068
AT4G38130 -3220

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G29575 10881
AT1G69260 10549
AT2G06050 10413
AT2G46510 9824
AT5G17490 9813
AT5G27030 9769
AT2G39940 8710
AT4G17880 7822
AT1G14920 7796
AT1G32640 7647
AT5G63110 7569
AT2G01570 7553
AT3G03450 7077
AT2G46370 5633
AT1G13740 5054
AT1G66350 1747
AT5G46760 509
AT3G16830 -463
AT4G28910 -1068
AT4G38130 -3220



R-ATH-1119519_Calvin_cycle

R-ATH-1119519_Calvin_cycle
23
set R-ATH-1119519_Calvin_cycle
setSize 28
pANOVA 8.23e-06
s.dist 0.487
p.adjustANOVA 0.000177



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G52930 10683
AT1G79550 10625
AT2G01140 10556
AT3G12780 10355
AT3G04790 10319
AT5G38420 10064
AT3G60750 10008
AT2G21170 9713
AT1G18270 9044
AT3G54050 9015
AT1G56190 8857
AT1G67090 8493
AT3G55800 7702
AT1G71100 7494
AT2G45290 6841
AT2G01290 6838
AT3G01850 6806
AT3G26650 6671
AT1G63290 6082
AT5G38410 4787

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G52930 10683
AT1G79550 10625
AT2G01140 10556
AT3G12780 10355
AT3G04790 10319
AT5G38420 10064
AT3G60750 10008
AT2G21170 9713
AT1G18270 9044
AT3G54050 9015
AT1G56190 8857
AT1G67090 8493
AT3G55800 7702
AT1G71100 7494
AT2G45290 6841
AT2G01290 6838
AT3G01850 6806
AT3G26650 6671
AT1G63290 6082
AT5G38410 4787
AT4G26520 2546
AT5G61410 1325
AT5G03690 1289
AT5G44520 196
AT5G64380 -2302
AT5G38430 -5273
AT2G36460 -5332
AT4G26530 -7786



R-ATH-1119486_IAA_biosynthesis_I

R-ATH-1119486_IAA_biosynthesis_I
20
set R-ATH-1119486_IAA_biosynthesis_I
setSize 21
pANOVA 0.000166
s.dist 0.475
p.adjustANOVA 0.00179



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT1G16400 10680
AT4G39950 10643
AT5G11320 10145
AT2G22330 9981
AT2G20340 9463
AT5G01330 9163
AT1G31690 9088
AT1G70560 8718
AT3G43600 8061
AT4G33070 6824
AT1G31710 6341
AT5G22300 6206
AT5G25620 5403
AT4G13260 3957
AT5G20960 3732
AT2G27150 3129
AT4G24670 1461
AT1G16410 1022
AT4G28680 -2542
AT5G54960 -3225

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT1G16400 10680
AT4G39950 10643
AT5G11320 10145
AT2G22330 9981
AT2G20340 9463
AT5G01330 9163
AT1G31690 9088
AT1G70560 8718
AT3G43600 8061
AT4G33070 6824
AT1G31710 6341
AT5G22300 6206
AT5G25620 5403
AT4G13260 3957
AT5G20960 3732
AT2G27150 3129
AT4G24670 1461
AT1G16410 1022
AT4G28680 -2542
AT5G54960 -3225
AT5G01320 -4164



R-ATH-1119624_Methionine_salvage_pathway

R-ATH-1119624_Methionine_salvage_pathway
28
set R-ATH-1119624_Methionine_salvage_pathway
setSize 10
pANOVA 0.0167
s.dist 0.437
p.adjustANOVA 0.0709



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT4G08040 10710
AT1G02500 8888
AT4G34840 7980
AT4G37770 7552
AT5G65800 4344
AT4G01850 3587
AT4G11280 3438
AT4G26200 1905
AT2G05830 1037
AT4G38800 1003

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT4G08040 10710
AT1G02500 8888
AT4G34840 7980
AT4G37770 7552
AT5G65800 4344
AT4G01850 3587
AT4G11280 3438
AT4G26200 1905
AT2G05830 1037
AT4G38800 1003



R-ATH-1119419_Lysine_biosynthesis_VI

R-ATH-1119419_Lysine_biosynthesis_VI
10
set R-ATH-1119419_Lysine_biosynthesis_VI
setSize 13
pANOVA 0.00924
s.dist 0.417
p.adjustANOVA 0.0442



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT5G14060 9472
AT4G19710 9057
AT2G13810 8999
AT2G45440 8603
AT3G14390 7519
AT4G33680 7112
AT1G31230 7087
AT3G60880 5009
AT3G02020 3750
AT3G59890 2318
AT2G44040 1263
AT5G11880 784
AT5G52100 -8128

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT5G14060 9472
AT4G19710 9057
AT2G13810 8999
AT2G45440 8603
AT3G14390 7519
AT4G33680 7112
AT1G31230 7087
AT3G60880 5009
AT3G02020 3750
AT3G59890 2318
AT2G44040 1263
AT5G11880 784
AT5G52100 -8128



R-ATH-1119273_Lysine_biosynthesis_I

R-ATH-1119273_Lysine_biosynthesis_I
1
set R-ATH-1119273_Lysine_biosynthesis_I
setSize 18
pANOVA 0.00304
s.dist 0.403
p.adjustANOVA 0.0217



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G04120 10327
AT5G14060 9472
AT1G14810 9100
AT4G19710 9057
AT2G45440 8603
AT1G13440 8077
AT2G19940 7695
AT3G14390 7519
AT1G31230 7087
AT4G35250 6907
AT3G60880 5009
AT3G02020 3750
AT3G59890 2318
AT1G79530 1381
AT2G44040 1263
AT5G11880 784
AT1G16300 -5754
AT5G52100 -8128

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G04120 10327
AT5G14060 9472
AT1G14810 9100
AT4G19710 9057
AT2G45440 8603
AT1G13440 8077
AT2G19940 7695
AT3G14390 7519
AT1G31230 7087
AT4G35250 6907
AT3G60880 5009
AT3G02020 3750
AT3G59890 2318
AT1G79530 1381
AT2G44040 1263
AT5G11880 784
AT1G16300 -5754
AT5G52100 -8128



R-ATH-1119283_Lysine_biosynthesis_II

R-ATH-1119283_Lysine_biosynthesis_II
2
set R-ATH-1119283_Lysine_biosynthesis_II
setSize 18
pANOVA 0.00304
s.dist 0.403
p.adjustANOVA 0.0217



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G04120 10327
AT5G14060 9472
AT1G14810 9100
AT4G19710 9057
AT2G45440 8603
AT1G13440 8077
AT2G19940 7695
AT3G14390 7519
AT1G31230 7087
AT4G35250 6907
AT3G60880 5009
AT3G02020 3750
AT3G59890 2318
AT1G79530 1381
AT2G44040 1263
AT5G11880 784
AT1G16300 -5754
AT5G52100 -8128

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G04120 10327
AT5G14060 9472
AT1G14810 9100
AT4G19710 9057
AT2G45440 8603
AT1G13440 8077
AT2G19940 7695
AT3G14390 7519
AT1G31230 7087
AT4G35250 6907
AT3G60880 5009
AT3G02020 3750
AT3G59890 2318
AT1G79530 1381
AT2G44040 1263
AT5G11880 784
AT1G16300 -5754
AT5G52100 -8128



R-ATH-1119452_Galactose_degradation_II

R-ATH-1119452_Galactose_degradation_II
14
set R-ATH-1119452_Galactose_degradation_II
setSize 17
pANOVA 0.00849
s.dist 0.369
p.adjustANOVA 0.0442



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT4G10960 10905
AT4G02280 10897
AT3G29360 10850
AT5G15490 10808
AT5G39320 10124
AT3G43190 8258
AT5G17310 7129
AT3G03250 6504
AT1G26570 3178
AT1G64440 2850
AT5G20830 2843
AT4G23920 -172
AT5G49190 -506
AT1G73370 -1616
AT1G63180 -2005
AT5G37180 -2028
AT3G06580 -4383

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT4G10960 10905
AT4G02280 10897
AT3G29360 10850
AT5G15490 10808
AT5G39320 10124
AT3G43190 8258
AT5G17310 7129
AT3G03250 6504
AT1G26570 3178
AT1G64440 2850
AT5G20830 2843
AT4G23920 -172
AT5G49190 -506
AT1G73370 -1616
AT1G63180 -2005
AT5G37180 -2028
AT3G06580 -4383



R-ATH-1119430_Chorismate_biosynthesis

R-ATH-1119430_Chorismate_biosynthesis
12
set R-ATH-1119430_Chorismate_biosynthesis
setSize 10
pANOVA 0.0481
s.dist 0.361
p.adjustANOVA 0.133



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G06350 10333
AT1G48860 9308
AT2G45300 8241
AT4G39980 5244
AT2G21940 4564
AT2G35500 4312
AT5G66120 3158
AT4G39540 2912
AT1G48850 -1505
AT4G33510 -4052

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G06350 10333
AT1G48860 9308
AT2G45300 8241
AT4G39980 5244
AT2G21940 4564
AT2G35500 4312
AT5G66120 3158
AT4G39540 2912
AT1G48850 -1505
AT4G33510 -4052



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 0.05
s.dist 0.358
p.adjustANOVA 0.133



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT4G08040 10710
AT1G02500 8888
AT4G37770 7552
AT1G05010 7210
AT5G65800 4344
AT4G01850 3587
AT4G11280 3438
AT4G26200 1905
AT1G12010 -1865
AT1G62380 -3556

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT4G08040 10710
AT1G02500 8888
AT4G37770 7552
AT1G05010 7210
AT5G65800 4344
AT4G01850 3587
AT4G11280 3438
AT4G26200 1905
AT1G12010 -1865
AT1G62380 -3556



R-ATH-1119312_Photorespiration

R-ATH-1119312_Photorespiration
4
set R-ATH-1119312_Photorespiration
setSize 25
pANOVA 0.00354
s.dist 0.337
p.adjustANOVA 0.0217



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT5G38420 10064
AT2G35120 9643
AT5G36700 9580
AT2G26080 9421
AT1G68010 8907
AT1G67090 8493
AT1G56500 7605
AT1G48030 6929
AT1G80380 6914
AT5G36790 6533
AT3G14415 5828
AT1G22020 5272
AT5G38410 4787
AT3G14420 4491
AT1G23310 4105
AT4G33010 3559
AT5G47760 3263
AT4G18360 2690
AT1G70580 2195
AT3G17240 2058

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT5G38420 10064
AT2G35120 9643
AT5G36700 9580
AT2G26080 9421
AT1G68010 8907
AT1G67090 8493
AT1G56500 7605
AT1G48030 6929
AT1G80380 6914
AT5G36790 6533
AT3G14415 5828
AT1G22020 5272
AT5G38410 4787
AT3G14420 4491
AT1G23310 4105
AT4G33010 3559
AT5G47760 3263
AT4G18360 2690
AT1G70580 2195
AT3G17240 2058
AT1G36370 1055
AT2G35370 -3105
AT5G38430 -5273
AT1G32470 -6578
AT2G13360 -8440



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 0.0588
s.dist 0.329
p.adjustANOVA 0.133



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G58610 9878
AT5G16290 9288
AT5G01330 9163
AT4G33070 6824
AT3G48560 6612
AT3G10050 5823
AT3G23940 4056
AT3G49680 3015
AT5G54960 -3225
AT5G10860 -4153
AT5G01320 -4164

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G58610 9878
AT5G16290 9288
AT5G01330 9163
AT4G33070 6824
AT3G48560 6612
AT3G10050 5823
AT3G23940 4056
AT3G49680 3015
AT5G54960 -3225
AT5G10860 -4153
AT5G01320 -4164



R-ATH-5679411_Gibberellin_signaling

R-ATH-5679411_Gibberellin_signaling
33
set R-ATH-5679411_Gibberellin_signaling
setSize 20
pANOVA 0.0181
s.dist -0.305
p.adjustANOVA 0.0709



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT5G03150 -9825
AT3G45260 -9773
AT2G02070 -9334
AT5G44160 -9327
AT2G02080 -9191
AT1G14580 -8455
AT1G75080 -8195
AT4G36780 -7959
AT3G59060 -6817
AT3G63010 -4470
AT3G50750 -3917
AT1G19350 -3355
AT1G78700 -2868
AT3G05120 -1623
AT1G66350 1747
AT3G03450 7077
AT5G27320 7490
AT2G01570 7553
AT1G14920 7796
AT5G17490 9813

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT5G03150 -9825
AT3G45260 -9773
AT2G02070 -9334
AT5G44160 -9327
AT2G02080 -9191
AT1G14580 -8455
AT1G75080 -8195
AT4G36780 -7959
AT3G59060 -6817
AT3G63010 -4470
AT3G50750 -3917
AT1G19350 -3355
AT1G78700 -2868
AT3G05120 -1623
AT1G66350 1747
AT3G03450 7077
AT5G27320 7490
AT2G01570 7553
AT1G14920 7796
AT5G17490 9813



R-ATH-1119540_Leucine_biosynthesis

R-ATH-1119540_Leucine_biosynthesis
25
set R-ATH-1119540_Leucine_biosynthesis
setSize 13
pANOVA 0.0618
s.dist 0.299
p.adjustANOVA 0.133



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT4G13430 10363
AT3G09810 9724
AT4G35260 8976
AT2G17130 8975
AT1G74040 8771
AT5G03290 8188
AT5G23020 3609
AT3G49680 3015
AT3G58990 1635
AT4G35830 1352
AT2G43090 -4602
AT2G43100 -5315
AT5G23010 -7783

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT4G13430 10363
AT3G09810 9724
AT4G35260 8976
AT2G17130 8975
AT1G74040 8771
AT5G03290 8188
AT5G23020 3609
AT3G49680 3015
AT3G58990 1635
AT4G35830 1352
AT2G43090 -4602
AT2G43100 -5315
AT5G23010 -7783



R-ATH-1119494_Tryptophan_biosynthesis

R-ATH-1119494_Tryptophan_biosynthesis
21
set R-ATH-1119494_Tryptophan_biosynthesis
setSize 15
pANOVA 0.0468
s.dist 0.296
p.adjustANOVA 0.133



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT5G17990 10806
AT2G04400 10705
AT5G05730 9508
AT1G70570 7524
AT5G05590 7523
AT5G54810 5381
AT3G54640 5194
AT5G57890 4065
AT4G27070 2875
AT5G38530 1592
AT1G25220 1562
AT5G48220 -41
AT2G29690 -3122
AT4G02610 -4614
AT1G29410 -5259

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT5G17990 10806
AT2G04400 10705
AT5G05730 9508
AT1G70570 7524
AT5G05590 7523
AT5G54810 5381
AT3G54640 5194
AT5G57890 4065
AT4G27070 2875
AT5G38530 1592
AT1G25220 1562
AT5G48220 -41
AT2G29690 -3122
AT4G02610 -4614
AT1G29410 -5259



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 0.0313
s.dist 0.285
p.adjustANOVA 0.112



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G53420 10789
AT4G35100 10349
AT2G37180 10331
AT2G37170 8648
AT4G19030 8544
AT2G34660 8073
AT1G30410 8010
AT5G60660 7559
AT3G54820 7283
AT1G30400 7274
AT2G34390 4439
AT2G16850 1981
AT1G30420 929
AT2G39010 -1506
AT4G10380 -1779
AT2G21045 -2769
AT4G18910 -5887
AT1G31885 -7164
AT5G66170 -9299

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G53420 10789
AT4G35100 10349
AT2G37180 10331
AT2G37170 8648
AT4G19030 8544
AT2G34660 8073
AT1G30410 8010
AT5G60660 7559
AT3G54820 7283
AT1G30400 7274
AT2G34390 4439
AT2G16850 1981
AT1G30420 929
AT2G39010 -1506
AT4G10380 -1779
AT2G21045 -2769
AT4G18910 -5887
AT1G31885 -7164
AT5G66170 -9299



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 0.046
s.dist 0.28
p.adjustANOVA 0.133



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT1G73250 9631
AT1G17890 9154
AT3G51160 9144
AT4G33360 8605
AT4G20460 8346
AT5G59290 8130
AT5G66280 6514
AT4G30440 6139
AT3G23820 5434
AT2G45310 2624
AT4G00110 2562
AT1G30620 1964
AT4G12250 1491
AT2G28760 1044
AT2G34850 -5022
AT3G46440 -8033
AT5G44480 -9864

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT1G73250 9631
AT1G17890 9154
AT3G51160 9144
AT4G33360 8605
AT4G20460 8346
AT5G59290 8130
AT5G66280 6514
AT4G30440 6139
AT3G23820 5434
AT2G45310 2624
AT4G00110 2562
AT1G30620 1964
AT4G12250 1491
AT2G28760 1044
AT2G34850 -5022
AT3G46440 -8033
AT5G44480 -9864



R-ATH-1119465_Sucrose_biosynthesis

R-ATH-1119465_Sucrose_biosynthesis
16
set R-ATH-1119465_Sucrose_biosynthesis
setSize 17
pANOVA 0.0616
s.dist 0.262
p.adjustANOVA 0.133



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT4G02280 10897
AT3G52340 9986
AT5G11110 9875
AT1G23190 9141
AT3G43190 8258
AT3G54270 7541
AT1G70730 3555
AT5G20280 3155
AT5G20830 2843
AT2G35840 1916
AT1G51420 1851
AT5G49190 -506
AT5G17530 -1001
AT1G73370 -1616
AT5G37180 -2028
AT5G51820 -3344
AT1G70820 -5792

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT4G02280 10897
AT3G52340 9986
AT5G11110 9875
AT1G23190 9141
AT3G43190 8258
AT3G54270 7541
AT1G70730 3555
AT5G20280 3155
AT5G20830 2843
AT2G35840 1916
AT1G51420 1851
AT5G49190 -506
AT5G17530 -1001
AT1G73370 -1616
AT5G37180 -2028
AT5G51820 -3344
AT1G70820 -5792



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 0.121
s.dist 0.248
p.adjustANOVA 0.237



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT2G29380 10910
AT5G59220 10867
AT5G57050 10515
AT3G11410 10482
AT1G17550 8803
AT4G26080 8503
AT1G72770 8071
AT4G33950 -844
AT3G50500 -2964
AT1G12480 -4620
AT4G18290 -6068
AT5G66880 -6247
AT5G46240 -7418

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT2G29380 10910
AT5G59220 10867
AT5G57050 10515
AT3G11410 10482
AT1G17550 8803
AT4G26080 8503
AT1G72770 8071
AT4G33950 -844
AT3G50500 -2964
AT1G12480 -4620
AT4G18290 -6068
AT5G66880 -6247
AT5G46240 -7418



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 0.0582
s.dist 0.219
p.adjustANOVA 0.133



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT5G59580 10834
AT5G59590 10735
AT5G05900 10704
AT3G46650 9591
AT3G53150 8659
AT5G05860 6877
AT3G46670 6789
AT5G38040 6541
AT3G46660 5970
AT5G38010 5608
AT3G53160 5508
AT5G05870 4571
AT3G11340 4229
AT5G05880 3623
AT2G36780 3333
AT3G55710 612
AT2G36770 279
AT2G36750 -1047
AT5G05890 -1870
AT3G46700 -2170

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT5G59580 10834
AT5G59590 10735
AT5G05900 10704
AT3G46650 9591
AT3G53150 8659
AT5G05860 6877
AT3G46670 6789
AT5G38040 6541
AT3G46660 5970
AT5G38010 5608
AT3G53160 5508
AT5G05870 4571
AT3G11340 4229
AT5G05880 3623
AT2G36780 3333
AT3G55710 612
AT2G36770 279
AT2G36750 -1047
AT5G05890 -1870
AT3G46700 -2170
AT2G36790 -4518
AT2G36800 -4596
AT3G46690 -4897
AT3G55700 -7560
AT3G46720 -8538



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 0.163
s.dist 0.215
p.adjustANOVA 0.305



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT1G11330 8340
AT3G21630 6689
AT1G07570 6568
AT1G08830 6299
AT3G46510 5884
AT5G12150 5347
AT4G28950 3785
AT1G11350 3467
AT1G11303 2954
AT1G11300 2023
AT5G19390 -1636
AT2G28930 -2867
AT2G28830 -4057
AT1G09090 -4523

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT1G11330 8340
AT3G21630 6689
AT1G07570 6568
AT1G08830 6299
AT3G46510 5884
AT5G12150 5347
AT4G28950 3785
AT1G11350 3467
AT1G11303 2954
AT1G11300 2023
AT5G19390 -1636
AT2G28930 -2867
AT2G28830 -4057
AT1G09090 -4523



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 0.174
s.dist 0.203
p.adjustANOVA 0.311



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G51160 9144
AT4G33360 8605
AT4G20460 8346
AT5G59290 8130
AT5G66280 6514
AT4G30440 6139
AT3G23820 5434
AT2G45310 2624
AT4G00110 2562
AT1G30620 1964
AT4G12250 1491
AT2G28760 1044
AT2G34850 -5022
AT3G46440 -8033
AT5G44480 -9864

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G51160 9144
AT4G33360 8605
AT4G20460 8346
AT5G59290 8130
AT5G66280 6514
AT4G30440 6139
AT3G23820 5434
AT2G45310 2624
AT4G00110 2562
AT1G30620 1964
AT4G12250 1491
AT2G28760 1044
AT2G34850 -5022
AT3G46440 -8033
AT5G44480 -9864



R-ATH-1119331_Cysteine_biosynthesis_I

R-ATH-1119331_Cysteine_biosynthesis_I
6
set R-ATH-1119331_Cysteine_biosynthesis_I
setSize 11
pANOVA 0.287
s.dist 0.185
p.adjustANOVA 0.494



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT4G14880 10851
AT3G59760 10745
AT3G13110 10040
AT2G43750 9053
AT5G56760 4813
AT4G35640 534
AT5G28020 -1040
AT5G28030 -1221
AT3G04940 -2403
AT2G17640 -6823
AT3G22460 -7902

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT4G14880 10851
AT3G59760 10745
AT3G13110 10040
AT2G43750 9053
AT5G56760 4813
AT4G35640 534
AT5G28020 -1040
AT5G28030 -1221
AT3G04940 -2403
AT2G17640 -6823
AT3G22460 -7902



R-ATH-5608118_Auxin_signalling

R-ATH-5608118_Auxin_signalling
30
set R-ATH-5608118_Auxin_signalling
setSize 29
pANOVA 0.089
s.dist 0.182
p.adjustANOVA 0.182



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G62980 10382
AT5G49980 9901
AT3G23050 9860
AT1G04250 9353
AT1G75840 9029
AT4G14550 7307
AT3G26810 7161
AT4G35020 6843
AT4G03190 6288
AT1G19850 6154
AT1G12820 5851
AT1G20090 5740
AT3G62100 5435
AT1G70940 3360
AT2G01420 2235
AT4G24390 1346
AT1G51950 1126
AT3G04730 1013
AT5G25890 -407
AT2G33860 -1374

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G62980 10382
AT5G49980 9901
AT3G23050 9860
AT1G04250 9353
AT1G75840 9029
AT4G14550 7307
AT3G26810 7161
AT4G35020 6843
AT4G03190 6288
AT1G19850 6154
AT1G12820 5851
AT1G20090 5740
AT3G62100 5435
AT1G70940 3360
AT2G01420 2235
AT4G24390 1346
AT1G51950 1126
AT3G04730 1013
AT5G25890 -407
AT2G33860 -1374
AT1G73590 -1609
AT3G61830 -2523
AT5G37020 -2934
AT3G16500 -2976
AT1G30330 -3411
AT1G23080 -4583
AT5G20730 -5987
AT1G19220 -6088
AT2G46530 -7124



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 0.338
s.dist 0.16
p.adjustANOVA 0.559



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT1G74000 10371
AT3G51450 10201
AT2G20340 9463
AT2G41290 6987
AT5G22020 6162
AT1G74020 4132
AT3G59530 1024
AT4G28680 -2542
AT3G51430 -3775
AT1G74010 -3986
AT3G51420 -4290
AT3G51440 -7863

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT1G74000 10371
AT3G51450 10201
AT2G20340 9463
AT2G41290 6987
AT5G22020 6162
AT1G74020 4132
AT3G59530 1024
AT4G28680 -2542
AT3G51430 -3775
AT1G74010 -3986
AT3G51420 -4290
AT3G51440 -7863



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 0.46
s.dist 0.135
p.adjustANOVA 0.652



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G53150 8659
AT5G05860 6877
AT3G46670 6789
AT3G53160 5508
AT3G11340 4229
AT2G36780 3333
AT2G36770 279
AT2G36790 -4518
AT2G36800 -4596
AT3G55700 -7560

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G53150 8659
AT5G05860 6877
AT3G46670 6789
AT3G53160 5508
AT3G11340 4229
AT2G36780 3333
AT2G36770 279
AT2G36790 -4518
AT2G36800 -4596
AT3G55700 -7560



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 0.46
s.dist 0.135
p.adjustANOVA 0.652



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G53150 8659
AT5G05860 6877
AT3G46670 6789
AT3G53160 5508
AT3G11340 4229
AT2G36780 3333
AT2G36770 279
AT2G36790 -4518
AT2G36800 -4596
AT3G55700 -7560

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G53150 8659
AT5G05860 6877
AT3G46670 6789
AT3G53160 5508
AT3G11340 4229
AT2G36780 3333
AT2G36770 279
AT2G36790 -4518
AT2G36800 -4596
AT3G55700 -7560



R-ATH-1119325_Sphingolipid_metabolism

R-ATH-1119325_Sphingolipid_metabolism
5
set R-ATH-1119325_Sphingolipid_metabolism
setSize 13
pANOVA 0.47
s.dist 0.116
p.adjustANOVA 0.652



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT4G21540 9302
AT1G14290 8962
AT1G69640 7195
AT4G21534 4932
AT3G25540 4685
AT4G36480 3867
AT5G23670 2099
AT3G06060 1930
AT3G48780 428
AT3G19260 -1910
AT1G27980 -4872
AT5G19200 -6044
AT4G04930 -8484

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT4G21540 9302
AT1G14290 8962
AT1G69640 7195
AT4G21534 4932
AT3G25540 4685
AT4G36480 3867
AT5G23670 2099
AT3G06060 1930
AT3G48780 428
AT3G19260 -1910
AT1G27980 -4872
AT5G19200 -6044
AT4G04930 -8484



R-ATH-8933811_Circadian_rhythm

R-ATH-8933811_Circadian_rhythm
37
set R-ATH-8933811_Circadian_rhythm
setSize 17
pANOVA 0.424
s.dist 0.112
p.adjustANOVA 0.652



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT4G16250 9695
AT2G46340 9001
AT2G18790 8634
AT4G11110 7891
AT5G11260 7094
AT2G23070 5966
AT2G46830 4172
AT2G32950 3132
AT1G09570 2796
AT5G23280 2353
AT1G04400 261
AT4G08920 -2860
AT4G17640 -4891
AT5G61380 -5222
AT5G24470 -5589
AT5G08330 -6239
AT5G47080 -7995

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT4G16250 9695
AT2G46340 9001
AT2G18790 8634
AT4G11110 7891
AT5G11260 7094
AT2G23070 5966
AT2G46830 4172
AT2G32950 3132
AT1G09570 2796
AT5G23280 2353
AT1G04400 261
AT4G08920 -2860
AT4G17640 -4891
AT5G61380 -5222
AT5G24470 -5589
AT5G08330 -6239
AT5G47080 -7995



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 0.363
s.dist 0.101
p.adjustANOVA 0.579



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT5G46280 5937
AT1G26840 5799
AT2G16440 5192
AT1G67630 5182
AT5G45400 5116
AT4G29910 4483
AT4G02060 4456
AT2G29680 3951
AT1G67320 3949
AT2G24490 3909
AT5G16690 3676
AT2G37560 3652
AT5G44635 3583
AT1G44900 3256
AT5G08020 2594
AT3G25100 2109
AT5G67100 1917
AT2G07690 677
AT3G02920 596
AT2G01120 -577

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT5G46280 5937
AT1G26840 5799
AT2G16440 5192
AT1G67630 5182
AT5G45400 5116
AT4G29910 4483
AT4G02060 4456
AT2G29680 3951
AT1G67320 3949
AT2G24490 3909
AT5G16690 3676
AT2G37560 3652
AT5G44635 3583
AT1G44900 3256
AT5G08020 2594
AT3G25100 2109
AT5G67100 1917
AT2G07690 677
AT3G02920 596
AT2G01120 -577
AT2G20980 -1684
AT4G18590 -2171
AT5G61000 -2779
AT3G52630 -4512
AT1G77320 -4698
AT5G22110 -4818
AT4G19130 -7067



R-ATH-1119610_Biotin_biosynthesis_II

R-ATH-1119610_Biotin_biosynthesis_II
26
set R-ATH-1119610_Biotin_biosynthesis_II
setSize 10
pANOVA 0.633
s.dist 0.0873
p.adjustANOVA 0.785



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT2G38400 8960
AT4G36480 3867
AT5G46180 2611
AT5G23670 2099
AT5G57590 755
AT3G48780 428
AT2G43360 253
AT3G08860 -266
AT3G22200 -1572
AT3G04520 -3108

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT2G38400 8960
AT4G36480 3867
AT5G46180 2611
AT5G23670 2099
AT5G57590 755
AT3G48780 428
AT2G43360 253
AT3G08860 -266
AT3G22200 -1572
AT3G04520 -3108



R-ATH-1119479_Valine_degradation

R-ATH-1119479_Valine_degradation
19
set R-ATH-1119479_Valine_degradation
setSize 12
pANOVA 0.606
s.dist -0.0861
p.adjustANOVA 0.785



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT5G09300 -8519
AT4G20930 -6597
AT2G14170 -5345
AT1G10070 -5270
AT3G45300 -1823
AT4G16800 -1029
AT3G60510 2068
AT3G13450 2118
AT1G50110 2574
AT1G55510 3389
AT3G19710 6530
AT1G21400 7080

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT5G09300 -8519
AT4G20930 -6597
AT2G14170 -5345
AT1G10070 -5270
AT3G45300 -1823
AT4G16800 -1029
AT3G60510 2068
AT3G13450 2118
AT1G50110 2574
AT1G55510 3389
AT3G19710 6530
AT1G21400 7080



R-ATH-9640760_G1_phase

R-ATH-9640760_G1_phase
42
set R-ATH-9640760_G1_phase
setSize 10
pANOVA 0.639
s.dist -0.0858
p.adjustANOVA 0.785



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT1G70210 -6497
AT4G34160 -4557
AT2G22490 -3469
AT5G10440 -2345
AT1G66750 -1983
AT3G48750 -119
AT5G65420 256
AT5G27620 2381
AT1G73690 3476
AT3G50070 8867

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT1G70210 -6497
AT4G34160 -4557
AT2G22490 -3469
AT5G10440 -2345
AT1G66750 -1983
AT3G48750 -119
AT5G65420 256
AT5G27620 2381
AT1G73690 3476
AT3G50070 8867



R-ATH-1119506_Tyrosine_degradation_I

R-ATH-1119506_Tyrosine_degradation_I
22
set R-ATH-1119506_Tyrosine_degradation_I
setSize 10
pANOVA 0.682
s.dist 0.0749
p.adjustANOVA 0.807



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT5G53970 10726
AT1G11840 10427
AT5G36160 10308
AT2G22250 6631
AT1G12050 -845
AT3G16700 -1667
AT5G54080 -3056
AT2G02390 -5827
AT4G15940 -6326
AT2G02380 -7637

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT5G53970 10726
AT1G11840 10427
AT5G36160 10308
AT2G22250 6631
AT1G12050 -845
AT3G16700 -1667
AT5G54080 -3056
AT2G02390 -5827
AT4G15940 -6326
AT2G02380 -7637



R-ATH-9609573_Tricin_biosynthesis

R-ATH-9609573_Tricin_biosynthesis
39
set R-ATH-9609573_Tricin_biosynthesis
setSize 23
pANOVA 0.597
s.dist 0.0636
p.adjustANOVA 0.785



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G20100 10314
AT3G20110 10273
AT4G15350 9469
AT1G50560 9095
AT4G15360 8858
AT4G15330 7428
AT3G20940 5886
AT5G07990 4724
AT3G20120 3805
AT5G47990 1929
AT2G42250 1690
AT5G54160 919
AT2G14100 -22
AT3G20080 -815
AT5G06905 -918
AT5G06900 -2107
AT2G27000 -2144
AT5G42580 -3864
AT3G20130 -4295
AT3G20960 -6056

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G20100 10314
AT3G20110 10273
AT4G15350 9469
AT1G50560 9095
AT4G15360 8858
AT4G15330 7428
AT3G20940 5886
AT5G07990 4724
AT3G20120 3805
AT5G47990 1929
AT2G42250 1690
AT5G54160 919
AT2G14100 -22
AT3G20080 -815
AT5G06905 -918
AT5G06900 -2107
AT2G27000 -2144
AT5G42580 -3864
AT3G20130 -4295
AT3G20960 -6056
AT1G50520 -8833
AT3G20090 -9165
AT4G15380 -9582



R-ATH-1119402_Phospholipid_biosynthesis_I

R-ATH-1119402_Phospholipid_biosynthesis_I
9
set R-ATH-1119402_Phospholipid_biosynthesis_I
setSize 16
pANOVA 0.695
s.dist -0.0567
p.adjustANOVA 0.807



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT5G60620 -6857
AT3G57650 -6515
AT5G58560 -5178
AT1G62430 -3915
AT4G26770 -3136
AT4G22340 -2520
AT1G32200 -2339
AT4G16700 -1642
AT3G18850 -1051
AT4G25970 829
AT4G30580 1754
AT5G57190 4341
AT3G07690 4409
AT2G41540 5171
AT1G51260 6656
AT5G40610 8454

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT5G60620 -6857
AT3G57650 -6515
AT5G58560 -5178
AT1G62430 -3915
AT4G26770 -3136
AT4G22340 -2520
AT1G32200 -2339
AT4G16700 -1642
AT3G18850 -1051
AT4G25970 829
AT4G30580 1754
AT5G57190 4341
AT3G07690 4409
AT2G41540 5171
AT1G51260 6656
AT5G40610 8454



R-ATH-6788019_Salicylic_acid_signaling

R-ATH-6788019_Salicylic_acid_signaling
35
set R-ATH-6788019_Salicylic_acid_signaling
setSize 17
pANOVA 0.776
s.dist 0.0399
p.adjustANOVA 0.87



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT1G80840 7083
AT5G06950 5402
AT3G12250 5230
AT4G11330 4546
AT5G20850 4345
AT4G19660 4335
AT4G31800 4054
AT5G45110 3156
AT4G01370 3122
AT3G48090 2865
AT2G46070 2760
AT1G64280 2160
AT2G25000 -1175
AT4G33925 -5840
AT5G06960 -7827
AT1G08320 -9185
AT3G48080 -9571

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT1G80840 7083
AT5G06950 5402
AT3G12250 5230
AT4G11330 4546
AT5G20850 4345
AT4G19660 4335
AT4G31800 4054
AT5G45110 3156
AT4G01370 3122
AT3G48090 2865
AT2G46070 2760
AT1G64280 2160
AT2G25000 -1175
AT4G33925 -5840
AT5G06960 -7827
AT1G08320 -9185
AT3G48080 -9571



R-ATH-1119477_Starch_biosynthesis

R-ATH-1119477_Starch_biosynthesis
18
set R-ATH-1119477_Starch_biosynthesis
setSize 16
pANOVA 0.789
s.dist -0.0387
p.adjustANOVA 0.87



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT4G18240 -7921
AT2G36390 -5818
AT1G70820 -5792
AT5G48300 -3987
AT5G51820 -3344
AT5G03650 -2496
AT1G27680 -1529
AT5G17530 -1001
AT3G20440 -740
AT5G19220 1577
AT2G21590 1784
AT5G24300 2423
AT1G70730 3555
AT4G39210 6755
AT3G01180 8860
AT1G23190 9141

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT4G18240 -7921
AT2G36390 -5818
AT1G70820 -5792
AT5G48300 -3987
AT5G51820 -3344
AT5G03650 -2496
AT1G27680 -1529
AT5G17530 -1001
AT3G20440 -740
AT5G19220 1577
AT2G21590 1784
AT5G24300 2423
AT1G70730 3555
AT4G39210 6755
AT3G01180 8860
AT1G23190 9141



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 0.831
s.dist -0.0371
p.adjustANOVA 0.893



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G11440 -7311
AT5G06100 -6824
AT2G35990 -6721
AT2G22840 -6319
AT5G06300 -1906
AT2G28550 -1004
AT5G28640 1583
AT1G12820 5851
AT4G03190 6288
AT3G26810 7161
AT3G62980 10382

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G11440 -7311
AT5G06100 -6824
AT2G35990 -6721
AT2G22840 -6319
AT5G06300 -1906
AT2G28550 -1004
AT5G28640 1583
AT1G12820 5851
AT4G03190 6288
AT3G26810 7161
AT3G62980 10382



R-ATH-5655101_Xyloglucan_biosynthesis

R-ATH-5655101_Xyloglucan_biosynthesis
32
set R-ATH-5655101_Xyloglucan_biosynthesis
setSize 13
pANOVA 0.922
s.dist -0.0157
p.adjustANOVA 0.922



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT2G15390 -9410
AT1G14100 -6518
AT1G14110 -6232
AT2G15350 -6177
AT1G74420 -2027
AT4G37690 -192
AT1G18690 599
AT2G03220 1372
AT5G07720 3315
AT2G15370 4042
AT2G20370 6121
AT2G22900 8795
AT1G74380 10613

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT2G15390 -9410
AT1G14100 -6518
AT1G14110 -6232
AT2G15350 -6177
AT1G74420 -2027
AT4G37690 -192
AT1G18690 599
AT2G03220 1372
AT5G07720 3315
AT2G15370 4042
AT2G20370 6121
AT2G22900 8795
AT1G74380 10613



R-ATH-8879007_Response_to_cold_temperature

R-ATH-8879007_Response_to_cold_temperature
36
set R-ATH-8879007_Response_to_cold_temperature
setSize 20
pANOVA 0.908
s.dist -0.0149
p.adjustANOVA 0.922



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G49930 -9784
AT1G12860 -8765
AT3G50260 -8757
AT4G25490 -8421
AT4G25480 -6280
AT4G25470 -5547
AT1G12610 -2405
AT5G51990 -518
AT3G19580 417
AT5G67190 488
AT3G26744 1386
AT3G23250 2398
AT4G06746 4626
AT2G31180 4627
AT4G36900 4807
AT1G46768 5265
AT4G04920 6297
AT5G60570 6703
AT1G63030 9551
AT2G23340 10687

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G49930 -9784
AT1G12860 -8765
AT3G50260 -8757
AT4G25490 -8421
AT4G25480 -6280
AT4G25470 -5547
AT1G12610 -2405
AT5G51990 -518
AT3G19580 417
AT5G67190 488
AT3G26744 1386
AT3G23250 2398
AT4G06746 4626
AT2G31180 4627
AT4G36900 4807
AT1G46768 5265
AT4G04920 6297
AT5G60570 6703
AT1G63030 9551
AT2G23340 10687



R-ATH-5632095_Brassinosteroid_signaling

R-ATH-5632095_Brassinosteroid_signaling
31
set R-ATH-5632095_Brassinosteroid_signaling
setSize 46
pANOVA 0.921
s.dist 0.0085
p.adjustANOVA 0.922



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT1G10430 9942
AT5G27030 9769
AT2G27210 9627
AT5G38480 9522
AT1G08420 9307
AT4G03080 8849
AT5G65430 8787
AT5G16050 8538
AT1G50370 7819
AT4G26720 7366
AT3G19980 6619
AT3G58500 6325
AT5G44090 6003
AT1G15750 5357
AT5G28900 4207
AT1G22300 3834
AT5G28850 3417
AT1G03445 3006
AT5G10450 2040
AT1G59830 1824

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT1G10430 9942
AT5G27030 9769
AT2G27210 9627
AT5G38480 9522
AT1G08420 9307
AT4G03080 8849
AT5G65430 8787
AT5G16050 8538
AT1G50370 7819
AT4G26720 7366
AT3G19980 6619
AT3G58500 6325
AT5G44090 6003
AT1G15750 5357
AT5G28900 4207
AT1G22300 3834
AT5G28850 3417
AT1G03445 3006
AT5G10450 2040
AT1G59830 1824
AT3G02520 1436
AT1G17720 1265
AT1G63100 338
AT3G26020 -54
AT3G16830 -463
AT1G51690 -2045
AT5G46570 -2346
AT1G78700 -2868
AT1G80490 -2927
AT1G19350 -3355
AT1G54450 -3539
AT1G13460 -3687
AT5G55260 -3790
AT3G50750 -3917
AT1G34760 -3989
AT4G35230 -4068
AT1G06390 -4552
AT2G42500 -4798
AT1G69960 -5590
AT4G18710 -6609
AT3G59060 -6817
AT4G36780 -7959
AT2G30980 -8158
AT1G75080 -8195
AT1G03960 -8825
AT1G75340 -9858



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