date generated: 2021-08-12

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
## 10724  -8.866879
## 60487   7.916412
## 60924  -7.765310
## 134676 -7.409794
## 38006  -5.055191
## 549     4.162656

Here are some metrics about the input data profile:

Profile metrics
Profile metrics
num_genesets 188
num_genes_in_profile 8225
duplicated_genes_present 0
num_profile_genes_in_sets 7573
num_profile_genes_not_in_sets 652

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

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

Input genesets

Here are some metrics about the gene sets used: GMT file of genesets:

Gene sets metrics
Gene sets metrics
num_genesets 188
num_genesets_excluded 64
num_genesets_included 124

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= 50 gene sets

set setSize pANOVA s.dist p.adjustANOVA
o Aeromonadales 66 5.08e-15 -0.5570 6.30e-13
o Pseudomonadales 361 2.43e-12 0.2170 1.50e-10
o Propionibacteriales 57 9.42e-08 0.4090 3.83e-06
o Enterobacterales 413 1.24e-07 0.1540 3.83e-06
o Streptomycetales 293 2.14e-05 0.1460 4.52e-04
o Neisseriales 51 2.19e-05 0.3440 4.52e-04
o Bacillales 458 6.97e-05 -0.1100 1.23e-03
o Caudovirales 257 1.44e-03 0.1170 2.23e-02
o Trypanosomatida 18 1.67e-03 0.4280 2.30e-02
o Pirellulales 60 2.10e-03 -0.2300 2.60e-02
o Onygenales 12 2.65e-03 -0.5010 2.99e-02
o Micromonosporales 45 4.90e-03 -0.2430 5.06e-02
o Caulobacterales 30 7.16e-03 0.2840 6.83e-02
o Sordariales 11 8.90e-03 -0.4560 7.88e-02
o Haemosporida 22 1.11e-02 -0.3130 9.14e-02
o Sphingomonadales 124 1.25e-02 0.1300 9.70e-02
o Rhodospirillales 76 2.32e-02 -0.1510 1.69e-01
o Pseudonocardiales 51 2.68e-02 -0.1800 1.78e-01
o Malvales 10 2.73e-02 -0.4030 1.78e-01
o Rhizobiales 281 4.37e-02 0.0707 2.71e-01
o Burkholderiales 321 4.78e-02 -0.0651 2.82e-01
o Diptera 56 6.51e-02 -0.1430 3.67e-01
o Chromatiales 43 6.97e-02 0.1600 3.76e-01
o Micrococcales 245 8.25e-02 -0.0650 4.26e-01
o Coriobacteriales 10 9.20e-02 0.3080 4.41e-01
o Corynebacteriales 219 9.28e-02 -0.0665 4.41e-01
o Poales 32 9.60e-02 -0.1700 4.41e-01
o Solanales 16 1.06e-01 -0.2340 4.68e-01
o Lepidoptera 23 1.20e-01 0.1880 4.99e-01
o Alteromonadales 140 1.23e-01 -0.0759 4.99e-01
o Oceanospirillales 78 1.25e-01 0.1010 4.99e-01
o Campylobacterales 86 1.38e-01 -0.0928 5.21e-01
o Chitinophagales 21 1.41e-01 0.1860 5.21e-01
o Tymovirales 56 1.43e-01 -0.1130 5.21e-01
o Hypocreales 33 1.54e-01 -0.1440 5.43e-01
o Methanococcales 13 1.58e-01 0.2260 5.43e-01
o Rosales 15 1.62e-01 0.2090 5.43e-01
o Natrialbales 19 1.81e-01 -0.1780 5.76e-01
o Desulfuromonadales 20 1.84e-01 -0.1720 5.76e-01
o Xanthomonadales 74 1.86e-01 -0.0892 5.76e-01
o Thiotrichales 26 1.91e-01 0.1480 5.77e-01
o Lactobacillales 231 1.95e-01 0.0499 5.77e-01
o Desulfovibrionales 25 2.50e-01 -0.1330 7.19e-01
o Sphingobacteriales 36 2.55e-01 -0.1100 7.19e-01
o Eurotiales 52 2.64e-01 0.0896 7.24e-01
o Rodentia 31 2.74e-01 0.1140 7.24e-01
o Malpighiales 12 2.75e-01 -0.1820 7.24e-01
o Passeriformes 22 2.86e-01 -0.1320 7.39e-01
o Streptosporangiales 24 3.19e-01 -0.1180 7.82e-01
o Eucoccidiorida 13 3.31e-01 0.1560 7.82e-01


Results (complete table)


Click HERE to show results for all gene sets

Complete results
set setSize pANOVA s.dist p.adjustANOVA
o Aeromonadales 66 5.08e-15 -5.57e-01 6.30e-13
o Pseudomonadales 361 2.43e-12 2.17e-01 1.50e-10
o Propionibacteriales 57 9.42e-08 4.09e-01 3.83e-06
o Enterobacterales 413 1.24e-07 1.54e-01 3.83e-06
o Streptomycetales 293 2.14e-05 1.46e-01 4.52e-04
o Neisseriales 51 2.19e-05 3.44e-01 4.52e-04
o Bacillales 458 6.97e-05 -1.10e-01 1.23e-03
o Caudovirales 257 1.44e-03 1.17e-01 2.23e-02
o Trypanosomatida 18 1.67e-03 4.28e-01 2.30e-02
o Pirellulales 60 2.10e-03 -2.30e-01 2.60e-02
o Onygenales 12 2.65e-03 -5.01e-01 2.99e-02
o Micromonosporales 45 4.90e-03 -2.43e-01 5.06e-02
o Caulobacterales 30 7.16e-03 2.84e-01 6.83e-02
o Sordariales 11 8.90e-03 -4.56e-01 7.88e-02
o Haemosporida 22 1.11e-02 -3.13e-01 9.14e-02
o Sphingomonadales 124 1.25e-02 1.30e-01 9.70e-02
o Rhodospirillales 76 2.32e-02 -1.51e-01 1.69e-01
o Pseudonocardiales 51 2.68e-02 -1.80e-01 1.78e-01
o Malvales 10 2.73e-02 -4.03e-01 1.78e-01
o Rhizobiales 281 4.37e-02 7.07e-02 2.71e-01
o Burkholderiales 321 4.78e-02 -6.51e-02 2.82e-01
o Diptera 56 6.51e-02 -1.43e-01 3.67e-01
o Chromatiales 43 6.97e-02 1.60e-01 3.76e-01
o Micrococcales 245 8.25e-02 -6.50e-02 4.26e-01
o Coriobacteriales 10 9.20e-02 3.08e-01 4.41e-01
o Corynebacteriales 219 9.28e-02 -6.65e-02 4.41e-01
o Poales 32 9.60e-02 -1.70e-01 4.41e-01
o Solanales 16 1.06e-01 -2.34e-01 4.68e-01
o Lepidoptera 23 1.20e-01 1.88e-01 4.99e-01
o Alteromonadales 140 1.23e-01 -7.59e-02 4.99e-01
o Oceanospirillales 78 1.25e-01 1.01e-01 4.99e-01
o Campylobacterales 86 1.38e-01 -9.28e-02 5.21e-01
o Chitinophagales 21 1.41e-01 1.86e-01 5.21e-01
o Tymovirales 56 1.43e-01 -1.13e-01 5.21e-01
o Hypocreales 33 1.54e-01 -1.44e-01 5.43e-01
o Methanococcales 13 1.58e-01 2.26e-01 5.43e-01
o Rosales 15 1.62e-01 2.09e-01 5.43e-01
o Natrialbales 19 1.81e-01 -1.78e-01 5.76e-01
o Desulfuromonadales 20 1.84e-01 -1.72e-01 5.76e-01
o Xanthomonadales 74 1.86e-01 -8.92e-02 5.76e-01
o Thiotrichales 26 1.91e-01 1.48e-01 5.77e-01
o Lactobacillales 231 1.95e-01 4.99e-02 5.77e-01
o Desulfovibrionales 25 2.50e-01 -1.33e-01 7.19e-01
o Sphingobacteriales 36 2.55e-01 -1.10e-01 7.19e-01
o Eurotiales 52 2.64e-01 8.96e-02 7.24e-01
o Rodentia 31 2.74e-01 1.14e-01 7.24e-01
o Malpighiales 12 2.75e-01 -1.82e-01 7.24e-01
o Passeriformes 22 2.86e-01 -1.32e-01 7.39e-01
o Streptosporangiales 24 3.19e-01 -1.18e-01 7.82e-01
o Eucoccidiorida 13 3.31e-01 1.56e-01 7.82e-01
o Chlamydomonadales 13 3.40e-01 -1.53e-01 7.82e-01
o Ligamenvirales 10 3.40e-01 -1.74e-01 7.82e-01
o Bacteroidales 60 3.44e-01 7.08e-02 7.82e-01
o Cytophagales 66 3.58e-01 6.56e-02 7.82e-01
o Artiodactyla 27 3.67e-01 -1.00e-01 7.82e-01
o Methanosarcinales 22 3.72e-01 1.10e-01 7.82e-01
o Hemiptera 17 3.72e-01 1.25e-01 7.82e-01
o Primates 30 3.73e-01 -9.41e-02 7.82e-01
o Selenomonadales 11 3.75e-01 -1.55e-01 7.82e-01
o Actinomycetales 37 3.91e-01 -8.17e-02 7.82e-01
o Thermales 12 3.91e-01 -1.43e-01 7.82e-01
o Clostridiales 211 3.98e-01 -3.40e-02 7.82e-01
o Rhabditida 14 4.01e-01 1.30e-01 7.82e-01
o Chroococcales 17 4.04e-01 1.17e-01 7.82e-01
o Fabales 24 4.19e-01 -9.53e-02 8.00e-01
o Agaricales 10 4.31e-01 -1.44e-01 8.10e-01
o 219 4.42e-01 -3.04e-02 8.14e-01
o Planctomycetales 12 4.46e-01 -1.27e-01 8.14e-01
o Caryophyllales 14 4.55e-01 1.15e-01 8.17e-01
o Brassicales 21 4.77e-01 8.97e-02 8.18e-01
o Methanomicrobiales 12 4.83e-01 1.17e-01 8.18e-01
o Thermoanaerobacterales 33 4.84e-01 -7.05e-02 8.18e-01
o Mycoplasmatales 71 4.85e-01 -4.80e-02 8.18e-01
o Vibrionales 64 4.88e-01 -5.02e-02 8.18e-01
o Nitrosopumilales 12 5.14e-01 1.09e-01 8.48e-01
o Glomerellales 10 5.20e-01 -1.18e-01 8.48e-01
o Squamata 14 5.38e-01 -9.51e-02 8.60e-01
o Chaetothyriales 22 5.43e-01 -7.50e-02 8.60e-01
o Halobacteriales 27 5.48e-01 -6.69e-02 8.60e-01
o Chiroptera 11 5.75e-01 -9.78e-02 8.82e-01
o Erysipelotrichales 11 5.76e-01 -9.73e-02 8.82e-01
o Nostocales 47 5.91e-01 4.54e-02 8.85e-01
o Thermococcales 24 5.94e-01 -6.29e-02 8.85e-01
o Rhodocyclales 26 5.99e-01 5.96e-02 8.85e-01
o Haloferacales 21 6.19e-01 6.28e-02 9.02e-01
o Acholeplasmatales 13 6.47e-01 7.33e-02 9.30e-01
o Rickettsiales 32 6.57e-01 -4.54e-02 9.30e-01
o Oscillatoriales 12 6.60e-01 -7.34e-02 9.30e-01
o Cellvibrionales 25 6.72e-01 -4.90e-02 9.34e-01
o Rhodobacterales 122 6.78e-01 -2.19e-02 9.34e-01
o Nitrososphaerales 11 7.14e-01 -6.39e-02 9.45e-01
o Sulfolobales 15 7.19e-01 -5.37e-02 9.45e-01
o Saccharomycetales 75 7.21e-01 2.39e-02 9.45e-01
o Ustilaginales 11 7.30e-01 -6.02e-02 9.45e-01
o Cyprinodontiformes 11 7.35e-01 5.89e-02 9.45e-01
o Desulfobacterales 16 7.36e-01 -4.87e-02 9.45e-01
o Cypriniformes 11 7.40e-01 -5.78e-02 9.45e-01
o Herpesvirales 35 7.47e-01 -3.16e-02 9.45e-01
o Methanobacteriales 19 7.59e-01 -4.07e-02 9.47e-01
o Frankiales 11 7.64e-01 5.24e-02 9.47e-01
o Deinococcales 20 7.83e-01 3.56e-02 9.51e-01
o Coleoptera 27 7.87e-01 -3.01e-02 9.51e-01
o Myxococcales 26 7.90e-01 -3.02e-02 9.51e-01
o Hymenoptera 57 8.14e-01 -1.81e-02 9.70e-01
o Flavobacteriales 220 8.38e-01 8.08e-03 9.79e-01
o Pasteurellales 37 8.50e-01 -1.80e-02 9.79e-01
o Synergistales 10 8.53e-01 -3.38e-02 9.79e-01
o Nitrosomonadales 55 8.64e-01 -1.34e-02 9.79e-01
o Eggerthellales 11 8.65e-01 2.96e-02 9.79e-01
o Carnivora 21 8.83e-01 -1.85e-02 9.79e-01
o Legionellales 26 8.89e-01 -1.58e-02 9.79e-01
o Pleosporales 15 8.97e-01 -1.93e-02 9.79e-01
o Spirochaetales 37 8.98e-01 -1.21e-02 9.79e-01
o Methylococcales 34 9.00e-01 1.25e-02 9.79e-01
o Synechococcales 47 9.14e-01 9.11e-03 9.79e-01
o Tissierellales 14 9.19e-01 1.57e-02 9.79e-01
o Tremellales 12 9.29e-01 -1.49e-02 9.79e-01
o Thermoproteales 14 9.35e-01 -1.27e-02 9.79e-01
o Ceramiales 13 9.39e-01 1.22e-02 9.79e-01
o Thermotogales 11 9.57e-01 9.45e-03 9.80e-01
o Bifidobacteriales 20 9.57e-01 6.93e-03 9.80e-01
o Chlorobiales 14 9.64e-01 -6.94e-03 9.80e-01
o Entomoplasmatales 34 9.95e-01 -6.39e-04 1.00e+00
o Fusobacteriales 25 1.00e+00 -4.88e-05 1.00e+00



Detailed Gene set reports



o__Aeromonadales

o__Aeromonadales
3
set o__Aeromonadales
setSize 66
pANOVA 5.08e-15
s.dist -0.557
p.adjustANOVA 6.3e-13



Top enriched genes

Top 20 genes
GeneID Gene Rank
1183657 -3975
70856 -3941
1903694 -3934
617155 -3914
263763 -3901
1917144 -3857
1636607 -3831
362920 -3790
633417 -3783
648 -3760
440079 -3757
600645 -3745
1758179 -3744
271417 -3743
646 -3683
1636608 -3674
931529 -3665
1733519 -3654
312718 -3647
647 -3616

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1183657 -3975
70856 -3941
1903694 -3934
617155 -3914
263763 -3901
1917144 -3857
1636607 -3831
362920 -3790
633417 -3783
648 -3760
440079 -3757
600645 -3745
1758179 -3744
271417 -3743
646 -3683
1636608 -3674
931529 -3665
1733519 -3654
312718 -3647
647 -3616
654 -3558
97346 -3533
197504 -3523
645 -3501
1920107 -3497
1055657 -3476
644 -3459
648794 -3445
2033033 -3440
196024 -3430
633415 -3387
652 -3385
1636606 -3380
651 -3370
324617 -3364
29489 -3312
218936 -3236
948519 -3229
73010 -3214
2033032 -3192
1636609 -3106
43948 -2962
1075205 -2754
649 -2753
1104769 -2743
511062 -2733
105751 -2520
1416627 -2502
1246275 -2340
558964 -2029
656 -1547
1814892 -1051
650 -1002
1006623 93
1055667 305
347534 649
1675689 1089
502790 1684
1437540 1925
1087881 2167
1917145 2299
591962 3189
1055625 3687
1055628 3763
310404 3857
582203 4088



o__Pseudomonadales

o__Pseudomonadales
1
set o__Pseudomonadales
setSize 361
pANOVA 2.43e-12
s.dist 0.217
p.adjustANOVA 1.5e-10



Top enriched genes

Top 20 genes
GeneID Gene Rank
251076 4175
376935 4173
228654 4043
1628086 4042
329930 3999
65741 3996
2559074 3950
2079806 3942
251083 3929
198620 3890
1849986 3844
251069 3836
159091 3824
1170392 3807
1421430 3794
930166 3767
1573712 3732
1785145 3729
1175925 3717
321662 3689

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
251076 4175
376935 4173
228654 4043
1628086 4042
329930 3999
65741 3996
2559074 3950
2079806 3942
251083 3929
198620 3890
1849986 3844
251069 3836
159091 3824
1170392 3807
1421430 3794
930166 3767
1573712 3732
1785145 3729
1175925 3717
321662 3689
237609 3676
2073078 3667
547985 3657
2213017 3651
1573720 3613
2067572 3540
251055 3521
1288410 3507
198616 3500
658630 3453
150396 3452
1500687 3443
1611770 3434
1173280 3431
70775 3428
2420300 3411
1573704 3403
1534110 3387
1881017 3360
1855380 3341
658643 3328
298 3327
50340 3321
1931241 3320
380021 3316
706570 3312
587753 3305
397421 3299
1702250 3292
2518644 3289
198931 3280
2320270 3250
47879 3247
658629 3239
341029 3235
2045200 3229
321661 3204
43306 3194
2487887 3190
33069 3176
294 3174
2005388 3153
2049589 3138
1173283 3135
658644 3126
2653853 3101
47878 3083
183795 3079
2587845 3053
1500686 3049
487184 3046
46680 3044
1190415 3036
1294143 3034
686578 3030
53408 3025
53407 3019
359110 3015
2219057 2999
2213057 2991
1811338 2981
1194712 2975
515393 2969
1573719 2966
928979 2959
91465 2955
2609418 2946
1827300 2936
29442 2935
317 2922
86185 2912
2054915 2907
118613 2894
200450 2857
1788301 2833
545908 2808
165468 2804
36746 2778
143813 2773
76758 2767
472181 2765
46677 2758
1028989 2752
287 2718
1495331 2711
296 2708
1699624 2701
470150 2695
2126069 2680
2169583 2679
2018067 2672
1755504 2666
219572 2656
47884 2641
1898684 2628
2664899 2625
1615674 2622
74829 2611
253237 2609
2213226 2605
2054919 2601
1811592 2599
1245526 2597
1434072 2587
2320867 2582
437900 2575
2505979 2574
251701 2557
651740 2554
1849995 2532
1173273 2527
1499686 2524
244566 2517
46679 2496
2590776 2487
1392877 2480
157783 2467
191390 2464
47883 2458
237610 2453
122355 2447
244327 2441
2604941 2435
2083054 2412
76760 2404
1855331 2395
69328 2382
2083055 2381
306 2373
1930532 2372
129817 2366
1978467 2361
1856588 2352
216142 2344
1274359 2340
75612 2327
1415630 2297
2054914 2291
95301 2279
101564 2277
797277 2267
1173288 2258
1849990 2243
1491394 2231
47885 2228
2083051 2216
1573711 2212
1981174 2208
553151 2204
1148509 2184
89065 2161
157782 2157
2479392 2149
633276 2143
1354732 2141
1619187 2131
76761 2101
271420 2087
1461581 2085
2654238 2064
2025658 1996
1886807 1994
2498848 1971
291995 1969
47877 1943
86265 1914
354 1885
1736226 1870
34062 1849
1206777 1825
53409 1824
1173270 1812
364197 1806
676210 1799
1259844 1794
2283318 1785
1007495 1762
1302376 1756
104087 1741
200451 1736
353 1722
658632 1705
75588 1704
1699621 1701
1583341 1689
658642 1640
300 1585
1365591 1547
2201356 1539
658641 1531
2605424 1479
2597770 1463
702115 1433
163011 1327
114707 1317
1856685 1300
1659194 1298
2052956 1293
341693 1289
349846 1280
301 1264
1853130 1249
29438 1211
500335 1190
947933 1167
2217867 1140
1677868 1128
198618 1127
303 1106
47880 1012
2083053 987
95300 981
476 927
281994 861
1283291 843
1028416 805
1173284 771
316 727
1649877 709
1149133 705
395598 691
1510150 406
69964 358
168469 350
1849997 287
2587597 272
312306 236
2604832 97
106654 29
76759 5
251060 -44
2479393 -73
321846 -128
115714 -155
48296 -208
78327 -401
1699623 -441
1148157 -477
220135 -561
110517 -579
1809055 -589
1551639 -703
2083052 -780
47882 -804
2069256 -822
1849988 -827
1849983 -848
77206 -867
657346 -907
1573718 -913
1207075 -980
43263 -1044
76885 -1133
1449786 -1335
137658 -1338
654882 -1376
319939 -1469
1849994 -1522
34061 -1556
1850007 -1645
169669 -1652
1761895 -1665
47886 -1879
2213015 -1894
471 -1918
1179080 -1919
1785128 -2002
280145 -2013
1084570 -2055
1758189 -2081
1636610 -2092
2517899 -2094
1385437 -2128
211594 -2162
46257 -2219
1096779 -2230
1338689 -2272
202954 -2282
56811 -2344
330922 -2527
396323 -2542
1880702 -2607
472 -2645
1324350 -2666
571800 -2707
202951 -2737
165433 -2770
262668 -2781
1306993 -2803
2004647 -2923
470 -2932
710648 -2991
53412 -3027
45610 -3196
1697053 -3237
1699622 -3245
106648 -3256
756892 -3322
106646 -3362
487316 -3367
480 -3448
1808001 -3477
177980 -3479
202952 -3484
2079596 -3490
108980 -3505
108981 -3508
525486 -3514
1879049 -3525
106649 -3550
386891 -3566
1217701 -3627
28090 -3628
40216 -3653
1407071 -3663
2136182 -3681
72607 -3724
1879050 -3752
70347 -3770
123502 -3818
134534 -3821
2004650 -3823
202955 -3828
1646498 -3836
1871111 -3865
1608473 -3875
2004644 -3882
202956 -3887
202950 -3895
29430 -3921
1789224 -3928
2609668 -3932
2004646 -3940
334543 -3942
70348 -3947
40215 -3951
52133 -3959
40214 -3973
2662362 -3982
1636603 -3991
168931 -4020



o__Propionibacteriales

o__Propionibacteriales
41
set o__Propionibacteriales
setSize 57
pANOVA 9.42e-08
s.dist 0.409
p.adjustANOVA 3.83e-06



Top enriched genes

Top 20 genes
GeneID Gene Rank
109465 4169
1841 4159
196162 3969
2483798 3939
110319 3910
2518370 3900
2575373 3790
33010 3728
2558918 3594
2662361 3586
2582905 3495
2045 3384
642780 3364
2518371 3319
1748 3274
450734 3203
556499 3187
2045452 3099
2500546 3090
630515 3089

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
109465 4169
1841 4159
196162 3969
2483798 3939
110319 3910
2518370 3900
2575373 3790
33010 3728
2558918 3594
2662361 3586
2582905 3495
2045 3384
642780 3364
2518371 3319
1748 3274
450734 3203
556499 3187
2045452 3099
2500546 3090
630515 3089
402297 2986
449461 2957
304889 2940
29405 2880
2079793 2397
399497 2165
2107713 2138
75385 2129
675864 1977
2589074 1899
2662261 1894
117157 1768
2662028 1758
2041 1410
35761 1306
2057246 1228
2672569 1201
2596828 1170
1610493 1084
1749 937
1804624 611
1747 408
200618 249
1909732 208
1736691 58
546874 39
2161816 -261
1332264 -280
119981 -283
1871034 -496
33011 -551
1750 -659
1744 -799
219314 -1095
182640 -2025
671223 -2372
546871 -2384



o__Enterobacterales

o__Enterobacterales
2
set o__Enterobacterales
setSize 413
pANOVA 1.24e-07
s.dist 0.154
p.adjustANOVA 3.83e-06



Top enriched genes

Top 20 genes
GeneID Gene Rank
60487 4191
203256 4190
60488 4184
71656 4179
549 4162
566 4158
2596949 4155
665913 4147
1906275 4144
1497812 4143
435910 4132
255519 4129
73098 4124
2494701 4118
1920109 4113
1756993 4107
1594731 4104
565 4102
2282310 4096
1920114 4094

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
60487 4191
203256 4190
60488 4184
71656 4179
549 4162
566 4158
2596949 4155
665913 4147
1906275 4144
1497812 4143
435910 4132
255519 4129
73098 4124
2494701 4118
1920109 4113
1756993 4107
1594731 4104
565 4102
2282310 4096
1920114 4094
741091 4089
2487150 4083
2282309 4078
51288 4056
352158 4055
1263550 4048
204038 4041
2681309 4039
2681307 4030
2042057 4024
665914 4023
1398493 4022
82985 4010
83655 3984
55209 3983
69220 3975
413497 3970
1920116 3961
55211 3956
535744 3955
1915310 3954
357233 3944
2681308 3934
2051905 3923
2077136 3906
357240 3871
1914861 3869
539812 3867
42895 3860
413501 3854
1848517 3834
69218 3830
592316 3827
2027919 3820
535726 3817
1759437 3809
2052938 3804
61648 3793
399742 3789
2077137 3787
1199245 3770
1499973 3768
2492396 3738
1907578 3733
66269 3731
1497836 3727
1862273 3723
2494702 3700
1881855 3698
539813 3679
28141 3665
1076550 3664
1458355 3653
590046 3649
2153385 3648
2478464 3610
2057026 3602
79967 3598
61646 3597
1644867 3587
211595 3571
680320 3538
1486991 3527
1849603 3517
1619313 3516
881260 3508
2529381 3504
158822 3491
554 3489
299767 3486
2482769 3474
61647 3444
1644866 3429
632 3424
1163710 3423
283686 3420
208223 3418
2500132 3408
2575375 3391
550 3389
418698 3379
1862227 3372
1367496 3370
1225785 3366
1821960 3345
65700 3336
413502 3311
1848580 3310
1692238 3293
2037915 3283
158823 3266
2015795 3263
551989 3260
568766 3215
82987 3192
671990 3164
1158459 3158
470934 3140
291112 3134
138072 3123
83668 3103
1538228 3102
1615494 3096
546367 3094
29485 3080
2490851 3073
2479547 3069
1778872 3065
158836 3039
2066051 3029
78398 3024
2664291 3022
1497839 3011
1497838 2967
1327989 2944
67829 2906
1920128 2885
497725 2878
568768 2868
238202 2843
552 2825
1410383 2792
618 2768
497121 2740
703 2738
1827481 2710
1905730 2696
1805933 2692
1719125 2660
1166130 2652
204039 2592
563 2577
2660638 2576
1082704 2565
2026240 2558
2487345 2548
624 2483
1972431 2448
61652 2396
2697370 2394
55208 2380
208224 2364
138073 2350
634113 2330
1812935 2318
472695 2309
2077147 2300
2447890 2296
93378 2292
2579935 2207
614 2205
1484158 2076
1811975 2073
2498113 2040
693444 2015
2052056 2011
82995 1991
2044467 1903
215689 1900
2607663 1877
1505757 1784
2566012 1782
2547962 1769
2077148 1738
29484 1725
67825 1668
1934254 1644
1560339 1630
631 1617
891974 1579
1977566 1514
580 1482
2529380 1446
2529121 1441
470933 1418
1891675 1387
2172103 1373
200446 1339
2033438 1320
2479367 1304
67826 1278
2597702 1269
28152 1171
29483 1169
1334193 1163
28151 1047
9 1031
488142 1029
338565 1024
556 1020
929813 990
69223 986
2420306 971
1302411 929
2562449 876
208962 868
564 836
182337 808
28901 803
47917 765
885040 700
54736 680
1505597 663
2653932 635
2697369 626
2681984 621
575 533
548 423
545 399
1578828 374
1868135 367
104623 343
61645 223
1109412 188
92490 170
2686305 147
81476 144
2681986 122
1265478 114
1639108 85
351671 71
588 40
61651 23
2565914 11
2126321 6
616 3
587 -9
51229 -23
29488 -50
1938820 -84
55213 -161
180957 -189
623 -197
239175 -202
1259973 -210
2583577 -236
266145 -242
1089444 -276
184999 -282
263819 -314
218034 -334
1987580 -382
582 -387
40576 -390
138074 -400
251542 -431
2485839 -437
42906 -440
615 -444
67824 -453
1458493 -458
1239307 -518
553 -552
1505596 -596
2448483 -630
536059 -665
569 -666
472834 -701
621 -739
535727 -763
1048758 -807
1644888 -834
577 -839
82996 -896
158850 -929
244225 -991
333962 -1033
67828 -1075
40577 -1107
351679 -1112
1224145 -1131
1778264 -1241
638 -1290
1070130 -1315
158841 -1328
237777 -1343
935293 -1359
630 -1402
102862 -1464
230089 -1605
82983 -1648
134287 -1767
1778262 -1791
137545 -1808
67780 -1818
1758196 -1852
60486 -1940
1920110 -1948
1179669 -1995
546 -1997
1331408 -2050
1778540 -2051
34038 -2096
63612 -2107
575657 -2118
91843 -2131
2093698 -2140
158877 -2160
1639133 -2173
1134687 -2177
626774 -2211
571 -2217
2013114 -2232
2027290 -2281
562 -2283
628 -2288
2341 -2293
263771 -2297
59814 -2385
1922217 -2389
235567 -2419
251535 -2420
636 -2478
203907 -2480
2576406 -2530
2218628 -2562
57706 -2570
168169 -2593
244366 -2594
1463165 -2631
634 -2673
2546350 -2797
419257 -2800
2267618 -2821
1778263 -2887
1878942 -2910
2019568 -2933
255063 -2936
1563222 -2948
598467 -2952
2077149 -2958
53336 -3060
596416 -3084
576 -3100
2339259 -3103
54291 -3198
367190 -3222
235559 -3235
1972757 -3279
573 -3330
401619 -3363
599 -3389
1639131 -3423
584 -3442
622 -3446
2259647 -3447
213763 -3454
290109 -3465
585 -3511
1072658 -3515
1686379 -3522
413503 -3532
1778874 -3536
1703250 -3538
1916651 -3567
1778875 -3605
204042 -3610
133448 -3618
183417 -3624
1497811 -3648
1235990 -3662
126385 -3670
67827 -3676
1905288 -3702
1929246 -3715
2058152 -3722
2488567 -3739
2587528 -3741
1484157 -3753
35703 -3754
1702170 -3755
1778873 -3781
1497834 -3801
1639132 -3806
29486 -3808
29471 -3812
2697371 -3816
228954 -3837
284011 -3855
2153354 -3860
2066049 -3907
1497810 -3915
1639134 -3945
1339201 -3953
199907 -3958
1921565 -3966
1835721 -3986
633 -3992
516075 -4000
338906 -4021
203254 -4022
203255 -4023
55210 -4026



o__Streptomycetales

o__Streptomycetales
36
set o__Streptomycetales
setSize 293
pANOVA 2.14e-05
s.dist 0.146
p.adjustANOVA 0.000452



Top enriched genes

Top 20 genes
GeneID Gene Rank
67352 4069
2064 4060
1436085 4044
2594462 4040
1827580 3935
42238 3880
97398 3760
1938 3735
1454112 3683
260742 3678
29308 3627
317660 3579
2078691 3539
68246 3515
35621 3465
68229 3441
1855352 3407
1928 3388
68175 3361
1703943 3355

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
67352 4069
2064 4060
1436085 4044
2594462 4040
1827580 3935
42238 3880
97398 3760
1938 3735
1454112 3683
260742 3678
29308 3627
317660 3579
2078691 3539
68246 3515
35621 3465
68229 3441
1855352 3407
1928 3388
68175 3361
1703943 3355
1890 3348
2049881 3342
2099584 3246
1882757 3210
1030489 3159
68264 3156
264024 3149
1415561 3132
2662397 3130
2135430 3012
48665 3009
1077946 3006
2066 2952
68249 2931
33899 2927
1769566 2876
103232 2846
2018025 2828
1902 2642
1415544 2636
2594463 2563
295838 2550
68203 2452
2594457 2427
1725411 2399
66425 2376
206662 2317
68192 2313
1436084 2306
67372 2280
42684 2236
646637 2226
116188 2221
45398 2202
2014920 2195
1889 2194
2203204 2189
212423 2188
76728 2156
1914992 2144
285570 2136
1616117 2081
115647 2077
1930 2047
1907 2034
2496836 2025
33903 1980
1751294 1978
2653200 1954
659352 1932
1969 1919
42239 1917
1915 1912
2563602 1890
1783515 1881
2695266 1866
2072505 1832
2305221 1819
40318 1810
67366 1797
2184053 1793
1894 1778
2594454 1754
85558 1735
2306165 1721
565560 1687
2594459 1673
47763 1655
348043 1636
1932 1631
1984801 1629
174707 1608
2548456 1605
1265601 1599
2594461 1591
66881 1576
1841249 1560
2282738 1552
553510 1550
224537 1535
1577075 1527
1926 1525
67376 1521
1561022 1491
2506427 1490
1887 1476
444103 1457
41951 1424
1972846 1412
66869 1405
2686304 1403
73044 1370
2202000 1337
29303 1325
665007 1307
2126346 1302
1908 1299
164348 1290
1885 1287
67581 1261
68179 1244
68219 1237
67267 1227
565073 1220
2153485 1205
1442159 1197
2109593 1179
202862 1164
1355015 1153
1944 1133
862751 1132
1837283 1126
1893 1095
285450 1078
68214 1057
1911 1014
1943 1003
1437453 993
2203205 975
68570 962
2211357 956
67345 938
1935 909
1442032 901
324833 886
1886 872
2662065 864
1661694 859
58350 853
2174846 820
2059884 813
67283 735
1916 695
132473 693
576784 688
1881022 668
1690221 664
1849710 658
516183 648
2588707 638
68202 607
1912 580
2588708 553
193462 425
1136432 397
2692235 394
285557 393
1964449 389
83656 376
1940 357
1812480 346
1938841 325
1077944 286
68270 276
2692233 245
1967 238
67265 237
1649184 213
1900 174
68280 151
1740725 141
1906 126
2136401 100
379067 70
2420135 34
1038928 24
1849967 12
2684468 -3
42235 -17
42881 -33
2599401 -42
1950 -47
68180 -59
1961713 -68
2083284 -113
39478 -116
1736046 -124
188770 -149
2692234 -176
146923 -247
42236 -250
1851167 -253
319318 -264
2585716 -319
1977088 -320
1927 -384
38300 -420
67255 -445
1226757 -447
1535768 -463
1901 -485
2005885 -486
1826667 -492
67260 -527
28894 -550
1956 -558
408015 -581
2094021 -582
746675 -643
68173 -648
319426 -671
1522758 -678
1888 -721
66429 -758
67258 -786
54571 -806
1169025 -824
2582831 -836
1112731 -853
2175864 -869
2676871 -871
36818 -890
362257 -891
465541 -904
285473 -910
66887 -922
1892 -934
58343 -964
1400207 -985
58346 -993
67304 -1011
47716 -1023
516126 -1065
92644 -1175
1223307 -1179
1109743 -1203
1262452 -1207
1905 -1236
1238679 -1303
349971 -1311
1495638 -1320
193461 -1325
1931 -1353
68209 -1368
355249 -1377
234612 -1429
55404 -1430
29309 -1499
1971 -1550
1642299 -1611
1914 -1664
1086502 -1670
68278 -1689
2594455 -1725
1653203 -1849
75293 -1856
1961 -1865
255848 -1895
97405 -1920
159449 -1931
2305220 -1939
68258 -1970
1897 -1979
66424 -1999
1582798 -2004
67297 -2064
2099583 -2171
83291 -2183
67294 -2195
1218177 -2234
68223 -2382
1934390 -2418
224730 -2602
67375 -2818
66431 -2819
2203210 -3195
1960 -3215
270689 -3252
204925 -3302
310779 -3482
68245 -3509
1265536 -3583
285525 -3593



o__Neisseriales

o__Neisseriales
15
set o__Neisseriales
setSize 51
pANOVA 2.19e-05
s.dist 0.344
p.adjustANOVA 0.000452



Top enriched genes

Top 20 genes
GeneID Gene Rank
1906741 4074
748280 4054
1938604 3986
28091 3982
536 3965
1778675 3927
394935 3841
1853276 3696
1853278 3677
539 3670
487 3647
2605945 3643
2290923 3635
1590041 3628
483 3520
72 3493
2059672 3446
2202141 3346
2052837 3145
2528037 3129

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1906741 4074
748280 4054
1938604 3986
28091 3982
536 3965
1778675 3927
394935 3841
1853276 3696
1853278 3677
539 3670
487 3647
2605945 3643
2290923 3635
1590041 3628
483 3520
72 3493
2059672 3446
2202141 3346
2052837 3145
2528037 3129
1192162 3110
519081 2958
63 2875
486 2564
553088 2473
96942 2200
655307 2125
332411 1731
57480 1686
489 1515
485 1359
1196083 1284
495 966
1537400 496
1108595 493
640030 331
493 -162
2666100 -553
488 -754
504 -757
2202142 -1058
168471 -1110
682798 -1152
2496266 -1442
326522 -1549
641148 -1633
484 -1907
28449 -2649
492 -3415
326523 -3704
201157 -4017



o__Bacillales

o__Bacillales
29
set o__Bacillales
setSize 458
pANOVA 6.97e-05
s.dist -0.11
p.adjustANOVA 0.00123



Top enriched genes

Top 20 genes
GeneID Gene Rank
161537 -4027
101081 -4003
1028381 -3998
78057 -3988
1031539 -3965
401638 -3962
1463157 -3922
1178515 -3916
258060 -3905
405212 -3889
1869345 -3846
2683680 -3845
2654326 -3819
360310 -3794
649508 -3759
365617 -3749
299442 -3746
128574 -3732
2048654 -3725
1712516 -3721

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
161537 -4027
101081 -4003
1028381 -3998
78057 -3988
1031539 -3965
401638 -3962
1463157 -3922
1178515 -3916
258060 -3905
405212 -3889
1869345 -3846
2683680 -3845
2654326 -3819
360310 -3794
649508 -3759
365617 -3749
299442 -3746
128574 -3732
2048654 -3725
1712516 -3721
263474 -3707
49283 -3694
759811 -3689
293387 -3685
2026191 -3649
1695218 -3645
2495582 -3644
1930546 -3640
130049 -3639
377615 -3621
1844972 -3613
324057 -3608
1402 -3592
1391 -3584
1055448 -3568
756828 -3552
2233998 -3549
1406 -3546
2674991 -3534
1890302 -3506
2026190 -3498
2051555 -3493
2053832 -3489
2026189 -3475
2069255 -3468
2026194 -3458
2023772 -3456
2026192 -3441
1405 -3424
44251 -3419
227322 -3409
1284 -3408
59893 -3404
2583377 -3401
1145276 -3398
2081964 -3381
1428 -3379
2283194 -3376
1162034 -3369
253703 -3360
1292 -3353
2080759 -3349
1178537 -3323
2509456 -3307
1870819 -3299
189426 -3295
1536775 -3294
2169540 -3278
436516 -3271
192895 -3270
1839798 -3259
29378 -3253
1461 -3242
2499213 -3241
658666 -3234
2055160 -3226
61624 -3221
665099 -3203
1892404 -3202
2576356 -3199
2303505 -3180
309788 -3173
378212 -3158
46127 -3129
1882832 -3118
2086577 -3110
1855823 -3081
1441264 -3073
492670 -3061
1566358 -3057
2338372 -3056
2026186 -3052
1421 -3051
169760 -3044
1813182 -3032
292806 -3023
2660554 -3022
1536770 -3006
1423 -3003
162209 -2995
1464 -2984
716547 -2957
79263 -2954
2026187 -2950
1471761 -2946
54913 -2940
2608254 -2938
1868655 -2927
2507935 -2916
2217832 -2896
155322 -2882
1126833 -2880
2565926 -2872
85683 -2865
1105155 -2863
2070463 -2861
247846 -2860
160799 -2835
300825 -2832
172713 -2810
1868392 -2806
98228 -2776
1396 -2775
1868385 -2764
293389 -2762
33941 -2761
1393 -2757
33935 -2746
1120679 -2716
867076 -2709
70255 -2699
561879 -2698
683737 -2690
1778678 -2689
1903704 -2655
1811306 -2653
152268 -2646
2070759 -2609
1392 -2604
361272 -2588
1532905 -2567
1233873 -2553
1616788 -2540
263475 -2504
1055446 -2501
2529386 -2495
46224 -2486
582475 -2473
200991 -2471
1389960 -2461
1408 -2445
1465 -2421
2072025 -2413
1581038 -2410
1619311 -2408
1283 -2405
421767 -2403
414771 -2387
58172 -2386
42858 -2379
1932001 -2377
1071080 -2310
1930764 -2276
76853 -2251
1849491 -2209
51101 -2204
2419841 -2155
33938 -2129
1397 -2125
189425 -2115
1598147 -2112
1280 -2100
1461583 -2098
44252 -2040
1763538 -2023
367743 -2006
44250 -1990
37482 -1984
459472 -1969
283734 -1957
1451 -1936
324767 -1927
1055447 -1904
1571 -1848
46240 -1839
1519377 -1822
2660750 -1819
1214604 -1813
198119 -1795
1193713 -1780
1536769 -1774
1242912 -1759
189382 -1734
192421 -1730
258061 -1716
1441095 -1706
1536771 -1687
2213202 -1659
381423 -1651
2283160 -1644
1478 -1627
69966 -1617
1437774 -1597
483937 -1586
189691 -1584
1338368 -1525
327382 -1500
2487928 -1493
2651284 -1455
1536774 -1364
1394 -1300
1670641 -1268
1474 -1168
143495 -1134
51173 -1083
2666127 -1021
28031 -965
1421019 -962
1462996 -939
643214 -902
1476 -887
450367 -826
1648923 -819
417367 -813
1288 -809
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414778 -749
150056 -713
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2017483 -644
632773 -625
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59843 -568
258054 -430
1010692 -422
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407035 -307
1783501 -259
2011012 -246
352858 -239
260554 -200
1281 -135
340146 -125
1324314 -119
1450761 -20
155085 -5
101060 37
170367 43
2654284 47
1870820 63
1980674 91
1508404 167
246432 169
199441 176
1462 186
45668 225
109322 242
170573 362
1426 373
2211212 377
1473112 387
2058136 420
2598861 446
2213194 450
228899 518
1921421 527
360280 559
79880 569
1467 604
29385 608
1038856 610
248903 677
29391 699
1282 719
1461582 720
1827146 750
182710 759
308354 774
1409 776
225917 779
1177653 821
189381 865
33932 905
196180 932
2026 939
562959 958
1642 970
528191 977
255247 980
332410 1000
1705566 1039
580165 1142
1402861 1148
1536772 1172
492309 1183
33943 1225
326139 1251
1230341 1255
86664 1260
1449 1283
86039 1375
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59842 1421
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666686 1460
72361 1465
1500254 1466
2044912 1469
28035 1481
2607911 1542
1911587 1549
1639 1554
231952 1577
2025492 1583
101056 1596
363858 1604
269673 1618
53344 1624
1643 1625
1445 1694
2320858 1700
1221500 1729
241244 1737
2213011 1746
79885 1759
79883 1765
402384 1767
169283 1783
1742359 1798
481743 1808
1398 1830
1390 1876
1215089 1897
1638 1910
2065380 1955
1401 1961
2692425 2028
61015 2059
412384 2062
202750 2067
1664069 2080
218284 2084
330298 2133
1526927 2203
1547283 2241
1296 2265
2682541 2281
2051906 2304
161360 2339
2756 2444
132920 2468
2009331 2485
264697 2505
1294 2510
129985 2522
29379 2525
2052660 2537
746691 2552
1455 2556
1479 2562
1404 2571
1654388 2578
163877 2586
486398 2594
83428 2596
1978528 2604
859143 2627
691437 2631
59840 2638
581103 2645
1629723 2662
1413 2665
2663022 2678
554143 2690
1482 2698
1006155 2700
2419842 2703
1286 2707
86665 2709
1650 2733
45972 2782
33936 2786
119858 2787
1499687 2791
33946 2839
1302659 2845
2502791 2872
64104 2877
1290 2899
33934 2914
70258 2926
1898474 2933
2052936 2971
1452 2978
214473 2990
2587848 3007
2014076 3031
302167 3033
294699 3037
33940 3041
1379 3067
1374 3081
2567941 3113
471223 3116
198467 3118
84135 3131
29382 3150
403957 3167
330297 3195
360911 3198
1750719 3209
29388 3228
999693 3244
1295642 3251
1570 3253
650093 3256
1295 3257
2700081 3318
1471 3322
1177647 3331
2026188 3344
295930 3377
29380 3385
1215031 3462
279826 3503
79882 3512
1636720 3514
1640 3525
1565991 3534
29384 3563
386490 3604
220687 3609
1641 3685
985002 3714
35841 3772
228952 3775
41170 3777
263817 3797
129338 3851
391290 3898
244 3901
46126 3911
1472767 3974
1849031 4047
1422 4063
1224749 4064
1834954 4067
293822 4075
2099786 4087
764036 4120
247859 4121
114975 4133
1399115 4139
203371 4171
330292 4176



o__Caudovirales

o__Caudovirales
121
set o__Caudovirales
setSize 257
pANOVA 0.00144
s.dist 0.117
p.adjustANOVA 0.0223



Top enriched genes

Top 20 genes
GeneID Gene Rank
1883376 4192.0
173824 4189.0
1883373 4188.0
2169990 4187.0
2560731 4185.0
2588092 4177.0
2047786 4170.0
2599404 4165.5
2530028 4164.0
906669 4161.0
1161901 4160.0
2283012 4157.0
2072797 4156.0
1984783 4154.0
1921710 4148.0
2026102 4141.0
1985183 4140.0
2162689 4128.0
2560434 4115.0
2126724 4114.0

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1883376 4192.0
173824 4189.0
1883373 4188.0
2169990 4187.0
2560731 4185.0
2588092 4177.0
2047786 4170.0
2599404 4165.5
2530028 4164.0
906669 4161.0
1161901 4160.0
2283012 4157.0
2072797 4156.0
1984783 4154.0
1921710 4148.0
2026102 4141.0
1985183 4140.0
2162689 4128.0
2560434 4115.0
2126724 4114.0
2267655 4111.0
1883379 4105.0
2560629 4103.0
2530035 4100.0
1985175 4092.0
10742 4090.0
2163633 4082.0
2560335 4079.0
2026944 4070.0
2591379 4068.0
1883371 4057.0
1985179 4053.0
2663324 4037.0
2202564 4032.0
1921530 4021.0
2560543 4017.0
2593638 4000.0
2575324 3994.0
1003177 3992.0
2560334 3987.0
499235 3981.0
1813769 3968.0
1909403 3963.0
2560337 3951.0
1971232 3937.0
2283013 3926.0
1136535 3915.0
2562641 3914.0
2591136 3877.0
1985182 3856.0
29252 3846.0
2024232 3840.0
1918006 3812.0
1984785 3769.0
1918005 3764.0
2045370 3759.0
1805953 3755.0
1985354 3754.0
1147158 3744.0
1918008 3743.0
2601669 3739.0
1983465 3707.0
1981931 3692.0
2589663 3652.0
1918726 3637.0
2008614 3619.0
424716 3614.0
2565502 3577.0
263386 3572.0
2234035 3551.0
2562461 3523.0
1335230 3494.0
1873985 3457.0
2030094 3450.0
2580405 3404.0
1805948 3393.0
1647458 3381.0
2500166 3367.0
2301723 3357.0
2340716 3352.0
1985178 3309.0
2069614 3269.0
2282196 3238.0
2126819 3224.0
2163963 3223.0
2583286 3181.0
2548266 3178.0
2170413 3151.0
1918011 3104.0
2170705 3071.0
2315618 2939.0
2562174 2934.0
2560680 2895.0
2023951 2892.0
1567012 2890.0
2601679 2850.0
2484638 2837.0
1918009 2800.0
1910935 2795.0
1493510 2775.0
701257 2722.0
1675030 2606.0
190478 2378.0
2675441 2375.0
1918722 2284.0
2498843 2261.0
1675029 2199.0
2100421 2105.0
1918724 2071.0
2267248 2061.0
2015814 2035.0
1918723 2002.0
1084719 1974.0
2675443 1921.0
40631 1880.0
1985176 1844.0
2041492 1682.0
37554 1649.0
1873894 1603.0
2024230 1556.0
2530023 1411.0
2059878 1402.0
2490451 1240.0
1921713 1048.0
1776293 959.0
2301685 846.0
616674 653.0
2650873 388.0
1921185 385.0
1675598 372.0
319522 252.0
2483609 214.0
1910936 165.0
1567014 149.0
1204535 135.0
1815509 116.0
1921018 75.0
1279082 -74.0
2059851 -120.0
1983578 -167.0
2079258 -168.0
2606591 -180.0
2315619 -198.0
1921186 -232.0
1983581 -243.0
2108114 -286.0
1985180 -298.0
458639 -351.0
2500809 -427.0
1136534 -510.0
1874001 -542.0
1805951 -545.0
1983413 -615.0
2596966 -681.0
1921187 -725.0
2500808 -746.0
320836 -762.0
644007 -802.0
1407671 -844.0
2023950 -873.0
238854 -895.0
2023949 -954.0
1874000 -961.0
2315470 -973.0
1987727 -1003.0
2282402 -1085.0
1837830 -1102.0
1755679 -1150.0
1852564 -1161.0
1873998 -1174.0
2560751 -1192.0
1883207 -1218.0
2575261 -1246.0
2560415 -1294.0
1921189 -1296.0
1921188 -1306.0
2560329 -1462.0
1909401 -1470.0
984175 -1562.0
2591025 -1598.0
1654919 -1600.0
1309583 -1690.0
1567011 -1700.0
1739968 -1821.0
2500810 -1843.0
2419622 -2017.0
2560336 -2039.0
1909402 -2060.0
1909400 -2061.0
2034166 -2105.0
1805956 -2202.0
2562643 -2213.0
2664939 -2268.0
340435 -2305.0
2678601 -2373.0
336724 -2529.0
2560332 -2626.0
552525 -2644.0
1881432 -2759.0
1873341 -2812.0
1792242 -2815.0
2608370 -2823.0
1296660 -2852.0
2562347 -2929.0
2662128 -2968.0
2138299 -3016.0
2419623 -3071.0
1985177 -3087.0
10778 -3134.0
2024234 -3139.0
311221 -3160.0
998086 -3216.0
2500762 -3257.0
1141136 -3265.0
1868827 -3276.0
1734382 -3286.0
2555680 -3355.0
2591380 -3388.0
1881392 -3410.0
2663326 -3453.0
255431 -3543.0
1754209 -3556.0
2596657 -3559.0
2560689 -3599.0
12336 -3666.0
292029 -3688.0
2594282 -3695.0
2560330 -3711.0
1864623 -3730.0
1912592 -3734.0
1883369 -3773.0
2652423 -3803.0
1161927 -3807.0
1308863 -3811.0
2041389 -3814.0
2100124 -3843.0
1982225 -3869.0
1983579 -3896.0
1748773 -3902.0
2026081 -3908.0
2419619 -3918.0
2560555 -3925.0
1922328 -3935.0
347327 -3936.0
1450749 -3948.0
2500560 -3949.0
393598 -3957.0
1675028 -3961.0
2500559 -3976.0
2094736 -3996.0
1296654 -3997.0
2560435 -3999.0
2608368 -4006.0
2560692 -4009.0
2587814 -4019.0
157924 -4031.0
10724 -4032.0



o__Trypanosomatida

o__Trypanosomatida
107
set o__Trypanosomatida
setSize 18
pANOVA 0.00167
s.dist 0.428
p.adjustANOVA 0.023



Top enriched genes

Top 20 genes
GeneID Gene Rank
5681 4127
5664 3958
5665 3928
5661 3895
5692 3746
83891 3638
5659 3279
5691 3212
71804 2774
5671 2360
157538 2289
5699 1575
5679 1100
67003 953
5678 -131
5698 -1866
5660 -2279
5693 -3488

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
5681 4127
5664 3958
5665 3928
5661 3895
5692 3746
83891 3638
5659 3279
5691 3212
71804 2774
5671 2360
157538 2289
5699 1575
5679 1100
67003 953
5678 -131
5698 -1866
5660 -2279
5693 -3488



o__Pirellulales

o__Pirellulales
65
set o__Pirellulales
setSize 60
pANOVA 0.0021
s.dist -0.23
p.adjustANOVA 0.026



Top enriched genes

Top 20 genes
GeneID Gene Rank
1400387 -3777
2527962 -3378
1331910 -3326
2527984 -3131
2528026 -3099
2528029 -3036
2528008 -3012
2527990 -3000
125 -2868
2528022 -2620
2527995 -2582
2527974 -2518
2527968 -2383
2527965 -2329
1930276 -2326
2528007 -2315
2528025 -2210
265606 -1882
2026780 -1826
2527963 -1807

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1400387 -3777
2527962 -3378
1331910 -3326
2527984 -3131
2528026 -3099
2528029 -3036
2528008 -3012
2527990 -3000
125 -2868
2528022 -2620
2527995 -2582
2527974 -2518
2527968 -2383
2527965 -2329
1930276 -2326
2528007 -2315
2528025 -2210
265606 -1882
2026780 -1826
2527963 -1807
2527996 -1683
2528021 -1681
2596890 -1619
2528028 -1612
2527979 -1596
2527983 -1528
2528009 -1518
2527992 -1369
2527964 -1357
980251 -1263
2527994 -1233
2527980 -1198
2528027 -958
2527975 -816
2527998 -730
2528010 -702
2528023 -691
2527971 -686
1930273 -622
2527978 -599
2527973 -506
2527989 -504
2528017 -159
2528024 -101
2528030 13
2527981 271
2527988 291
2527993 363
1930275 487
2527997 536
2528018 1207
1632865 1606
2527967 1787
1930277 2158
2527972 2210
2527982 2675
2527976 3026
980254 3171
1930274 3356
2528020 3435



o__Onygenales

o__Onygenales
90
set o__Onygenales
setSize 12
pANOVA 0.00265
s.dist -0.501
p.adjustANOVA 0.0299



Top enriched genes

Top 20 genes
GeneID Gene Rank
199306 -3924
63400 -3826
5501 -3767
5037 -2893
63417 -2788
63402 -2696
63405 -2450
33188 -2010
1048829 -1019
121759 -769
1681229 -403
5551 2805

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
199306 -3924
63400 -3826
5501 -3767
5037 -2893
63417 -2788
63402 -2696
63405 -2450
33188 -2010
1048829 -1019
121759 -769
1681229 -403
5551 2805



o__Micromonosporales

o__Micromonosporales
39
set o__Micromonosporales
setSize 45
pANOVA 0.0049
s.dist -0.243
p.adjustANOVA 0.0506



Top enriched genes

Top 20 genes
GeneID Gene Rank
134676 -4028
113561 -3120
69485 -3069
168697 -2845
2675222 -2795
2201999 -2670
113562 -2469
649831 -2454
648999 -2093
1182970 -2058
219305 -2045
47872 -2021
47858 -1640
946334 -1632
285665 -1595
299146 -1572
718015 -1560
2039870 -1536
291594 -1521
1003110 -1314

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
134676 -4028
113561 -3120
69485 -3069
168697 -2845
2675222 -2795
2201999 -2670
113562 -2469
649831 -2454
648999 -2093
1182970 -2058
219305 -2045
47872 -2021
47858 -1640
946334 -1632
285665 -1595
299146 -1572
718015 -1560
2039870 -1536
291594 -1521
1003110 -1314
2024580 -1214
261654 -1129
1881 -1118
356852 -843
47857 -811
47865 -645
351187 -378
307121 -373
168695 -352
35754 -271
2108470 -268
1866 -212
196914 -38
1914461 56
479978 62
1874 166
709883 280
1877 511
299152 560
2071627 596
47850 753
1867 1154
356851 1202
2583243 1648
1239282 3615



o__Caulobacterales

o__Caulobacterales
22
set o__Caulobacterales
setSize 30
pANOVA 0.00716
s.dist 0.284
p.adjustANOVA 0.0683



Top enriched genes

Top 20 genes
GeneID Gene Rank
41276 4125
1679497 3810
2579977 3697
155892 3222
366602 3200
69665 3120
349221 3055
69395 2917
88688 2488
69666 2283
2686094 2242
1325724 1863
284016 1706
1827469 1434
1938605 1281
767892 1272
588932 1143
2201350 934
2591463 860
74313 302

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
41276 4125
1679497 3810
2579977 3697
155892 3222
366602 3200
69665 3120
349221 3055
69395 2917
88688 2488
69666 2283
2686094 2242
1325724 1863
284016 1706
1827469 1434
1938605 1281
767892 1272
588932 1143
2201350 934
2591463 860
74313 302
2570229 261
1868589 0
2561924 -36
1759059 -248
2560058 -305
1940610 -483
991904 -778
293 -1534
78587 -2189
1532555 -2334



o__Sordariales

o__Sordariales
87
set o__Sordariales
setSize 11
pANOVA 0.0089
s.dist -0.456
p.adjustANOVA 0.0788



Top enriched genes

Top 20 genes
GeneID Gene Rank
78579 -3805
38033 -3748
100816 -3598
2587410 -2848
2587412 -2362
2587399 -2303
209285 -2245
40127 -1953
48703 -611
5147 -94
5141 3862

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
78579 -3805
38033 -3748
100816 -3598
2587410 -2848
2587412 -2362
2587399 -2303
209285 -2245
40127 -1953
48703 -611
5147 -94
5141 3862



o__Haemosporida

o__Haemosporida
105
set o__Haemosporida
setSize 22
pANOVA 0.0111
s.dist -0.313
p.adjustANOVA 0.0914



Top enriched genes

Top 20 genes
GeneID Gene Rank
880535 -3930
85471 -3631
647221 -2892
5858 -2619
5827 -2095
5833 -2069
36330 -2007
5850 -1951
5857 -1731
5860 -1432
5849 -1350
880534 -1295
5821 -1146
208452 -969
880536 -854
720590 -570
77519 -480
5854 -263
5861 -249
5855 1592

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
880535 -3930
85471 -3631
647221 -2892
5858 -2619
5827 -2095
5833 -2069
36330 -2007
5850 -1951
5857 -1731
5860 -1432
5849 -1350
880534 -1295
5821 -1146
208452 -969
880536 -854
720590 -570
77519 -480
5854 -263
5861 -249
5855 1592
52288 1661
5825 1781



o__Sphingomonadales

o__Sphingomonadales
19
set o__Sphingomonadales
setSize 124
pANOVA 0.0125
s.dist 0.13
p.adjustANOVA 0.097



Top enriched genes

Top 20 genes
GeneID Gene Rank
332055 4151
205844 4093
2565555 3949
2082188 3838
1673076 3773
1855519 3740
2565554 3659
2319844 3574
135719 3566
1332080 3499
1315974 3473
46429 3199
158754 3086
1843368 2979
2547601 2923
1983755 2893
1112 2862
1609758 2817
13690 2629
2060312 2600

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
332055 4151
205844 4093
2565555 3949
2082188 3838
1673076 3773
1855519 3740
2565554 3659
2319844 3574
135719 3566
1332080 3499
1315974 3473
46429 3199
158754 3086
1843368 2979
2547601 2923
1983755 2893
1112 2862
1609758 2817
13690 2629
2060312 2600
2502843 2569
76947 2549
1523415 2521
702113 2494
266951 2460
1390395 2450
1806885 2445
1813879 2409
1348774 2406
627192 2302
2182384 2295
335406 2274
692370 2233
1550728 2175
93064 2159
192812 2095
407020 2079
1560345 2063
1938607 1942
2054227 1935
13689 1887
336203 1854
2584094 1761
90322 1732
1549858 1680
1798193 1647
2509719 1643
28214 1623
2676077 1609
2338327 1484
1648404 1399
304378 1363
1016987 1355
1842535 1350
117207 1203
1357916 1199
1532023 1196
2067415 1033
152682 1027
120107 1013
2003315 1002
46624 893
179878 811
158500 785
502682 772
2599297 599
450378 548
2571749 545
484429 488
1913578 435
645517 396
1267766 334
2185142 324
169176 284
2011159 228
2023229 10
1609977 1
1914525 -1
1176536 -35
542 -75
2565556 -87
2072936 -138
2219696 -257
33052 -273
1961362 -290
543877 -300
397260 -342
1921510 -634
1030157 -785
2492837 -856
267128 -893
1327635 -938
2594473 -955
160791 -1067
2567938 -1099
2681549 -1173
1874061 -1228
310581 -1272
745310 -1345
39960 -1407
361183 -1465
941907 -1485
1922225 -1554
332056 -1786
2587851 -1814
1634516 -1833
1866325 -1868
363835 -1991
1896196 -2062
2675225 -2084
1850238 -2104
2698679 -2280
292913 -2304
1515612 -2366
48935 -2483
1892855 -2551
1922222 -2686
2077182 -3101
1982042 -3268
33050 -3414
1130949 -3673
476157 -3713
208080 -3879
34015 -4014



o__Rhodospirillales

o__Rhodospirillales
20
set o__Rhodospirillales
setSize 76
pANOVA 0.0232
s.dist -0.151
p.adjustANOVA 0.169



Top enriched genes

Top 20 genes
GeneID Gene Rank
267349 -4012
438 -3636
28448 -3432
2558360 -3344
55518 -3261
1293412 -3119
2592655 -2951
1177712 -2935
207340 -2826
664962 -2749
320497 -2739
84159 -2658
91915 -2605
192 -2574
217070 -2512
1084 -2462
33995 -2337
1639348 -2269
1909293 -2207
364410 -2192

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
267349 -4012
438 -3636
28448 -3432
2558360 -3344
55518 -3261
1293412 -3119
2592655 -2951
1177712 -2935
207340 -2826
664962 -2749
320497 -2739
84159 -2658
91915 -2605
192 -2574
217070 -2512
1084 -2462
33995 -2337
1639348 -2269
1909293 -2207
364410 -2192
2602016 -2137
2676441 -2130
2220096 -1903
1898112 -1891
62140 -1862
652764 -1828
94 -1802
257438 -1755
28077 -1735
265960 -1694
1663591 -1439
709810 -1285
33996 -1248
1263979 -1176
146474 -1128
1007128 -1124
220697 -815
34018 -756
2018065 -626
1085 -591
442 -546
2558175 -434
1549855 -392
524 -364
2202148 -206
481146 -140
2233999 -54
65958 36
2478912 78
2558361 163
318683 193
34012 227
265959 402
2602015 418
153496 643
1969806 737
171437 830
1288970 922
446692 974
1226968 985
682998 1136
104102 1146
2697033 1200
257708 1413
193 2029
431306 2333
661191 2408
528244 2484
2048283 2634
2594003 2941
1612173 2993
435 3010
1076596 3050
1891279 3792
436 3829
204525 4181



o__Pseudonocardiales

o__Pseudonocardiales
40
set o__Pseudonocardiales
setSize 51
pANOVA 0.0268
s.dist -0.18
p.adjustANOVA 0.178



Top enriched genes

Top 20 genes
GeneID Gene Rank
340345 -3850
1911175 -2849
2665642 -2790
2653857 -2711
1096868 -2684
1814 -2650
2074 -2459
1586287 -2277
60894 -2229
40990 -1985
1836 -1947
37632 -1784
1612551 -1733
1641402 -1658
103733 -1622
43357 -1594
1690815 -1512
33910 -1494
445576 -1363
632569 -1355

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
340345 -3850
1911175 -2849
2665642 -2790
2653857 -2711
1096868 -2684
1814 -2650
2074 -2459
1586287 -2277
60894 -2229
40990 -1985
1836 -1947
37632 -1784
1612551 -1733
1641402 -1658
103733 -1622
43357 -1594
1690815 -1512
33910 -1494
445576 -1363
632569 -1355
1852 -1298
103731 -1213
240495 -1201
208439 -1121
1470176 -1108
1447705 -984
756733 -944
211114 -932
330084 -875
1653480 -774
76022 -674
42197 -489
1804986 -423
31958 -217
2030 -6
2528243 25
76726 108
40989 365
129921 370
703222 567
530584 601
1896961 625
40988 751
860235 1221
115433 1268
2072503 1427
40567 1672
1612552 2068
211455 2920
2017 3436
33921 4035



o__Malvales

o__Malvales
99
set o__Malvales
setSize 10
pANOVA 0.0273
s.dist -0.403
p.adjustANOVA 0.178



Top enriched genes

Top 20 genes
GeneID Gene Rank
108875 -3677
3635 -3633
29730 -3602
142738 -3428
47615 -3115
34284 -656
3641 -560
29729 -414
93759 551
66656 2772

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
108875 -3677
3635 -3633
29730 -3602
142738 -3428
47615 -3115
34284 -656
3641 -560
29729 -414
93759 551
66656 2772



o__Rhizobiales

o__Rhizobiales
18
set o__Rhizobiales
setSize 281
pANOVA 0.0437
s.dist 0.0707
p.adjustANOVA 0.271



Top enriched genes

Top 20 genes
GeneID Gene Rank
188722 4182
263506 4178
2020312 4091
1869170 4046
29461 4020
2020311 3991
648995 3964
2028343 3948
1798205 3947
398 3920
418223 3886
515256 3725
2020313 3704
2026785 3555
533 3546
348824 3449
120576 3323
1933904 3294
774 3243
1867719 3236

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
188722 4182
263506 4178
2020312 4091
1869170 4046
29461 4020
2020311 3991
648995 3964
2028343 3948
1798205 3947
398 3920
418223 3886
515256 3725
2020313 3704
2026785 3555
533 3546
348824 3449
120576 3323
1933904 3294
774 3243
1867719 3236
223967 3168
472175 3154
1922226 3147
53254 3035
29459 3013
384 2994
651183 2956
2048897 2916
39645 2853
717785 2824
2066070 2704
2082387 2693
400770 2640
375 2632
1571470 2588
1120045 2543
2599805 2499
391 2481
388640 2466
382 2401
1404367 2384
114616 2369
376174 2342
1404864 2328
190148 2316
921 2315
2599640 2308
1325095 2249
358 2234
1404768 2225
199684 2198
1479019 2164
1885025 2132
136098 2122
1335060 2094
2560057 2057
1312183 1951
444444 1889
1176649 1882
1274631 1868
2603276 1840
270351 1821
807 1809
1842539 1796
2341112 1790
571256 1775
1538158 1751
2060726 1750
1325090 1747
255045 1744
204088 1715
2603277 1709
861208 1698
1301032 1660
114615 1626
454601 1613
1850374 1612
1318743 1600
1914541 1588
1686310 1557
56730 1520
1825976 1475
29429 1453
331696 1432
858422 1428
1069 1395
1981173 1380
1703969 1343
2202826 1336
1437360 1332
194963 1326
376 1308
419475 1239
2083786 1216
1458461 1185
1842534 1182
256618 1173
981386 1166
1867715 1151
1295366 1125
1752398 1107
335659 1071
709797 1064
2562284 1059
1792307 1052
2599819 1044
722472 1030
359 1001
399 954
115808 951
2057741 944
167468 915
107400 911
1223566 903
2592817 889
380 874
2051553 855
655015 837
2067957 798
1638161 796
424182 789
39956 773
1852022 764
1702325 740
408 734
85701 722
111504 703
925818 697
2664893 675
2592625 673
173366 656
244734 647
151416 614
424757 597
44255 594
2233851 582
29448 579
1526658 572
569860 570
2592814 563
199596 541
1902579 526
1325107 525
7 504
2202827 502
1882747 473
531813 464
1638163 447
2699395 416
2493678 404
2170729 349
2015316 337
29428 336
110321 308
2493679 281
2493668 262
269660 256
913 247
28104 241
912 231
1076 222
1862950 203
151454 172
2580515 161
1333996 121
288000 82
165694 72
2528642 44
187303 -2
266779 -10
931866 -41
271865 -63
319017 -71
739141 -81
1273132 -99
46358 -133
674703 -141
2572036 -154
2493669 -173
1486262 -177
244596 -293
545617 -294
29449 -311
1482074 -343
134 -344
943830 -356
2202828 -389
396 -438
1235591 -456
71433 -459
426 -467
570505 -472
1882682 -482
2493093 -500
1384459 -540
879274 -557
1325115 -660
1335061 -688
40137 -706
1736675 -731
1756988 -737
1670800 -783
2493677 -784
1638162 -803
2493675 -832
1882222 -850
545612 -889
56426 -912
1620421 -917
227605 -957
2202825 -983
182270 -1028
2108445 -1029
2493673 -1039
38323 -1062
293089 -1073
1279031 -1079
334852 -1098
1349819 -1117
53399 -1123
155567 -1147
1643450 -1204
556287 -1318
1079 -1422
381 -1431
2584466 -1459
803 -1491
2590777 -1532
33047 -1533
430451 -1537
1844051 -1545
426117 -1576
1978229 -1604
536018 -1650
391905 -1753
2493672 -1787
280 -1863
2493680 -1874
2493676 -1905
593909 -1921
2599600 -1952
2651334 -1958
2493681 -2008
160699 -2027
2493671 -2079
151419 -2090
2682968 -2238
716925 -2254
1355477 -2290
1447062 -2301
2304600 -2325
106592 -2355
2082949 -2369
794846 -2376
155194 -2392
2493674 -2474
1435607 -2508
2499144 -2554
686597 -2577
278153 -2706
374606 -2708
1427356 -2713
373 -2727
1035 -2794
34020 -2858
83263 -2969
2493670 -2988
1842536 -2992
34021 -3021
235 -3041
309868 -3125
217511 -3140
573658 -3284
370622 -3333
33045 -3339
1608628 -3403
31998 -3455
529 -3516
208549 -3868
266294 -4013
207743 -4015



o__Burkholderiales

o__Burkholderiales
14
set o__Burkholderiales
setSize 321
pANOVA 0.0478
s.dist -0.0651
p.adjustANOVA 0.282



Top enriched genes

Top 20 genes
GeneID Gene Rank
60924 -4030
290808 -4029
129134 -4010
225991 -4005
167061 -4002
2597701 -3993
213664 -3985
1317672 -3954
1082851 -3944
795665 -3939
225992 -3937
1546149 -3933
263504 -3893
520 -3863
553814 -3862
232721 -3817
2527775 -3815
667019 -3797
81479 -3796
80866 -3787

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
60924 -4030
290808 -4029
129134 -4010
225991 -4005
167061 -4002
2597701 -3993
213664 -3985
1317672 -3954
1082851 -3944
795665 -3939
225992 -3937
1546149 -3933
263504 -3893
520 -3863
553814 -3862
232721 -3817
2527775 -3815
667019 -3797
81479 -3796
80866 -3787
165437 -3779
2109914 -3766
1842533 -3740
721785 -3733
364029 -3716
364317 -3714
2478662 -3687
477209 -3679
363952 -3672
323284 -3667
93218 -3620
1858609 -3609
1844971 -3595
768543 -3571
1920191 -3548
358220 -3542
285 -3540
1232667 -3529
1007105 -3527
477210 -3512
1458426 -3504
179636 -3502
477205 -3494
511 -3433
434010 -3412
80880 -3411
305 -3407
217204 -3406
80867 -3405
206506 -3358
2109915 -3301
302406 -3247
1697043 -3232
755087 -3193
1977852 -3183
742013 -3181
2116657 -3177
1763535 -3176
80869 -3147
2593958 -3138
2565558 -3126
1331258 -3094
1458425 -3085
190721 -3074
2109913 -2989
521 -2986
272829 -2976
1484693 -2953
217203 -2926
1842537 -2900
32002 -2888
463024 -2875
29575 -2864
32013 -2822
80868 -2813
1940612 -2784
85698 -2758
1855726 -2734
72557 -2700
1678128 -2682
2651974 -2678
296591 -2628
35814 -2544
103855 -2499
2494234 -2314
105219 -2294
310575 -2191
1503054 -2133
1705310 -2073
1678129 -1989
1097668 -1930
556053 -1898
1658665 -1890
946333 -1810
926 -1799
192843 -1771
367825 -1743
252970 -1695
76731 -1693
518 -1686
13373 -1646
180282 -1618
436515 -1574
876364 -1552
1637841 -1551
2282475 -1492
311230 -1490
123899 -1441
326454 -1405
2028345 -1371
412963 -1348
463025 -1266
93219 -1090
1761016 -1049
758796 -1040
94624 -1026
292 -1012
1385592 -930
28450 -919
329 -883
371156 -789
152500 -766
119219 -753
1795043 -712
1179675 -711
2488560 -692
2527691 -661
298387 -597
28068 -583
2126319 -520
2509614 -478
34028 -454
152480 -428
207745 -419
2211211 -410
70356 -406
109791 -395
1637869 -393
1743168 -376
1637862 -329
1310165 -306
47421 -302
342113 -297
2217913 -241
34029 -238
169973 -221
60550 -183
60548 -142
482957 -132
488447 -129
488729 -51
1503055 18
864051 22
159450 26
216465 27
434009 61
488732 88
1416803 90
964 96
84590 115
95485 125
2026199 142
279058 177
1658672 196
2025949 202
80842 255
488731 294
60552 379
1207504 383
179879 386
242828 405
41899 440
758782 462
1795631 479
2547399 486
87883 524
948107 529
1768242 547
34073 573
416344 581
368607 602
434008 612
1842727 628
463014 685
47671 690
1528693 696
1796606 707
375286 717
1469502 726
92647 738
36873 747
434014 778
758793 797
1707785 818
945844 833
1416806 854
95486 883
134537 910
105560 921
204773 931
1436290 942
1804984 955
1593482 995
321985 1005
1678028 1034
1637831 1093
265293 1094
2604047 1105
1834205 1121
101571 1152
1740163 1158
871742 1181
2082386 1223
2571746 1231
34103 1250
29581 1303
93222 1310
640511 1354
93220 1364
2497863 1383
148447 1393
426114 1396
169430 1468
75697 1471
1637853 1480
1881016 1486
662548 1489
463040 1500
864828 1558
2072590 1572
28095 1581
151783 1587
656178 1589
2697032 1602
321984 1663
1644131 1664
1758194 1678
392593 1685
2571748 1724
282217 1804
488446 1811
1385591 1814
82633 1847
1389192 1851
420953 1852
158899 1858
1472345 1924
391953 1938
573737 1999
337 2010
2058625 2012
169427 2020
140098 2106
1891094 2107
863372 2108
261302 2121
1636423 2148
55508 2179
68895 2201
1141883 2223
640512 2273
2601898 2276
36773 2278
401471 2286
1553431 2288
847 2293
47229 2298
93221 2301
1050370 2314
2590869 2320
248026 2341
1938606 2379
29443 2391
1034889 2407
413882 2411
445709 2422
1851544 2430
279113 2433
1678678 2454
94132 2476
2045208 2498
164546 2516
188058 2528
82541 2551
134536 2567
106590 2580
1926494 2595
1795874 2646
57975 2673
341045 2732
1637837 2746
1873897 2762
96344 2844
1236179 2865
321983 2902
656179 2985
1296669 3088
2268024 3155
75105 3160
2652177 3201
1835254 3275
2571747 3282
576611 3330
2518599 3358
2014887 3455
1809410 3458
643674 3497
1746199 3522
556054 3611
640510 3630
2584944 3634
2163011 3757
2058624 3798
28097 3891
90245 3946
576610 3966
2184519 3989
173681 4014
519 4112
341523 4153
69003 4186



o__Diptera

o__Diptera
79
set o__Diptera
setSize 56
pANOVA 0.0651
s.dist -0.143
p.adjustANOVA 0.367



Top enriched genes

Top 20 genes
GeneID Gene Rank
42026 -3952
7176 -3768
7234 -3723
170625 -3637
377514 -3289
30069 -3067
7238 -3058
7274 -3039
7222 -2914
1041015 -2873
7229 -2850
7227 -2738
710965 -2625
7375 -2587
7224 -2583
7245 -2573
7160 -2538
1127312 -2338
30025 -2178
7159 -2156

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
42026 -3952
7176 -3768
7234 -3723
170625 -3637
377514 -3289
30069 -3067
7238 -3058
7274 -3039
7222 -2914
1041015 -2873
7229 -2850
7227 -2738
710965 -2625
7375 -2587
7224 -2583
7245 -2573
7160 -2538
1127312 -2338
30025 -2178
7159 -2156
179676 -2009
28612 -1832
28588 -1794
7273 -1762
145453 -1615
47314 -1575
7282 -1130
7165 -926
7230 -652
30033 -605
29029 -594
7232 -353
7213 -349
468706 -291
30019 -98
125945 468
7217 814
39758 871
35570 896
7263 1032
174628 1177
29031 1178
29030 1378
28584 1566
104688 1771
7237 1864
7373 1981
7220 2676
7370 2761
7225 2777
27457 3558
30023 3718
7240 3720
7244 3779
265458 3908
7260 3990



o__Chromatiales

o__Chromatiales
7
set o__Chromatiales
setSize 43
pANOVA 0.0697
s.dist 0.16
p.adjustANOVA 0.376



Top enriched genes

Top 20 genes
GeneID Gene Rank
927 4015
1052 3889
437505 3780
1765967 3710
1548547 3681
1860122 3440
473531 2965
37487 2918
1229 2816
1335757 2770
1978339 2769
1050 2766
1814290 2661
351052 2534
1335746 2507
1748243 2417
710740 2334
421628 2098
1972068 1939
1442136 1891

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
927 4015
1052 3889
437505 3780
1765967 3710
1548547 3681
1860122 3440
473531 2965
37487 2918
1229 2816
1335757 2770
1978339 2769
1050 2766
1814290 2661
351052 2534
1335746 2507
1748243 2417
710740 2334
421628 2098
1972068 1939
1442136 1891
585455 1710
2498451 1658
47960 1638
2545632 217
1166950 110
1811807 -111
80679 -312
2666185 -653
396595 -697
133539 -988
1630141 -1024
1053 -1409
73141 -1426
1855875 -1515
108010 -2046
106634 -2244
1033854 -2505
947515 -2552
186931 -2665
1579979 -2671
1049 -2722
160660 -3001
1763998 -3083



o__Micrococcales

o__Micrococcales
37
set o__Micrococcales
setSize 245
pANOVA 0.0825
s.dist -0.065
p.adjustANOVA 0.426



Top enriched genes

Top 20 genes
GeneID Gene Rank
1987356 -3788
37927 -3594
1855377 -3517
1646 -3513
2508880 -3485
247333 -3449
1978566 -3396
2508882 -3394
2600320 -3341
1667168 -3305
1276 -3201
1619308 -3133
43675 -3124
447032 -3045
2220095 -2970
232537 -2917
2575923 -2866
36740 -2766
37928 -2674
85085 -2610

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1987356 -3788.0
37927 -3594.0
1855377 -3517.0
1646 -3513.0
2508880 -3485.0
247333 -3449.0
1978566 -3396.0
2508882 -3394.0
2600320 -3341.0
1667168 -3305.0
1276 -3201.0
1619308 -3133.0
43675 -3124.0
447032 -3045.0
2220095 -2970.0
232537 -2917.0
2575923 -2866.0
36740 -2766.0
37928 -2674.0
85085 -2610.0
728066 -2524.0
2047 -2523.0
114050 -2500.0
1136497 -2492.0
2170745 -2491.0
2599293 -2470.0
71999 -2458.0
2606451 -2452.0
29320 -2441.0
2282656 -2412.0
2590785 -2400.0
2489212 -2365.0
121606 -2360.0
708131 -2342.0
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2603292 17.0
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2035 201.0
2419771 224.0
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1708 1372.0
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11 1713.0
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37931 2377.0
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1710 2511.0
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37929 2785.0
145458 2797.0
1331682 2867.0
1588023 2909.0
33887 3084.0
2594795 3196.0
1630135 3208.0
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556325 3351.0
1155384 3774.0
2039 3800.0
1795053 3899.0
656366 3967.0
43671 4106.0
1863 4110.0
40001 4165.5
329265 4183.0



o__Coriobacteriales

o__Coriobacteriales
47
set o__Coriobacteriales
setSize 10
pANOVA 0.092
s.dist 0.308
p.adjustANOVA 0.441



Top enriched genes

Top 20 genes
GeneID Gene Rank
1871022 3416
712411 3162
1382 2888
1531429 2870
2109685 2398
74426 1584
2003188 478
33871 -915
133926 -1045
604330 -1391

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1871022 3416
712411 3162
1382 2888
1531429 2870
2109685 2398
74426 1584
2003188 478
33871 -915
133926 -1045
604330 -1391



o__Corynebacteriales

o__Corynebacteriales
38
set o__Corynebacteriales
setSize 219
pANOVA 0.0928
s.dist -0.0665
p.adjustANOVA 0.441



Top enriched genes

Top 20 genes
GeneID Gene Rank
251637 -4016
2054902 -3820
1231000 -3607
108486 -3472
1723645 -3471
2488819 -3434
1727 -3315
2594007 -3283
2487892 -3274
146827 -3238
1773 -3207
1718 -3117
2606611 -3096
43767 -3031
33895 -3030
1721 -2899
1168287 -2816
1833 -2786
57704 -2751
191493 -2750

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
251637 -4016
2054902 -3820
1231000 -3607
108486 -3472
1723645 -3471
2488819 -3434
1727 -3315
2594007 -3283
2487892 -3274
146827 -3238
1773 -3207
1718 -3117
2606611 -3096
43767 -3031
33895 -3030
1721 -2899
1168287 -2816
1833 -2786
57704 -2751
191493 -2750
1561223 -2748
1072256 -2630
2675218 -2596
2597660 -2536
43768 -2535
203263 -2532
1564114 -2531
1705 -2519
161899 -2511
1725 -2506
1781 -2481
2567884 -2396
37919 -2354
1032851 -2237
349751 -2225
156976 -2166
35757 -2141
1805827 -2139
334542 -2135
43304 -2122
2499145 -2048
38302 -2032
265949 -2022
404941 -1961
191292 -1943
38310 -1937
1829 -1910
1138383 -1885
1828 -1877
43348 -1864
1768 -1823
1823 -1816
1737425 -1782
2061 -1758
1797 -1744
1800 -1702
78331 -1678
64667 -1672
679318 -1616
1831 -1602
1789 -1565
1653479 -1542
37326 -1535
1767 -1527
1737359 -1520
1990687 -1509
441500 -1507
37330 -1506
2507582 -1498
1047172 -1472
189918 -1433
1764 -1398
1830 -1395
2213200 -1379
1792 -1321
1652495 -1313
2599641 -1288
132919 -1284
2059875 -1273
222805 -1254
1804 -1191
1520670 -1180
37329 -1163
1766 -1158
1809 -1106
1727214 -1089
136857 -1072
46351 -1027
702967 -1015
1404244 -1010
1552759 -1004
1968788 -989
191610 -979
83262 -960
1774 -950
546160 -943
339268 -940
38305 -928
1824 -892
1653478 -880
1273687 -864
486698 -857
1810 -837
1164002 -776
1578165 -724
1807790 -694
1302308 -689
2382165 -675
933800 -554
42817 -525
43990 -522
1862358 -461
2054 -409
875328 -397
337191 -394
1791 -324
2663121 -295
1776 -231
230533 -214
722731 -205
43771 -203
455432 -192
1408191 -191
29311 -172
401472 -8
2587868 60
36822 127
370526 162
575200 207
2080757 220
1050174 322
36814 330
1769 417
482462 433
212767 445
1389713 490
2080740 513
2094119 514
935199 530
1223514 552
89154 615
135487 630
1500843 655
1682113 692
37332 780
251638 793
2594913 799
286802 806
2490853 857
2597659 884
65058 908
701042 930
225326 946
1136941 963
2079535 989
1547487 1050
1033922 1051
134601 1070
2055 1116
1920667 1155
1936029 1174
38289 1193
402236 1270
758802 1323
156978 1386
1879023 1407
261524 1492
152794 1533
161895 1537
1783 1555
110539 1582
84595 1607
1717 1635
56689 1656
1471400 1791
1724 1874
37915 2036
571915 2054
38288 2060
164757 2066
1487956 2218
1772 2235
1795 2305
2676309 2326
28028 2336
1528099 2383
2675216 2410
499555 2416
141349 2451
84096 2493
161896 2500
712270 2570
2420509 2585
139021 2598
1121358 2635
1545728 2702
1719 2712
2051552 2747
2675219 2781
1788 2796
187491 2803
36809 2811
639313 2814
1697 2836
1230998 2869
160386 2874
258224 3148
161879 3240
186196 3329
1570939 3343
35755 3439
43770 3531
2487344 3549
103816 3550
2079234 3660
169292 3709
1045808 3719
1004901 3938
227347 4172



o__Poales

o__Poales
103
set o__Poales
setSize 32
pANOVA 0.096
s.dist -0.17
p.adjustANOVA 0.441



Top enriched genes

Top 20 genes
GeneID Gene Rank
4537 -3910
4565 -3809
4543 -3775
4606 -3251
4513 -3220
4533 -3153
1382009 -2977
4615 -2847
977936 -2654
52545 -2648
38705 -2066
62335 -1859
2006095 -1723
38727 -1473
4558 -1411
132711 -1109
4522 -193
4550 -108
4571 7
83307 239

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
4537 -3910
4565 -3809
4543 -3775
4606 -3251
4513 -3220
4533 -3153
1382009 -2977
4615 -2847
977936 -2654
52545 -2648
38705 -2066
62335 -1859
2006095 -1723
38727 -1473
4558 -1411
132711 -1109
4522 -193
4550 -108
4571 7
83307 239
4530 240
206008 629
4535 657
15368 845
4547 1229
4577 1331
128810 1801
37682 1839
63629 2051
4555 3488
4538 3977
4568 4099



o__Solanales

o__Solanales
101
set o__Solanales
setSize 16
pANOVA 0.106
s.dist -0.234
p.adjustANOVA 0.468



Top enriched genes

Top 20 genes
GeneID Gene Rank
4113 -3562
35884 -3427
4097 -3082
4081 -3055
49451 -2996
35885 -2981
35883 -2182
4072 -1538
4096 -1468
35889 -1221
28526 -1137
50273 1669
89652 1952
4100 2173
4098 3325
4129 3460

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
4113 -3562
35884 -3427
4097 -3082
4081 -3055
49451 -2996
35885 -2981
35883 -2182
4072 -1538
4096 -1468
35889 -1221
28526 -1137
50273 1669
89652 1952
4100 2173
4098 3325
4129 3460



o__Lepidoptera

o__Lepidoptera
81
set o__Lepidoptera
setSize 23
pANOVA 0.12
s.dist 0.188
p.adjustANOVA 0.499



Top enriched genes

Top 20 genes
GeneID Gene Rank
51655 3626
64459 3397
93504 3112
1390563 3060
76194 2972
33419 2970
7108 2860
34740 2667
7130 2367
1477025 2027
76193 1807
110368 650
7091 421
66420 195
69820 179
7111 118
7092 -619
680683 -1104
7137 -1610
334116 -1739

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
51655 3626
64459 3397
93504 3112
1390563 3060
76194 2972
33419 2970
7108 2860
34740 2667
7130 2367
1477025 2027
76193 1807
110368 650
7091 421
66420 195
69820 179
7111 118
7092 -619
680683 -1104
7137 -1610
334116 -1739
753409 -1835
7116 -2056
29058 -3927



o__Alteromonadales

o__Alteromonadales
5
set o__Alteromonadales
setSize 140
pANOVA 0.123
s.dist -0.0759
p.adjustANOVA 0.499



Top enriched genes

Top 20 genes
GeneID Gene Rank
197222 -4001
1930557 -3842
1967665 -3756
314282 -3726
2267264 -3710
271098 -3658
60481 -3646
1298881 -3623
680279 -3600
135577 -3503
2603215 -3473
1415568 -3417
43661 -3320
2593655 -3298
1390185 -3255
271097 -3243
192073 -3190
2590015 -3167
715451 -3088
267375 -3046

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
197222 -4001
1930557 -3842
1967665 -3756
314282 -3726
2267264 -3710
271098 -3658
60481 -3646
1298881 -3623
680279 -3600
135577 -3503
2603215 -3473
1415568 -3417
43661 -3320
2593655 -3298
1390185 -3255
271097 -3243
192073 -3190
2590015 -3167
715451 -3088
267375 -3046
314281 -3042
2575361 -2982
2743 -2941
187379 -2934
247523 -2877
368405 -2867
151081 -2808
38313 -2793
28107 -2777
718192 -2721
94122 -2710
69539 -2672
1709477 -2633
2686358 -2521
1761794 -2487
2058133 -2434
314275 -2431
28108 -2200
225848 -2187
1740262 -2087
70863 -2028
2520507 -2018
28109 -1950
227 -1853
2358187 -1846
28229 -1756
260364 -1738
1714845 -1635
1514074 -1625
1917157 -1548
2552945 -1508
621376 -1466
1816218 -1317
589873 -1237
60478 -1235
2055892 -1210
232 -1194
24 -1184
298657 -1149
2161872 -1125
80854 -1059
93973 -1008
2583375 -899
50422 -886
1940690 -841
43657 -814
2487742 -782
914153 -771
288 -680
1763536 -607
283699 -566
150120 -565
1420917 -493
1816219 -398
2183582 -316
2100422 -211
60961 -153
1033846 -150
2304594 -148
1874317 28
2259620 119
256839 133
342950 168
60217 182
2686359 230
44012 282
359303 499
56812 609
2490635 618
2489595 660
1761891 832
1720343 926
43658 933
2698686 988
1348114 996
300231 1042
1671721 1045
166935 1068
2018305 1118
1965282 1206
228 1294
983545 1374
234831 1509
1420916 1593
62322 1654
326544 1884
43662 2008
70864 2206
2059264 2209
2488665 2351
233316 2357
357794 2388
176102 2470
2689569 2617
2547970 2633
2497879 2726
116092 2835
161398 2883
2594005 2915
404011 2954
43659 3157
330734 3264
490759 3278
2303538 3295
2652380 3297
2029986 3485
238836 3537
1096243 3569
2547598 3762
394751 3788
60480 3811
1749259 3826
2572577 3941
58049 3952
90736 4019
2172099 4027
1526571 4052
351745 4066
2588449 4097
287094 4137



o__Oceanospirillales

o__Oceanospirillales
6
set o__Oceanospirillales
setSize 78
pANOVA 0.125
s.dist 0.101
p.adjustANOVA 0.499



Top enriched genes

Top 20 genes
GeneID Gene Rank
357658 4180
936476 4134
187493 4095
1336806 4033
2562282 3957
1346287 3894
29570 3882
1504981 3875
91844 3730
2497861 3557
1821621 3518
1306787 3480
664683 3285
1249553 2871
1761789 2851
1971364 2832
29571 2589
158327 2515
1561924 2513
2576841 2414

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
357658 4180
936476 4134
187493 4095
1336806 4033
2562282 3957
1346287 3894
29570 3882
1504981 3875
91844 3730
2497861 3557
1821621 3518
1306787 3480
664683 3285
1249553 2871
1761789 2851
1971364 2832
29571 2589
158327 2515
1561924 2513
2576841 2414
2587849 2370
914150 2268
418701 2254
390919 2245
59754 2163
115553 2112
2071621 2111
2014541 2093
2306583 2018
1118153 1913
28258 1861
44935 1524
1031538 1286
213554 1238
2136172 1188
2661553 1186
115555 1137
157779 867
1628392 419
1495769 338
158080 264
1027273 243
114186 81
1055101 15
2587844 -40
1897729 -139
2686360 -278
1883414 -450
147248 -728
698828 -876
1917421 -879
507626 -909
1445505 -935
1144748 -956
657387 -978
1609967 -999
119864 -1139
115561 -1234
285091 -1274
261964 -1436
141451 -1620
475662 -1691
2014542 -2142
1771309 -2345
376489 -2433
1094342 -2510
2161747 -2526
178399 -2590
188908 -2614
2746 -2641
1883416 -2717
1178482 -2735
1666906 -3116
272774 -3288
400668 -3467
2614693 -3553
33074 -3858
349789 -4025



o__Campylobacterales

o__Campylobacterales
28
set o__Campylobacterales
setSize 86
pANOVA 0.138
s.dist -0.0928
p.adjustANOVA 0.521



Top enriched genes

Top 20 genes
GeneID Gene Rank
1548018 -3912
827 -3890
1660064 -3830
222136 -3780
76517 -3708
135569 -3643
197482 -3634
32025 -3329
202747 -3309
204 -3210
505249 -3186
1080223 -3145
76936 -3020
29419 -3019
2231112 -2998
148813 -2987
1500960 -2773
844 -2740
1965231 -2613
1813019 -2534

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1548018 -3912
827 -3890
1660064 -3830
222136 -3780
76517 -3708
135569 -3643
197482 -3634
32025 -3329
202747 -3309
204 -3210
505249 -3186
1080223 -3145
76936 -3020
29419 -3019
2231112 -2998
148813 -2987
1500960 -2773
844 -2740
1965231 -2613
1813019 -2534
138563 -2223
210 -2150
75658 -2145
913109 -2120
214 -2016
2505970 -1916
255507 -1909
374106 -1783
37372 -1761
1660074 -1647
1249480 -1629
1176482 -1504
2590022 -1316
708186 -1223
65553 -1093
206 -1070
1850254 -1035
56877 -885
1660076 -723
220622 -541
198 -469
196 -433
1912871 -411
104628 -105
2509341 -60
28898 46
1581011 104
39766 150
1591088 427
603050 429
1244531 471
45498 550
944547 639
497724 766
522485 784
194424 1015
200 1023
877500 1210
824 1296
1031542 1368
28199 1384
366522 1431
1278212 1435
1032072 1477
199 1526
28200 1534
197 1538
28080 1723
28198 1862
1660073 1902
195 1956
663364 2134
544718 2166
28197 2389
2320140 2421
35818 2687
123841 2697
44674 2838
213 2859
201 2891
269261 3068
66821 3087
1935204 3359
212 3581
260714 3765
488546 3835



o__Chitinophagales

o__Chitinophagales
61
set o__Chitinophagales
setSize 21
pANOVA 0.141
s.dist 0.186
p.adjustANOVA 0.521



Top enriched genes

Top 20 genes
GeneID Gene Rank
1813871 2928
661481 2820
354356 2659
2029983 2533
477680 2271
661488 2100
2604421 2090
1850526 1841
2203219 1610
1004 1510
1176587 1360
2545455 1319
2315862 1073
2033437 781
79329 333
446683 -338
2676868 -609
2502779 -947
1492898 -1519
496057 -2559

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1813871 2928
661481 2820
354356 2659
2029983 2533
477680 2271
661488 2100
2604421 2090
1850526 1841
2203219 1610
1004 1510
1176587 1360
2545455 1319
2315862 1073
2033437 781
79329 333
446683 -338
2676868 -609
2502779 -947
1492898 -1519
496057 -2559
2341117 -3560



o__Tymovirales

o__Tymovirales
122
set o__Tymovirales
setSize 56
pANOVA 0.143
s.dist -0.113
p.adjustANOVA 0.521



Top enriched genes

Top 20 genes
GeneID Gene Rank
2487768 -3984
38018 -3977
1977640 -3660
2693457 -3586
2126985 -3570
278008 -3435
2506601 -3189
1094892 -3128
1349409 -3075
1513235 -3068
2693769 -3038
2694231 -2997
2024608 -2943
2487766 -2913
1977633 -2885
2487765 -2760
2694195 -2719
1977638 -2424
1477405 -2179
1302812 -2012

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
2487768 -3984
38018 -3977
1977640 -3660
2693457 -3586
2126985 -3570
278008 -3435
2506601 -3189
1094892 -3128
1349409 -3075
1513235 -3068
2693769 -3038
2694231 -2997
2024608 -2943
2487766 -2913
1977633 -2885
2487765 -2760
2694195 -2719
1977638 -2424
1477405 -2179
1302812 -2012
2692995 -2003
2107707 -1840
1977631 -1505
2596887 -1299
2692992 -1178
1973452 -945
1349410 -828
2487769 -614
2487775 -363
2694338 -110
2516331 -29
2027243 -26
2694385 64
2487770 123
2692956 212
37128 461
1737588 508
1932880 728
1605721 1010
2107708 1102
2694066 1123
985782 1313
2126984 2070
2693992 2091
2694509 2434
2693669 2754
2107709 2998
2496520 3056
2693057 3211
483783 3332
2506600 3437
2693889 3506
2591644 3632
2693605 3752
2693911 3843
516956 4062



o__Hypocreales

o__Hypocreales
85
set o__Hypocreales
setSize 33
pANOVA 0.154
s.dist -0.144
p.adjustANOVA 0.543



Top enriched genes

Top 20 genes
GeneID Gene Rank
38006 -4008
140110 -3792
5507 -3705
51453 -3696
176275 -3601
58853 -3565
169388 -3524
101028 -3287
231269 -2920
33203 -2621
117187 -2615
5518 -2513
63577 -2316
114497 -2257
72228 -2246
500148 -1929
57143 -936
948311 -380
56646 -34
5127 -32

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
38006 -4008
140110 -3792
5507 -3705
51453 -3696
176275 -3601
58853 -3565
169388 -3524
101028 -3287
231269 -2920
33203 -2621
117187 -2615
5518 -2513
63577 -2316
114497 -2257
72228 -2246
500148 -1929
57143 -936
948311 -380
56646 -34
5127 -32
101201 316
35717 919
280754 1929
29910 1940
92637 2118
29875 2325
5544 2721
568076 2831
79018 3122
696354 3487
5516 3734
73501 3870
398673 3883



o__Methanococcales

o__Methanococcales
115
set o__Methanococcales
setSize 13
pANOVA 0.158
s.dist 0.226
p.adjustANOVA 0.543



Top enriched genes

Top 20 genes
GeneID Gene Rank
2188 3690
73913 3607
2189 3409
2607662 2812
67760 2806
2190 2731
2187 2514
1301915 102
644281 -598
39152 -733
83171 -2199
155863 -2295
42879 -2720

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
2188 3690
73913 3607
2189 3409
2607662 2812
67760 2806
2190 2731
2187 2514
1301915 102
644281 -598
39152 -733
83171 -2199
155863 -2295
42879 -2720



o__Rosales

o__Rosales
97
set o__Rosales
setSize 15
pANOVA 0.162
s.dist 0.209
p.adjustANOVA 0.543



Top enriched genes

Top 20 genes
GeneID Gene Rank
42229 3622
241857 3478
3760 3442
3755 3230
225117 2973
57918 2489
74649 2354
3767 1633
1785640 885
193519 441
326968 -127
3750 -1448
102107 -2903
981085 -2930
3483 -3090

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
42229 3622
241857 3478
3760 3442
3755 3230
225117 2973
57918 2489
74649 2354
3767 1633
1785640 885
193519 441
326968 -127
3750 -1448
102107 -2903
981085 -2930
3483 -3090



o__Natrialbales

o__Natrialbales
109
set o__Natrialbales
setSize 19
pANOVA 0.181
s.dist -0.178
p.adjustANOVA 0.576



Top enriched genes

Top 20 genes
GeneID Gene Rank
69525 -3338
61858 -2702
229731 -2449
1333523 -2321
387341 -2216
69527 -1889
406552 -1854
13769 -1601
588898 -998
353800 -881
745377 -860
2044521 -817
413811 -303
88724 -92
387343 48
29288 1679
62320 1813
44930 3059
348826 3399

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
69525 -3338
61858 -2702
229731 -2449
1333523 -2321
387341 -2216
69527 -1889
406552 -1854
13769 -1601
588898 -998
353800 -881
745377 -860
2044521 -817
413811 -303
88724 -92
387343 48
29288 1679
62320 1813
44930 3059
348826 3399



o__Desulfuromonadales

o__Desulfuromonadales
26
set o__Desulfuromonadales
setSize 20
pANOVA 0.184
s.dist -0.172
p.adjustANOVA 0.576



Top enriched genes

Top 20 genes
GeneID Gene Rank
483547 -3461
35554 -3451
313985 -3450
443143 -3260
1203471 -3144
1842532 -2922
1603606 -2789
186741 -1875
28232 -1873
1340425 -1712
29543 -1091
19 -810
443144 229
345632 892
29542 1090
1823759 2602
225194 2619
351604 2783
1277350 3350
2597769 3781

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
483547 -3461
35554 -3451
313985 -3450
443143 -3260
1203471 -3144
1842532 -2922
1603606 -2789
186741 -1875
28232 -1873
1340425 -1712
29543 -1091
19 -810
443144 229
345632 892
29542 1090
1823759 2602
225194 2619
351604 2783
1277350 3350
2597769 3781



o__Xanthomonadales

o__Xanthomonadales
4
set o__Xanthomonadales
setSize 74
pANOVA 0.186
s.dist -0.0892
p.adjustANOVA 0.576



Top enriched genes

Top 20 genes
GeneID Gene Rank
40324 -3906
324869 -3761
456327 -3317
128780 -3246
2508168 -3231
2072406 -3184
2371 -3076
2040586 -2895
1985254 -2796
2698682 -2791
56454 -2636
2211160 -2606
56455 -2548
2072414 -2429
323415 -2215
2546450 -2194
84531 -2190
2501295 -2149
262324 -2011
2303750 -1993

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
40324 -3906
324869 -3761
456327 -3317
128780 -3246
2508168 -3231
2072406 -3184
2371 -3076
2040586 -2895
1985254 -2796
2698682 -2791
56454 -2636
2211160 -2606
56455 -2548
2072414 -2429
323415 -2215
2546450 -2194
84531 -2190
2501295 -2149
262324 -2011
2303750 -1993
2072413 -1781
2072412 -1751
2006110 -1704
2072409 -1571
2282124 -1408
2290922 -1324
2202149 -1256
56448 -975
346 -967
56459 -966
1379159 -740
56460 -717
453783 -704
2511995 -636
2072407 -612
442694 -549
2691571 -424
370777 -416
339 -327
2591633 -48
1605891 -18
56450 31
2589080 105
343 472
216778 476
1904944 509
231455 676
1176533 815
2005046 816
29447 819
1827305 866
314722 950
56453 1054
415229 1176
48664 1189
1896164 1252
2072408 1285
2565782 1365
1444770 1611
435897 1717
1324796 1742
242606 1963
445710 2003
56458 2103
2010829 2174
347 2455
69 2508
53413 2512
90270 2829
2072405 2896
2021234 2968
666685 3061
582702 3290
81475 3398



o__Thiotrichales

o__Thiotrichales
11
set o__Thiotrichales
setSize 26
pANOVA 0.191
s.dist 0.148
p.adjustANOVA 0.577



Top enriched genes

Top 20 genes
GeneID Gene Rank
549298 3913
2007306 3865
754476 3806
92245 3255
2211106 3021
28110 3016
265883 2938
2580412 2694
954 2581
622488 2031
39765 1530
2249302 1461
1547445 1324
754477 1009
1542390 -188
2267253 -270
147268 -507
594679 -537
288004 -639
573569 -1061

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
549298 3913
2007306 3865
754476 3806
92245 3255
2211106 3021
28110 3016
265883 2938
2580412 2694
954 2581
622488 2031
39765 1530
2249302 1461
1547445 1324
754477 1009
1542390 -188
2267253 -270
147268 -507
594679 -537
288004 -639
573569 -1061
40754 -1717
1803865 -1825
45248 -2218
1238 -2814
573570 -3361
263 -3420



o__Lactobacillales

o__Lactobacillales
30
set o__Lactobacillales
setSize 231
pANOVA 0.195
s.dist 0.0499
p.adjustANOVA 0.577



Top enriched genes

Top 20 genes
GeneID Gene Rank
759620 4131
47715 4123
267363 4085
149016 4025
1340 3979
2099789 3972
82348 3933
59310 3930
1564681 3876
1346 3850
82688 3831
2592351 3823
1363 3803
2099788 3785
2304606 3776
1255 3749
526944 3645
1583 3644
33968 3605
2107999 3584

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
759620 4131
47715 4123
267363 4085
149016 4025
1340 3979
2099789 3972
82348 3933
59310 3930
1564681 3876
1346 3850
82688 3831
2592351 3823
1363 3803
2099788 3785
2304606 3776
1255 3749
526944 3645
1583 3644
33968 3605
2107999 3584
1296540 3545
2021971 3501
1310 3471
400065 3427
33962 3304
708126 3288
1903686 3277
1847728 3245
1316412 3225
1316411 3193
118060 3161
1305 3146
2748 3076
2592653 3057
1607 3051
392416 2929
2692757 2910
109790 2901
2269374 2849
1303 2789
231049 2776
267818 2749
2684658 2743
1603 2741
468911 2737
1349 2736
1302 2735
238013 2706
938155 2668
1839799 2664
60519 2591
83526 2531
1354 2495
224209 2477
1193095 2402
208596 2251
1334 2237
1814128 2187
1352 2177
51665 2097
1345 2089
1579 2069
1588 2049
1249 2043
1252 2038
106577 2021
257758 1990
1589 1988
148814 1975
2490633 1972
315405 1962
519472 1960
712624 1953
1601 1933
44008 1926
1366 1920
1007676 1886
1911586 1853
1604 1829
1612 1696
1582 1693
81947 1594
1600 1570
51663 1529
2496265 1518
2562451 1499
1596 1451
1940789 1437
1599 1346
28038 1292
2582830 1271
1614 1222
2419772 1217
303541 1119
2571750 1114
1329 1096
240427 1086
1597 1046
47770 1040
147709 1022
2610896 907
1587 899
1358 838
227942 758
128944 652
1244 617
160453 566
76860 540
88233 528
1633 491
104955 452
187452 451
1618 431
290335 426
1335 359
712633 290
2751 270
1306 235
33945 210
1313 199
1246 191
60520 178
375175 140
1304 117
1629 101
2259623 84
1584 65
1328 -64
51669 -79
155866 -96
1336 -112
113107 -144
1720083 -145
150055 -147
1376 -152
304207 -179
1623 -220
1825069 -408
1316408 -415
53444 -417
53346 -495
2419773 -536
1156433 -567
53345 -633
152331 -669
119206 -670
197614 -747
1811193 -791
1111760 -825
1902136 -829
332949 -908
1245 -914
1625 -925
1303590 -972
89059 -1000
1632 -1066
114090 -1151
1433513 -1181
87541 -1182
1545702 -1199
1308 -1271
2203724 -1283
2692756 -1286
1314 -1334
83683 -1352
1610 -1414
1254 -1438
1622 -1530
35787 -1587
46256 -1609
483012 -1636
1888195 -1642
33970 -1696
2173853 -1729
1581 -1754
29394 -1779
1343 -1797
1316409 -1880
45634 -1965
1338 -1966
1074467 -1974
176292 -2031
1624 -2049
147802 -2114
37734 -2307
1318 -2309
1247 -2323
2382163 -2358
165096 -2393
1218493 -2476
33959 -2485
633807 -2507
2598453 -2515
1351 -2517
2005703 -2565
1580 -2608
1511761 -2624
33964 -2664
1311 -2736
1605 -2772
51664 -2778
102684 -2785
1364 -2828
167972 -2839
255248 -2854
293371 -2881
97478 -2901
637971 -2961
1309 -2963
153152 -3070
1138822 -3079
2506420 -3093
1326 -3136
1218494 -3185
1348 -3352
164393 -3426
1353 -3460
1759399 -3462
2057791 -3469
1602 -3486
1613 -3519
336988 -3531
1590 -3641
2060307 -3668
1377 -3692
28037 -3706
417368 -3769
137591 -3778
2036206 -3784
1307 -3852
1598 -3880



o__Desulfovibrionales

o__Desulfovibrionales
25
set o__Desulfovibrionales
setSize 25
pANOVA 0.25
s.dist -0.133
p.adjustANOVA 0.719



Top enriched genes

Top 20 genes
GeneID Gene Rank
132132 -3366
29546 -3266
879567 -3163
345370 -2884
296842 -2820
2583823 -2632
57320 -2560
45663 -1959
899 -1845
1716143 -1792
191026 -1765
44742 -1757
631220 -1669
880 -1608
58180 -1412
881 -918
901 -858
879 -25
241368 3047
1725232 3111

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
132132 -3366
29546 -3266
879567 -3163
345370 -2884
296842 -2820
2583823 -2632
57320 -2560
45663 -1959
899 -1845
1716143 -1792
191026 -1765
44742 -1757
631220 -1669
880 -1608
58180 -1412
881 -918
901 -858
879 -25
241368 3047
1725232 3111
873 3454
2678688 3470
876 3753
182210 3801
184917 4028



o__Sphingobacteriales

o__Sphingobacteriales
62
set o__Sphingobacteriales
setSize 36
pANOVA 0.255
s.dist -0.11
p.adjustANOVA 0.719



Top enriched genes

Top 20 genes
GeneID Gene Rank
1933220 -3980
2003121 -3971
151895 -3771
363852 -2919
259 -2908
561061 -2724
430522 -2693
1300914 -2464
862126 -2446
743722 -2437
2557994 -2404
1234841 -2108
1538644 -1688
2305508 -1593
2578106 -1569
332999 -1170
188932 -399
398053 -244
2605747 -28
2662364 103

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1933220 -3980
2003121 -3971
151895 -3771
363852 -2919
259 -2908
561061 -2724
430522 -2693
1300914 -2464
862126 -2446
743722 -2437
2557994 -2404
1234841 -2108
1538644 -1688
2305508 -1593
2578106 -1569
332999 -1170
188932 -399
398053 -244
2605747 -28
2662364 103
423351 131
1986952 554
652787 671
2201271 783
1010 829
984 945
403776 973
2482728 1021
2592345 1312
371142 2183
649196 2347
1727164 2821
1550579 3202
2027860 3254
496056 3529
995 3562



o__Eurotiales

o__Eurotiales
89
set o__Eurotiales
setSize 52
pANOVA 0.264
s.dist 0.0896
p.adjustANOVA 0.724



Top enriched genes

Top 20 genes
GeneID Gene Rank
89489 4174
487661 4080
5062 3903
162425 3902
41058 3756
1108849 3750
41067 3705
1341132 3461
209559 3425
1810919 3291
41413 3227
319627 3001
27334 2908
1340029 2685
319630 2462
746128 2353
288669 2307
5061 2262
34381 2169
36630 1950

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
89489 4174
487661 4080
5062 3903
162425 3902
41058 3756
1108849 3750
41067 3705
1341132 3461
209559 3425
1810919 3291
41413 3227
319627 3001
27334 2908
1340029 2685
319630 2462
746128 2353
288669 2307
5061 2262
34381 2169
36630 1950
61420 1676
1506151 1571
1441469 1112
1191711 578
301854 532
33178 339
109264 244
319631 -117
28564 -223
979771 -381
264951 -386
37727 -538
28572 -821
306088 -1007
41047 -1086
246267 -1156
41061 -1167
36651 -1200
68825 -1374
319626 -1671
132259 -1975
5057 -2208
128442 -2296
51019 -2361
41063 -2623
1196635 -2925
5053 -3025
41068 -3029
1835702 -3113
340412 -3277
5059 -3735
446911 -3919



o__Rodentia

o__Rodentia
72
set o__Rodentia
setSize 31
pANOVA 0.274
s.dist 0.114
p.adjustANOVA 0.724



Top enriched genes

Top 20 genes
GeneID Gene Rank
51338 4071
88124 4002
93162 3932
10160 3476
10029 3205
10141 3093
10181 2988
30640 2827
10185 2730
10116 2482
1778632 2457
10036 1665
1026970 1564
9999 1478
10093 1366
491861 1038
10041 972
35658 327
10047 263
10089 234

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
51338 4071
88124 4002
93162 3932
10160 3476
10029 3205
10141 3093
10181 2988
30640 2827
10185 2730
10116 2482
1778632 2457
10036 1665
1026970 1564
9999 1478
10093 1366
491861 1038
10041 972
35658 327
10047 263
10089 234
10090 -1257
55149 -1662
43179 -1932
885580 -2184
9993 -2390
742503 -2442
51337 -2444
34839 -2937
79684 -2972
10020 -3324
10042 -3717



o__Malpighiales

o__Malpighiales
98
set o__Malpighiales
setSize 12
pANOVA 0.275
s.dist -0.182
p.adjustANOVA 0.724



Top enriched genes

Top 20 genes
GeneID Gene Rank
3694 -3589
4006 -2825
78168 -1764
3983 -1674
216479 -952
296036 -923
80863 -604
218843 -234
180498 -88
3988 1097
75702 1628
3981 1906

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
3694 -3589
4006 -2825
78168 -1764
3983 -1674
216479 -952
296036 -923
80863 -604
218843 -234
180498 -88
3988 1097
75702 1628
3981 1906



o__Passeriformes

o__Passeriformes
77
set o__Passeriformes
setSize 22
pANOVA 0.286
s.dist -0.132
p.adjustANOVA 0.739



Top enriched genes

Top 20 genes
GeneID Gene Rank
9157 -3699
328815 -3698
649802 -3421
85066 -3281
156563 -3123
321398 -2921
44394 -2371
87175 -2221
59894 -2148
181119 -2036
164674 -1543
9172 -1327
415028 -657
57068 627
40157 744
48883 1305
59729 2643
56781 2963
1196302 3127
114329 3576

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
9157 -3699
328815 -3698
649802 -3421
85066 -3281
156563 -3123
321398 -2921
44394 -2371
87175 -2221
59894 -2148
181119 -2036
164674 -1543
9172 -1327
415028 -657
57068 627
40157 744
48883 1305
59729 2643
56781 2963
1196302 3127
114329 3576
181096 3640
9135 3712



o__Streptosporangiales

o__Streptosporangiales
42
set o__Streptosporangiales
setSize 24
pANOVA 0.319
s.dist -0.118
p.adjustANOVA 0.782



Top enriched genes

Top 20 genes
GeneID Gene Rank
46182 -3931
35622 -3154
1993 -2804
53437 -2566
2591108 -2394
1883105 -2119
2021 -1830
2001 -1555
2656914 -1435
46161 -1208
2014 -1082
2020 -569
1411117 -544
93944 -448
1909395 -269
2202249 87
35762 840
83302 1243
2498135 1288
1989 1408

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
46182 -3931
35622 -3154
1993 -2804
53437 -2566
2591108 -2394
1883105 -2119
2021 -1830
2001 -1555
2656914 -1435
46161 -1208
2014 -1082
2020 -569
1411117 -544
93944 -448
1909395 -269
2202249 87
35762 840
83302 1243
2498135 1288
1989 1408
46173 1504
2650775 2461
280236 3530
65515 3892



o__Eucoccidiorida

o__Eucoccidiorida
106
set o__Eucoccidiorida
setSize 13
pANOVA 0.331
s.dist 0.156
p.adjustANOVA 0.782



Top enriched genes

Top 20 genes
GeneID Gene Rank
5804 4135
29176 4016
5811 3284
94643 2048
237895 1833
5802 1458
5808 847
857276 -396
44415 -621
51315 -1014
5807 -1871
5801 -2000
88456 -2368

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
5804 4135
29176 4016
5811 3284
94643 2048
237895 1833
5802 1458
5808 847
857276 -396
44415 -621
51315 -1014
5807 -1871
5801 -2000
88456 -2368



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

sessionInfo()
## R version 4.1.0 (2021-05-18)
## Platform: x86_64-pc-linux-gnu (64-bit)
## Running under: Ubuntu 20.04.2 LTS
## 
## Matrix products: default
## BLAS:   /usr/lib/x86_64-linux-gnu/blas/libblas.so.3.9.0
## LAPACK: /usr/lib/x86_64-linux-gnu/lapack/liblapack.so.3.9.0
## 
## locale:
##  [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
##  [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
##  [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
##  [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
##  [9] LC_ADDRESS=C               LC_TELEPHONE=C            
## [11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       
## 
## attached base packages:
## [1] parallel  stats4    stats     graphics  grDevices utils     datasets 
## [8] methods   base     
## 
## other attached packages:
##  [1] pkgload_1.2.1               GGally_2.1.2               
##  [3] ggplot2_3.3.5               reshape2_1.4.4             
##  [5] beeswarm_0.4.0              gplots_3.1.1               
##  [7] gtools_3.9.2                tibble_3.1.2               
##  [9] dplyr_1.0.7                 echarts4r_0.4.1            
## [11] mitch_1.4.0                 DESeq2_1.32.0              
## [13] SummarizedExperiment_1.22.0 Biobase_2.52.0             
## [15] MatrixGenerics_1.4.0        matrixStats_0.59.0         
## [17] GenomicRanges_1.44.0        GenomeInfoDb_1.28.1        
## [19] IRanges_2.26.0              S4Vectors_0.30.0           
## [21] BiocGenerics_0.38.0        
## 
## loaded via a namespace (and not attached):
##  [1] bitops_1.0-7           bit64_4.0.5            RColorBrewer_1.1-2    
##  [4] httr_1.4.2             rprojroot_2.0.2        tools_4.1.0           
##  [7] bslib_0.2.5.1          utf8_1.2.1             R6_2.5.0              
## [10] KernSmooth_2.23-20     DBI_1.1.1              colorspace_2.0-2      
## [13] withr_2.4.2            tidyselect_1.1.1       gridExtra_2.3         
## [16] bit_4.0.4              compiler_4.1.0         desc_1.3.0            
## [19] DelayedArray_0.18.0    sass_0.4.0             caTools_1.18.2        
## [22] scales_1.1.1           genefilter_1.74.0      stringr_1.4.0         
## [25] digest_0.6.27          rmarkdown_2.9          XVector_0.32.0        
## [28] pkgconfig_2.0.3        htmltools_0.5.1.1      highr_0.9             
## [31] fastmap_1.1.0          htmlwidgets_1.5.3      rlang_0.4.11          
## [34] rstudioapi_0.13        RSQLite_2.2.7          shiny_1.6.0           
## [37] jquerylib_0.1.4        generics_0.1.0         jsonlite_1.7.2        
## [40] BiocParallel_1.26.1    RCurl_1.98-1.3         magrittr_2.0.1        
## [43] GenomeInfoDbData_1.2.6 Matrix_1.3-4           Rcpp_1.0.7            
## [46] munsell_0.5.0          fansi_0.5.0            lifecycle_1.0.0       
## [49] stringi_1.7.3          yaml_2.2.1             MASS_7.3-54           
## [52] zlibbioc_1.38.0        plyr_1.8.6             grid_4.1.0            
## [55] blob_1.2.1             promises_1.2.0.1       crayon_1.4.1          
## [58] lattice_0.20-44        Biostrings_2.60.1      splines_4.1.0         
## [61] annotate_1.70.0        KEGGREST_1.32.0        locfit_1.5-9.4        
## [64] knitr_1.33             pillar_1.6.1           geneplotter_1.70.0    
## [67] XML_3.99-0.6           glue_1.4.2             evaluate_0.14         
## [70] png_0.1-7              vctrs_0.3.8            httpuv_1.6.1          
## [73] testthat_3.0.4         gtable_0.3.0           purrr_0.3.4           
## [76] reshape_0.8.8          assertthat_0.2.1       cachem_1.0.5          
## [79] xfun_0.24              mime_0.11              xtable_1.8-4          
## [82] later_1.2.0            survival_3.2-11        AnnotationDbi_1.54.1  
## [85] memoise_2.0.0          ellipsis_0.3.2

END of report