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 298
num_genes_in_profile 8225
duplicated_genes_present 0
num_profile_genes_in_sets 4875
num_profile_genes_not_in_sets 3350

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 298
num_genesets_excluded 182
num_genesets_included 116

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
g Pseudomonas 269 1.28e-40 0.475 1.49e-38
g Acinetobacter 65 1.92e-24 -0.731 1.11e-22
g Enterobacter 49 2.48e-15 0.654 9.57e-14
g Paenibacillus 90 9.78e-15 -0.473 2.84e-13
g Aeromonas 60 1.90e-13 -0.549 4.41e-12
g Comamonas 18 2.13e-10 -0.864 4.11e-09
g Nocardioides 20 1.83e-08 0.727 3.04e-07
g Lysinibacillus 18 7.47e-08 -0.732 1.08e-06
g Roufvirus 13 2.27e-07 0.829 2.92e-06
g Acidovorax 11 3.10e-07 -0.891 3.60e-06
g Bequatrovirus 10 2.37e-06 0.862 2.50e-05
g Sphingobium 21 4.77e-06 0.577 4.61e-05
g Rhizobium 30 3.72e-05 0.435 3.32e-04
g Klebsiella 32 6.39e-05 -0.409 5.30e-04
g Streptomyces 282 1.04e-04 0.136 8.01e-04
g Chryseobacterium 36 1.17e-03 -0.313 8.50e-03
g Pantoea 20 1.82e-03 0.403 1.24e-02
g Thermogutta 53 3.26e-03 -0.234 2.00e-02
g Citrobacter 43 3.28e-03 -0.260 2.00e-02
g Exiguobacterium 10 3.97e-03 0.526 2.30e-02
g Lelliottia 18 4.90e-03 0.383 2.71e-02
g Bradyrhizobium 33 6.35e-03 0.275 3.35e-02
g Plasmodium 22 1.11e-02 -0.313 5.58e-02
g Erwinia 12 1.41e-02 0.409 6.76e-02
g Flavobacterium 29 1.46e-02 0.262 6.76e-02
g Rhodococcus 41 1.59e-02 -0.218 7.12e-02
g Stenotrophomonas 20 1.96e-02 -0.302 8.42e-02
g Massilia 14 3.02e-02 0.335 1.25e-01
g Bacillus 150 3.19e-02 -0.102 1.28e-01
g Cupriavidus 14 3.59e-02 0.324 1.33e-01
g Fusarium 13 3.62e-02 -0.336 1.33e-01
g Halomonas 35 3.67e-02 0.204 1.33e-01
g Micromonospora 27 4.28e-02 -0.225 1.51e-01
g Janthinobacterium 10 4.54e-02 0.366 1.55e-01
g Staphylococcus 41 4.68e-02 0.180 1.55e-01
g Geobacillus 19 4.80e-02 0.262 1.55e-01
g Mesorhizobium 30 5.35e-02 -0.204 1.64e-01
g Tsarbombavirus 10 5.36e-02 0.353 1.64e-01
g Paraburkholderia 24 6.40e-02 0.219 1.90e-01
g Helicobacter 18 6.63e-02 -0.250 1.92e-01
g Wphvirus 15 6.82e-02 -0.272 1.93e-01
g Pagevirus 26 7.11e-02 -0.205 1.95e-01
g Serratia 29 7.24e-02 0.193 1.95e-01
g Sphingobacterium 12 7.49e-02 -0.297 1.98e-01
g Pandoraea 11 7.85e-02 0.306 2.02e-01
g Amycolatopsis 14 9.91e-02 -0.255 2.50e-01
g Dickeya 12 1.05e-01 0.271 2.52e-01
g Enterococcus 18 1.06e-01 -0.220 2.52e-01
g Bordetella 19 1.06e-01 -0.214 2.52e-01
g Aspergillus 38 1.33e-01 0.141 3.08e-01


Results (complete table)


Click HERE to show results for all gene sets

Complete results
set setSize pANOVA s.dist p.adjustANOVA
g Pseudomonas 269 1.28e-40 0.47500 1.49e-38
g Acinetobacter 65 1.92e-24 -0.73100 1.11e-22
g Enterobacter 49 2.48e-15 0.65400 9.57e-14
g Paenibacillus 90 9.78e-15 -0.47300 2.84e-13
g Aeromonas 60 1.90e-13 -0.54900 4.41e-12
g Comamonas 18 2.13e-10 -0.86400 4.11e-09
g Nocardioides 20 1.83e-08 0.72700 3.04e-07
g Lysinibacillus 18 7.47e-08 -0.73200 1.08e-06
g Roufvirus 13 2.27e-07 0.82900 2.92e-06
g Acidovorax 11 3.10e-07 -0.89100 3.60e-06
g Bequatrovirus 10 2.37e-06 0.86200 2.50e-05
g Sphingobium 21 4.77e-06 0.57700 4.61e-05
g Rhizobium 30 3.72e-05 0.43500 3.32e-04
g Klebsiella 32 6.39e-05 -0.40900 5.30e-04
g Streptomyces 282 1.04e-04 0.13600 8.01e-04
g Chryseobacterium 36 1.17e-03 -0.31300 8.50e-03
g Pantoea 20 1.82e-03 0.40300 1.24e-02
g Thermogutta 53 3.26e-03 -0.23400 2.00e-02
g Citrobacter 43 3.28e-03 -0.26000 2.00e-02
g Exiguobacterium 10 3.97e-03 0.52600 2.30e-02
g Lelliottia 18 4.90e-03 0.38300 2.71e-02
g Bradyrhizobium 33 6.35e-03 0.27500 3.35e-02
g Plasmodium 22 1.11e-02 -0.31300 5.58e-02
g Erwinia 12 1.41e-02 0.40900 6.76e-02
g Flavobacterium 29 1.46e-02 0.26200 6.76e-02
g Rhodococcus 41 1.59e-02 -0.21800 7.12e-02
g Stenotrophomonas 20 1.96e-02 -0.30200 8.42e-02
g Massilia 14 3.02e-02 0.33500 1.25e-01
g Bacillus 150 3.19e-02 -0.10200 1.28e-01
g Cupriavidus 14 3.59e-02 0.32400 1.33e-01
g Fusarium 13 3.62e-02 -0.33600 1.33e-01
g Halomonas 35 3.67e-02 0.20400 1.33e-01
g Micromonospora 27 4.28e-02 -0.22500 1.51e-01
g Janthinobacterium 10 4.54e-02 0.36600 1.55e-01
g Staphylococcus 41 4.68e-02 0.18000 1.55e-01
g Geobacillus 19 4.80e-02 0.26200 1.55e-01
g Mesorhizobium 30 5.35e-02 -0.20400 1.64e-01
g Tsarbombavirus 10 5.36e-02 0.35300 1.64e-01
g Paraburkholderia 24 6.40e-02 0.21900 1.90e-01
g Helicobacter 18 6.63e-02 -0.25000 1.92e-01
g Wphvirus 15 6.82e-02 -0.27200 1.93e-01
g Pagevirus 26 7.11e-02 -0.20500 1.95e-01
g Serratia 29 7.24e-02 0.19300 1.95e-01
g Sphingobacterium 12 7.49e-02 -0.29700 1.98e-01
g Pandoraea 11 7.85e-02 0.30600 2.02e-01
g Amycolatopsis 14 9.91e-02 -0.25500 2.50e-01
g Dickeya 12 1.05e-01 0.27100 2.52e-01
g Enterococcus 18 1.06e-01 -0.22000 2.52e-01
g Bordetella 19 1.06e-01 -0.21400 2.52e-01
g Aspergillus 38 1.33e-01 0.14100 3.08e-01
g Alteromonas 13 1.42e-01 -0.23600 3.22e-01
g Clostridium 64 1.59e-01 0.10200 3.56e-01
g Shewanella 38 1.73e-01 -0.12800 3.78e-01
g Caeruleovirus 10 1.77e-01 0.24700 3.79e-01
g Gordonia 13 1.83e-01 0.21400 3.85e-01
g Lactobacillus 90 1.90e-01 0.08030 3.93e-01
g Microbacterium 35 1.97e-01 -0.12600 3.93e-01
g Nocardia 11 1.99e-01 -0.22400 3.93e-01
g Drosophila 30 2.00e-01 -0.13500 3.93e-01
g Bacteroides 17 2.05e-01 0.17800 3.95e-01
g Labrenzia 12 2.11e-01 0.20900 3.95e-01
g Bosea 11 2.14e-01 0.21700 3.95e-01
g Cellulosilyticum 10 2.15e-01 0.22600 3.95e-01
g Yersinia 17 2.21e-01 -0.17100 3.95e-01
g Hymenobacter 14 2.22e-01 0.18900 3.95e-01
g Francisella 11 2.38e-01 0.20500 4.19e-01
g Brevundimonas 12 2.46e-01 0.19400 4.26e-01
g Sphingopyxis 14 2.57e-01 -0.17500 4.39e-01
g Polaribacter 12 2.68e-01 0.18500 4.50e-01
g Vibrio 53 3.09e-01 -0.08100 5.07e-01
g Mycobacterium 42 3.10e-01 -0.09070 5.07e-01
g Erythrobacter 11 3.21e-01 0.17300 5.15e-01
g Lysobacter 11 3.24e-01 -0.17200 5.15e-01
g Thermococcus 17 3.33e-01 -0.13600 5.22e-01
g Novosphingobium 10 3.53e-01 0.17000 5.46e-01
g Neisseria 20 3.73e-01 0.11500 5.69e-01
g Fusobacterium 11 3.92e-01 -0.14900 5.90e-01
g Methylobacterium 20 4.20e-01 0.10400 6.17e-01
g Burkholderia 65 4.20e-01 0.05790 6.17e-01
g Campylobacter 30 4.30e-01 -0.08340 6.23e-01
g Methanosarcina 11 4.43e-01 0.13400 6.35e-01
g Sphingomonas 35 4.52e-01 0.07360 6.37e-01
g Streptococcus 62 4.68e-01 0.05350 6.37e-01
g Psychrobacter 14 4.70e-01 -0.11100 6.37e-01
g Mycoplasma 67 4.72e-01 -0.05100 6.37e-01
g Geobacter 13 4.72e-01 -0.11500 6.37e-01
g Leptotrichia 10 5.07e-01 0.12100 6.74e-01
g Pseudoalteromonas 30 5.12e-01 -0.06930 6.74e-01
g Mycolicibacterium 20 5.29e-01 -0.08140 6.89e-01
g Variovorax 11 5.41e-01 0.10600 6.90e-01
g Desulfovibrio 15 5.42e-01 -0.09110 6.90e-01
g Capnocytophaga 12 5.80e-01 -0.09220 7.31e-01
g Bartonella 19 5.86e-01 0.07220 7.31e-01
g Pedobacter 10 5.93e-01 -0.09760 7.32e-01
g Prevotella 11 6.00e-01 -0.09150 7.32e-01
g Rickettsia 14 6.38e-01 -0.07280 7.70e-01
g Treponema 10 6.88e-01 0.07330 8.23e-01
g Deinococcus 19 6.96e-01 0.05190 8.23e-01
g Xanthomonas 19 7.09e-01 -0.04940 8.31e-01
g Planococcus 14 7.20e-01 0.05540 8.31e-01
g Legionella 18 7.29e-01 -0.04730 8.31e-01
g Azospirillum 10 7.31e-01 -0.06280 8.31e-01
g Corynebacterium 73 7.54e-01 -0.02120 8.42e-01
g Rathayibacter 12 7.55e-01 -0.05200 8.42e-01
g Agrobacterium 10 7.93e-01 -0.04810 8.76e-01
g Marinobacter 16 8.48e-01 0.02780 9.28e-01
g Altererythrobacter 11 8.77e-01 -0.02700 9.42e-01
g Actinomyces 23 8.77e-01 -0.01860 9.42e-01
g Arthrobacter 36 8.88e-01 0.01360 9.45e-01
g Bifidobacterium 17 9.03e-01 0.01710 9.46e-01
g Nostoc 18 9.05e-01 -0.01630 9.46e-01
g Synechococcus 28 9.15e-01 -0.01170 9.46e-01
g 316 9.32e-01 -0.00283 9.46e-01
g Spiroplasma 24 9.32e-01 -0.01000 9.46e-01
g Arcobacter 20 9.39e-01 0.00996 9.46e-01
g Paracoccus 14 9.46e-01 0.01040 9.46e-01



Detailed Gene set reports



g__Pseudomonas

g__Pseudomonas
1
set g__Pseudomonas
setSize 269
pANOVA 1.28e-40
s.dist 0.475
p.adjustANOVA 1.49e-38



Top enriched genes

Top 20 genes
GeneID Gene Rank
251076 4175
1628086 4042
329930 3999
65741 3996
2559074 3950
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

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
251076 4175
1628086 4042
329930 3999
65741 3996
2559074 3950
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
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
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
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
76761 2101
271420 2087
1461581 2085
2654238 2064
2025658 1996
1886807 1994
2498848 1971
291995 1969
47877 1943
86265 1914
1736226 1870
1206777 1825
53409 1824
1173270 1812
364197 1806
676210 1799
1259844 1794
1007495 1762
1302376 1756
104087 1741
200451 1736
658632 1705
75588 1704
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
281994 861
1283291 843
1173284 771
316 727
1649877 709
1149133 705
395598 691
168469 350
1849997 287
2587597 272
312306 236
2604832 97
76759 5
251060 -44
2479393 -73
321846 -128
115714 -155
78327 -401
110517 -579
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
319939 -1469
1849994 -1522
1850007 -1645
169669 -1652
1761895 -1665
47886 -1879
2213015 -1894
1084570 -2055
1636610 -2092
211594 -2162
46257 -2219
1338689 -2272
1880702 -2607
1306993 -2803
53412 -3027
177980 -3479
525486 -3514



g__Acinetobacter

g__Acinetobacter
2
set g__Acinetobacter
setSize 65
pANOVA 1.92e-24
s.dist -0.731
p.adjustANOVA 1.11e-22



Top enriched genes

Top 20 genes
GeneID Gene Rank
168931 -4020
1636603 -3991
2662362 -3982
40214 -3973
52133 -3959
40215 -3951
70348 -3947
2004646 -3940
2609668 -3932
1789224 -3928
29430 -3921
202950 -3895
202956 -3887
2004644 -3882
1608473 -3875
1871111 -3865
1646498 -3836
202955 -3828
2004650 -3823
134534 -3821

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
168931 -4020
1636603 -3991
2662362 -3982
40214 -3973
52133 -3959
40215 -3951
70348 -3947
2004646 -3940
2609668 -3932
1789224 -3928
29430 -3921
202950 -3895
202956 -3887
2004644 -3882
1608473 -3875
1871111 -3865
1646498 -3836
202955 -3828
2004650 -3823
134534 -3821
123502 -3818
70347 -3770
1879050 -3752
72607 -3724
2136182 -3681
1407071 -3663
40216 -3653
28090 -3628
1217701 -3627
106649 -3550
1879049 -3525
108981 -3508
108980 -3505
2079596 -3490
202952 -3484
1808001 -3477
487316 -3367
106646 -3362
756892 -3322
106648 -3256
710648 -2991
470 -2932
2004647 -2923
262668 -2781
165433 -2770
202951 -2737
1324350 -2666
472 -2645
396323 -2542
202954 -2282
1096779 -2230
1385437 -2128
1758189 -2081
280145 -2013
1785128 -2002
1179080 -1919
471 -1918
654882 -1376
1551639 -703
1809055 -589
1148157 -477
48296 -208
106654 29
1619187 2131
2420300 3411



g__Enterobacter

g__Enterobacter
6
set g__Enterobacter
setSize 49
pANOVA 2.48e-15
s.dist 0.654
p.adjustANOVA 9.57e-14



Top enriched genes

Top 20 genes
GeneID Gene Rank
2596949 4155
2494701 4118
1915310 3954
2051905 3923
2077136 3906
1914861 3869
539812 3867
42895 3860
1848517 3834
69218 3830
2027919 3820
399742 3789
2077137 3787
1862273 3723
2494702 3700
1881855 3698
539813 3679
590046 3649
2478464 3610
2057026 3602

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
2596949 4155
2494701 4118
1915310 3954
2051905 3923
2077136 3906
1914861 3869
539812 3867
42895 3860
1848517 3834
69218 3830
2027919 3820
399742 3789
2077137 3787
1862273 3723
2494702 3700
1881855 3698
539813 3679
590046 3649
2478464 3610
2057026 3602
1644867 3587
211595 3571
881260 3508
2529381 3504
299767 3486
1644866 3429
2500132 3408
550 3389
418698 3379
1862227 3372
1367496 3370
1692238 3293
158836 3039
238202 2843
1827481 2710
1166130 2652
208224 2364
1812935 2318
1811975 2073
1560339 1630
1977566 1514
885040 700
1868135 367
61645 223
2565914 11
266145 -242
1644888 -834
1331408 -2050
2093698 -2140



g__Paenibacillus

g__Paenibacillus
63
set g__Paenibacillus
setSize 90
pANOVA 9.78e-15
s.dist -0.473
p.adjustANOVA 2.84e-13



Top enriched genes

Top 20 genes
GeneID Gene Rank
78057 -3988
1031539 -3965
401638 -3962
1463157 -3922
1178515 -3916
649508 -3759
365617 -3749
128574 -3732
1712516 -3721
49283 -3694
1695218 -3645
2495582 -3644
130049 -3639
1844972 -3613
324057 -3608
1406 -3546
2069255 -3468
2023772 -3456
44251 -3419
227322 -3409

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
78057 -3988
1031539 -3965
401638 -3962
1463157 -3922
1178515 -3916
649508 -3759
365617 -3749
128574 -3732
1712516 -3721
49283 -3694
1695218 -3645
2495582 -3644
130049 -3639
1844972 -3613
324057 -3608
1406 -3546
2069255 -3468
2023772 -3456
44251 -3419
227322 -3409
59893 -3404
253703 -3360
2509456 -3307
1870819 -3299
189426 -3295
1536775 -3294
192895 -3270
61624 -3221
1566358 -3057
169760 -3044
2660554 -3022
1536770 -3006
162209 -2995
1464 -2984
79263 -2954
1126833 -2880
2565926 -2872
1105155 -2863
160799 -2835
172713 -2810
1120679 -2716
867076 -2709
683737 -2690
1778678 -2689
1811306 -2653
1532905 -2567
1616788 -2540
1619311 -2408
414771 -2387
58172 -2386
189425 -2115
44252 -2040
1763538 -2023
44250 -1990
1451 -1936
46240 -1839
198119 -1795
1536769 -1774
1536771 -1687
381423 -1651
483937 -1586
189691 -1584
1338368 -1525
2487928 -1493
1536774 -1364
1462996 -939
159743 -801
59843 -568
1536773 -326
1324314 -119
170367 43
1870820 63
1980674 91
2211212 377
1473112 387
248903 677
225917 779
562959 958
528191 977
1536772 1172
326139 1251
59842 1421
941858 1459
2607911 1542
231952 1577
363858 1604
481743 1808
1401 1961
59840 2638
263817 3797



g__Aeromonas

g__Aeromonas
13
set g__Aeromonas
setSize 60
pANOVA 1.9e-13
s.dist -0.549
p.adjustANOVA 4.41e-12



Top enriched genes

Top 20 genes
GeneID Gene Rank
1183657 -3975
70856 -3941
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

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1183657 -3975
70856 -3941
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
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
1075205 -2754
649 -2753
1104769 -2743
105751 -2520
1246275 -2340
558964 -2029
656 -1547
1814892 -1051
650 -1002
1006623 93
1055667 305
1675689 1089
502790 1684
1437540 1925
1087881 2167
1917145 2299
591962 3189
1055625 3687
1055628 3763
310404 3857
582203 4088



g__Comamonas

g__Comamonas
26
set g__Comamonas
setSize 18
pANOVA 2.13e-10
s.dist -0.864
p.adjustANOVA 4.11e-09



Top enriched genes

Top 20 genes
GeneID Gene Rank
225991 -4005
167061 -4002
2597701 -3993
213664 -3985
1317672 -3954
1082851 -3944
225992 -3937
364029 -3716
477209 -3679
363952 -3672
285 -3540
1232667 -3529
477210 -3512
477205 -3494
755087 -3193
272829 -2976
32013 -2822
34028 -454

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
225991 -4005
167061 -4002
2597701 -3993
213664 -3985
1317672 -3954
1082851 -3944
225992 -3937
364029 -3716
477209 -3679
363952 -3672
285 -3540
1232667 -3529
477210 -3512
477205 -3494
755087 -3193
272829 -2976
32013 -2822
34028 -454



g__Nocardioides

g__Nocardioides
84
set g__Nocardioides
setSize 20
pANOVA 1.83e-08
s.dist 0.727
p.adjustANOVA 3.04e-07



Top enriched genes

Top 20 genes
GeneID Gene Rank
109465 4169
1841 4159
196162 3969
2483798 3939
110319 3910
2518370 3900
2575373 3790
2558918 3594
2662361 3586
2582905 3495
2518371 3319
450734 3203
2045452 3099
2500546 3090
402297 2986
449461 2957
2589074 1899
35761 1306
1804624 611
200618 249

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
2558918 3594
2662361 3586
2582905 3495
2518371 3319
450734 3203
2045452 3099
2500546 3090
402297 2986
449461 2957
2589074 1899
35761 1306
1804624 611
200618 249



g__Lysinibacillus

g__Lysinibacillus
61
set g__Lysinibacillus
setSize 18
pANOVA 7.47e-08
s.dist -0.732
p.adjustANOVA 1.08e-06



Top enriched genes

Top 20 genes
GeneID Gene Rank
1869345 -3846
759811 -3689
1055448 -3568
1145276 -3398
2081964 -3381
2169540 -3278
436516 -3271
309788 -3173
2086577 -3110
1421 -3051
292806 -3023
2070463 -2861
33935 -2746
1055446 -2501
582475 -2473
2072025 -2413
1055447 -1904
28031 -965

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1869345 -3846
759811 -3689
1055448 -3568
1145276 -3398
2081964 -3381
2169540 -3278
436516 -3271
309788 -3173
2086577 -3110
1421 -3051
292806 -3023
2070463 -2861
33935 -2746
1055446 -2501
582475 -2473
2072025 -2413
1055447 -1904
28031 -965



g__Roufvirus

g__Roufvirus
111
set g__Roufvirus
setSize 13
pANOVA 2.27e-07
s.dist 0.829
p.adjustANOVA 2.92e-06



Top enriched genes

Top 20 genes
GeneID Gene Rank
1813769 3968
2591136 3877
424716 3614
2565502 3577
2234035 3551
2562461 3523
1873985 3457
2500166 3367
2301723 3357
2340716 3352
2282196 3238
2126819 3224
2583286 3181

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1813769 3968
2591136 3877
424716 3614
2565502 3577
2234035 3551
2562461 3523
1873985 3457
2500166 3367
2301723 3357
2340716 3352
2282196 3238
2126819 3224
2583286 3181



g__Acidovorax

g__Acidovorax
28
set g__Acidovorax
setSize 11
pANOVA 3.1e-07
s.dist -0.891
p.adjustANOVA 3.6e-06



Top enriched genes

Top 20 genes
GeneID Gene Rank
129134 -4010
553814 -3862
232721 -3817
1842533 -3740
721785 -3733
2478662 -3687
1858609 -3609
358220 -3542
80867 -3405
80869 -3147
80868 -2813

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
129134 -4010
553814 -3862
232721 -3817
1842533 -3740
721785 -3733
2478662 -3687
1858609 -3609
358220 -3542
80867 -3405
80869 -3147
80868 -2813



g__Bequatrovirus

g__Bequatrovirus
116
set g__Bequatrovirus
setSize 10
pANOVA 2.37e-06
s.dist 0.862
p.adjustANOVA 2.5e-05



Top enriched genes

Top 20 genes
GeneID Gene Rank
1918006 3812
1984785 3769
1918005 3764
1805953 3755
1918008 3743
2601669 3739
1983465 3707
2589663 3652
2030094 3450
1918009 2800

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1918006 3812
1984785 3769
1918005 3764
1805953 3755
1918008 3743
2601669 3739
1983465 3707
2589663 3652
2030094 3450
1918009 2800



g__Sphingobium

g__Sphingobium
45
set g__Sphingobium
setSize 21
pANOVA 4.77e-06
s.dist 0.577
p.adjustANOVA 4.61e-05



Top enriched genes

Top 20 genes
GeneID Gene Rank
332055 4151
2082188 3838
1673076 3773
1855519 3740
2565554 3659
135719 3566
1332080 3499
1315974 3473
46429 3199
1843368 2979
1983755 2893
13690 2629
76947 2549
627192 2302
407020 2079
336203 1854
2676077 1609
120107 1013
484429 488
2072936 -138

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
332055 4151
2082188 3838
1673076 3773
1855519 3740
2565554 3659
135719 3566
1332080 3499
1315974 3473
46429 3199
1843368 2979
1983755 2893
13690 2629
76947 2549
627192 2302
407020 2079
336203 1854
2676077 1609
120107 1013
484429 488
2072936 -138
332056 -1786



g__Rhizobium

g__Rhizobium
39
set g__Rhizobium
setSize 30
pANOVA 3.72e-05
s.dist 0.435
p.adjustANOVA 0.000332



Top enriched genes

Top 20 genes
GeneID Gene Rank
2020312 4091
1869170 4046
2020311 3991
648995 3964
2028343 3948
398 3920
2020313 3704
348824 3449
384 2994
2048897 2916
1571470 2588
1120045 2543
391 2481
136098 2122
1335060 2094
1312183 1951
1538158 1751
2603277 1709
1301032 1660
1914541 1588

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
2020312 4091
1869170 4046
2020311 3991
648995 3964
2028343 3948
398 3920
2020313 3704
348824 3449
384 2994
2048897 2916
1571470 2588
1120045 2543
391 2481
136098 2122
1335060 2094
1312183 1951
1538158 1751
2603277 1709
1301032 1660
1914541 1588
56730 1520
1981173 1380
1703969 1343
424182 789
29449 -311
396 -438
1335061 -688
155567 -1147
2590777 -1532
1435607 -2508



g__Klebsiella

g__Klebsiella
5
set g__Klebsiella
setSize 32
pANOVA 6.39e-05
s.dist -0.409
p.adjustANOVA 0.00053



Top enriched genes

Top 20 genes
GeneID Gene Rank
1339201 -3953
1497810 -3915
2153354 -3860
284011 -3855
2697371 -3816
1497834 -3801
1778873 -3781
2587528 -3741
2488567 -3739
2058152 -3722
1905288 -3702
1497811 -3648
1778875 -3605
1778874 -3536
573 -3330
1972757 -3279
576 -3100
2267618 -2821
1463165 -2631
244366 -2594

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1339201 -3953
1497810 -3915
2153354 -3860
284011 -3855
2697371 -3816
1497834 -3801
1778873 -3781
2587528 -3741
2488567 -3739
2058152 -3722
1905288 -3702
1497811 -3648
1778875 -3605
1778874 -3536
573 -3330
1972757 -3279
576 -3100
2267618 -2821
1463165 -2631
244366 -2594
571 -2217
1134687 -2177
244225 -991
548 423
1934254 1644
2026240 2558
1497838 2967
1497839 3011
1778872 3065
2015795 3263
1497836 3727
1497812 4143



g__Streptomyces

g__Streptomyces
72
set g__Streptomyces
setSize 282
pANOVA 0.000104
s.dist 0.136
p.adjustANOVA 0.000801



Top enriched genes

Top 20 genes
GeneID Gene Rank
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

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
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
68249 2931
33899 2927
103232 2846
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
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
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
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
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
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
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



g__Chryseobacterium

g__Chryseobacterium
92
set g__Chryseobacterium
setSize 36
pANOVA 0.00117
s.dist -0.313
p.adjustANOVA 0.0085



Top enriched genes

Top 20 genes
GeneID Gene Rank
878220 -3970
1241982 -3969
2487063 -3950
1241978 -3946
2487064 -3856
112234 -3849
253 -3791
1813611 -3680
1241981 -3574
1324352 -3554
250 -3219
2487071 -3218
1124835 -2704
1493872 -2364
266748 -2220
651561 -2214
2497456 -2106
558152 -1922
1265445 -1588
246 -1287

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
878220 -3970
1241982 -3969
2487063 -3950
1241978 -3946
2487064 -3856
112234 -3849
253 -3791
1813611 -3680
1241981 -3574
1324352 -3554
250 -3219
2487071 -3218
1124835 -2704
1493872 -2364
266748 -2220
651561 -2214
2497456 -2106
558152 -1922
1265445 -1588
246 -1287
2015076 -1186
421525 -1017
2478663 -548
2487072 -488
2594269 -100
1721091 -67
1685010 148
2487065 164
254 1423
2547600 1508
1241979 1888
1871047 2170
536441 2509
2487073 3623
2039166 3663
266749 4045



g__Pantoea

g__Pantoea
10
set g__Pantoea
setSize 20
pANOVA 0.00182
s.dist 0.403
p.adjustANOVA 0.0124



Top enriched genes

Top 20 genes
GeneID Gene Rank
549 4162
352158 4055
55209 3983
592316 3827
66269 3731
1076550 3664
2575375 3391
470934 3140
2490851 3073
2479547 3069
472695 2309
1484158 2076
2052056 2011
470933 1418
1891675 1387
184999 -282
553 -552
59814 -2385
1235990 -3662
1484157 -3753

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
549 4162
352158 4055
55209 3983
592316 3827
66269 3731
1076550 3664
2575375 3391
470934 3140
2490851 3073
2479547 3069
472695 2309
1484158 2076
2052056 2011
470933 1418
1891675 1387
184999 -282
553 -552
59814 -2385
1235990 -3662
1484157 -3753



g__Thermogutta

g__Thermogutta
101
set g__Thermogutta
setSize 53
pANOVA 0.00326
s.dist -0.234
p.adjustANOVA 0.02



Top enriched genes

Top 20 genes
GeneID Gene Rank
2527962 -3378
1331910 -3326
2527984 -3131
2528026 -3099
2528029 -3036
2528008 -3012
2527990 -3000
2528022 -2620
2527995 -2582
2527974 -2518
2527968 -2383
2527965 -2329
1930276 -2326
2528007 -2315
2528025 -2210
2026780 -1826
2527963 -1807
2527996 -1683
2528021 -1681
2596890 -1619

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
2527962 -3378
1331910 -3326
2527984 -3131
2528026 -3099
2528029 -3036
2528008 -3012
2527990 -3000
2528022 -2620
2527995 -2582
2527974 -2518
2527968 -2383
2527965 -2329
1930276 -2326
2528007 -2315
2528025 -2210
2026780 -1826
2527963 -1807
2527996 -1683
2528021 -1681
2596890 -1619
2528028 -1612
2527979 -1596
2527983 -1528
2528009 -1518
2527992 -1369
2527964 -1357
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
2528030 13
2527981 271
2527988 291
2527993 363
1930275 487
2527997 536
2528018 1207
2527967 1787
1930277 2158
2527972 2210
2527982 2675
2527976 3026
1930274 3356
2528020 3435



g__Citrobacter

g__Citrobacter
4
set g__Citrobacter
setSize 43
pANOVA 0.00328
s.dist -0.26
p.adjustANOVA 0.02



Top enriched genes

Top 20 genes
GeneID Gene Rank
1639134 -3945
2066049 -3907
1639132 -3806
1702170 -3755
35703 -3754
67827 -3676
133448 -3618
1703250 -3538
1686379 -3522
213763 -3454
1639131 -3423
596416 -3084
2077149 -2958
1563222 -2948
255063 -2936
2019568 -2933
2546350 -2797
57706 -2570
2576406 -2530
2013114 -2232

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1639134 -3945
2066049 -3907
1639132 -3806
1702170 -3755
35703 -3754
67827 -3676
133448 -3618
1703250 -3538
1686379 -3522
213763 -3454
1639131 -3423
596416 -3084
2077149 -2958
1563222 -2948
255063 -2936
2019568 -2933
2546350 -2797
57706 -2570
2576406 -2530
2013114 -2232
1639133 -2173
546 -1997
1920110 -1948
60486 -1940
67828 -1075
535727 -763
67824 -453
545 399
2653932 635
2562449 876
67826 1278
200446 1339
2529121 1441
67825 1668
2077148 1738
2566012 1782
2077147 2300
2697370 2394
2660638 2576
67829 2906
535726 3817
60488 4184
60487 4191



g__Exiguobacterium

g__Exiguobacterium
66
set g__Exiguobacterium
setSize 10
pANOVA 0.00397
s.dist 0.526
p.adjustANOVA 0.023



Top enriched genes

Top 20 genes
GeneID Gene Rank
1399115 4139
1224749 4064
1849031 4047
41170 3777
360911 3198
132920 2468
2051906 2304
332410 1000
340146 -125
1389960 -2461

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1399115 4139
1224749 4064
1849031 4047
41170 3777
360911 3198
132920 2468
2051906 2304
332410 1000
340146 -125
1389960 -2461



g__Lelliottia

g__Lelliottia
7
set g__Lelliottia
setSize 18
pANOVA 0.0049
s.dist 0.383
p.adjustANOVA 0.0271



Top enriched genes

Top 20 genes
GeneID Gene Rank
1920109 4113
69220 3975
2052938 3804
1907578 3733
2153385 3648
61646 3597
1849603 3517
83668 3103
2066051 3029
1920128 2885
497121 2740
693444 2015
891974 1579
1265478 114
134287 -1767
2341 -2293
338906 -4021
203255 -4023

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1920109 4113
69220 3975
2052938 3804
1907578 3733
2153385 3648
61646 3597
1849603 3517
83668 3103
2066051 3029
1920128 2885
497121 2740
693444 2015
891974 1579
1265478 114
134287 -1767
2341 -2293
338906 -4021
203255 -4023



g__Bradyrhizobium

g__Bradyrhizobium
37
set g__Bradyrhizobium
setSize 33
pANOVA 0.00635
s.dist 0.275
p.adjustANOVA 0.0335



Top enriched genes

Top 20 genes
GeneID Gene Rank
188722 4182
375 2632
2599805 2499
1404367 2384
1404864 2328
190148 2316
1325095 2249
1404768 2225
199684 2198
1274631 1868
1325090 1747
255045 1744
114615 1626
858422 1428
1437360 1332
376 1308
335659 1071
2599819 1044
722472 1030
115808 951

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
188722 4182
375 2632
2599805 2499
1404367 2384
1404864 2328
190148 2316
1325095 2249
1404768 2225
199684 2198
1274631 1868
1325090 1747
255045 1744
114615 1626
858422 1428
1437360 1332
376 1308
335659 1071
2599819 1044
722472 1030
115808 951
2057741 944
167468 915
1223566 903
244734 647
44255 594
29448 579
1325107 525
288000 82
931866 -41
319017 -71
2493093 -500
1325115 -660
1355477 -2290



g__Plasmodium

g__Plasmodium
108
set g__Plasmodium
setSize 22
pANOVA 0.0111
s.dist -0.313
p.adjustANOVA 0.0558



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



g__Erwinia

g__Erwinia
11
set g__Erwinia
setSize 12
pANOVA 0.0141
s.dist 0.409
p.adjustANOVA 0.0676



Top enriched genes

Top 20 genes
GeneID Gene Rank
55211 3956
79967 3598
1619313 3516
65700 3336
552 2825
215689 1900
2547962 1769
338565 1024
182337 808
2681984 621
92490 170
1922217 -2389

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
55211 3956
79967 3598
1619313 3516
65700 3336
552 2825
215689 1900
2547962 1769
338565 1024
182337 808
2681984 621
92490 170
1922217 -2389



g__Flavobacterium

g__Flavobacterium
93
set g__Flavobacterium
setSize 29
pANOVA 0.0146
s.dist 0.262
p.adjustANOVA 0.0676



Top enriched genes

Top 20 genes
GeneID Gene Rank
408956 4026
1306519 3694
986 3119
2172098 3085
1678728 2856
2249356 2757
2665645 2356
96345 2310
2478552 2229
1179672 2215
2183896 2114
55197 2052
2175091 1780
2162713 1695
1617283 1517
996 1472
2602769 1439
2294119 1390
1492737 916
312277 822

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
408956 4026
1306519 3694
986 3119
2172098 3085
1678728 2856
2249356 2757
2665645 2356
96345 2310
2478552 2229
1179672 2215
2183896 2114
55197 2052
2175091 1780
2162713 1695
1617283 1517
996 1472
2602769 1439
2294119 1390
1492737 916
312277 822
2547394 274
2201181 273
1784713 -613
683124 -1185
1763534 -1195
459526 -1358
1355330 -1458
2518177 -2243
239 -2838



g__Rhodococcus

g__Rhodococcus
78
set g__Rhodococcus
setSize 41
pANOVA 0.0159
s.dist -0.218
p.adjustANOVA 0.0712



Top enriched genes

Top 20 genes
GeneID Gene Rank
251637 -4016
2054902 -3820
1723645 -3471
2594007 -3283
43767 -3031
1833 -2786
1564114 -2531
2567884 -2396
37919 -2354
1805827 -2139
334542 -2135
2499145 -2048
191292 -1943
38310 -1937
1829 -1910
1828 -1877
679318 -1616
1831 -1602
1653479 -1542
1990687 -1509

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
251637 -4016
2054902 -3820
1723645 -3471
2594007 -3283
43767 -3031
1833 -2786
1564114 -2531
2567884 -2396
37919 -2354
1805827 -2139
334542 -2135
2499145 -2048
191292 -1943
38310 -1937
1829 -1910
1828 -1877
679318 -1616
1831 -1602
1653479 -1542
1990687 -1509
2507582 -1498
1830 -1395
132919 -1284
1727214 -1089
1653478 -880
1807790 -694
1302308 -689
933800 -554
2663121 -295
230533 -214
935199 530
1500843 655
251638 793
2490853 857
1033922 1051
402236 1270
186196 3329
1570939 3343
103816 3550
1045808 3719
227347 4172



g__Stenotrophomonas

g__Stenotrophomonas
14
set g__Stenotrophomonas
setSize 20
pANOVA 0.0196
s.dist -0.302
p.adjustANOVA 0.0842



Top enriched genes

Top 20 genes
GeneID Gene Rank
40324 -3906
128780 -3246
2072406 -3184
2040586 -2895
2211160 -2606
2072414 -2429
2546450 -2194
2303750 -1993
2072413 -1781
2072412 -1751
2072409 -1571
2282124 -1408
2072407 -612
2691571 -424
216778 476
1904944 509
2005046 816
1827305 866
2072408 1285
2072405 2896

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
40324 -3906
128780 -3246
2072406 -3184
2040586 -2895
2211160 -2606
2072414 -2429
2546450 -2194
2303750 -1993
2072413 -1781
2072412 -1751
2072409 -1571
2282124 -1408
2072407 -612
2691571 -424
216778 476
1904944 509
2005046 816
1827305 866
2072408 1285
2072405 2896



g__Massilia

g__Massilia
33
set g__Massilia
setSize 14
pANOVA 0.0302
s.dist 0.335
p.adjustANOVA 0.125



Top enriched genes

Top 20 genes
GeneID Gene Rank
321983 2902
2045208 2498
47229 2298
1141883 2223
321984 1663
2072590 1572
864828 1558
871742 1181
1678028 1034
321985 1005
1593482 995
945844 833
1707785 818
169973 -221

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
321983 2902
2045208 2498
47229 2298
1141883 2223
321984 1663
2072590 1572
864828 1558
871742 1181
1678028 1034
321985 1005
1593482 995
945844 833
1707785 818
169973 -221



g__Bacillus

g__Bacillus
60
set g__Bacillus
setSize 150
pANOVA 0.0319
s.dist -0.102
p.adjustANOVA 0.128



Top enriched genes

Top 20 genes
GeneID Gene Rank
161537 -4027
101081 -4003
258060 -3905
2683680 -3845
360310 -3794
299442 -3746
263474 -3707
293387 -3685
2026191 -3649
1402 -3592
756828 -3552
2233998 -3549
1890302 -3506
2026190 -3498
2051555 -3493
2053832 -3489
2026189 -3475
2026194 -3458
2026192 -3441
1405 -3424

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
161537 -4027
101081 -4003
258060 -3905
2683680 -3845
360310 -3794
299442 -3746
263474 -3707
293387 -3685
2026191 -3649
1402 -3592
756828 -3552
2233998 -3549
1890302 -3506
2026190 -3498
2051555 -3493
2053832 -3489
2026189 -3475
2026194 -3458
2026192 -3441
1405 -3424
1428 -3379
1162034 -3369
2080759 -3349
1178537 -3323
1839798 -3259
2499213 -3241
658666 -3234
665099 -3203
1892404 -3202
2576356 -3199
1441264 -3073
492670 -3061
2338372 -3056
2026186 -3052
1423 -3003
716547 -2957
2026187 -2950
2608254 -2938
1868655 -2927
2217832 -2896
155322 -2882
247846 -2860
300825 -2832
1868392 -2806
98228 -2776
1396 -2775
1868385 -2764
293389 -2762
561879 -2698
152268 -2646
2070759 -2609
1392 -2604
361272 -2588
2529386 -2495
46224 -2486
1408 -2445
1581038 -2410
421767 -2403
1071080 -2310
1397 -2125
324767 -1927
2660750 -1819
1193713 -1780
1242912 -1759
189382 -1734
258061 -1716
1441095 -1706
1478 -1627
1670641 -1268
2666127 -1021
450367 -826
1648923 -819
632773 -625
258054 -430
1010692 -422
1783501 -259
2011012 -246
352858 -239
260554 -200
101060 37
199441 176
109322 242
2598861 446
228899 518
360280 559
79880 569
1467 604
1827146 750
1409 776
1177653 821
189381 865
33932 905
1705566 1039
580165 1142
1402861 1148
492309 1183
86664 1260
86039 1375
1127744 1445
666686 1460
72361 1465
101056 1596
1445 1694
79885 1759
79883 1765
1742359 1798
1398 1830
1390 1876
412384 2062
1664069 2080
218284 2084
330298 2133
1547283 2241
2682541 2281
2009331 2485
264697 2505
129985 2522
1455 2556
1479 2562
1404 2571
486398 2594
83428 2596
859143 2627
1413 2665
554143 2690
86665 2709
119858 2787
64104 2877
2052936 2971
1452 2978
2587848 3007
2014076 3031
2567941 3113
330297 3195
999693 3244
1471 3322
1177647 3331
2026188 3344
1215031 3462
279826 3503
79882 3512
1565991 3534
220687 3609
35841 3772
1834954 4067
293822 4075
764036 4120
247859 4121
203371 4171
330292 4176



g__Cupriavidus

g__Cupriavidus
29
set g__Cupriavidus
setSize 14
pANOVA 0.0359
s.dist 0.324
p.adjustANOVA 0.133



Top enriched genes

Top 20 genes
GeneID Gene Rank
96344 2844
1873897 2762
106590 2580
82541 2551
164546 2516
248026 2341
68895 2201
1389192 1851
82633 1847
151783 1587
1796606 707
119219 -753
876364 -1552
367825 -1743

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
96344 2844
1873897 2762
106590 2580
82541 2551
164546 2516
248026 2341
68895 2201
1389192 1851
82633 1847
151783 1587
1796606 707
119219 -753
876364 -1552
367825 -1743



g__Fusarium

g__Fusarium
106
set g__Fusarium
setSize 13
pANOVA 0.0362
s.dist -0.336
p.adjustANOVA 0.133



Top enriched genes

Top 20 genes
GeneID Gene Rank
140110 -3792
5507 -3705
169388 -3524
101028 -3287
231269 -2920
117187 -2615
5518 -2513
57143 -936
948311 -380
56646 -34
5127 -32
79018 3122
5516 3734

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
140110 -3792
5507 -3705
169388 -3524
101028 -3287
231269 -2920
117187 -2615
5518 -2513
57143 -936
948311 -380
56646 -34
5127 -32
79018 3122
5516 3734



g__Halomonas

g__Halomonas
22
set g__Halomonas
setSize 35
pANOVA 0.0367
s.dist 0.204
p.adjustANOVA 0.133



Top enriched genes

Top 20 genes
GeneID Gene Rank
357658 4180
2562282 3957
1346287 3894
29570 3882
1504981 3875
2497861 3557
664683 3285
1761789 2851
1971364 2832
29571 2589
2576841 2414
2587849 2370
390919 2245
115553 2112
2014541 2093
2306583 2018
1118153 1913
44935 1524
213554 1238
2136172 1188

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
357658 4180
2562282 3957
1346287 3894
29570 3882
1504981 3875
2497861 3557
664683 3285
1761789 2851
1971364 2832
29571 2589
2576841 2414
2587849 2370
390919 2245
115553 2112
2014541 2093
2306583 2018
1118153 1913
44935 1524
213554 1238
2136172 1188
2661553 1186
115555 1137
2587844 -40
1897729 -139
147248 -728
507626 -909
1609967 -999
115561 -1234
475662 -1691
2746 -2641
1883416 -2717
1178482 -2735
1666906 -3116
272774 -3288
349789 -4025



g__Micromonospora

g__Micromonospora
82
set g__Micromonospora
setSize 27
pANOVA 0.0428
s.dist -0.225
p.adjustANOVA 0.151



Top enriched genes

Top 20 genes
GeneID Gene Rank
2675222 -2795
2201999 -2670
648999 -2093
1182970 -2058
219305 -2045
47872 -2021
47858 -1640
285665 -1595
299146 -1572
718015 -1560
2039870 -1536
291594 -1521
261654 -1129
1881 -1118
356852 -843
47857 -811
47865 -645
307121 -373
1914461 56
479978 62

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
2675222 -2795
2201999 -2670
648999 -2093
1182970 -2058
219305 -2045
47872 -2021
47858 -1640
285665 -1595
299146 -1572
718015 -1560
2039870 -1536
291594 -1521
261654 -1129
1881 -1118
356852 -843
47857 -811
47865 -645
307121 -373
1914461 56
479978 62
1874 166
709883 280
1877 511
299152 560
47850 753
356851 1202
2583243 1648



g__Janthinobacterium

g__Janthinobacterium
34
set g__Janthinobacterium
setSize 10
pANOVA 0.0454
s.dist 0.366
p.adjustANOVA 0.155



Top enriched genes

Top 20 genes
GeneID Gene Rank
1236179 2865
1938606 2379
2590869 2320
55508 2179
1644131 1664
2497863 1383
29581 1303
375286 717
368607 602
242828 405

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1236179 2865
1938606 2379
2590869 2320
55508 2179
1644131 1664
2497863 1383
29581 1303
375286 717
368607 602
242828 405



g__Staphylococcus

g__Staphylococcus
65
set g__Staphylococcus
setSize 41
pANOVA 0.0468
s.dist 0.18
p.adjustANOVA 0.155



Top enriched genes

Top 20 genes
GeneID Gene Rank
46126 3911
985002 3714
29384 3563
29380 3385
1295 3257
29388 3228
29382 3150
214473 2990
70258 2926
1290 2899
45972 2782
1286 2707
1654388 2578
29379 2525
1294 2510
1296 2265
61015 2059
53344 1624
2025492 1583
28035 1481

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
46126 3911
985002 3714
29384 3563
29380 3385
1295 3257
29388 3228
29382 3150
214473 2990
70258 2926
1290 2899
45972 2782
1286 2707
1654388 2578
29379 2525
1294 2510
1296 2265
61015 2059
53344 1624
2025492 1583
28035 1481
2044912 1469
985762 1436
308354 774
1282 719
29385 608
170573 362
246432 169
155085 -5
1281 -135
150056 -713
1288 -809
643214 -902
283734 -1957
1280 -2100
42858 -2379
1283 -2405
70255 -2699
46127 -3129
29378 -3253
1292 -3353
1284 -3408



g__Geobacillus

g__Geobacillus
62
set g__Geobacillus
setSize 19
pANOVA 0.048
s.dist 0.262
p.adjustANOVA 0.155



Top enriched genes

Top 20 genes
GeneID Gene Rank
1422 4063
391290 3898
129338 3851
228952 3775
295930 3377
471223 3116
33940 3041
1629723 2662
581103 2645
691437 2631
169283 1783
1921421 527
1462 186
1394 -1300
1519377 -1822
33938 -2129
1233873 -2553
33941 -2761
1813182 -3032

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1422 4063
391290 3898
129338 3851
228952 3775
295930 3377
471223 3116
33940 3041
1629723 2662
581103 2645
691437 2631
169283 1783
1921421 527
1462 186
1394 -1300
1519377 -1822
33938 -2129
1233873 -2553
33941 -2761
1813182 -3032



g__Mesorhizobium

g__Mesorhizobium
41
set g__Mesorhizobium
setSize 30
pANOVA 0.0535
s.dist -0.204
p.adjustANOVA 0.164



Top enriched genes

Top 20 genes
GeneID Gene Rank
207743 -4015
266294 -4013
2493670 -2988
278153 -2706
2493674 -2474
2493671 -2079
2493681 -2008
593909 -1921
2493676 -1905
2493680 -1874
2493672 -1787
536018 -1650
2584466 -1459
381 -1431
2493673 -1039
2108445 -1029
2493675 -832
2493677 -784
1670800 -783
71433 -459

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
207743 -4015
266294 -4013
2493670 -2988
278153 -2706
2493674 -2474
2493671 -2079
2493681 -2008
593909 -1921
2493676 -1905
2493680 -1874
2493672 -1787
536018 -1650
2584466 -1459
381 -1431
2493673 -1039
2108445 -1029
2493675 -832
2493677 -784
1670800 -783
71433 -459
2493669 -173
28104 241
2493668 262
2493679 281
2493678 404
1295366 1125
2082387 2693
2066070 2704
39645 2853
263506 4178



g__Tsarbombavirus

g__Tsarbombavirus
115
set g__Tsarbombavirus
setSize 10
pANOVA 0.0536
s.dist 0.353
p.adjustANOVA 0.164



Top enriched genes

Top 20 genes
GeneID Gene Rank
1985183 4140
2593638 4000
2560334 3987
1909403 3963
2560337 3951
1985182 3856
1776293 959
2560332 -2626
2591380 -3388
2596657 -3559

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1985183 4140
2593638 4000
2560334 3987
1909403 3963
2560337 3951
1985182 3856
1776293 959
2560332 -2626
2591380 -3388
2596657 -3559



g__Paraburkholderia

g__Paraburkholderia
30
set g__Paraburkholderia
setSize 24
pANOVA 0.064
s.dist 0.219
p.adjustANOVA 0.19



Top enriched genes

Top 20 genes
GeneID Gene Rank
2571747 3282
75105 3160
1926494 2595
134536 2567
261302 2121
169427 2020
420953 1852
2571748 1724
169430 1468
148447 1393
640511 1354
2604047 1105
134537 910
36873 747
92647 738
948107 529
2547399 486
2026199 142
159450 26
60548 -142

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
2571747 3282
75105 3160
1926494 2595
134536 2567
261302 2121
169427 2020
420953 1852
2571748 1724
169430 1468
148447 1393
640511 1354
2604047 1105
134537 910
36873 747
92647 738
948107 529
2547399 486
2026199 142
159450 26
60548 -142
2211211 -410
1761016 -1049
311230 -1490
252970 -1695



g__Helicobacter

g__Helicobacter
59
set g__Helicobacter
setSize 18
pANOVA 0.0663
s.dist -0.25
p.adjustANOVA 0.192



Top enriched genes

Top 20 genes
GeneID Gene Rank
1548018 -3912
222136 -3780
135569 -3643
32025 -3329
76936 -3020
29419 -3019
138563 -2223
210 -2150
214 -2016
37372 -1761
56877 -885
104628 -105
1591088 427
45498 550
35818 2687
123841 2697
213 2859
212 3581

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1548018 -3912
222136 -3780
135569 -3643
32025 -3329
76936 -3020
29419 -3019
138563 -2223
210 -2150
214 -2016
37372 -1761
56877 -885
104628 -105
1591088 427
45498 550
35818 2687
123841 2697
213 2859
212 3581



g__Wphvirus

g__Wphvirus
113
set g__Wphvirus
setSize 15
pANOVA 0.0682
s.dist -0.272
p.adjustANOVA 0.193



Top enriched genes

Top 20 genes
GeneID Gene Rank
1922328 -3935
2024234 -3139
1805956 -2202
1909402 -2060
1909401 -1470
2560329 -1462
1873998 -1174
1852564 -1161
1837830 -1102
2282402 -1085
1987727 -1003
1805951 -545
2079258 -168
2024230 1556
1805948 3393

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1922328 -3935
2024234 -3139
1805956 -2202
1909402 -2060
1909401 -1470
2560329 -1462
1873998 -1174
1852564 -1161
1837830 -1102
2282402 -1085
1987727 -1003
1805951 -545
2079258 -168
2024230 1556
1805948 3393



g__Pagevirus

g__Pagevirus
112
set g__Pagevirus
setSize 26
pANOVA 0.0711
s.dist -0.205
p.adjustANOVA 0.195



Top enriched genes

Top 20 genes
GeneID Gene Rank
1450749 -3948
1754209 -3556
1881392 -3410
1734382 -3286
2662128 -2968
1881432 -2759
2500810 -1843
1309583 -1690
1921188 -1306
1921189 -1296
2315470 -973
1874000 -961
2023949 -954
2023950 -873
2500808 -746
1921187 -725
1983413 -615
1874001 -542
2500809 -427
1921186 -232

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1450749 -3948
1754209 -3556
1881392 -3410
1734382 -3286
2662128 -2968
1881432 -2759
2500810 -1843
1309583 -1690
1921188 -1306
1921189 -1296
2315470 -973
1874000 -961
2023949 -954
2023950 -873
2500808 -746
1921187 -725
1983413 -615
1874001 -542
2500809 -427
1921186 -232
1675598 372
1921185 385
2675443 1921
2023951 2892
1981931 3692
2267655 4111



g__Serratia

g__Serratia
8
set g__Serratia
setSize 29
pANOVA 0.0724
s.dist 0.193
p.adjustANOVA 0.195



Top enriched genes

Top 20 genes
GeneID Gene Rank
1759437 3809
2482769 3474
671990 3164
1327989 2944
618 2768
61652 2396
2447890 2296
614 2205
82995 1991
2033438 1320
2597702 1269
28151 1047
488142 1029
2420306 971
47917 765
2697369 626
104623 343
61651 23
616 3
1938820 -84

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1759437 3809
2482769 3474
671990 3164
1327989 2944
618 2768
61652 2396
2447890 2296
614 2205
82995 1991
2033438 1320
2597702 1269
28151 1047
488142 1029
2420306 971
47917 765
2697369 626
104623 343
61651 23
616 3
1938820 -84
239175 -202
138074 -400
2485839 -437
42906 -440
615 -444
2448483 -630
82996 -896
137545 -1808
1758196 -1852



g__Sphingobacterium

g__Sphingobacterium
100
set g__Sphingobacterium
setSize 12
pANOVA 0.0749
s.dist -0.297
p.adjustANOVA 0.198



Top enriched genes

Top 20 genes
GeneID Gene Rank
1933220 -3980
2003121 -3971
259 -2908
561061 -2724
743722 -2437
2557994 -2404
1538644 -1688
2662364 103
1010 829
403776 973
371142 2183
649196 2347

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1933220 -3980
2003121 -3971
259 -2908
561061 -2724
743722 -2437
2557994 -2404
1538644 -1688
2662364 103
1010 829
403776 973
371142 2183
649196 2347



g__Pandoraea

g__Pandoraea
32
set g__Pandoraea
setSize 11
pANOVA 0.0785
s.dist 0.306
p.adjustANOVA 0.202



Top enriched genes

Top 20 genes
GeneID Gene Rank
2518599 3358
656179 2985
445709 2422
93221 2301
1891094 2107
573737 1999
656178 1589
93220 1364
93222 1310
93219 -1090
93218 -3620

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
2518599 3358
656179 2985
445709 2422
93221 2301
1891094 2107
573737 1999
656178 1589
93220 1364
93222 1310
93219 -1090
93218 -3620



g__Amycolatopsis

g__Amycolatopsis
83
set g__Amycolatopsis
setSize 14
pANOVA 0.0991
s.dist -0.255
p.adjustANOVA 0.25



Top enriched genes

Top 20 genes
GeneID Gene Rank
1911175 -2849
2653857 -2711
1814 -2650
37632 -1784
33910 -1494
208439 -1121
1447705 -984
330084 -875
76022 -674
1804986 -423
31958 -217
129921 370
1896961 625
115433 1268

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1911175 -2849
2653857 -2711
1814 -2650
37632 -1784
33910 -1494
208439 -1121
1447705 -984
330084 -875
76022 -674
1804986 -423
31958 -217
129921 370
1896961 625
115433 1268



g__Dickeya

g__Dickeya
12
set g__Dickeya
setSize 12
pANOVA 0.105
s.dist 0.271
p.adjustANOVA 0.252



Top enriched genes

Top 20 genes
GeneID Gene Rank
204038 4041
1225785 3366
2037915 3283
568766 3215
568768 2868
204039 2592
556 1020
69223 986
1089444 -276
1224145 -1131
1778540 -2051
204042 -3610

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
204038 4041
1225785 3366
2037915 3283
568766 3215
568768 2868
204039 2592
556 1020
69223 986
1089444 -276
1224145 -1131
1778540 -2051
204042 -3610



g__Enterococcus

g__Enterococcus
69
set g__Enterococcus
setSize 18
pANOVA 0.106
s.dist -0.22
p.adjustANOVA 0.252



Top enriched genes

Top 20 genes
GeneID Gene Rank
417368 -3769
2060307 -3668
2057791 -3469
1353 -3460
167972 -2839
2005703 -2565
1351 -2517
37734 -2307
332949 -908
53345 -633
53346 -495
33945 210
160453 566
2582830 1271
44008 1926
1352 2177
1354 2495
118060 3161

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
417368 -3769
2060307 -3668
2057791 -3469
1353 -3460
167972 -2839
2005703 -2565
1351 -2517
37734 -2307
332949 -908
53345 -633
53346 -495
33945 210
160453 566
2582830 1271
44008 1926
1352 2177
1354 2495
118060 3161



g__Bordetella

g__Bordetella
35
set g__Bordetella
setSize 19
pANOVA 0.106
s.dist -0.214
p.adjustANOVA 0.252



Top enriched genes

Top 20 genes
GeneID Gene Rank
520 -3863
1697043 -3232
1977852 -3183
1331258 -3094
521 -2986
463024 -2875
35814 -2544
103855 -2499
518 -1686
123899 -1441
463025 -1266
94624 -1026
1416803 90
463014 685
1416806 854
463040 1500
1746199 3522
2163011 3757
519 4112

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
520 -3863
1697043 -3232
1977852 -3183
1331258 -3094
521 -2986
463024 -2875
35814 -2544
103855 -2499
518 -1686
123899 -1441
463025 -1266
94624 -1026
1416803 90
463014 685
1416806 854
463040 1500
1746199 3522
2163011 3757
519 4112



g__Aspergillus

g__Aspergillus
107
set g__Aspergillus
setSize 38
pANOVA 0.133
s.dist 0.141
p.adjustANOVA 0.308



Top enriched genes

Top 20 genes
GeneID Gene Rank
487661 4080
5062 3903
162425 3902
41058 3756
41067 3705
1341132 3461
209559 3425
1810919 3291
41413 3227
319627 3001
1340029 2685
319630 2462
746128 2353
288669 2307
5061 2262
34381 2169
36630 1950
61420 1676
1506151 1571
1191711 578

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
487661 4080
5062 3903
162425 3902
41058 3756
41067 3705
1341132 3461
209559 3425
1810919 3291
41413 3227
319627 3001
1340029 2685
319630 2462
746128 2353
288669 2307
5061 2262
34381 2169
36630 1950
61420 1676
1506151 1571
1191711 578
301854 532
33178 339
109264 244
319631 -117
979771 -381
306088 -1007
41047 -1086
41061 -1167
319626 -1671
132259 -1975
5057 -2208
51019 -2361
1196635 -2925
5053 -3025
41068 -3029
340412 -3277
5059 -3735
446911 -3919



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