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 88
num_genes_in_profile 8225
duplicated_genes_present 0
num_profile_genes_in_sets 7985
num_profile_genes_not_in_sets 240

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 88
num_genesets_excluded 21
num_genesets_included 67

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
c Gammaproteobacteria 1401 7.61e-07 0.08370 0.000051
c Planctomycetia 80 5.72e-04 -0.22300 0.019200
c Kinetoplastea 18 1.67e-03 0.42800 0.037200
c Sordariomycetes 65 2.46e-03 -0.21800 0.041300
c Bacilli 689 1.18e-02 -0.05790 0.140000
c Actinopteri 103 1.25e-02 -0.14300 0.140000
c Magnoliopsida 224 4.65e-02 -0.07790 0.414000
c 592 5.00e-02 0.04830 0.414000
c Deltaproteobacteria 99 5.57e-02 -0.11200 0.414000
c Alphaproteobacteria 686 6.28e-02 0.04280 0.421000
c Bacteroidia 66 8.23e-02 0.12400 0.434000
c Epsilonproteobacteria 93 8.30e-02 -0.10400 0.434000
c Aconoidasida 31 8.91e-02 -0.17700 0.434000
c Arachnida 13 9.08e-02 -0.27100 0.434000
c Insthoviricetes 125 1.10e-01 -0.08320 0.491000
c Aquificae 11 1.17e-01 -0.27300 0.491000
c Methanococci 13 1.58e-01 0.22600 0.622000
c Chitinophagia 25 1.93e-01 0.15100 0.633000
c Oomycetes 14 1.94e-01 0.20100 0.633000
c Agaricomycetes 28 1.97e-01 -0.14100 0.633000
c Coriobacteriia 21 1.98e-01 0.16200 0.633000
c Leotiomycetes 14 2.27e-01 -0.18700 0.691000
c Thermoprotei 36 2.51e-01 -0.11100 0.712000
c Sphingobacteriia 36 2.55e-01 -0.11000 0.712000
c Clostridia 252 2.88e-01 -0.03930 0.755000
c Methanomicrobia 37 2.99e-01 0.09890 0.755000
c Bivalvia 10 3.04e-01 0.18800 0.755000
c Chromadorea 17 3.33e-01 0.13600 0.772000
c Conoidasida 15 3.54e-01 0.13800 0.772000
c Cytophagia 66 3.58e-01 0.06560 0.772000
c Oligoflexia 10 3.60e-01 0.16700 0.772000
c Insecta 193 3.69e-01 -0.03780 0.772000
c Halobacteria 67 4.13e-01 -0.05800 0.823000
c Anthozoa 10 4.25e-01 0.14600 0.823000
c Thermoplasmata 10 4.30e-01 0.14400 0.823000
c Dothideomycetes 30 5.16e-01 -0.06870 0.942000
c Eumycetozoa 10 5.20e-01 0.11700 0.942000
c Lepidosauria 14 5.38e-01 -0.09510 0.944000
c Chlamydiia 14 5.55e-01 -0.09120 0.944000
c Erysipelotrichia 11 5.76e-01 -0.09730 0.944000
c Thermococci 24 5.94e-01 -0.06290 0.944000
c Actinobacteria 1032 6.19e-01 0.00956 0.944000
c Mammalia 151 6.19e-01 -0.02360 0.944000
c Aves 87 6.20e-01 -0.03090 0.944000
c Eurotiomycetes 87 6.84e-01 -0.02540 0.946000
c Tremellomycetes 18 6.91e-01 0.05410 0.946000
c Mollicutes 118 6.94e-01 -0.02110 0.946000
c Thermotogae 21 7.20e-01 -0.04520 0.946000
c Saccharomycetes 75 7.21e-01 0.02390 0.946000
c Ulvophyceae 10 7.28e-01 -0.06360 0.946000


Results (complete table)


Click HERE to show results for all gene sets

Complete results
set setSize pANOVA s.dist p.adjustANOVA
c Gammaproteobacteria 1401 7.61e-07 8.37e-02 0.000051
c Planctomycetia 80 5.72e-04 -2.23e-01 0.019200
c Kinetoplastea 18 1.67e-03 4.28e-01 0.037200
c Sordariomycetes 65 2.46e-03 -2.18e-01 0.041300
c Bacilli 689 1.18e-02 -5.79e-02 0.140000
c Actinopteri 103 1.25e-02 -1.43e-01 0.140000
c Magnoliopsida 224 4.65e-02 -7.79e-02 0.414000
c 592 5.00e-02 4.83e-02 0.414000
c Deltaproteobacteria 99 5.57e-02 -1.12e-01 0.414000
c Alphaproteobacteria 686 6.28e-02 4.28e-02 0.421000
c Bacteroidia 66 8.23e-02 1.24e-01 0.434000
c Epsilonproteobacteria 93 8.30e-02 -1.04e-01 0.434000
c Aconoidasida 31 8.91e-02 -1.77e-01 0.434000
c Arachnida 13 9.08e-02 -2.71e-01 0.434000
c Insthoviricetes 125 1.10e-01 -8.32e-02 0.491000
c Aquificae 11 1.17e-01 -2.73e-01 0.491000
c Methanococci 13 1.58e-01 2.26e-01 0.622000
c Chitinophagia 25 1.93e-01 1.51e-01 0.633000
c Oomycetes 14 1.94e-01 2.01e-01 0.633000
c Agaricomycetes 28 1.97e-01 -1.41e-01 0.633000
c Coriobacteriia 21 1.98e-01 1.62e-01 0.633000
c Leotiomycetes 14 2.27e-01 -1.87e-01 0.691000
c Thermoprotei 36 2.51e-01 -1.11e-01 0.712000
c Sphingobacteriia 36 2.55e-01 -1.10e-01 0.712000
c Clostridia 252 2.88e-01 -3.93e-02 0.755000
c Methanomicrobia 37 2.99e-01 9.89e-02 0.755000
c Bivalvia 10 3.04e-01 1.88e-01 0.755000
c Chromadorea 17 3.33e-01 1.36e-01 0.772000
c Conoidasida 15 3.54e-01 1.38e-01 0.772000
c Cytophagia 66 3.58e-01 6.56e-02 0.772000
c Oligoflexia 10 3.60e-01 1.67e-01 0.772000
c Insecta 193 3.69e-01 -3.78e-02 0.772000
c Halobacteria 67 4.13e-01 -5.80e-02 0.823000
c Anthozoa 10 4.25e-01 1.46e-01 0.823000
c Thermoplasmata 10 4.30e-01 1.44e-01 0.823000
c Dothideomycetes 30 5.16e-01 -6.87e-02 0.942000
c Eumycetozoa 10 5.20e-01 1.17e-01 0.942000
c Lepidosauria 14 5.38e-01 -9.51e-02 0.944000
c Chlamydiia 14 5.55e-01 -9.12e-02 0.944000
c Erysipelotrichia 11 5.76e-01 -9.73e-02 0.944000
c Thermococci 24 5.94e-01 -6.29e-02 0.944000
c Actinobacteria 1032 6.19e-01 9.56e-03 0.944000
c Mammalia 151 6.19e-01 -2.36e-02 0.944000
c Aves 87 6.20e-01 -3.09e-02 0.944000
c Eurotiomycetes 87 6.84e-01 -2.54e-02 0.946000
c Tremellomycetes 18 6.91e-01 5.41e-02 0.946000
c Mollicutes 118 6.94e-01 -2.11e-02 0.946000
c Thermotogae 21 7.20e-01 -4.52e-02 0.946000
c Saccharomycetes 75 7.21e-01 2.39e-02 0.946000
c Ulvophyceae 10 7.28e-01 -6.36e-02 0.946000
c Ustilaginomycetes 11 7.30e-01 -6.02e-02 0.946000
c Deinococci 32 7.58e-01 -3.15e-02 0.946000
c Methanobacteria 19 7.59e-01 -4.07e-02 0.946000
c Florideophyceae 30 7.63e-01 -3.19e-02 0.946000
c Spirochaetia 51 7.88e-01 2.18e-02 0.960000
c Amphibia 12 8.34e-01 3.50e-02 0.962000
c Flavobacteriia 220 8.38e-01 8.08e-03 0.962000
c Chlorophyceae 24 8.43e-01 -2.33e-02 0.962000
c Synergistia 10 8.53e-01 -3.38e-02 0.962000
c Negativicutes 24 8.65e-01 -2.01e-02 0.962000
c Betaproteobacteria 453 8.79e-01 -4.24e-03 0.962000
c Gloeobacteria 11 8.94e-01 -2.33e-02 0.962000
c Nitrososphaeria 24 9.08e-01 -1.36e-02 0.962000
c Tissierellia 14 9.19e-01 1.57e-02 0.962000
c Chlorobia 14 9.64e-01 -6.94e-03 0.994000
c Malacostraca 11 9.89e-01 2.46e-03 1.000000
c Fusobacteriia 25 1.00e+00 -4.88e-05 1.000000



Detailed Gene set reports



c__Gammaproteobacteria

c__Gammaproteobacteria
1
set c__Gammaproteobacteria
setSize 1401
pANOVA 7.61e-07
s.dist 0.0837
p.adjustANOVA 5.1e-05



Top enriched genes

Top 20 genes
GeneID Gene Rank
60487 4191
203256 4190
60488 4184
357658 4180
71656 4179
251076 4175
376935 4173
549 4162
566 4158
2596949 4155
665913 4147
1906275 4144
1497812 4143
287094 4137
936476 4134
435910 4132
255519 4129
73098 4124
2494701 4118
1920109 4113

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
60487 4191
203256 4190
60488 4184
357658 4180
71656 4179
251076 4175
376935 4173
549 4162
566 4158
2596949 4155
665913 4147
1906275 4144
1497812 4143
287094 4137
936476 4134
435910 4132
255519 4129
73098 4124
2494701 4118
1920109 4113
1756993 4107
1594731 4104
565 4102
2588449 4097
2282310 4096
187493 4095
1920114 4094
741091 4089
582203 4088
2587856 4086
2487150 4083
2282309 4078
351745 4066
51288 4056
352158 4055
1526571 4052
1263550 4048
228654 4043
1628086 4042
204038 4041
2681309 4039
1336806 4033
2681307 4030
2172099 4027
2042057 4024
665914 4023
1398493 4022
90736 4019
927 4015
82985 4010
715 4003
329930 3999
65741 3996
83655 3984
55209 3983
69220 3975
413497 3970
1920116 3961
2562282 3957
55211 3956
535744 3955
1915310 3954
58049 3952
2559074 3950
357233 3944
2079806 3942
2572577 3941
2681308 3934
251083 3929
2051905 3923
549298 3913
2077136 3906
1346287 3894
198620 3890
1052 3889
29570 3882
1504981 3875
357240 3871
1914861 3869
539812 3867
766224 3866
2007306 3865
42895 3860
310404 3857
413501 3854
1849986 3844
251069 3836
1848517 3834
69218 3830
592316 3827
1749259 3826
712310 3825
159091 3824
2027919 3820
535726 3817
60480 3811
1759437 3809
1170392 3807
754476 3806
2052938 3804
1421430 3794
61648 3793
399742 3789
394751 3788
2077137 3787
437505 3780
1199245 3770
1499973 3768
930166 3767
1055628 3763
2547598 3762
1538553 3758
2492396 3738
1907578 3733
1573712 3732
66269 3731
91844 3730
1785145 3729
1497836 3727
670 3726
1862273 3723
1175925 3717
1765967 3710
1032623 3701
2494702 3700
1881855 3698
321662 3689
1055625 3687
1548547 3681
539813 3679
237609 3676
2073078 3667
28141 3665
1076550 3664
547985 3657
1867846 3655
1458355 3653
2213017 3651
590046 3649
2153385 3648
47735 3621
1573720 3613
2478464 3610
2057026 3602
79967 3598
61646 3597
1644867 3587
2587862 3578
211595 3571
691 3570
1096243 3569
410330 3567
2497861 3557
113267 3544
2067572 3540
680320 3538
238836 3537
1486991 3527
2183911 3524
251055 3521
1821621 3518
1849603 3517
1619313 3516
881260 3508
1288410 3507
2529381 3504
198616 3500
158822 3491
554 3489
299767 3486
2029986 3485
1306787 3480
2482769 3474
454 3464
658630 3453
150396 3452
61647 3444
1500687 3443
1860122 3440
1611770 3434
1173280 3431
1644866 3429
70775 3428
632 3424
1163710 3423
283686 3420
208223 3418
463 3415
2420300 3411
2500132 3408
1573704 3403
81475 3398
1778878 3392
2575375 3391
550 3389
1534110 3387
418698 3379
1862227 3372
1367496 3370
1225785 3366
1881017 3360
1821960 3345
1855380 3341
2014742 3340
65700 3336
658643 3328
298 3327
50340 3321
1931241 3320
380021 3316
706570 3312
413502 3311
1848580 3310
1769779 3306
587753 3305
397421 3299
2652380 3297
2303538 3295
1692238 3293
1702250 3292
582702 3290
2518644 3289
664683 3285
2037915 3283
198931 3280
490759 3278
158823 3266
330734 3264
2015795 3263
551989 3260
92245 3255
2320270 3250
47879 3247
658629 3239
341029 3235
2045200 3229
568766 3215
321661 3204
43306 3194
82987 3192
2303332 3191
2487887 3190
591962 3189
33069 3176
294 3174
671990 3164
1158459 3158
43659 3157
2005388 3153
470934 3140
2049589 3138
1173283 3135
291112 3134
658644 3126
138072 3123
83668 3103
1538228 3102
2653853 3101
1615494 3096
546367 3094
47878 3083
1778877 3082
29485 3080
183795 3079
672 3078
2479546 3074
2490851 3073
2479547 3069
1778872 3065
666685 3061
2587845 3053
1500686 3049
487184 3046
46680 3044
158836 3039
1190415 3036
1294143 3034
686578 3030
2066051 3029
53408 3025
78398 3024
2664291 3022
2211106 3021
53407 3019
2608981 3017
28110 3016
359110 3015
393662 3014
1497839 3011
2219057 2999
2213057 2991
1811338 2981
1194712 2975
515393 2969
2021234 2968
1497838 2967
1573719 2966
473531 2965
512649 2964
928979 2959
91465 2955
404011 2954
749 2951
2609418 2946
1327989 2944
265883 2938
1827300 2936
29442 2935
2718 2924
317 2922
37487 2918
2594005 2915
86185 2912
40269 2911
2054915 2907
67829 2906
2072405 2896
118613 2894
1920128 2885
161398 2883
497725 2878
1249553 2871
568768 2868
200450 2857
1761789 2851
238202 2843
116092 2835
1788301 2833
1971364 2832
90270 2829
720 2826
552 2825
735 2823
1229 2816
545908 2808
165468 2804
930806 2793
1410383 2792
36746 2778
143813 2773
1335757 2770
1978339 2769
618 2768
76758 2767
1050 2766
472181 2765
46677 2758
1028989 2752
1074311 2751
497121 2740
703 2738
730 2728
2070539 2727
2497879 2726
1755811 2720
287 2718
1495331 2711
1827481 2710
296 2708
74109 2705
1699624 2701
1905730 2696
470150 2695
2580412 2694
1805933 2692
2126069 2680
2169583 2679
2018067 2672
1755504 2666
1814290 2661
1719125 2660
2303331 2657
219572 2656
1166130 2652
47884 2641
2547970 2633
1898684 2628
2664899 2625
1615674 2622
45065 2618
2689569 2617
74829 2611
253237 2609
1810504 2608
2213226 2605
2054919 2601
1811592 2599
1245526 2597
204039 2592
29571 2589
1434072 2587
2320867 2582
954 2581
563 2577
2660638 2576
437900 2575
2505979 2574
1082704 2565
2026240 2558
251701 2557
651740 2554
2487345 2548
1667024 2545
351052 2534
1849995 2532
1173273 2527
1499686 2524
244566 2517
158327 2515
1561924 2513
53413 2512
69 2508
1335746 2507
46679 2496
689 2491
2590776 2487
624 2483
1392877 2480
176102 2470
157783 2467
191390 2464
47883 2458
347 2455
237610 2453
1972431 2448
122355 2447
244327 2441
2604941 2435
1748243 2417
2576841 2414
2083054 2412
76760 2404
61652 2396
1855331 2395
2697370 2394
357794 2388
69328 2382
2083055 2381
55208 2380
306 2373
1930532 2372
2587849 2370
129817 2366
208224 2364
1978467 2361
233316 2357
1856588 2352
2488665 2351
138073 2350
216142 2344
1274359 2340
710740 2334
634113 2330
75612 2327
1665201 2322
1812935 2318
472695 2309
2077147 2300
1917145 2299
1415630 2297
2447890 2296
93378 2292
2054914 2291
95301 2279
101564 2277
914150 2268
797277 2267
1173288 2258
418701 2254
390919 2245
1849990 2243
1491394 2231
47885 2228
870 2227
2083051 2216
1573711 2212
2059264 2209
1981174 2208
2579935 2207
70864 2206
614 2205
553151 2204
1148509 2184
2679994 2180
2010829 2174
1087881 2167
59754 2163
89065 2161
157782 2157
2005262 2154
2479392 2149
633276 2143
1354732 2141
1619187 2131
359370 2115
115553 2112
2071621 2111
56458 2103
76761 2101
421628 2098
2014541 2093
271420 2087
1461581 2085
1484158 2076
1811975 2073
2654238 2064
2498113 2040
622488 2031
2306583 2018
693444 2015
2052056 2011
43662 2008
445710 2003
2025658 1996
1886807 1994
82995 1991
2498848 1971
291995 1969
2508687 1967
242606 1963
47877 1943
1972068 1939
1437540 1925
86265 1914
1118153 1913
2044467 1903
215689 1900
1442136 1891
354 1885
326544 1884
1705394 1879
2607663 1877
1736226 1870
28258 1861
34062 1849
2360 1846
28082 1835
1206777 1825
53409 1824
1173270 1812
364197 1806
676210 1799
1259844 1794
2283318 1785
1505757 1784
2566012 1782
1381081 1779
2547962 1769
170679 1766
1007495 1762
1302376 1756
1324796 1742
104087 1741
2077148 1738
200451 1736
29484 1725
353 1722
435897 1717
585455 1710
658632 1705
75588 1704
758 1702
1699621 1701
1583341 1689
502790 1684
67825 1668
2498451 1658
62322 1654
1934254 1644
658642 1640
47960 1638
1560339 1630
631 1617
1444770 1611
29423 1601
1420916 1593
39775 1590
300 1585
891974 1579
1365591 1547
75985 1541
2201356 1539
658641 1531
39765 1530
44935 1524
1977566 1514
51049 1513
234831 1509
66969 1502
580 1482
2605424 1479
1435069 1473
2597770 1463
2249302 1461
254247 1452
2529380 1446
2529121 1441
702115 1433
470933 1418
246167 1398
1891675 1387
983545 1374
2172103 1373
2565782 1365
200446 1339
718 1338
163011 1327
1547445 1324
2033438 1320
114707 1317
2479367 1304
1856685 1300
1659194 1298
228 1294
2052956 1293
341693 1289
1031538 1286
2072408 1285
349846 1280
67826 1278
2597702 1269
301 1264
1896164 1252
1853130 1249
213554 1238
1971488 1235
29438 1211
48074 1209
1965282 1206
500335 1190
48664 1189
2136172 1188
2661553 1186
415229 1176
28152 1171
29483 1169
947933 1167
1334193 1163
1470434 1156
2217867 1140
115555 1137
1677868 1128
198618 1127
2018305 1118
303 1106
1675689 1089
732 1087
673 1069
166935 1068
56453 1054
28151 1047
1671721 1045
29494 1043
300231 1042
2054173 1035
9 1031
488142 1029
338565 1024
556 1020
714 1019
47880 1012
754477 1009
1348114 996
929813 990
2698686 988
2083053 987
69223 986
95300 981
2420306 971
314722 950
1432056 943
43658 933
1302411 929
476 927
1720343 926
465721 882
2562449 876
208962 868
157779 867
1827305 866
281994 861
1283291 843
564 836
1761891 832
29447 819
2005046 816
1176533 815
182337 808
1028416 805
28901 803
674 802
1173284 771
47917 765
67854 754
668 733
316 727
553239 716
1620215 712
1649877 709
1149133 705
885040 700
1908198 698
395598 691
1427364 687
54736 680
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645 -3501
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654 -3558
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646 -3683
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600645 -3745
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440079 -3757
648 -3760
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29486 -3808
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33074 -3858
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750 -3874
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40324 -3906
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1497810 -3915
29430 -3921
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2004646 -3940
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334543 -3942
1639134 -3945
70348 -3947
40215 -3951
1339201 -3953
199907 -3958
52133 -3959
1921565 -3966
40214 -3973
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633 -3992
516075 -4000
197222 -4001
168931 -4020
338906 -4021
203254 -4022
203255 -4023
349789 -4025
55210 -4026



c__Planctomycetia

c__Planctomycetia
24
set c__Planctomycetia
setSize 80
pANOVA 0.000572
s.dist -0.223
p.adjustANOVA 0.0192



Top enriched genes

Top 20 genes
GeneID Gene Rank
1400387 -3777
2053591 -3537
2026779 -3416
2527962 -3378
1331910 -3326
2527984 -3131
2528026 -3099
2528029 -3036
2528008 -3012
2527990 -3000
125 -2868
119 -2697
2528022 -2620
2527995 -2582
1387353 -2543
406548 -2522
2527974 -2518
120 -2439
2527968 -2383
1636152 -2348

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1400387 -3777
2053591 -3537
2026779 -3416
2527962 -3378
1331910 -3326
2527984 -3131
2528026 -3099
2528029 -3036
2528008 -3012
2527990 -3000
125 -2868
119 -2697
2528022 -2620
2527995 -2582
1387353 -2543
406548 -2522
2527974 -2518
120 -2439
2527968 -2383
1636152 -2348
2527965 -2329
1930276 -2326
2528007 -2315
2528025 -2210
128 -2072
466153 -1967
265606 -1882
2026780 -1826
2527963 -1807
2527996 -1683
2528021 -1681
2596890 -1619
2528028 -1612
2527979 -1596
1891926 -1577
2527983 -1528
2528009 -1518
2527992 -1369
2527964 -1357
980251 -1263
2527994 -1233
2527980 -1198
114 -1081
2528027 -958
2598579 -831
2527975 -816
2527998 -730
2528010 -702
2528023 -691
2527971 -686
1930273 -622
2527978 -599
2527973 -506
2527989 -504
2528019 -296
235140 -219
2528017 -159
2528024 -101
2528030 13
2527981 271
2527988 291
2527993 363
1930275 487
2527997 536
1632864 562
2528018 1207
1632865 1606
1630693 1716
2527967 1787
122 2152
1930277 2158
2603660 2172
2527972 2210
2527982 2675
120965 2949
2527976 3026
980254 3171
2608982 3175
1930274 3356
2528020 3435



c__Kinetoplastea

c__Kinetoplastea
56
set c__Kinetoplastea
setSize 18
pANOVA 0.00167
s.dist 0.428
p.adjustANOVA 0.0372



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



c__Sordariomycetes

c__Sordariomycetes
42
set c__Sordariomycetes
setSize 65
pANOVA 0.00246
s.dist -0.218
p.adjustANOVA 0.0413



Top enriched genes

Top 20 genes
GeneID Gene Rank
38006 -4008
80884 -3913
318829 -3877
78579 -3805
140110 -3792
38033 -3748
5507 -3705
51453 -3696
176275 -3601
100816 -3598
1051613 -3588
58853 -3565
169388 -3524
101028 -3287
563466 -3169
231269 -2920
2587410 -2848
33203 -2621
117187 -2615
5518 -2513

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
38006 -4008
80884 -3913
318829 -3877
78579 -3805
140110 -3792
38033 -3748
5507 -3705
51453 -3696
176275 -3601
100816 -3598
1051613 -3588
58853 -3565
169388 -3524
101028 -3287
563466 -3169
231269 -2920
2587410 -2848
33203 -2621
117187 -2615
5518 -2513
1093900 -2493
1209926 -2466
2587412 -2362
27337 -2339
63577 -2316
2587399 -2303
114497 -2257
226899 -2250
72228 -2246
209285 -2245
1302862 -2144
223192 -2097
29908 -2026
40127 -1953
500148 -1929
393283 -1820
57143 -936
48703 -611
27357 -412
948311 -380
5116 -235
690256 -207
5147 -94
56646 -34
5127 -32
101201 316
35717 919
36779 960
148305 1353
280754 1929
29910 1940
92637 2118
29875 2325
5544 2721
568076 2831
1051616 2913
79018 3122
696354 3487
1578925 3646
5516 3734
5141 3862
73501 3870
398673 3883
31870 3959
145971 4168



c__Bacilli

c__Bacilli
7
set c__Bacilli
setSize 689
pANOVA 0.0118
s.dist -0.0579
p.adjustANOVA 0.14



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
1598 -3880
1307 -3852
1869345 -3846
2683680 -3845
2654326 -3819
360310 -3794
2036206 -3784
137591 -3778
417368 -3769
649508 -3759

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
1598 -3880
1307 -3852
1869345 -3846
2683680 -3845
2654326 -3819
360310 -3794
2036206 -3784
137591 -3778
417368 -3769
649508 -3759
365617 -3749
299442 -3746
128574 -3732
2048654 -3725
1712516 -3721
263474 -3707
28037 -3706
49283 -3694
1377 -3692
759811 -3689
293387 -3685
2060307 -3668
2026191 -3649
1695218 -3645
2495582 -3644
1590 -3641
1930546 -3640
130049 -3639
377615 -3621
1844972 -3613
324057 -3608
1402 -3592
1391 -3584
1055448 -3568
756828 -3552
2233998 -3549
1406 -3546
2674991 -3534
336988 -3531
1613 -3519
1890302 -3506
2026190 -3498
2051555 -3493
2053832 -3489
1602 -3486
2026189 -3475
2057791 -3469
2069255 -3468
1759399 -3462
1353 -3460
2026194 -3458
2023772 -3456
2026192 -3441
164393 -3426
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
1348 -3352
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
1218494 -3185
2303505 -3180
309788 -3173
378212 -3158
1326 -3136
46127 -3129
1882832 -3118
2086577 -3110
2506420 -3093
1855823 -3081
1138822 -3079
1441264 -3073
153152 -3070
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
1309 -2963
637971 -2961
716547 -2957
79263 -2954
2026187 -2950
1471761 -2946
54913 -2940
2608254 -2938
1868655 -2927
2507935 -2916
97478 -2901
2217832 -2896
155322 -2882
293371 -2881
1126833 -2880
2565926 -2872
85683 -2865
1105155 -2863
2070463 -2861
247846 -2860
255248 -2854
167972 -2839
160799 -2835
300825 -2832
1364 -2828
172713 -2810
1868392 -2806
102684 -2785
51664 -2778
98228 -2776
1396 -2775
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332410 1000
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519472 1960
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1583 3644
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1255 3749
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1363 3803
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1346 3850
129338 3851
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391290 3898
244 3901
46126 3911
59310 3930
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1340 3979
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1422 4063
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764036 4120
247859 4121
47715 4123
759620 4131
114975 4133
1399115 4139
203371 4171
330292 4176



c__Actinopteri

c__Actinopteri
31
set c__Actinopteri
setSize 103
pANOVA 0.0125
s.dist -0.143
p.adjustANOVA 0.14



Top enriched genes

Top 20 genes
GeneID Gene Rank
8036 -3881
300304 -3758
315492 -3675
205130 -3541
8167 -3487
29144 -3382
433685 -3368
75366 -3348
210632 -3314
48701 -3280
43700 -3233
8154 -3230
8014 -3205
64144 -3164
244447 -3037
1676925 -2980
8208 -2971
291360 -2894
8175 -2837
7994 -2805

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
8036 -3881
300304 -3758
315492 -3675
205130 -3541
8167 -3487
29144 -3382
433685 -3368
75366 -3348
210632 -3314
48701 -3280
43700 -3233
8154 -3230
8014 -3205
64144 -3164
244447 -3037
1676925 -2980
8208 -2971
291360 -2894
8175 -2837
7994 -2805
181472 -2798
8255 -2639
7998 -2634
8022 -2584
8238 -2579
303518 -2479
13489 -2330
52904 -2319
101497 -2261
7950 -2205
113540 -2030
173247 -1964
42514 -1955
89574 -1685
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8049 -1488
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109280 -1382
300306 -1362
150288 -1278
105023 -1269
8019 -1251
390379 -1193
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8023 -1050
173339 -1038
8187 -863
28743 -787
7959 -768
47969 -734
52670 -592
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307959 -533
84645 -523
8032 -491
13095 -451
8128 -360
2593217 -277
7965 -267
7962 -229
7918 -158
586833 113
56716 185
8078 232
31033 312
74940 382
7955 538
8153 620
56723 724
8030 752
8081 794
7957 807
80966 881
80972 918
48698 1130
30732 1328
41447 1419
8005 1467
8083 1506
365059 1512
215358 1562
32473 1697
48699 1828
158456 1908
283035 1947
161584 2153
32507 2168
37003 2282
310915 2290
681910 2546
433405 2616
257977 2669
8090 2779
69293 2780
299321 2974
63155 3217
302047 3490
75352 3617
1234273 3813
144197 3925
8161 4012



c__Magnoliopsida

c__Magnoliopsida
50
set c__Magnoliopsida
setSize 224
pANOVA 0.0465
s.dist -0.0779
p.adjustANOVA 0.414



Top enriched genes

Top 20 genes
GeneID Gene Rank
72658 -3994
44586 -3917
4537 -3910
939150 -3899
51240 -3866
4679 -3859
4565 -3809
4543 -3775
3726 -3703
108875 -3677
3635 -3633
91225 -3625
3884 -3604
29730 -3602
3694 -3589
4113 -3562
29780 -3544
55843 -3499
35925 -3496
430969 -3478

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
72658 -3994
44586 -3917
4537 -3910
939150 -3899
51240 -3866
4679 -3859
4565 -3809
4543 -3775
3726 -3703
108875 -3677
3635 -3633
91225 -3625
3884 -3604
29730 -3602
3694 -3589
4113 -3562
29780 -3544
55843 -3499
35925 -3496
430969 -3478
142738 -3428
35884 -3427
3827 -3377
795994 -3328
49369 -3303
4606 -3251
4513 -3220
4432 -3206
4533 -3153
34305 -3149
47615 -3115
3483 -3090
3712 -3086
4097 -3082
3663 -3080
219896 -3066
4081 -3055
85681 -3054
49451 -2996
35885 -2981
1382009 -2977
207710 -2939
981085 -2930
102107 -2903
85199 -2857
3917 -2856
4615 -2847
4006 -2825
59689 -2809
3659 -2728
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3818 -2677
29656 -2663
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52545 -2648
35924 -2575
4146 -2514
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3885 -2318
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4265 -2117
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381410 -2020
55577 -1942
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3469 -1851
58331 -1789
78168 -1764
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3983 -1674
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4577 1331
3444 1347
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3847 1568
4043 1573
75702 1628
3767 1633
50273 1669
28532 1671
50452 1675
409889 1677
4182 1688
78828 1763
128810 1801
37682 1839
3981 1906
63459 1934
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49570 1959
3656 1992
40748 1997
47085 2014
3562 2026
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63629 2051
3702 2083
4100 2173
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74649 2354
42043 2413
228870 2419
4155 2469
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94286 2503
3625 2620
346965 2630
511493 2644
3708 2724
66656 2772
2711 2801
39899 2809
28964 2937
3544 2943
225117 2973
178133 2976
377454 3005
39875 3018
55363 3115
130453 3166
54454 3169
3755 3230
4098 3325
82328 3339
226103 3371
115915 3376
3649 3390
4054 3400
29655 3401
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3760 3442
4129 3460
241857 3478
4555 3488
4236 3588
42229 3622
227398 3673
3673 3745
13333 3916
4538 3977
118358 4008
3870 4059
4568 4099
191923 4101



c__

c__
14
set c__
setSize 592
pANOVA 0.05
s.dist 0.0483
p.adjustANOVA 0.414



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
292566 4136.0
2162689 4128.0
2560434 4115.0

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
292566 4136.0
2162689 4128.0
2560434 4115.0
2126724 4114.0
2267655 4111.0
1160 4108.0
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
1239548 4007.0
154535 4005.0
2593638 4000.0
2575324 3994.0
1003177 3992.0
32054 3988.0
2560334 3987.0
499235 3981.0
2026885 3976.0
1813769 3968.0
1909403 3963.0
2560337 3951.0
1971232 3937.0
2283013 3926.0
1136535 3915.0
2562641 3914.0
498846 3881.0
2591136 3877.0
272131 3864.0
1985182 3856.0
29252 3846.0
2024232 3840.0
1918006 3812.0
109266 3796.0
1984785 3769.0
1918005 3764.0
2045370 3759.0
1805953 3755.0
1985354 3754.0
1147158 3744.0
1918008 3743.0
2601669 3739.0
5762 3715.0
1983465 3707.0
1869241 3703.0
1981931 3692.0
143793 3691.0
1940762 3661.0
2589663 3652.0
1918726 3637.0
2565781 3633.0
224012 3631.0
2008614 3619.0
1617448 3618.0
424716 3614.0
1173027 3603.0
44822 3582.0
2565502 3577.0
990058 3575.0
1394889 3573.0
263386 3572.0
2234035 3551.0
1394711 3547.0
2562461 3523.0
1335230 3494.0
698395 3483.0
1625945 3477.0
990059 3475.0
1781558 3467.0
1751286 3466.0
1873985 3457.0
2005464 3456.0
2030094 3450.0
663144 3447.0
321332 3445.0
312883 3422.0
990065 3421.0
933062 3419.0
2580405 3404.0
1805948 3393.0
1647458 3381.0
990063 3373.0
2500166 3367.0
28072 3362.0
2301723 3357.0
2340716 3352.0
1985178 3309.0
1781556 3286.0
2069614 3269.0
1424854 3242.0
2282196 3238.0
174293 3234.0
32046 3233.0
2126819 3224.0
2163963 3223.0
2583286 3181.0
2548266 3178.0
2170413 3151.0
1424821 3124.0
990061 3108.0
1918011 3104.0
2170705 3071.0
1916956 3063.0
1424987 3042.0
1181601 2984.0
2315618 2939.0
2562174 2934.0
1424809 2919.0
2546359 2900.0
2560680 2895.0
2023951 2892.0
1567012 2890.0
482564 2887.0
1181572 2882.0
31276 2873.0
1219 2866.0
2601679 2850.0
2484638 2837.0
1424788 2819.0
1918009 2800.0
1910935 2795.0
2546366 2790.0
1493510 2775.0
46234 2750.0
701257 2722.0
1181527 2689.0
1647413 2670.0
446679 2650.0
334274 2637.0
1425144 2624.0
1675030 2606.0
577489 2583.0
990062 2573.0
698380 2475.0
2546360 2446.0
164851 2429.0
1424838 2392.0
190478 2378.0
2675441 2375.0
990064 2371.0
1623986 2365.0
1425001 2324.0
1918722 2284.0
37360 2275.0
2498843 2261.0
1675029 2199.0
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713059 2178.0
2100421 2105.0
1424855 2104.0
1424819 2082.0
59930 2075.0
1918724 2071.0
2267248 2061.0
1181594 2058.0
2015814 2035.0
1424840 2032.0
110662 2030.0
1447236 2013.0
1918723 2002.0
1501268 1979.0
1084719 1974.0
1424904 1958.0
2675443 1921.0
111781 1905.0
70799 1893.0
40631 1880.0
1985176 1844.0
374982 1834.0
1181541 1820.0
2511069 1803.0
669359 1789.0
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c__Deltaproteobacteria

c__Deltaproteobacteria
4
set c__Deltaproteobacteria
setSize 99
pANOVA 0.0557
s.dist -0.112
p.adjustANOVA 0.414



Top enriched genes

Top 20 genes
GeneID Gene Rank
34034 -3728
947919 -3712
2296 -3596
483547 -3461
35554 -3451
313985 -3450
316277 -3429
132132 -3366
29546 -3266
443143 -3260
879567 -3163
1203471 -3144
427923 -3132
1842532 -2922
345370 -2884
296842 -2820
1603606 -2789
181663 -2767
894 -2647
2583823 -2632

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
34034 -3728
947919 -3712
2296 -3596
483547 -3461
35554 -3451
313985 -3450
316277 -3429
132132 -3366
29546 -3266
443143 -3260
879567 -3163
1203471 -3144
427923 -3132
1842532 -2922
345370 -2884
296842 -2820
1603606 -2789
181663 -2767
894 -2647
2583823 -2632
41 -2601
57320 -2560
43 -2488
1297742 -2328
48 -2091
119484 -2034
45663 -1959
186741 -1875
28232 -1873
1986146 -1847
899 -1845
1391654 -1793
1716143 -1792
191026 -1765
44742 -1757
1340425 -1712
631220 -1669
880 -1608
525924 -1514
2600177 -1497
58180 -1412
2358 -1356
888845 -1305
83455 -1249
29543 -1091
1548548 -1016
52 -1006
881 -918
901 -858
19 -810
361111 -752
33 -735
447217 -682
35 -586
60893 -572
1621989 -517
161493 -405
218208 -321
80816 -204
897 -136
879 -25
1434086 -4
443144 229
83564 392
453230 460
34 495
56 704
84980 801
345632 892
404589 1058
29542 1090
83453 1247
571177 1256
38 1297
1391653 1311
927083 1379
184914 1462
2293 2074
28223 2113
33002 2263
84405 2345
65555 2358
1823759 2602
225194 2619
351604 2783
1882918 2842
420971 2884
241368 3047
1725232 3111
293647 3172
1277350 3350
873 3454
2678688 3470
2291 3532
201089 3713
876 3753
2597769 3781
182210 3801
184917 4028



c__Alphaproteobacteria

c__Alphaproteobacteria
3
set c__Alphaproteobacteria
setSize 686
pANOVA 0.0628
s.dist 0.0428
p.adjustANOVA 0.421



Top enriched genes

Top 20 genes
GeneID Gene Rank
188722 4182
204525 4181
263506 4178
332055 4151
41276 4125
205844 4093
2020312 4091
1869170 4046
29461 4020
2020311 3991
648995 3964
2565555 3949
2028343 3948
1798205 3947
398 3920
1217908 3893
788 3887
418223 3886
2082188 3838
436 3829

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
188722 4182
204525 4181
263506 4178
332055 4151
41276 4125
205844 4093
2020312 4091
1869170 4046
29461 4020
2020311 3991
648995 3964
2565555 3949
2028343 3948
1798205 3947
398 3920
1217908 3893
788 3887
418223 3886
2082188 3838
436 3829
246273 3822
1679497 3810
1891279 3792
2724 3778
1673076 3773
1855519 3740
515256 3725
2020313 3704
2579977 3697
42443 3668
2565554 3659
2171755 3608
1579316 3590
2319844 3574
135719 3566
2026785 3555
533 3546
1332080 3499
1315974 3473
348824 3449
120576 3323
1933904 3294
379347 3281
2605946 3270
782 3267
80849 3261
74033 3248
774 3243
1867719 3236
155892 3222
1402135 3206
366602 3200
46429 3199
948 3170
223967 3168
472175 3154
1922226 3147
69665 3120
158754 3086
349221 3055
215743 3052
1076596 3050
1389005 3038
53254 3035
29459 3013
435 3010
384 2994
1612173 2993
1843368 2979
651183 2956
159346 2945
2594003 2941
2547601 2923
69395 2917
2048897 2916
1983755 2893
2494374 2881
34004 2864
2587163 2863
1112 2862
39645 2853
1968541 2852
1609966 2848
2587861 2841
717785 2824
169402 2818
1609758 2817
388408 2759
2066070 2704
2082387 2693
400770 2640
2048283 2634
375 2632
13690 2629
2060312 2600
1571470 2588
2502843 2569
76947 2549
1120045 2543
2579971 2538
784 2529
1523415 2521
2599805 2499
702113 2494
88688 2488
528244 2484
391 2481
388640 2466
266951 2460
1075 2459
1390395 2450
1806885 2445
1813879 2409
661191 2408
1348774 2406
382 2401
2043170 2387
1404367 2384
114616 2369
376174 2342
431306 2333
681157 2329
1404864 2328
190148 2316
921 2315
2599640 2308
627192 2302
2182384 2295
69666 2283
335406 2274
1325095 2249
2686094 2242
358 2234
692370 2233
1404768 2225
199684 2198
221822 2196
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1479019 2164
93064 2159
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1885025 2132
136098 2122
2500532 2119
192812 2095
1335060 2094
407020 2079
1560345 2063
2560057 2057
2587853 2056
135740 2033
193 2029
1312183 1951
786 1948
266 1946
1938607 1942
2054227 1935
444444 1889
13689 1887
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1274631 1868
1325724 1863
91604 1855
336203 1854
2601668 1843
391036 1842
2603276 1840
2494550 1831
2259340 1827
270351 1821
807 1809
1842539 1796
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571256 1775
2584094 1761
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90322 1732
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284016 1706
861208 1698
1549858 1680
1301032 1660
785 1659
1798193 1647
2509719 1643
42444 1639
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2483033 1627
114615 1626
28214 1623
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290400 1598
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56730 1520
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304378 1363
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2202826 1336
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194963 1326
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376 1308
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779 1162
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2562284 1059
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359 1001
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399 954
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107400 911
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46624 893
2592817 889
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380 874
2591463 860
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1852022 764
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408 734
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7 504
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2584466 -1459
361183 -1465
941907 -1485
803 -1491
1396826 -1503
1411902 -1510
308754 -1516
2590777 -1532
33047 -1533
293 -1534
430451 -1537
34003 -1539
1844051 -1545
1922225 -1554
42862 -1559
426117 -1576
2686014 -1583
1978229 -1604
2599296 -1631
536018 -1650
2587847 -1668
265960 -1694
28077 -1735
391905 -1753
257438 -1755
332056 -1786
2493672 -1787
94 -1802
2587851 -1814
652764 -1828
1634516 -1833
1284658 -1834
245188 -1841
62140 -1862
280 -1863
1866325 -1868
2493680 -1874
955 -1887
1898112 -1891
2220096 -1903
2493676 -1905
593909 -1921
2599600 -1952
2651334 -1958
1690484 -1968
311180 -1972
363835 -1991
2493681 -2008
160699 -2027
1896196 -2062
2493671 -2079
2675225 -2084
151419 -2090
1850238 -2104
1389011 -2111
89184 -2123
744985 -2127
2676441 -2130
2602016 -2137
35792 -2188
78587 -2189
364410 -2192
1909293 -2207
2682968 -2238
716925 -2254
2587842 -2256
1639348 -2269
2698679 -2280
1355477 -2290
1447062 -2301
292913 -2304
1061 -2322
2304600 -2325
1674922 -2331
1532555 -2334
33995 -2337
2587855 -2346
106592 -2355
1515612 -2366
2082949 -2369
794846 -2376
155194 -2392
1977865 -2401
1915078 -2426
121719 -2428
1084 -2462
2493674 -2474
48935 -2483
1977864 -2490
1435607 -2508
217070 -2512
444612 -2537
1892855 -2551
2499144 -2554
192 -2574
686597 -2577
92945 -2600
91915 -2605
84159 -2658
2065379 -2680
1922222 -2686
278153 -2706
374606 -2708
1427356 -2713
373 -2727
320497 -2739
1335048 -2742
60890 -2744
664962 -2749
1802984 -2787
1035 -2794
207340 -2826
35789 -2855
34020 -2858
81032 -2906
1177712 -2935
2592655 -2951
83263 -2969
2493670 -2988
1842536 -2992
2552942 -3002
2009329 -3007
234827 -3013
34021 -3021
235 -3041
35806 -3063
2077182 -3101
1293412 -3119
309868 -3125
217511 -3140
91750 -3152
875171 -3156
1499308 -3165
441209 -3244
55518 -3261
1982042 -3268
573658 -3284
370622 -3333
33045 -3339
2558360 -3344
195105 -3372
53946 -3374
1608628 -3403
33050 -3414
28448 -3432
31998 -3455
1844006 -3470
529 -3516
2163644 -3526
2601575 -3547
944 -3555
33990 -3563
391613 -3617
438 -3636
1130949 -3673
476157 -3713
2486578 -3718
911045 -3762
82367 -3764
2017482 -3772
208549 -3868
208080 -3879
267349 -4012
266294 -4013
34015 -4014
207743 -4015



c__Bacteroidia

c__Bacteroidia
20
set c__Bacteroidia
setSize 66
pANOVA 0.0823
s.dist 0.124
p.adjustANOVA 0.434



Top enriched genes

Top 20 genes
GeneID Gene Rank
511435 4117
1717717 4072
2133944 3818
889453 3784
28116 3695
1400053 3629
376805 3536
817 3417
823 3307
185300 3296
28129 3177
357276 3125
589437 2815
47678 2807
2652307 2798
2681766 2725
2010828 2654
1562970 2593
329854 2559
1307839 2331

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
511435 4117
1717717 4072
2133944 3818
889453 3784
28116 3695
1400053 3629
376805 3536
817 3417
823 3307
185300 3296
28129 3177
357276 3125
589437 2815
47678 2807
2652307 2798
2681766 2725
2010828 2654
1562970 2593
329854 2559
1307839 2331
76123 2269
454155 2252
712710 2246
2585118 2244
820 2240
837 1708
2093856 1662
28123 1563
151276 1409
821 1397
371601 1377
328814 1348
589436 1315
393921 1160
1168034 969
194843 557
2364787 173
28119 159
839 107
1642646 -322
246787 -516
2530390 -529
28135 -616
1978337 -716
818 -900
652716 -924
2530393 -1001
328813 -1060
214856 -1277
28112 -1467
36874 -1582
52227 -1736
2662363 -1900
290053 -1935
2585119 -1987
28118 -2075
28113 -2138
1433126 -2851
397865 -2874
28131 -3018
2528203 -3157
1177574 -3223
1796613 -3306
1796646 -3321
28132 -3418
1642647 -3894



c__Epsilonproteobacteria

c__Epsilonproteobacteria
5
set c__Epsilonproteobacteria
setSize 93
pANOVA 0.083
s.dist -0.104
p.adjustANOVA 0.434



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
206403 -3095
76936 -3020
29419 -3019
2231112 -2998
148813 -2987
1500960 -2773
844 -2740
1965231 -2613

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
206403 -3095
76936 -3020
29419 -3019
2231112 -2998
148813 -2987
1500960 -2773
844 -2740
1965231 -2613
387093 -2561
1813019 -2534
138563 -2223
210 -2150
75658 -2145
913109 -2120
214 -2016
2505970 -1916
255507 -1909
374106 -1783
37372 -1761
1660074 -1647
1249480 -1629
1424653 -1558
1176482 -1504
2590022 -1316
708186 -1223
387092 -1113
65553 -1093
206 -1070
1850254 -1035
56877 -885
1660076 -723
220622 -541
198 -469
196 -433
1912871 -411
2579250 -285
104628 -105
2509341 -60
28898 46
1581011 104
39766 150
244787 323
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
291048 1857
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



c__Aconoidasida

c__Aconoidasida
53
set c__Aconoidasida
setSize 31
pANOVA 0.0891
s.dist -0.177
p.adjustANOVA 0.434



Top enriched genes

Top 20 genes
GeneID Gene Rank
880535 -3930
5875 -3799
85471 -3631
647221 -2892
5858 -2619
5866 -2460
5827 -2095
5833 -2069
36330 -2007
5850 -1951
5857 -1731
5860 -1432
5849 -1350
880534 -1295
5865 -1164
5821 -1146
462227 -1143
208452 -969
880536 -854
720590 -570

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
880535 -3930
5875 -3799
85471 -3631
647221 -2892
5858 -2619
5866 -2460
5827 -2095
5833 -2069
36330 -2007
5850 -1951
5857 -1731
5860 -1432
5849 -1350
880534 -1295
5865 -1164
5821 -1146
462227 -1143
208452 -969
880536 -854
720590 -570
77519 -480
5854 -263
5861 -249
189622 1351
5855 1592
52288 1661
5825 1781
5872 2219
5868 3620
5874 3909
68886 4011



c__Arachnida

c__Arachnida
38
set c__Arachnida
setSize 13
pANOVA 0.0908
s.dist -0.271
p.adjustANOVA 0.434



Top enriched genes

Top 20 genes
GeneID Gene Rank
936083 -3619
6945 -3590
62625 -2924
114398 -2558
34638 -2550
182134 -2465
1155004 -1401
109461 437
32264 542
1939489 583
218467 641
6956 1259
6941 2217

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
936083 -3619
6945 -3590
62625 -2924
114398 -2558
34638 -2550
182134 -2465
1155004 -1401
109461 437
32264 542
1939489 583
218467 641
6956 1259
6941 2217



c__Insthoviricetes

c__Insthoviricetes
67
set c__Insthoviricetes
setSize 125
pANOVA 0.11
s.dist -0.0832
p.adjustANOVA 0.491



Top enriched genes

Top 20 genes
GeneID Gene Rank
2487768 -3984
38018 -3977
375198 -3974
198431 -3900
10366 -3873
113366 -3813
1179664 -3804
2506606 -3738
1977640 -3660
2693457 -3586
188763 -3582
2126985 -3570
340016 -3569
1923412 -3557
278008 -3435
32630 -3292
2506601 -3189
183407 -3174
1094892 -3128
1349409 -3075

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
2487768 -3984
38018 -3977
375198 -3974
198431 -3900
10366 -3873
113366 -3813
1179664 -3804
2506606 -3738
1977640 -3660
2693457 -3586
188763 -3582
2126985 -3570
340016 -3569
1923412 -3557
278008 -3435
32630 -3292
2506601 -3189
183407 -3174
1094892 -3128
1349409 -3075
1513235 -3068
2693769 -3038
2694231 -2997
2506602 -2960
2024608 -2943
2487766 -2913
1977633 -2885
36427 -2830
2487765 -2760
2694195 -2719
11723 -2718
28876 -2703
358574 -2695
40051 -2687
1077859 -2659
28430 -2612
28344 -2443
1977638 -2424
1868660 -2370
2676886 -2327
50292 -2242
1477405 -2179
180903 -2041
1302812 -2012
2692995 -2003
2107707 -1840
68887 -1684
12110 -1553
1977631 -1505
2596887 -1299
39420 -1255
11103 -1226
10245 -1206
2692992 -1178
1973452 -945
1349410 -828
138949 -793
672203 -707
11676 -667
2487769 -614
45202 -562
44088 -555
10566 -471
2487775 -363
336486 -225
2694338 -110
1329402 -62
2516331 -29
2027243 -26
2694385 64
2487770 123
2692956 212
360281 430
37128 461
1737588 508
1803956 510
1932880 728
11320 743
40052 863
2202644 891
1605721 1010
2107708 1102
1977411 1113
2694066 1123
985782 1313
32644 1316
166921 1450
1511874 1516
138950 1719
1993631 1720
513550 1749
10359 1805
28321 2016
2126984 2070
2693992 2091
455364 2130
45661 2191
2169760 2224
28875 2423
2694509 2434
155900 2438
97195 2658
186617 2686
2693669 2754
2107709 2998
2496520 3056
2485877 3091
2693057 3211
2584388 3219
483783 3332
187397 3380
265522 3433
2506600 3437
11983 3492
2693889 3506
147712 3526
147711 3591
2506603 3592
2591644 3632
2693605 3752
2023057 3819
2693911 3843
2170080 3998
516956 4062
2219103 4130



c__Aquificae

c__Aquificae
30
set c__Aquificae
setSize 11
pANOVA 0.117
s.dist -0.273
p.adjustANOVA 0.491



Top enriched genes

Top 20 genes
GeneID Gene Rank
309806 -3310
228745 -2909
412593 -2878
436114 -2262
381751 -2110
309805 -1578
63363 152
64160 340
136094 353
380749 683
940 2072

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
309806 -3310
228745 -2909
412593 -2878
436114 -2262
381751 -2110
309805 -1578
63363 152
64160 340
136094 353
380749 683
940 2072



c__Methanococci

c__Methanococci
62
set c__Methanococci
setSize 13
pANOVA 0.158
s.dist 0.226
p.adjustANOVA 0.622



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



c__Chitinophagia

c__Chitinophagia
21
set c__Chitinophagia
setSize 25
pANOVA 0.193
s.dist 0.151
p.adjustANOVA 0.633



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
29549 1257
2315862 1073
2033437 781
146919 742
79329 333
446683 -338
2676868 -609
1779382 -679

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
29549 1257
2315862 1073
2033437 781
146919 742
79329 333
446683 -338
2676868 -609
1779382 -679
2502779 -947
1492898 -1519
2026787 -1568
496057 -2559
2341117 -3560



c__Oomycetes

c__Oomycetes
55
set c__Oomycetes
setSize 14
pANOVA 0.194
s.dist 0.201
p.adjustANOVA 0.633



Top enriched genes

Top 20 genes
GeneID Gene Rank
100861 3985
4787 3907
4781 3639
4792 3498
653948 3413
112090 2822
112098 2146
123356 556
157072 257
4790 -432
67593 -1322
4784 -2792
101203 -3179
2052682 -3851

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
100861 3985
4787 3907
4781 3639
4792 3498
653948 3413
112090 2822
112098 2146
123356 556
157072 257
4790 -432
67593 -1322
4784 -2792
101203 -3179
2052682 -3851



c__Agaricomycetes

c__Agaricomycetes
48
set c__Agaricomycetes
setSize 28
pANOVA 0.197
s.dist -0.141
p.adjustANOVA 0.633



Top enriched genes

Top 20 genes
GeneID Gene Rank
139825 -3848
5353 -3737
5325 -3240
104355 -3209
5334 -2802
71688 -2726
47428 -2667
493452 -2595
186125 -2409
984962 -2308
85982 -2306
80637 -2151
5327 -1992
67725 -1855
599839 -865
41956 -855
34458 -755
40492 -332
114155 137
5346 1263

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
139825 -3848
5353 -3737
5325 -3240
104355 -3209
5334 -2802
71688 -2726
47428 -2667
493452 -2595
186125 -2409
984962 -2308
85982 -2306
80637 -2151
5327 -1992
67725 -1855
599839 -865
41956 -855
34458 -755
40492 -332
114155 137
5346 1263
29883 1826
38945 2626
208960 2942
202698 3045
104341 3472
5341 3686
231932 3716
456999 4004



c__Coriobacteriia

c__Coriobacteriia
13
set c__Coriobacteriia
setSize 21
pANOVA 0.198
s.dist 0.162
p.adjustANOVA 0.633



Top enriched genes

Top 20 genes
GeneID Gene Rank
1871022 3416
712411 3162
1382 2888
1531429 2870
1841863 2431
2109685 2398
1335613 1964
74426 1584
84112 1559
502558 1464
471189 1254
1944646 1053
2003188 478
79604 -126
33871 -915
133926 -1045
84163 -1084
1870985 -1096
604330 -1391
84110 -2402

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1871022 3416
712411 3162
1382 2888
1531429 2870
1841863 2431
2109685 2398
1335613 1964
74426 1584
84112 1559
502558 1464
471189 1254
1944646 1053
2003188 478
79604 -126
33871 -915
133926 -1045
84163 -1084
1870985 -1096
604330 -1391
84110 -2402
446660 -2801



c__Leotiomycetes

c__Leotiomycetes
43
set c__Leotiomycetes
setSize 14
pANOVA 0.227
s.dist -0.187
p.adjustANOVA 0.691



Top enriched genes

Top 20 genes
GeneID Gene Rank
5180 -3929
698440 -3886
1316788 -3691
2656787 -2448
342668 -2416
5101 -2163
2482752 -1047
101852 -647
149040 19
40559 356
1715249 444
655981 3054
77105 3137
34373 3612

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
5180 -3929
698440 -3886
1316788 -3691
2656787 -2448
342668 -2416
5101 -2163
2482752 -1047
101852 -647
149040 19
40559 356
1715249 444
655981 3054
77105 3137
34373 3612



c__Thermoprotei

c__Thermoprotei
65
set c__Thermoprotei
setSize 36
pANOVA 0.251
s.dist -0.111
p.adjustANOVA 0.712



Top enriched genes

Top 20 genes
GeneID Gene Rank
1891280 -3938
1227555 -3751
2280 -3709
2285 -3365
29281 -3064
41675 -3048
164451 -2978
99007 -2862
43080 -2576
242703 -2266
2269 -2086
84599 -2057
70771 -1842
563177 -1211
200415 -1043
334771 -564
13773 -521
312539 -443
79601 112
2287 283

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1891280 -3938
1227555 -3751
2280 -3709
2285 -3365
29281 -3064
41675 -3048
164451 -2978
99007 -2862
43080 -2576
242703 -2266
2269 -2086
84599 -2057
70771 -1842
563177 -1211
200415 -1043
334771 -564
13773 -521
312539 -443
79601 112
2287 283
1365176 407
41673 422
985052 589
2663019 760
1550241 790
184117 844
683846 983
282676 1028
111955 1329
2271 1400
1294262 2492
76887 2648
69656 2810
2283 3241
1104324 3616
121277 4138



c__Sphingobacteriia

c__Sphingobacteriia
22
set c__Sphingobacteriia
setSize 36
pANOVA 0.255
s.dist -0.11
p.adjustANOVA 0.712



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



c__Clostridia

c__Clostridia
8
set c__Clostridia
setSize 252
pANOVA 0.288
s.dist -0.0393
p.adjustANOVA 0.755



Top enriched genes

Top 20 genes
GeneID Gene Rank
61425 -4024
291990 -3920
2184575 -3898
751585 -3872
161154 -3871
761964 -3800
28064 -3793
863 -3789
863643 -3422
2109688 -3400
657323 -3397
1529 -3392
1805714 -3383
656519 -3354
1898204 -3347
1849830 -3264
1229621 -3213
338644 -3204
2081703 -3175
46354 -3168

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
61425 -4024
291990 -3920
2184575 -3898
751585 -3872
161154 -3871
761964 -3800
28064 -3793
863 -3789
863643 -3422
2109688 -3400
657323 -3397
1529 -3392
1805714 -3383
656519 -3354
1898204 -3347
1849830 -3264
1229621 -3213
338644 -3204
2081703 -3175
46354 -3168
1917970 -3146
1297617 -3142
252966 -3077
185007 -3062
617123 -3015
1198714 -2945
1490 -2931
1834196 -2780
1532 -2701
51197 -2591
29347 -2586
29370 -2547
356322 -2528
583357 -2525
53633 -2494
1564 -2456
1497 -2440
1731 -2417
36839 -2395
413888 -2388
55583 -2374
43305 -2363
1494 -2352
29358 -2350
28187 -2287
143393 -2265
55205 -2228
44001 -2196
2507162 -2154
233055 -2146
1222016 -2136
2697030 -2132
2041044 -2102
36841 -2082
51515 -2077
1962263 -2001
1565 -1998
1492 -1857
110500 -1836
29322 -1811
35701 -1806
1736 -1800
288965 -1788
29329 -1777
626937 -1772
84032 -1742
1261 -1720
73919 -1677
1761012 -1667
129958 -1666
1563 -1626
29369 -1603
496866 -1590
1550 -1541
29341 -1495
2564099 -1476
2696063 -1443
1511 -1417
116085 -1384
89153 -1375
166486 -1341
853 -1309
85874 -1230
1501 -1183
1871021 -1169
86170 -1159
1679721 -1144
143361 -1077
425254 -1054
878264 -1020
1264 -997
1525 -986
76124 -974
40520 -970
49338 -948
1757 -927
142877 -870
1161942 -861
755731 -845
58135 -770
59620 -729
351091 -715
2599308 -705
1538 -685
375929 -677
223919 -646
59610 -627
1677857 -571
2082193 -534
1517 -532
2173034 -429
44256 -391
1323375 -375
1509 -358
1488 -341
1042156 -340
31899 -330
114527 -318
1507512 -315
238834 -304
1833852 -251
1898203 -195
2497860 -185
66219 -169
2068654 -166
2320868 -164
1498 -156
89152 -122
217159 -121
1216932 -106
1550024 -103
1115758 -95
1496 -70
33038 -55
712991 -52
413889 45
2587161 53
2546351 146
2483110 153
717609 155
292800 156
1534 158
301301 184
2576307 187
499229 209
2093742 216
1521 254
84023 259
208226 277
39488 278
33039 296
84022 318
1550240 328
1519 345
471827 403
2325 506
1424294 544
2086585 576
1493 631
641107 674
154046 710
332101 731
52766 748
2507160 768
911092 858
461876 870
33035 878
2507159 978
245014 1007
1491 1041
1542 1104
1041504 1109
1510 1212
31909 1230
142586 1242
884684 1245
1702238 1262
268365 1340
36854 1361
1505 1367
1513 1401
2293317 1426
42422 1455
39491 1543
84031 1546
2382161 1574
339862 1657
2184719 1667
49118 1703
394958 1714
39485 1753
2479767 1848
1912897 1860
253239 1867
1160721 1871
649756 1896
2331 1901
178899 1907
1520 1922
986802 1937
2212991 1944
84030 1965
185008 1998
2734 2000
86332 2041
1508644 2042
2109691 2050
28446 2078
2594789 2145
29360 2155
42838 2190
831 2197
169679 2239
102134 2247
236753 2259
1533 2260
79209 2335
108150 2363
1515 2393
53442 2425
36745 2497
39492 2504
1548 2544
108328 2560
137838 2653
2316383 2788
33952 2903
1794699 2977
1553 3000
208479 3062
1530 3186
1504 3232
55779 3271
2086584 3338
46867 3383
1561 3414
2109690 3479
182773 3481
1923880 3533
58138 3541
1502 3568
1506 3600
106578 3688
36832 3747
29343 3791
1559 3808
2610895 3842
1572656 3858
885581 3917
52765 3940
184064 3978
105330 4163



c__Methanomicrobia

c__Methanomicrobia
60
set c__Methanomicrobia
setSize 37
pANOVA 0.299
s.dist 0.0989
p.adjustANOVA 0.755



Top enriched genes

Top 20 genes
GeneID Gene Rank
29291 3786
2210 3736
475088 3606
1175445 3300
358766 3173
101192 2995
882104 2961
54120 2715
2223 2449
170861 2287
2224 2285
1715806 1911
2201 1837
2322 1666
2203 1505
1434099 1417
2214 1175
38027 684
2209 360
2208 253

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
29291 3786
2210 3736
475088 3606
1175445 3300
358766 3173
101192 2995
882104 2961
54120 2715
2223 2449
170861 2287
2224 2285
1715806 1911
2201 1837
2322 1666
2203 1505
1434099 1417
2214 1175
38027 684
2209 360
2208 253
2198 106
2215 -77
420950 -559
83986 -699
2176 -805
570267 -847
2315 -1154
1434100 -1240
83984 -1326
39669 -1437
2226 -1705
301375 -1850
39664 -2043
263906 -2455
1175444 -2942
1452364 -3539
418008 -3591



c__Bivalvia

c__Bivalvia
40
set c__Bivalvia
setSize 10
pANOVA 0.304
s.dist 0.188
p.adjustANOVA 0.755



Top enriched genes

Top 20 genes
GeneID Gene Rank
29158 3852
6549 3197
1222181 3180
6573 2674
80818 715
50426 384
29159 86
6565 -664
6579 -1291
66713 -3622

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
29158 3852
6549 3197
1222181 3180
6573 2674
80818 715
50426 384
29159 86
6565 -664
6579 -1291
66713 -3622



c__Chromadorea

c__Chromadorea
39
set c__Chromadorea
setSize 17
pANOVA 0.333
s.dist 0.136
p.adjustANOVA 0.772



Top enriched genes

Top 20 genes
GeneID Gene Rank
281687 3583
65954 3382
31234 3070
51031 3003
174720 2426
290130 2017
131310 1456
7209 777
34506 679
1978547 14
75913 -547
6239 -808
6238 -1036
6248 -1399
114890 -1457
6279 -1561
6289 -2774

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
281687 3583
65954 3382
31234 3070
51031 3003
174720 2426
290130 2017
131310 1456
7209 777
34506 679
1978547 14
75913 -547
6239 -808
6238 -1036
6248 -1399
114890 -1457
6279 -1561
6289 -2774



c__Conoidasida

c__Conoidasida
54
set c__Conoidasida
setSize 15
pANOVA 0.354
s.dist 0.138
p.adjustANOVA 0.772



Top enriched genes

Top 20 genes
GeneID Gene Rank
5804 4135
29176 4016
5811 3284
94643 2048
237895 1833
5802 1458
110365 848
5808 847
857276 -396
2544991 -481
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
110365 848
5808 847
857276 -396
2544991 -481
44415 -621
51315 -1014
5807 -1871
5801 -2000
88456 -2368



c__Cytophagia

c__Cytophagia
19
set c__Cytophagia
setSize 66
pANOVA 0.358
s.dist 0.0656
p.adjustANOVA 0.772



Top enriched genes

Top 20 genes
GeneID Gene Rank
2494373 3973
1411621 3905
390884 3706
999 3484
1484116 3395
388413 3334
1784714 3143
104 3072
312279 2734
232259 2649
1178516 2614
281120 2539
247481 2518
1795355 2264
985 2147
249402 2126
2259595 1957
94254 1945
2319843 1930
1850093 1892

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
2494373 3973
1411621 3905
390884 3706
999 3484
1484116 3395
388413 3334
1784714 3143
104 3072
312279 2734
232259 2649
1178516 2614
281120 2539
247481 2518
1795355 2264
985 2147
249402 2126
2259595 1957
94254 1945
2319843 1930
1850093 1892
1385663 1838
2057025 1620
1191459 1553
651143 1540
1446467 1430
2496028 1232
388950 1062
1484118 895
1267423 831
2268026 825
2321403 681
1085624 624
1211326 595
2584940 309
2571030 267
400092 109
2502781 99
1807691 74
1356852 20
108 -45
2615203 -151
1006 -345
998844 -476
1834519 -511
1945892 -878
2698458 -897
2520506 -976
650378 -987
2697562 -1242
564064 -1387
1257021 -1460
1379910 -1544
280473 -1570
2026729 -1796
323450 -1949
538966 -1960
1379909 -2299
320787 -2353
316068 -2482
2694929 -2640
512763 -2771
2591634 -3212
106 -3285
1379870 -3551
1385664 -3579
1727163 -3651



c__Oligoflexia

c__Oligoflexia
6
set c__Oligoflexia
setSize 10
pANOVA 0.36
s.dist 0.167
p.adjustANOVA 0.772



Top enriched genes

Top 20 genes
GeneID Gene Rank
2493639 3513
1916293 2854
453816 2256
959 2019
960 1909
1915309 503
2109558 477
2231053 -641
2220073 -2546
97084 -2675

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
2493639 3513
1916293 2854
453816 2256
959 2019
960 1909
1915309 503
2109558 477
2231053 -641
2220073 -2546
97084 -2675



c__Insecta

c__Insecta
36
set c__Insecta
setSize 193
pANOVA 0.369
s.dist -0.0378
p.adjustANOVA 0.772



Top enriched genes

Top 20 genes
GeneID Gene Rank
42026 -3952
29058 -3927
1587339 -3903
7176 -3768
7234 -3723
83485 -3686
516756 -3671
170625 -3637
133901 -3585
64838 -3561
105785 -3439
13686 -3337
7070 -3331
7048 -3297
377514 -3289
146774 -3150
7425 -3109
30069 -3067
7238 -3058
7274 -3039

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
42026 -3952
29058 -3927
1587339 -3903
7176 -3768
7234 -3723
83485 -3686
516756 -3671
170625 -3637
133901 -3585
64838 -3561
105785 -3439
13686 -3337
7070 -3331
7048 -3297
377514 -3289
146774 -3150
7425 -3109
30069 -3067
7238 -3058
7274 -3039
107884 -2949
7222 -2914
1041015 -2873
7229 -2850
7515 -2846
441921 -2783
7227 -2738
238656 -2657
710965 -2625
72781 -2603
107796 -2599
7375 -2587
7224 -2583
7245 -2573
77159 -2564
7160 -2538
7463 -2497
663674 -2496
32427 -2457
103372 -2422
1127312 -2338
6999 -2275
69319 -2248
7539 -2235
30025 -2178
2448451 -2174
357321 -2157
7159 -2156
7116 -2056
179676 -2009
331371 -1976
143950 -1971
1005343 -1944
12957 -1886
219809 -1838
753409 -1835
28612 -1832
28588 -1794
322171 -1775
7038 -1768
7273 -1762
456900 -1746
420856 -1741
334116 -1739
79782 -1737
50389 -1727
136037 -1692
145453 -1615
7137 -1610
47314 -1575
7460 -1573
560896 -1564
7461 -1546
34720 -1447
613905 -1416
64793 -1292
286706 -1276
300111 -1260
1202167 -1135
7282 -1130
680683 -1104
29053 -1087
2591564 -1018
156304 -995
7165 -926
609295 -905
211228 -877
610380 -874
77166 -796
422171 -794
7029 -718
7230 -652
108931 -642
7092 -619
30033 -605
29029 -594
307658 -588
104421 -368
7232 -353
7213 -349
143995 -339
468706 -291
30019 -98
7111 118
64791 132
69820 179
66420 195
1903803 266
217634 285
222816 344
7091 421
125945 468
121225 480
518099 549
110368 650
597456 682
37344 732
520822 757
7217 814
39758 871
35570 896
166361 924
13164 992
7263 1032
1425567 1056
115357 1079
224129 1080
2018620 1103
27449 1141
174628 1177
29031 1178
411798 1184
553985 1241
29030 1378
1357519 1422
92994 1511
28584 1566
143948 1641
104688 1771
76193 1807
30195 1815
7237 1864
7462 1869
7373 1981
7493 1985
1477025 2027
80765 2182
454923 2311
132113 2332
7130 2367
239296 2535
329032 2610
34740 2667
7220 2676
1205582 2683
7370 2761
7225 2777
7108 2860
43146 2861
33419 2970
76194 2972
471704 2983
300820 3020
1580628 3027
628971 3028
1437190 3048
1390563 3060
93504 3112
142686 3121
606628 3213
2015173 3249
116153 3259
743375 3333
144034 3337
64459 3397
2524508 3406
178035 3410
121845 3509
27457 3558
91411 3560
51655 3626
110193 3636
115345 3674
30023 3718
7240 3720
62018 3748
7244 3779
742174 3814
7054 3861
265458 3908
28643 3960
7260 3990
205214 4145



c__Halobacteria

c__Halobacteria
59
set c__Halobacteria
setSize 67
pANOVA 0.413
s.dist -0.058
p.adjustANOVA 0.823



Top enriched genes

Top 20 genes
GeneID Gene Rank
2650975 -3650
2246 -3444
1457250 -3395
69525 -3338
1679096 -3111
430914 -3102
2238 -3043
1604004 -2947
61858 -2702
60847 -2627
2055893 -2503
229731 -2449
2599399 -2425
1333523 -2321
413810 -2247
387341 -2216
69527 -1889
751944 -1888
406552 -1854
1547899 -1661

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
2650975 -3650
2246 -3444
1457250 -3395
69525 -3338
1679096 -3111
430914 -3102
2238 -3043
1604004 -2947
61858 -2702
60847 -2627
2055893 -2503
229731 -2449
2599399 -2425
1333523 -2321
413810 -2247
387341 -2216
69527 -1889
751944 -1888
406552 -1854
1547899 -1661
13769 -1601
1592728 -1579
35746 -1415
2247 -1289
588898 -998
353800 -881
745377 -860
2044521 -817
416273 -727
1407499 -687
1547898 -600
755307 -503
2242 -474
413811 -303
88724 -92
660522 -46
387343 48
2497325 194
699433 292
146826 326
2505977 341
2257 448
1816183 714
2572921 723
2610902 1098
1380432 1129
29284 1258
1873524 1291
1071085 1330
1710541 1442
337243 1498
29288 1679
2252 1774
62320 1813
51589 1836
1048396 1949
1073996 2004
2583824 2424
57705 2478
756883 2716
1932004 3004
44930 3059
348826 3399
160804 3430
1932360 3451
293091 3980
634157 4077



c__Anthozoa

c__Anthozoa
41
set c__Anthozoa
setSize 10
pANOVA 0.425
s.dist 0.146
p.adjustANOVA 0.823



Top enriched genes

Top 20 genes
GeneID Gene Rank
45351 3708
6105 3218
46731 2603
48498 1092
45264 1004
70779 964
2025591 395
1720309 -921
50429 -2367
151771 -2912

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
45351 3708
6105 3218
46731 2603
48498 1092
45264 1004
70779 964
2025591 395
1720309 -921
50429 -2367
151771 -2912



c__Thermoplasmata

c__Thermoplasmata
64
set c__Thermoplasmata
setSize 10
pANOVA 0.43
s.dist 0.144
p.adjustANOVA 0.823



Top enriched genes

Top 20 genes
GeneID Gene Rank
82076 4034
1577791 3315
1535962 2834
50339 1120
97393 968
2303 701
1495144 200
1406512 -1385
74969 -1914
1673428 -3151

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
82076 4034
1577791 3315
1535962 2834
50339 1120
97393 968
2303 701
1495144 200
1406512 -1385
74969 -1914
1673428 -3151



c__Dothideomycetes

c__Dothideomycetes
44
set c__Dothideomycetes
setSize 30
pANOVA 0.516
s.dist -0.0687
p.adjustANOVA 0.942



Top enriched genes

Top 20 genes
GeneID Gene Rank
45151 -3885
93612 -3316
85929 -3262
438356 -3049
1047171 -3033
45130 -2959
112498 -2224
236234 -2164
156630 -2068
1982075 -1897
5580 -1896
101162 -1711
50376 -1676
220672 -1585
48100 -937
5017 -575
1042127 -336
1873960 111
872248 175
61459 1357

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
45151 -3885
93612 -3316
85929 -3262
438356 -3049
1047171 -3033
45130 -2959
112498 -2224
236234 -2164
156630 -2068
1982075 -1897
5580 -1896
101162 -1711
50376 -1676
220672 -1585
48100 -937
5017 -575
1042127 -336
1873960 111
872248 175
61459 1357
5016 1748
559561 2005
13684 2323
1460663 2443
5599 2506
1709381 3268
253628 3353
122368 3394
5022 3799
40125 4051



c__Eumycetozoa

c__Eumycetozoa
57
set c__Eumycetozoa
setSize 10
pANOVA 0.52
s.dist 0.117
p.adjustANOVA 0.942



Top enriched genes

Top 20 genes
GeneID Gene Rank
261658 3766
110770 3432
361139 2607
44689 1712
412467 507
5759 -512
33085 -658
2086695 -1116
46681 -1978
5786 -2134

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
261658 3766
110770 3432
361139 2607
44689 1712
412467 507
5759 -512
33085 -658
2086695 -1116
46681 -1978
5786 -2134



c__Lepidosauria

c__Lepidosauria
34
set c__Lepidosauria
setSize 14
pANOVA 0.538
s.dist -0.0951
p.adjustANOVA 0.944



Top enriched genes

Top 20 genes
GeneID Gene Rank
942151 -3765
89032 -3483
176946 -3466
8673 -3319
94885 -1876
8720 -1805
146911 314
103944 1309
28377 1341
38937 1362
103695 1495
64176 2186
8663 2294
35019 3066

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
942151 -3765
89032 -3483
176946 -3466
8673 -3319
94885 -1876
8720 -1805
146911 314
103944 1309
28377 1341
38937 1362
103695 1495
64176 2186
8663 2294
35019 3066



c__Chlamydiia

c__Chlamydiia
25
set c__Chlamydiia
setSize 14
pANOVA 0.555
s.dist -0.0912
p.adjustANOVA 0.944



Top enriched genes

Top 20 genes
GeneID Gene Rank
83554 -3884
83561 -3795
362787 -3606
1457141 -1770
83556 -1346
71667 -1331
1967783 -994
83555 467
1353976 729
83552 1371
389348 1440
1457153 1970
83560 2756
83559 3872

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
83554 -3884
83561 -3795
362787 -3606
1457141 -1770
83556 -1346
71667 -1331
1967783 -994
83555 467
1353976 729
83552 1371
389348 1440
1457153 1970
83560 2756
83559 3872



c__Erysipelotrichia

c__Erysipelotrichia
11
set c__Erysipelotrichia
setSize 11
pANOVA 0.576
s.dist -0.0973
p.adjustANOVA 0.944



Top enriched genes

Top 20 genes
GeneID Gene Rank
1514105 -3853
2584943 -2642
2487118 -2284
1648 -2264
1702221 -2076
2109692 -82
1671597 2
2583452 1987
2485784 2037
39483 2753
1712675 2905

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1514105 -3853
2584943 -2642
2487118 -2284
1648 -2264
1702221 -2076
2109692 -82
1671597 2
2583452 1987
2485784 2037
39483 2753
1712675 2905



c__Thermococci

c__Thermococci
63
set c__Thermococci
setSize 24
pANOVA 0.594
s.dist -0.0629
p.adjustANOVA 0.944



Top enriched genes

Top 20 genes
GeneID Gene Rank
54077 -3603
163003 -3500
71997 -3491
187880 -3293
2264 -3187
72803 -2956
2261 -2652
49899 -2381
2598455 -2349
971279 -1878
342949 -1752
582419 -449
71998 304
29292 826
1712654 890
110164 1265
172049 1728
1008460 2176
246969 2584
2016361 3100

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
54077 -3603
163003 -3500
71997 -3491
187880 -3293
2264 -3187
72803 -2956
2261 -2652
49899 -2381
2598455 -2349
971279 -1878
342949 -1752
582419 -449
71998 304
29292 826
1712654 890
110164 1265
172049 1728
1008460 2176
246969 2584
2016361 3100
122420 3106
53953 3258
1183377 3863
55802 4119



c__Actinobacteria

c__Actinobacteria
12
set c__Actinobacteria
setSize 1032
pANOVA 0.619
s.dist 0.00956
p.adjustANOVA 0.944



Top enriched genes

Top 20 genes
GeneID Gene Rank
329265 4183.0
227347 4172.0
109465 4169.0
152534 4167.0
40001 4165.5
1841 4159.0
1863 4110.0
43671 4106.0
67352 4069.0
2064 4060.0
1436085 4044.0
2594462 4040.0
33921 4035.0
196162 3969.0
656366 3967.0
2483798 3939.0
1004901 3938.0
1827580 3935.0
1884634 3919.0
110319 3910.0

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
329265 4183.0
227347 4172.0
109465 4169.0
152534 4167.0
40001 4165.5
1841 4159.0
1863 4110.0
43671 4106.0
67352 4069.0
2064 4060.0
1436085 4044.0
2594462 4040.0
33921 4035.0
196162 3969.0
656366 3967.0
2483798 3939.0
1004901 3938.0
1827580 3935.0
1884634 3919.0
110319 3910.0
2518370 3900.0
1795053 3899.0
65515 3892.0
42238 3880.0
2039 3800.0
2575373 3790.0
1155384 3774.0
97398 3760.0
1938 3735.0
33010 3728.0
1045808 3719.0
169292 3709.0
1454112 3683.0
260742 3678.0
2079234 3660.0
29308 3627.0
1239282 3615.0
2558918 3594.0
1659 3589.0
2662361 3586.0
317660 3579.0
1882833 3561.0
103816 3550.0
2487344 3549.0
2078691 3539.0
2057798 3535.0
43770 3531.0
280236 3530.0
68246 3515.0
2582905 3495.0
35621 3465.0
68229 3441.0
35755 3439.0
2017 3436.0
1855352 3407.0
1928 3388.0
2045 3384.0
642780 3364.0
68175 3361.0
1703943 3355.0
556325 3351.0
1890 3348.0
1570939 3343.0
2049881 3342.0
186196 3329.0
2518371 3319.0
1903186 3308.0
1689 3287.0
1748 3274.0
33905 3265.0
2099584 3246.0
161879 3240.0
1882757 3210.0
1630135 3208.0
450734 3203.0
2594795 3196.0
556499 3187.0
1030489 3159.0
68264 3156.0
264024 3149.0
258224 3148.0
1415561 3132.0
2662397 3130.0
2045452 3099.0
2500546 3090.0
630515 3089.0
33887 3084.0
2135430 3012.0
48665 3009.0
1077946 3006.0
402297 2986.0
449461 2957.0
2066 2952.0
304889 2940.0
68249 2931.0
33899 2927.0
211455 2920.0
1588023 2909.0
29405 2880.0
1769566 2876.0
160386 2874.0
1230998 2869.0
1331682 2867.0
103232 2846.0
1697 2836.0
2018025 2828.0
639313 2814.0
36809 2811.0
187491 2803.0
145458 2797.0
1788 2796.0
37929 2785.0
2675219 2781.0
573600 2764.0
2051552 2747.0
535712 2719.0
446860 2717.0
1719 2712.0
1545728 2702.0
1902 2642.0
1415544 2636.0
1121358 2635.0
1933880 2613.0
139021 2598.0
2420509 2585.0
712270 2570.0
2594463 2563.0
295838 2550.0
152507 2536.0
1710 2511.0
1660 2502.0
161896 2500.0
84096 2493.0
283811 2479.0
1655 2471.0
2650775 2461.0
78259 2456.0
68203 2452.0
141349 2451.0
412690 2440.0
28264 2437.0
2594457 2427.0
499555 2416.0
2675216 2410.0
1962977 2400.0
1725411 2399.0
2079793 2397.0
1528099 2383.0
37931 2377.0
66425 2376.0
110937 2337.0
28028 2336.0
2676309 2326.0
206662 2317.0
68192 2313.0
1436084 2306.0
1795 2305.0
67372 2280.0
162496 2270.0
2560010 2255.0
1667 2253.0
1703 2248.0
42684 2236.0
1772 2235.0
646637 2226.0
139208 2222.0
116188 2221.0
1487956 2218.0
45398 2202.0
2014920 2195.0
1889 2194.0
2203204 2189.0
212423 2188.0
399497 2165.0
2509457 2162.0
76728 2156.0
28026 2150.0
1914992 2144.0
2107713 2138.0
285570 2136.0
75385 2129.0
1494608 2116.0
1616117 2081.0
115647 2077.0
1612552 2068.0
164757 2066.0
38288 2060.0
649739 2055.0
571915 2054.0
1930 2047.0
37915 2036.0
1907 2034.0
2496836 2025.0
52774 2022.0
1855 2007.0
1588021 2001.0
33903 1980.0
1751294 1978.0
675864 1977.0
2653200 1954.0
172042 1941.0
659352 1932.0
1969 1919.0
42239 1917.0
131112 1915.0
1915 1912.0
2589074 1899.0
2662261 1894.0
2563602 1890.0
1783515 1881.0
1724 1874.0
2695266 1866.0
2072505 1832.0
53458 1822.0
2305221 1819.0
1133546 1817.0
1522002 1816.0
40318 1810.0
67366 1797.0
2184053 1793.0
1902245 1792.0
1471400 1791.0
2509459 1788.0
1894 1778.0
117157 1768.0
2662028 1758.0
2594454 1754.0
85558 1735.0
2591145 1730.0
2585135 1727.0
2571029 1726.0
2306165 1721.0
11 1713.0
2017685 1699.0
59505 1691.0
565560 1687.0
2594459 1673.0
40567 1672.0
56689 1656.0
47763 1655.0
571913 1650.0
2583243 1648.0
1665145 1646.0
348043 1636.0
1717 1635.0
1932 1631.0
1984801 1629.0
2017484 1622.0
174707 1608.0
84595 1607.0
2548456 1605.0
1265601 1599.0
2594461 1591.0
110539 1582.0
66881 1576.0
1841249 1560.0
1783 1555.0
2282738 1552.0
553510 1550.0
1090615 1548.0
161895 1537.0
224537 1535.0
152794 1533.0
1577075 1527.0
1926 1525.0
67376 1521.0
545619 1507.0
46173 1504.0
261524 1492.0
1561022 1491.0
2506427 1490.0
1288636 1487.0
1887 1476.0
444103 1457.0
638619 1448.0
1813880 1447.0
60920 1444.0
2072503 1427.0
1758689 1425.0
41951 1424.0
1704044 1414.0
1972846 1412.0
2041 1410.0
1989 1408.0
1879023 1407.0
66869 1405.0
2686304 1403.0
78344 1394.0
2070348 1391.0
156978 1386.0
1708 1372.0
73044 1370.0
1849032 1358.0
1680 1356.0
2202000 1337.0
629680 1334.0
29303 1325.0
758802 1323.0
2321394 1322.0
589382 1314.0
665007 1307.0
35761 1306.0
2126346 1302.0
1908 1299.0
164348 1290.0
2498135 1288.0
1885 1287.0
402236 1270.0
115433 1268.0
67581 1261.0
68179 1244.0
83302 1243.0
68219 1237.0
300019 1233.0
2057246 1228.0
67267 1227.0
860235 1221.0
565073 1220.0
186189 1218.0
2153485 1205.0
356851 1202.0
2672569 1201.0
280149 1198.0
1442159 1197.0
38289 1193.0
912630 1180.0
2109593 1179.0
1936029 1174.0
2596828 1170.0
712122 1168.0
202862 1164.0
1920667 1155.0
1867 1154.0
1355015 1153.0
1891644 1150.0
1944 1133.0
862751 1132.0
1837283 1126.0
304895 1117.0
2055 1116.0
1702043 1115.0
2600159 1111.0
1798224 1108.0
1893 1095.0
1610493 1084.0
273384 1081.0
285450 1078.0
134601 1070.0
674079 1067.0
150123 1063.0
68214 1057.0
1033922 1051.0
1547487 1050.0
1980001 1037.0
2483799 1036.0
767452 1025.0
1446794 1017.0
706438 1016.0
1911 1014.0
2020486 1011.0
1943 1003.0
2171623 997.0
1437453 993.0
2079535 989.0
37921 984.0
2203205 975.0
1771959 967.0
1136941 963.0
68570 962.0
2211357 956.0
225326 946.0
67345 938.0
1749 937.0
701042 930.0
1935 909.0
65058 908.0
1694 906.0
1442032 901.0
324833 886.0
2597659 884.0
110649 879.0
1681 875.0
1886 872.0
2662065 864.0
1661694 859.0
2490853 857.0
1905847 856.0
58350 853.0
2654191 851.0
1461584 850.0
2565366 849.0
1916917 841.0
35762 840.0
419479 824.0
2174846 820.0
2059884 813.0
286802 806.0
2594913 799.0
131110 795.0
251638 793.0
1685 791.0
37332 780.0
47850 753.0
40988 751.0
67283 735.0
43674 718.0
1916 695.0
132473 693.0
1682113 692.0
1798223 689.0
576784 688.0
372663 686.0
1881022 668.0
1690221 664.0
1849710 658.0
1500843 655.0
516183 648.0
2103230 646.0
2588707 638.0
135487 630.0
1896961 625.0
89154 615.0
556288 613.0
1804624 611.0
68202 607.0
2575374 606.0
530584 601.0
2071627 596.0
1671 592.0
1912 580.0
703222 567.0
2509455 564.0
299152 560.0
2588708 553.0
1223514 552.0
935199 530.0
2654547 523.0
1652545 521.0
2094119 514.0
2080740 513.0
1877 511.0
53358 494.0
1389713 490.0
2614639 485.0
43665 481.0
1571833 475.0
1274 470.0
131568 454.0
256701 453.0
212767 445.0
2017485 443.0
1661 442.0
2590775 434.0
482462 433.0
193462 425.0
1769 417.0
1747 408.0
1389454 401.0
1136432 397.0
2692235 394.0
285557 393.0
1964449 389.0
83656 376.0
129921 370.0
1618207 368.0
40989 365.0
1683 364.0
1940 357.0
290399 352.0
1812480 346.0
36814 330.0
1938841 325.0
1050174 322.0
2578107 306.0
1658671 303.0
1077944 286.0
709883 280.0
544580 279.0
68270 276.0
110627 275.0
2603206 269.0
200618 249.0
2692233 245.0
1967 238.0
67265 237.0
2419771 224.0
2080757 220.0
1649184 213.0
1909732 208.0
575200 207.0
2035 201.0
1671680 181.0
1900 174.0
399736 171.0
1874 166.0
370526 162.0
68280 151.0
1740725 141.0
36822 127.0
1906 126.0
76726 108.0
2136401 100.0
2202249 87.0
1806905 80.0
1118963 76.0
379067 70.0
1859 68.0
84757 67.0
479978 62.0
2587868 60.0
1736691 58.0
1914461 56.0
279828 54.0
2003551 52.0
546874 39.0
2697569 35.0
2420135 34.0
2528243 25.0
1038928 24.0
2603292 17.0
1849967 12.0
2684468 -3.0
2030 -6.0
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28049 -12.0
42235 -17.0
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42881 -33.0
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1901 -485.0
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43990 -522.0
42817 -525.0
67260 -527.0
1411117 -544.0
28894 -550.0
33011 -551.0
933800 -554.0
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1275 -563.0
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1650658 -578.0
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2014534 -587.0
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2020130 -742.0
2487353 -745.0
66429 -758.0
2070347 -764.0
1653480 -774.0
1164002 -776.0
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67258 -786.0
1744 -799.0
54571 -806.0
47857 -811.0
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1169025 -824.0
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516126 -1065.0
1793722 -1071.0
136857 -1072.0
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158787 -1088.0
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219314 -1095.0
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1809 -1106.0
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1800 -1702.0
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1582798 -2004.0
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191493 -2750.0
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36740 -2766.0
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33895 -3030.0
43767 -3031.0
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69485 -3069.0
2606611 -3096.0
1684 -3107.0
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1718 -3117.0
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43675 -3124.0
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35622 -3154.0
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52773 -3197.0
1276 -3201.0
1773 -3207.0
1960 -3215.0
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247333 -3449.0
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108486 -3472.0
310779 -3482.0
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68245 -3509.0
1646 -3513.0
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37927 -3594.0
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46182 -3931.0
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134676 -4028.0



c__Mammalia

c__Mammalia
32
set c__Mammalia
setSize 151
pANOVA 0.619
s.dist -0.0236
p.adjustANOVA 0.944



Top enriched genes

Top 20 genes
GeneID Gene Rank
132908 -3989
9733 -3888
61853 -3847
28737 -3785
30538 -3727
10042 -3717
9261 -3690
59463 -3635
9685 -3581
9627 -3492
9555 -3346
9541 -3345
9913 -3327
1868482 -3325
10020 -3324
9755 -3200
109478 -3155
9767 -3105
9694 -3092
9731 -3053

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
132908 -3989
9733 -3888
61853 -3847
28737 -3785
30538 -3727
10042 -3717
9261 -3690
59463 -3635
9685 -3581
9627 -3492
9555 -3346
9541 -3345
9913 -3327
1868482 -3325
10020 -3324
9755 -3200
109478 -3155
9767 -3105
9694 -3092
9731 -3053
185453 -3005
189058 -2983
79684 -2972
34839 -2937
29139 -2928
9371 -2898
9402 -2840
32536 -2829
9516 -2676
9940 -2661
9978 -2598
9657 -2516
51337 -2444
742503 -2442
9993 -2390
9315 -2302
9807 -2285
38626 -2253
37293 -2222
885580 -2184
9598 -2170
37347 -2169
42254 -2165
29073 -2047
30611 -2042
9593 -1986
43179 -1932
143302 -1892
9915 -1869
60711 -1831
186990 -1778
9838 -1748
379532 -1724
9749 -1710
55149 -1662
34886 -1639
9368 -1592
27679 -1531
34882 -1403
291302 -1394
9713 -1342
89462 -1302
9358 -1280
10090 -1257
9565 -1232
9696 -1224
37032 -1215
9837 -1122
591936 -1013
9823 -767
118797 -650
43147 -460
90247 -109
9483 130
9606 139
13616 215
10089 234
10047 263
35658 327
9668 436
9796 466
9646 543
9542 661
9798 957
10041 972
491861 1038
61621 1061
61383 1074
30522 1134
9785 1159
9601 1215
9739 1219
246437 1224
29078 1226
9545 1234
54131 1267
61622 1318
10093 1366
9901 1385
482537 1392
9999 1478
9544 1523
1026970 1564
10036 1665
9691 1734
9319 1823
9361 1865
9305 1916
72004 1966
29088 1986
9407 2045
81572 2120
9568 2185
9925 2192
37174 2250
9986 2348
1778632 2457
9534 2463
9778 2465
10116 2482
9531 2490
9597 2590
9874 2714
10185 2730
30640 2827
9612 2889
9430 2898
9818 2932
10181 2988
82174 3002
10141 3093
9258 3098
30608 3188
10029 3205
419612 3207
9863 3426
225400 3459
10160 3476
89673 3625
9267 3671
40151 3783
34884 3795
9974 3805
9644 3847
9365 3931
93162 3932
9793 3936
88124 4002
9704 4013
51338 4071
9707 4149



c__Aves

c__Aves
33
set c__Aves
setSize 87
pANOVA 0.62
s.dist -0.0309
p.adjustANOVA 0.944



Top enriched genes

Top 20 genes
GeneID Gene Rank
8897 -3883
187382 -3700
9157 -3699
328815 -3698
9209 -3693
37040 -3518
649802 -3421
33581 -3351
121530 -3290
85066 -3281
54383 -3239
156563 -3123
240206 -2964
321398 -2921
8932 -2891
9244 -2859
97097 -2730
158814 -2712
8996 -2618
44394 -2371

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
8897 -3883
187382 -3700
9157 -3699
328815 -3698
9209 -3693
37040 -3518
649802 -3421
33581 -3351
121530 -3290
85066 -3281
54383 -3239
156563 -3123
240206 -2964
321398 -2921
8932 -2891
9244 -2859
97097 -2730
158814 -2712
8996 -2618
44394 -2371
94835 -2273
38654 -2240
87175 -2221
59894 -2148
8969 -2099
181119 -2036
9054 -1956
164674 -1543
57397 -1370
9172 -1327
8502 -1282
279965 -1265
13735 -1217
30464 -1052
8479 -981
8962 -790
1825980 -779
8839 -726
57421 -714
415028 -657
188344 -425
194338 -335
9233 -279
30455 183
9031 410
94827 411
8496 412
177155 489
57068 627
2696672 665
40157 744
30419 761
118200 897
8790 928
8954 952
9103 1076
48883 1305
54374 1376
128390 1389
57412 1449
345164 1536
50402 1637
93934 1642
308060 1681
175835 1743
188379 1883
198806 1936
56313 1983
8469 2214
54380 2319
9238 2346
59729 2643
56781 2963
13146 3023
8801 3117
1196302 3127
176057 3231
52644 3272
2489341 3374
36300 3552
114329 3576
181096 3640
55661 3693
9135 3712
925459 3821
8845 3884
335392 4084



c__Eurotiomycetes

c__Eurotiomycetes
45
set c__Eurotiomycetes
setSize 87
pANOVA 0.684
s.dist -0.0254
p.adjustANOVA 0.946



Top enriched genes

Top 20 genes
GeneID Gene Rank
91925 -3955
199306 -3924
446911 -3919
63400 -3826
5501 -3767
5059 -3735
43228 -3399
340412 -3277
5970 -3172
1835702 -3113
41068 -3029
5053 -3025
1033840 -2999
1196635 -2925
5037 -2893
1367422 -2870
63417 -2788
63402 -2696
41063 -2623
63405 -2450

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
91925 -3955
199306 -3924
446911 -3919
63400 -3826
5501 -3767
5059 -3735
43228 -3399
340412 -3277
5970 -3172
1835702 -3113
41068 -3029
5053 -3025
1033840 -2999
1196635 -2925
5037 -2893
1367422 -2870
63417 -2788
63402 -2696
41063 -2623
63405 -2450
51019 -2361
86049 -2351
293227 -2347
128442 -2296
5057 -2208
215243 -2167
1664694 -2126
33188 -2010
132259 -1975
319626 -1671
89940 -1517
68825 -1374
36651 -1200
41061 -1167
246267 -1156
254056 -1138
41047 -1086
1048829 -1019
306088 -1007
28572 -821
121759 -769
37727 -538
1681229 -403
264951 -386
979771 -381
86056 -252
28564 -223
319631 -117
109264 244
33178 339
91928 369
301854 532
1191711 578
470704 948
1441469 1112
1506151 1571
61420 1676
40355 1739
348802 1752
36630 1950
569365 1993
34381 2169
5061 2262
288669 2307
746128 2353
319630 2462
1340029 2685
212818 2799
5551 2805
27334 2908
319627 3001
43229 3008
979981 3221
41413 3227
1810919 3291
856822 3378
209559 3425
1341132 3461
364733 3519
41067 3705
1108849 3750
41058 3756
162425 3902
5062 3903
487661 4080
1182553 4081
89489 4174



c__Tremellomycetes

c__Tremellomycetes
47
set c__Tremellomycetes
setSize 18
pANOVA 0.691
s.dist 0.0541
p.adjustANOVA 0.946



Top enriched genes

Top 20 genes
GeneID Gene Rank
82520 4073
4999 3912
453459 3510
879819 3326
264483 3220
5619 2523
1859096 2009
5207 1496
324769 1276
82508 852
463800 605
324770 -1406
105984 -2563
104669 -2611
5217 -3638
82517 -3697
37769 -3719
1734106 -3731

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
82520 4073
4999 3912
453459 3510
879819 3326
264483 3220
5619 2523
1859096 2009
5207 1496
324769 1276
82508 852
463800 605
324770 -1406
105984 -2563
104669 -2611
5217 -3638
82517 -3697
37769 -3719
1734106 -3731



c__Mollicutes

c__Mollicutes
16
set c__Mollicutes
setSize 118
pANOVA 0.694
s.dist -0.0211
p.adjustANOVA 0.946



Top enriched genes

Top 20 genes
GeneID Gene Rank
86660 -3968
167967 -3832
225999 -3682
61635 -3630
53558 -3612
45362 -3580
216933 -3573
135727 -3564
28903 -3545
2113 -3528
353852 -3521
295596 -3443
2128 -3437
216934 -3436
59748 -3431
2133 -3390
216427 -3373
35623 -3371
29556 -3340
216936 -3336

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
86660 -3968
167967 -3832
225999 -3682
61635 -3630
53558 -3612
45362 -3580
216933 -3573
135727 -3564
28903 -3545
2113 -3528
353852 -3521
295596 -3443
2128 -3437
216934 -3436
59748 -3431
2133 -3390
216427 -3373
35623 -3371
29556 -3340
216936 -3336
142650 -3313
114881 -3282
2112 -3275
29555 -3148
398174 -3091
171282 -3078
50052 -3026
216938 -2745
2120 -2489
2123 -2300
2138 -2286
273136 -2274
2115 -2212
216944 -2083
2145 -2063
142649 -1973
45363 -1917
216945 -1815
29553 -1798
2109 -1722
2107 -1713
114880 -1657
2095 -1487
134821 -1449
538220 -1349
76629 -1166
48003 -953
29561 -903
214888 -872
28227 -862
47835 -842
29552 -773
171279 -526
215578 -487
171632 -465
315358 -439
65123 -383
38986 -196
138853 -130
216946 -65
2100 4
92400 124
2094 189
324079 251
29562 319
219745 366
209446 463
1318617 633
29559 642
171281 666
216937 787
2098 869
362837 894
136241 961
81459 1139
1749074 1301
92401 1443
42094 1497
2139 1501
1911684 1760
216931 1818
216935 1878
1179777 2053
2151 2362
1911683 2403
45361 2486
324078 2540
216942 2651
1541959 2684
37692 2794
51365 2897
2102 2950
142651 2980
2124 2982
216932 2997
171285 3040
171284 3097
2110 3109
229545 3128
2136 3226
2148 3273
114885 3314
2143 3363
29501 3368
33923 3386
2683967 3505
47834 3699
2130 3742
29554 3751
2149 3833
519450 3839
57372 3853
264636 3878
2121 3897
2118 3918
2137 3943
2099 3971
2096 4142



c__Thermotogae

c__Thermotogae
28
set c__Thermotogae
setSize 21
pANOVA 0.72
s.dist -0.0452
p.adjustANOVA 0.946



Top enriched genes

Top 20 genes
GeneID Gene Rank
106262 -4018
651457 -3833
1508419 -3457
93930 -3248
2421 -2966
69499 -2732
1330330 -1963
57487 -1428
1184387 -1279
126738 -501
93466 -13
149715 310
1006576 414
2424 769
119394 1872
1441386 2266
93929 2615
1236046 3469
46541 3542
1545835 3845

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
106262 -4018
651457 -3833
1508419 -3457
93930 -3248
2421 -2966
69499 -2732
1330330 -1963
57487 -1428
1184387 -1279
126738 -501
93466 -13
149715 310
1006576 414
2424 769
119394 1872
1441386 2266
93929 2615
1236046 3469
46541 3542
1545835 3845
1508420 4122



c__Saccharomycetes

c__Saccharomycetes
46
set c__Saccharomycetes
setSize 75
pANOVA 0.721
s.dist 0.0239
p.adjustANOVA 0.946



Top enriched genes

Top 20 genes
GeneID Gene Rank
1005962 4065
4954 4061
460519 3953
36033 3873
4909 3666
4924 3553
46583 3543
498019 3502
1725355 3448
418784 3317
4929 3216
27288 3105
27291 3095
317047 2930
4903 2855
27289 2647
1987369 2579
1080349 2474
1071379 2359
1245769 2220

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1005962 4065
4954 4061
460519 3953
36033 3873
4909 3666
4924 3553
46583 3543
498019 3502
1725355 3448
418784 3317
4929 3216
27288 3105
27291 3095
317047 2930
4903 2855
27289 2647
1987369 2579
1080349 2474
1071379 2359
1245769 2220
42374 2123
870730 2046
27322 1859
432096 1519
5482 1485
4944 1474
588726 1470
4950 1416
4932 1352
1365886 1213
5477 1192
54195 1161
36022 923
45357 920
44092 804
2606893 767
45609 640
58627 555
113608 321
28985 248
45285 83
2163413 -24
2315449 -421
566037 -464
4927 -608
45286 -640
1231522 -990
381046 -1056
33169 -1238
246025 -1445
273371 -1461
717740 -1475
1041607 -1484
45354 -1643
460523 -1749
4934 -1763
907738 -2085
114524 -2227
5480 -2430
36911 -2571
340170 -2638
4922 -2725
5478 -2741
4920 -2779
45607 -2843
312227 -2974
4926 -3130
4956 -3166
5476 -3224
4952 -3495
4959 -3626
4911 -3802
717741 -3854
36914 -3960
796027 -3990



c__Ulvophyceae

c__Ulvophyceae
52
set c__Ulvophyceae
setSize 10
pANOVA 0.728
s.dist -0.0636
p.adjustANOVA 0.946



Top enriched genes

Top 20 genes
GeneID Gene Rank
221038 -3909
118247 -3178
34157 -2193
63409 -1421
222885 -1400
173370 -274
3130 1850
3117 2420
205396 2729
43261 3564

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
221038 -3909
118247 -3178
34157 -2193
63409 -1421
222885 -1400
173370 -274
3130 1850
3117 2420
205396 2729
43261 3564



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