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 55
num_genes_in_profile 8225
duplicated_genes_present 0
num_profile_genes_in_sets 8153
num_profile_genes_not_in_sets 72

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 55
num_genesets_excluded 15
num_genesets_included 40

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= 40 gene sets

set setSize pANOVA s.dist p.adjustANOVA
p Proteobacteria 2752 0.000024 5.70e-02 0.000961
p Euglenozoa 21 0.000276 4.59e-01 0.005530
p 257 0.001440 1.17e-01 0.019200
p Planctomycetes 88 0.002720 -1.85e-01 0.027200
p Firmicutes 994 0.006010 -5.36e-02 0.048100
p Chloroflexi 22 0.011400 -3.12e-01 0.075700
p Ascomycota 287 0.013900 -8.53e-02 0.079600
p Mucoromycota 11 0.038200 -3.61e-01 0.191000
p Chordata 379 0.052500 -5.89e-02 0.234000
p Negarnaviricota 131 0.073500 -9.10e-02 0.294000
p Streptophyta 240 0.091400 -6.39e-02 0.332000
p Aquificae 11 0.117000 -2.73e-01 0.366000
p Perkinsozoa 15 0.119000 2.33e-01 0.366000
p Acidobacteria 16 0.134000 -2.16e-01 0.383000
p Bacteroidetes 417 0.229000 3.49e-02 0.588000
p Crenarchaeota 36 0.251000 -1.11e-01 0.588000
p Evosea 11 0.259000 1.97e-01 0.588000
p Mollusca 21 0.265000 1.41e-01 0.588000
p Arthropoda 225 0.318000 -3.90e-02 0.669000
p Verrucomicrobia 21 0.379000 1.11e-01 0.730000
p Apicomplexa 46 0.386000 -7.40e-02 0.730000
p Chlorophyta 50 0.415000 -6.68e-02 0.730000
p Basidiomycota 80 0.420000 -5.24e-02 0.730000
p Nematoda 18 0.486000 9.48e-02 0.811000
p Cnidaria 12 0.514000 1.09e-01 0.822000
p Chlamydiae 14 0.555000 -9.12e-02 0.828000
p Euryarchaeota 178 0.604000 2.27e-02 0.828000
p Actinobacteria 1070 0.608000 9.71e-03 0.828000
p Cyanobacteria 134 0.608000 2.58e-02 0.828000
p Bacillariophyta 18 0.621000 -6.74e-02 0.828000
p Tenericutes 118 0.694000 -2.11e-02 0.895000
p Thermotogae 21 0.720000 -4.52e-02 0.900000
p Deinococcus-Thermus 32 0.758000 -3.15e-02 0.919000
p Spirochaetes 51 0.788000 2.18e-02 0.927000
p Synergistetes 10 0.853000 -3.38e-02 0.956000
p Candidatus Omnitrophica 149 0.881000 7.12e-03 0.956000
p Rhodophyta 35 0.899000 1.25e-02 0.956000
p Thaumarchaeota 24 0.908000 -1.36e-02 0.956000
p Chlorobi 14 0.964000 -6.94e-03 0.989000
p Fusobacteria 25 1.000000 -4.88e-05 1.000000


Results (complete table)


Click HERE to show results for all gene sets

Complete results
set setSize pANOVA s.dist p.adjustANOVA
p Proteobacteria 2752 0.000024 5.70e-02 0.000961
p Euglenozoa 21 0.000276 4.59e-01 0.005530
p 257 0.001440 1.17e-01 0.019200
p Planctomycetes 88 0.002720 -1.85e-01 0.027200
p Firmicutes 994 0.006010 -5.36e-02 0.048100
p Chloroflexi 22 0.011400 -3.12e-01 0.075700
p Ascomycota 287 0.013900 -8.53e-02 0.079600
p Mucoromycota 11 0.038200 -3.61e-01 0.191000
p Chordata 379 0.052500 -5.89e-02 0.234000
p Negarnaviricota 131 0.073500 -9.10e-02 0.294000
p Streptophyta 240 0.091400 -6.39e-02 0.332000
p Aquificae 11 0.117000 -2.73e-01 0.366000
p Perkinsozoa 15 0.119000 2.33e-01 0.366000
p Acidobacteria 16 0.134000 -2.16e-01 0.383000
p Bacteroidetes 417 0.229000 3.49e-02 0.588000
p Crenarchaeota 36 0.251000 -1.11e-01 0.588000
p Evosea 11 0.259000 1.97e-01 0.588000
p Mollusca 21 0.265000 1.41e-01 0.588000
p Arthropoda 225 0.318000 -3.90e-02 0.669000
p Verrucomicrobia 21 0.379000 1.11e-01 0.730000
p Apicomplexa 46 0.386000 -7.40e-02 0.730000
p Chlorophyta 50 0.415000 -6.68e-02 0.730000
p Basidiomycota 80 0.420000 -5.24e-02 0.730000
p Nematoda 18 0.486000 9.48e-02 0.811000
p Cnidaria 12 0.514000 1.09e-01 0.822000
p Chlamydiae 14 0.555000 -9.12e-02 0.828000
p Euryarchaeota 178 0.604000 2.27e-02 0.828000
p Actinobacteria 1070 0.608000 9.71e-03 0.828000
p Cyanobacteria 134 0.608000 2.58e-02 0.828000
p Bacillariophyta 18 0.621000 -6.74e-02 0.828000
p Tenericutes 118 0.694000 -2.11e-02 0.895000
p Thermotogae 21 0.720000 -4.52e-02 0.900000
p Deinococcus-Thermus 32 0.758000 -3.15e-02 0.919000
p Spirochaetes 51 0.788000 2.18e-02 0.927000
p Synergistetes 10 0.853000 -3.38e-02 0.956000
p Candidatus Omnitrophica 149 0.881000 7.12e-03 0.956000
p Rhodophyta 35 0.899000 1.25e-02 0.956000
p Thaumarchaeota 24 0.908000 -1.36e-02 0.956000
p Chlorobi 14 0.964000 -6.94e-03 0.989000
p Fusobacteria 25 1.000000 -4.88e-05 1.000000



Detailed Gene set reports



p__Proteobacteria

p__Proteobacteria
1
set p__Proteobacteria
setSize 2752
pANOVA 2.4e-05
s.dist 0.057
p.adjustANOVA 0.000961



Top enriched genes

Top 20 genes
GeneID Gene Rank
60487 4191
203256 4190
69003 4186
60488 4184
188722 4182
204525 4181
357658 4180
71656 4179
263506 4178
251076 4175
376935 4173
549 4162
566 4158
2596949 4155
341523 4153
1662285 4152
332055 4151
665913 4147
1906275 4144
1497812 4143

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
60487 4191
203256 4190
69003 4186
60488 4184
188722 4182
204525 4181
357658 4180
71656 4179
263506 4178
251076 4175
376935 4173
549 4162
566 4158
2596949 4155
341523 4153
1662285 4152
332055 4151
665913 4147
1906275 4144
1497812 4143
287094 4137
936476 4134
435910 4132
255519 4129
63745 4126
41276 4125
73098 4124
2494701 4118
1288494 4116
1920109 4113
519 4112
1756993 4107
1594731 4104
565 4102
2588449 4097
2282310 4096
187493 4095
1920114 4094
205844 4093
2020312 4091
741091 4089
582203 4088
2587856 4086
2487150 4083
2282309 4078
44577 4076
1906741 4074
351745 4066
51288 4056
352158 4055
748280 4054
1526571 4052
1188319 4050
1263550 4048
1869170 4046
228654 4043
1628086 4042
204038 4041
2681309 4039
1336806 4033
2681307 4030
184917 4028
2172099 4027
2042057 4024
665914 4023
1398493 4022
29461 4020
90736 4019
927 4015
173681 4014
82985 4010
715 4003
329930 3999
417 3997
65741 3996
2588536 3995
2020311 3991
2184519 3989
1938604 3986
83655 3984
55209 3983
28091 3982
69220 3975
413497 3970
576610 3966
536 3965
648995 3964
1920116 3961
2562282 3957
55211 3956
535744 3955
1915310 3954
58049 3952
2559074 3950
2565555 3949
2028343 3948
1798205 3947
90245 3946
357233 3944
2079806 3942
2572577 3941
2681308 3934
251083 3929
1778675 3927
2051905 3923
398 3920
549298 3913
2077136 3906
1346287 3894
1217908 3893
28097 3891
198620 3890
1052 3889
788 3887
418223 3886
29570 3882
1504981 3875
1134435 3874
357240 3871
1914861 3869
539812 3867
766224 3866
2007306 3865
42895 3860
310404 3857
413501 3854
1849986 3844
394935 3841
2082188 3838
251069 3836
488546 3835
1848517 3834
69218 3830
436 3829
592316 3827
1749259 3826
712310 3825
159091 3824
246273 3822
2027919 3820
535726 3817
2588535 3816
60480 3811
1679497 3810
1759437 3809
1170392 3807
754476 3806
2052938 3804
182210 3801
2058624 3798
1421430 3794
61648 3793
1891279 3792
399742 3789
394751 3788
2077137 3787
2597769 3781
437505 3780
2724 3778
1673076 3773
748247 3771
1199245 3770
1499973 3768
930166 3767
260714 3765
1055628 3763
2547598 3762
1538553 3758
2163011 3757
876 3753
1855519 3740
2492396 3738
1907578 3733
1573712 3732
66269 3731
91844 3730
1785145 3729
1497836 3727
670 3726
515256 3725
1862273 3723
288647 3721
1175925 3717
201089 3713
1765967 3710
2020313 3704
1032623 3701
2494702 3700
1881855 3698
2579977 3697
1853276 3696
321662 3689
1055625 3687
1548547 3681
930 3680
539813 3679
1853278 3677
237609 3676
539 3670
42443 3668
2073078 3667
28141 3665
1076550 3664
2565554 3659
547985 3657
2588534 3656
1867846 3655
1458355 3653
2213017 3651
590046 3649
2153385 3648
487 3647
2605945 3643
2290923 3635
2584944 3634
640510 3630
1590041 3628
47735 3621
1573720 3613
556054 3611
2478464 3610
2171755 3608
2057026 3602
79967 3598
61646 3597
356837 3596
1579316 3590
1644867 3587
212 3581
2587862 3578
2319844 3574
211595 3571
691 3570
1096243 3569
410330 3567
135719 3566
920 3565
2497861 3557
2026785 3555
533 3546
113267 3544
2067572 3540
680320 3538
238836 3537
2291 3532
1486991 3527
2183911 3524
1746199 3522
251055 3521
483 3520
1821621 3518
1849603 3517
1619313 3516
2493639 3513
881260 3508
1288410 3507
2529381 3504
198616 3500
1332080 3499
643674 3497
72 3493
158822 3491
554 3489
299767 3486
2029986 3485
1306787 3480
2482769 3474
1315974 3473
2678688 3470
454 3464
1809410 3458
2014887 3455
873 3454
658630 3453
150396 3452
348824 3449
2059672 3446
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
1935204 3359
2518599 3358
1277350 3350
2202141 3346
1821960 3345
1855380 3341
2014742 3340
65700 3336
576611 3330
658643 3328
298 3327
120576 3323
50340 3321
1931241 3320
380021 3316
706570 3312
413502 3311
1848580 3310
1769779 3306
587753 3305
397421 3299
2652380 3297
2303538 3295
1933904 3294
1692238 3293
1702250 3292
582702 3290
2518644 3289
664683 3285
2037915 3283
2571747 3282
379347 3281
198931 3280
490759 3278
1835254 3275
2605946 3270
782 3267
158823 3266
330734 3264
2015795 3263
80849 3261
551989 3260
92245 3255
2320270 3250
74033 3248
47879 3247
774 3243
658629 3239
1867719 3236
341029 3235
2045200 3229
155892 3222
568766 3215
1402135 3206
321661 3204
2652177 3201
366602 3200
46429 3199
43306 3194
82987 3192
2303332 3191
2487887 3190
591962 3189
551760 3179
33069 3176
294 3174
293647 3172
948 3170
223967 3168
671990 3164
75105 3160
1158459 3158
43659 3157
2268024 3155
472175 3154
2005388 3153
1922226 3147
2052837 3145
470934 3140
2049589 3138
1173283 3135
291112 3134
2528037 3129
658644 3126
138072 3123
69665 3120
157592 3114
1725232 3111
1192162 3110
83668 3103
1538228 3102
2653853 3101
1615494 3096
546367 3094
1296669 3088
66821 3087
158754 3086
47878 3083
1778877 3082
29485 3080
183795 3079
672 3078
2479546 3074
2490851 3073
2479547 3069
269261 3068
1778872 3065
666685 3061
349221 3055
2587845 3053
215743 3052
1076596 3050
1500686 3049
241368 3047
487184 3046
46680 3044
158836 3039
1389005 3038
1190415 3036
53254 3035
1294143 3034
96773 3032
686578 3030
2066051 3029
53408 3025
78398 3024
2664291 3022
2211106 3021
53407 3019
2608981 3017
28110 3016
359110 3015
393662 3014
29459 3013
1497839 3011
435 3010
2219057 2999
384 2994
1612173 2993
2213057 2991
656179 2985
1811338 2981
1843368 2979
1194712 2975
515393 2969
2021234 2968
1497838 2967
1573719 2966
473531 2965
512649 2964
928979 2959
519081 2958
651183 2956
91465 2955
404011 2954
749 2951
2609418 2946
159346 2945
1327989 2944
2594003 2941
265883 2938
1827300 2936
29442 2935
370405 2925
2718 2924
2547601 2923
317 2922
37487 2918
69395 2917
2048897 2916
2594005 2915
86185 2912
40269 2911
2054915 2907
67829 2906
321983 2902
2072405 2896
118613 2894
1983755 2893
201 2891
1920128 2885
420971 2884
161398 2883
2494374 2881
497725 2878
63 2875
1249553 2871
568768 2868
1236179 2865
34004 2864
2587163 2863
1112 2862
213 2859
200450 2857
1916293 2854
39645 2853
1968541 2852
1761789 2851
1609966 2848
96344 2844
238202 2843
1882918 2842
2587861 2841
44674 2838
116092 2835
1788301 2833
1971364 2832
90270 2829
720 2826
552 2825
717785 2824
735 2823
169402 2818
1609758 2817
1229 2816
545908 2808
165468 2804
930806 2793
1410383 2792
351604 2783
36746 2778
143813 2773
1335757 2770
1978339 2769
618 2768
76758 2767
1050 2766
472181 2765
1873897 2762
388408 2759
46677 2758
1028989 2752
1074311 2751
1637837 2746
497121 2740
703 2738
341045 2732
730 2728
2070539 2727
2497879 2726
1755811 2720
287 2718
1495331 2711
1827481 2710
296 2708
74109 2705
2066070 2704
1699624 2701
123841 2697
1905730 2696
470150 2695
2580412 2694
2082387 2693
1805933 2692
35818 2687
2126069 2680
2169583 2679
57975 2673
2018067 2672
1755504 2666
1814290 2661
1719125 2660
2303331 2657
219572 2656
1166130 2652
1795874 2646
47884 2641
400770 2640
2048283 2634
2547970 2633
375 2632
13690 2629
1898684 2628
2664899 2625
1615674 2622
225194 2619
45065 2618
2689569 2617
74829 2611
253237 2609
1810504 2608
2213226 2605
1823759 2602
2054919 2601
2060312 2600
1811592 2599
1245526 2597
1926494 2595
204039 2592
29571 2589
1571470 2588
1434072 2587
2320867 2582
954 2581
106590 2580
563 2577
2660638 2576
437900 2575
2505979 2574
2502843 2569
916 2568
134536 2567
1082704 2565
486 2564
2026240 2558
251701 2557
651740 2554
82541 2551
76947 2549
2487345 2548
1667024 2545
1120045 2543
2579971 2538
351052 2534
1849995 2532
784 2529
188058 2528
1173273 2527
1499686 2524
1523415 2521
171865 2519
244566 2517
164546 2516
158327 2515
1561924 2513
53413 2512
69 2508
1335746 2507
2599805 2499
2045208 2498
46679 2496
702113 2494
689 2491
88688 2488
2590776 2487
528244 2484
624 2483
391 2481
1392877 2480
94132 2476
553088 2473
418699 2472
176102 2470
157783 2467
388640 2466
191390 2464
266951 2460
1075 2459
47883 2458
347 2455
1678678 2454
237610 2453
1390395 2450
1972431 2448
122355 2447
1806885 2445
244327 2441
2604941 2435
279113 2433
1851544 2430
445709 2422
2320140 2421
1748243 2417
2576841 2414
2083054 2412
413882 2411
1813879 2409
661191 2408
1034889 2407
1348774 2406
76760 2404
382 2401
61652 2396
1855331 2395
2697370 2394
29443 2391
28197 2389
357794 2388
2043170 2387
1404367 2384
69328 2382
2083055 2381
55208 2380
1938606 2379
306 2373
1930532 2372
2587849 2370
114616 2369
129817 2366
208224 2364
1978467 2361
65555 2358
233316 2357
1856588 2352
2488665 2351
138073 2350
259537 2349
84405 2345
216142 2344
376174 2342
248026 2341
1274359 2340
710740 2334
431306 2333
634113 2330
681157 2329
1404864 2328
75612 2327
1665201 2322
1055487 2321
2590869 2320
1812935 2318
190148 2316
921 2315
1050370 2314
472695 2309
2599640 2308
627192 2302
93221 2301
2077147 2300
1917145 2299
47229 2298
1415630 2297
2447890 2296
2182384 2295
847 2293
93378 2292
2054914 2291
1553431 2288
401471 2286
69666 2283
95301 2279
36773 2278
101564 2277
2601898 2276
335406 2274
640512 2273
914150 2268
797277 2267
33002 2263
1173288 2258
1921086 2257
453816 2256
418701 2254
1325095 2249
390919 2245
1849990 2243
2686094 2242
2005884 2238
358 2234
692370 2233
1491394 2231
47885 2228
870 2227
1404768 2225
1141883 2223
2083051 2216
1573711 2212
2059264 2209
1981174 2208
2579935 2207
70864 2206
614 2205
553151 2204
68895 2201
96942 2200
199684 2198
221822 2196
1434191 2193
1148509 2184
2679994 2180
55508 2179
1550728 2175
2010829 2174
1087881 2167
544718 2166
1479019 2164
59754 2163
89065 2161
93064 2159
157782 2157
2005262 2154
2479392 2149
1636423 2148
633276 2143
1354732 2141
2033869 2140
663364 2134
1885025 2132
1619187 2131
327160 2128
655307 2125
136098 2122
261302 2121
2500532 2119
359370 2115
28223 2113
115553 2112
2071621 2111
863372 2108
1891094 2107
140098 2106
56458 2103
76761 2101
421628 2098
192812 2095
1335060 2094
2014541 2093
271420 2087
1565605 2086
1461581 2085
407020 2079
1484158 2076
2293 2074
1811975 2073
2654238 2064
1560345 2063
2560057 2057
2587853 2056
2498113 2040
135740 2033
622488 2031
193 2029
169427 2020
959 2019
2306583 2018
693444 2015
2058625 2012
2052056 2011
337 2010
43662 2008
445710 2003
573737 1999
2025658 1996
1886807 1994
82995 1991
2498848 1971
291995 1969
2508687 1967
242606 1963
195 1956
1312183 1951
786 1948
266 1946
47877 1943
1938607 1942
1972068 1939
391953 1938
2054227 1935
1437540 1925
1472345 1924
86265 1914
1118153 1913
960 1909
2044467 1903
1660073 1902
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449 -2037
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762 -2059
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48 -2091
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520 -3863
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750 -3874
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633 -3992
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349789 -4025
55210 -4026
290808 -4029
60924 -4030



p__Euglenozoa

p__Euglenozoa
33
set p__Euglenozoa
setSize 21
pANOVA 0.000276
s.dist 0.459
p.adjustANOVA 0.00553



Top enriched genes

Top 20 genes
GeneID Gene Rank
5681 4127
5664 3958
5665 3928
5661 3895
1403386 3837
5692 3746
83891 3638
5659 3279
5691 3212
71804 2774
215699 2547
5671 2360
157538 2289
102910 1733
5699 1575
5679 1100
67003 953
5678 -131
5698 -1866
5660 -2279

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
5681 4127
5664 3958
5665 3928
5661 3895
1403386 3837
5692 3746
83891 3638
5659 3279
5691 3212
71804 2774
215699 2547
5671 2360
157538 2289
102910 1733
5699 1575
5679 1100
67003 953
5678 -131
5698 -1866
5660 -2279
5693 -3488



p__

p__
39
set p__
setSize 257
pANOVA 0.00144
s.dist 0.117
p.adjustANOVA 0.0192



Top enriched genes

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

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1883376 4192.0
173824 4189.0
1883373 4188.0
2169990 4187.0
2560731 4185.0
2588092 4177.0
2047786 4170.0
2599404 4165.5
2530028 4164.0
906669 4161.0
1161901 4160.0
2283012 4157.0
2072797 4156.0
1984783 4154.0
1921710 4148.0
2026102 4141.0
1985183 4140.0
2162689 4128.0
2560434 4115.0
2126724 4114.0
2267655 4111.0
1883379 4105.0
2560629 4103.0
2530035 4100.0
1985175 4092.0
10742 4090.0
2163633 4082.0
2560335 4079.0
2026944 4070.0
2591379 4068.0
1883371 4057.0
1985179 4053.0
2663324 4037.0
2202564 4032.0
1921530 4021.0
2560543 4017.0
2593638 4000.0
2575324 3994.0
1003177 3992.0
2560334 3987.0
499235 3981.0
1813769 3968.0
1909403 3963.0
2560337 3951.0
1971232 3937.0
2283013 3926.0
1136535 3915.0
2562641 3914.0
2591136 3877.0
1985182 3856.0
29252 3846.0
2024232 3840.0
1918006 3812.0
1984785 3769.0
1918005 3764.0
2045370 3759.0
1805953 3755.0
1985354 3754.0
1147158 3744.0
1918008 3743.0
2601669 3739.0
1983465 3707.0
1981931 3692.0
2589663 3652.0
1918726 3637.0
2008614 3619.0
424716 3614.0
2565502 3577.0
263386 3572.0
2234035 3551.0
2562461 3523.0
1335230 3494.0
1873985 3457.0
2030094 3450.0
2580405 3404.0
1805948 3393.0
1647458 3381.0
2500166 3367.0
2301723 3357.0
2340716 3352.0
1985178 3309.0
2069614 3269.0
2282196 3238.0
2126819 3224.0
2163963 3223.0
2583286 3181.0
2548266 3178.0
2170413 3151.0
1918011 3104.0
2170705 3071.0
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2562174 2934.0
2560680 2895.0
2023951 2892.0
1567012 2890.0
2601679 2850.0
2484638 2837.0
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1493510 2775.0
701257 2722.0
1675030 2606.0
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2498843 2261.0
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2100421 2105.0
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2267248 2061.0
2015814 2035.0
1918723 2002.0
1084719 1974.0
2675443 1921.0
40631 1880.0
1985176 1844.0
2041492 1682.0
37554 1649.0
1873894 1603.0
2024230 1556.0
2530023 1411.0
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1921713 1048.0
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616674 653.0
2650873 388.0
1921185 385.0
1675598 372.0
319522 252.0
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1910936 165.0
1567014 149.0
1204535 135.0
1815509 116.0
1921018 75.0
1279082 -74.0
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2560329 -1462.0
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2591025 -1598.0
1654919 -1600.0
1309583 -1690.0
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2500810 -1843.0
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2664939 -2268.0
340435 -2305.0
2678601 -2373.0
336724 -2529.0
2560332 -2626.0
552525 -2644.0
1881432 -2759.0
1873341 -2812.0
1792242 -2815.0
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1296660 -2852.0
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2662128 -2968.0
2138299 -3016.0
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1985177 -3087.0
10778 -3134.0
2024234 -3139.0
311221 -3160.0
998086 -3216.0
2500762 -3257.0
1141136 -3265.0
1868827 -3276.0
1734382 -3286.0
2555680 -3355.0
2591380 -3388.0
1881392 -3410.0
2663326 -3453.0
255431 -3543.0
1754209 -3556.0
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2560689 -3599.0
12336 -3666.0
292029 -3688.0
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2560330 -3711.0
1864623 -3730.0
1912592 -3734.0
1883369 -3773.0
2652423 -3803.0
1161927 -3807.0
1308863 -3811.0
2041389 -3814.0
2100124 -3843.0
1982225 -3869.0
1983579 -3896.0
1748773 -3902.0
2026081 -3908.0
2419619 -3918.0
2560555 -3925.0
1922328 -3935.0
347327 -3936.0
1450749 -3948.0
2500560 -3949.0
393598 -3957.0
1675028 -3961.0
2500559 -3976.0
2094736 -3996.0
1296654 -3997.0
2560435 -3999.0
2608368 -4006.0
2560692 -4009.0
2587814 -4019.0
157924 -4031.0
10724 -4032.0



p__Planctomycetes

p__Planctomycetes
10
set p__Planctomycetes
setSize 88
pANOVA 0.00272
s.dist -0.185
p.adjustANOVA 0.0272



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
397282 -743
2527998 -730
2528010 -702
174633 -693
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
1940790 313
2527993 363
1930275 487
2527997 536
1936003 558
1632864 562
2528018 1207
2528035 1277
547188 1382
1632865 1606
1630693 1716
2527967 1787
122 2152
1930277 2158
2603660 2172
2527972 2210
1941349 2312
1851148 2621
2527982 2675
120965 2949
2527976 3026
980254 3171
2608982 3175
1930274 3356
2528020 3435



p__Firmicutes

p__Firmicutes
2
set p__Firmicutes
setSize 994
pANOVA 0.00601
s.dist -0.0536
p.adjustANOVA 0.0481



Top enriched genes

Top 20 genes
GeneID Gene Rank
161537 -4027
61425 -4024
101081 -4003
1028381 -3998
78057 -3988
1031539 -3965
401638 -3962
1463157 -3922
291990 -3920
1178515 -3916
258060 -3905
2184575 -3898
405212 -3889
1598 -3880
751585 -3872
161154 -3871
1514105 -3853
1307 -3852
1869345 -3846
2683680 -3845

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
161537 -4027
61425 -4024
101081 -4003
1028381 -3998
78057 -3988
1031539 -3965
401638 -3962
1463157 -3922
291990 -3920
1178515 -3916
258060 -3905
2184575 -3898
405212 -3889
1598 -3880
751585 -3872
161154 -3871
1514105 -3853
1307 -3852
1869345 -3846
2683680 -3845
2654326 -3819
761964 -3800
360310 -3794
28064 -3793
863 -3789
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
863643 -3422
44251 -3419
227322 -3409
1284 -3408
59893 -3404
2583377 -3401
2109688 -3400
1145276 -3398
657323 -3397
1529 -3392
1805714 -3383
2081964 -3381
1428 -3379
2283194 -3376
1162034 -3369
253703 -3360
656519 -3354
1292 -3353
1348 -3352
2080759 -3349
1898204 -3347
1178537 -3323
2509456 -3307
1870819 -3299
189426 -3295
1536775 -3294
2169540 -3278
436516 -3271
192895 -3270
1849830 -3264
1839798 -3259
29378 -3253
1461 -3242
2499213 -3241
658666 -3234
2055160 -3226
61624 -3221
1229621 -3213
338644 -3204
665099 -3203
1892404 -3202
2576356 -3199
1218494 -3185
2303505 -3180
2081703 -3175
309788 -3173
46354 -3168
378212 -3158
1917970 -3146
1297617 -3142
1326 -3136
46127 -3129
1882832 -3118
2086577 -3110
2506420 -3093
1855823 -3081
1138822 -3079
252966 -3077
1441264 -3073
153152 -3070
185007 -3062
492670 -3061
1566358 -3057
2338372 -3056
2026186 -3052
1421 -3051
169760 -3044
33025 -3034
1813182 -3032
292806 -3023
2660554 -3022
617123 -3015
1536770 -3006
1423 -3003
162209 -2995
1464 -2984
1309 -2963
637971 -2961
716547 -2957
79263 -2954
2026187 -2950
1471761 -2946
1198714 -2945
54913 -2940
2608254 -2938
1490 -2931
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
158847 -2842
167972 -2839
160799 -2835
300825 -2832
1364 -2828
172713 -2810
1868392 -2806
102684 -2785
1834196 -2780
51664 -2778
98228 -2776
1396 -2775
1605 -2772
1868385 -2764
293389 -2762
33941 -2761
1393 -2757
33935 -2746
1311 -2736
1120679 -2716
867076 -2709
1532 -2701
70255 -2699
561879 -2698
683737 -2690
1778678 -2689
33964 -2664
1903704 -2655
1811306 -2653
152268 -2646
2584943 -2642
1511761 -2624
2070759 -2609
1580 -2608
1392 -2604
51197 -2591
361272 -2588
29347 -2586
1532905 -2567
2005703 -2565
1233873 -2553
29370 -2547
1616788 -2540
356322 -2528
583357 -2525
1351 -2517
2598453 -2515
633807 -2507
263475 -2504
1055446 -2501
2529386 -2495
53633 -2494
46224 -2486
33959 -2485
1218493 -2476
582475 -2473
200991 -2471
1389960 -2461
1564 -2456
1408 -2445
1497 -2440
1465 -2421
1731 -2417
2072025 -2413
1581038 -2410
1619311 -2408
712528 -2407
1283 -2405
421767 -2403
36839 -2395
165096 -2393
413888 -2388
414771 -2387
58172 -2386
42858 -2379
1932001 -2377
55583 -2374
43305 -2363
2382163 -2358
1494 -2352
29358 -2350
1247 -2323
2377 -2320
1071080 -2310
1318 -2309
37734 -2307
28187 -2287
2487118 -2284
1930764 -2276
143393 -2265
1648 -2264
1702287 -2263
76853 -2251
55205 -2228
1849491 -2209
51101 -2204
44001 -2196
2419841 -2155
2507162 -2154
233055 -2146
1222016 -2136
2697030 -2132
33938 -2129
1397 -2125
189425 -2115
147802 -2114
1598147 -2112
2041044 -2102
1280 -2100
1461583 -2098
36841 -2082
51515 -2077
1702221 -2076
2507161 -2071
1624 -2049
44252 -2040
176292 -2031
1763538 -2023
367743 -2006
1962263 -2001
1565 -1998
44250 -1990
37482 -1984
1852374 -1981
1074467 -1974
459472 -1969
1338 -1966
45634 -1965
283734 -1957
1451 -1936
324767 -1927
1055447 -1904
1930071 -1902
1316409 -1880
1492 -1857
1571 -1848
46240 -1839
110500 -1836
1519377 -1822
2660750 -1819
1214604 -1813
29322 -1811
35701 -1806
1736 -1800
1343 -1797
198119 -1795
288965 -1788
1193713 -1780
29394 -1779
29329 -1777
1536769 -1774
626937 -1772
1242912 -1759
1581 -1754
84032 -1742
189382 -1734
192421 -1730
2173853 -1729
1261 -1720
258061 -1716
1441095 -1706
33970 -1696
1536771 -1687
73919 -1677
1761012 -1667
129958 -1666
2213202 -1659
381423 -1651
2283160 -1644
1888195 -1642
483012 -1636
1478 -1627
1563 -1626
69966 -1617
46256 -1609
29369 -1603
1437774 -1597
496866 -1590
35787 -1587
483937 -1586
189691 -1584
1550 -1541
1622 -1530
1338368 -1525
327382 -1500
29341 -1495
2487928 -1493
2564099 -1476
2651284 -1455
54005 -1450
2696063 -1443
1254 -1438
1511 -1417
1610 -1414
116085 -1384
89153 -1375
1536774 -1364
83683 -1352
166486 -1341
1314 -1334
853 -1309
1394 -1300
2692756 -1286
2203724 -1283
1308 -1271
1670641 -1268
1555112 -1262
85874 -1230
69823 -1227
1545702 -1199
1260 -1196
1501 -1183
87541 -1182
1433513 -1181
1871021 -1169
1474 -1168
86170 -1159
114090 -1151
1679721 -1144
143495 -1134
51173 -1083
143361 -1077
1632 -1066
626940 -1064
425254 -1054
2666127 -1021
878264 -1020
89059 -1000
1264 -997
1525 -986
76124 -974
1303590 -972
40520 -970
28031 -965
1421019 -962
49338 -948
1462996 -939
1757 -927
1625 -925
1245 -914
332949 -908
643214 -902
1476 -887
142877 -870
1161942 -861
755731 -845
1902136 -829
450367 -826
1111760 -825
1648923 -819
417367 -813
1288 -809
159743 -801
365349 -798
1811193 -791
58135 -770
1582259 -765
414778 -749
197614 -747
59620 -729
351091 -715
150056 -713
2599308 -705
2055874 -696
1538 -685
375929 -677
1675036 -672
119206 -670
152331 -669
223919 -646
2017483 -644
53345 -633
59610 -627
632773 -625
45497 -618
2490858 -576
1677857 -571
59843 -568
1156433 -567
187327 -556
2419773 -536
2082193 -534
1517 -532
53346 -495
243899 -468
258054 -430
2173034 -429
1010692 -422
53444 -417
1316408 -415
1825069 -408
44256 -391
1323375 -375
1884263 -371
2496837 -367
1509 -358
1488 -341
1042156 -340
31899 -330
1536773 -326
114527 -318
1507512 -315
407035 -307
238834 -304
1783501 -259
1833852 -251
2011012 -246
352858 -239
1623 -220
260554 -200
1898203 -195
2497860 -185
304207 -179
66219 -169
2068654 -166
2320868 -164
1498 -156
1376 -152
150055 -147
1720083 -145
113107 -144
1281 -135
340146 -125
89152 -122
217159 -121
1324314 -119
1336 -112
1216932 -106
1550024 -103
155866 -96
1115758 -95
2109692 -82
51669 -79
1496 -70
1328 -64
33038 -55
712991 -52
1450761 -20
155085 -5
1671597 2
101060 37
170367 43
413889 45
2654284 47
2587161 53
1870820 63
1584 65
2259623 84
1980674 91
1629 101
1304 117
905 138
375175 140
2546351 146
2483110 153
717609 155
292800 156
1534 158
1508404 167
246432 169
199441 176
60520 178
301301 184
1462 186
2576307 187
1246 191
1313 199
499229 209
33945 210
2093742 216
45668 225
1306 235
109322 242
1521 254
84023 259
2751 270
208226 277
39488 278
712633 290
1912856 295
33039 296
84022 318
1550240 328
1519 345
1335 359
170573 362
1426 373
2211212 377
1473112 387
471827 403
2058136 420
290335 426
1618 431
2598861 446
2213194 450
187452 451
104955 452
1633 491
2325 506
228899 518
1921421 527
88233 528
76860 540
1424294 544
360280 559
160453 566
33034 568
79880 569
2086585 576
344338 585
712538 600
1467 604
29385 608
1038856 610
1244 617
1493 631
128944 652
641107 674
248903 677
29391 699
154046 710
1282 719
1461582 720
332101 731
713030 739
52766 748
1827146 750
227942 758
182710 759
484770 762
2507160 768
308354 774
1409 776
225917 779
1556 782
1177653 821
1358 838
911092 858
189381 865
461876 870
33035 878
248315 880
1587 899
33932 905
2610896 907
196180 932
2026 939
562959 958
1642 970
528191 977
2507159 978
255247 980
332410 1000
245014 1007
1852373 1008
147709 1022
1705566 1039
47770 1040
1491 1041
1597 1046
240427 1086
33033 1091
1329 1096
1542 1104
1041504 1109
2571750 1114
303541 1119
33036 1135
580165 1142
1402861 1148
1536772 1172
492309 1183
1510 1212
2419772 1217
1614 1222
33943 1225
31909 1230
142586 1242
884684 1245
326139 1251
1230341 1255
86664 1260
1702238 1262
2582830 1271
1449 1283
28038 1292
268365 1340
1599 1346
36854 1361
1505 1367
86039 1375
1513 1401
2594883 1406
59842 1421
2293317 1426
985762 1436
1940789 1437
1127744 1445
1596 1451
42422 1455
941858 1459
666686 1460
72361 1465
1500254 1466
2044912 1469
28035 1481
2562451 1499
2496265 1518
51663 1529
2607911 1542
39491 1543
84031 1546
1911587 1549
1639 1554
1600 1570
2382161 1574
231952 1577
2025492 1583
81947 1594
101056 1596
363858 1604
269673 1618
53344 1624
1643 1625
339862 1657
2184719 1667
1582 1693
1445 1694
1612 1696
2320858 1700
49118 1703
394958 1714
1221500 1729
241244 1737
29466 1740
2213011 1746
39485 1753
79885 1759
79883 1765
402384 1767
2144175 1773
169283 1783
1742359 1798
481743 1808
1604 1829
1398 1830
2479767 1848
1911586 1853
1912897 1860
253239 1867
1160721 1871
1390 1876
1007676 1886
649756 1896
1215089 1897
2331 1901
178899 1907
1638 1910
1366 1920
1520 1922
44008 1926
39777 1928
1601 1933
986802 1937
2212991 1944
712624 1953
2065380 1955
519472 1960
1401 1961
315405 1962
84030 1965
2490633 1972
148814 1975
2583452 1987
1589 1988
257758 1990
185008 1998
2734 2000
106577 2021
2692425 2028
2485784 2037
1252 2038
86332 2041
1508644 2042
1249 2043
1588 2049
2109691 2050
61015 2059
412384 2062
202750 2067
1579 2069
28446 2078
1664069 2080
218284 2084
1345 2089
51665 2097
330298 2133
39950 2135
2594789 2145
29360 2155
1352 2177
1814128 2187
42838 2190
831 2197
1526927 2203
907 2230
1334 2237
169679 2239
1547283 2241
102134 2247
208596 2251
236753 2259
1533 2260
1296 2265
2682541 2281
2051906 2304
79209 2335
161360 2339
108150 2363
1515 2393
1193095 2402
53442 2425
2756 2444
132920 2468
224209 2477
2009331 2485
1354 2495
36745 2497
39492 2504
264697 2505
1294 2510
129985 2522
29379 2525
83526 2531
2052660 2537
1870984 2541
1548 2544
746691 2552
1455 2556
108328 2560
1479 2562
1404 2571
1654388 2578
163877 2586
60519 2591
486398 2594
83428 2596
1978528 2604
859143 2627
691437 2631
59840 2638
581103 2645
137838 2653
1629723 2662
1839799 2664
1413 2665
938155 2668
2663022 2678
54006 2681
554143 2690
1482 2698
1006155 2700
2419842 2703
238013 2706
1286 2707
86665 2709
1650 2733
1302 2735
1349 2736
468911 2737
1603 2741
2684658 2743
267818 2749
39483 2753
231049 2776
45972 2782
33936 2786
119858 2787
2316383 2788
1303 2789
1499687 2791
39778 2813
33946 2839
1302659 2845
2269374 2849
2502791 2872
64104 2877
1290 2899
109790 2901
33952 2903
1712675 2905
2692757 2910
33934 2914
70258 2926
392416 2929
1898474 2933
2052936 2971
1794699 2977
1452 2978
214473 2990
1553 3000
2587848 3007
2014076 3031
302167 3033
294699 3037
33940 3041
1607 3051
2592653 3057
208479 3062
1379 3067
2748 3076
1374 3081
2567941 3113
471223 3116
198467 3118
84135 3131
1305 3146
29382 3150
118060 3161
403957 3167
1530 3186
1316411 3193
330297 3195
360911 3198
1750719 3209
1316412 3225
29388 3228
1504 3232
999693 3244
1847728 3245
1295642 3251
1570 3253
650093 3256
1295 3257
55779 3271
1903686 3277
708126 3288
33962 3304
2700081 3318
1471 3322
1177647 3331
2086584 3338
2026188 3344
295930 3377
46867 3383
29380 3385
1561 3414
400065 3427
1215031 3462
1310 3471
2109690 3479
182773 3481
2021971 3501
279826 3503
79882 3512
1636720 3514
1640 3525
1923880 3533
1565991 3534
58138 3541
1296540 3545
29384 3563
1502 3568
2107999 3584
1506 3600
386490 3604
33968 3605
220687 3609
1583 3644
526944 3645
971 3658
1641 3685
106578 3688
985002 3714
36832 3747
1255 3749
35841 3772
228952 3775
2304606 3776
41170 3777
2099788 3785
29343 3791
263817 3797
1363 3803
1559 3808
2592351 3823
82688 3831
2610895 3842
1871025 3848
1346 3850
129338 3851
1572656 3858
1564681 3876
391290 3898
244 3901
46126 3911
885581 3917
59310 3930
82348 3933
52765 3940
2099789 3972
1472767 3974
184064 3978
1340 3979
149016 4025
1849031 4047
1422 4063
1224749 4064
1834954 4067
293822 4075
267363 4085
2099786 4087
764036 4120
247859 4121
47715 4123
759620 4131
114975 4133
1399115 4139
105330 4163
203371 4171
330292 4176



p__Chloroflexi

p__Chloroflexi
7
set p__Chloroflexi
setSize 22
pANOVA 0.0114
s.dist -0.312
p.adjustANOVA 0.0757



Top enriched genes

Top 20 genes
GeneID Gene Rank
552810 -3122
2509675 -3035
913107 -2886
2490863 -2869
1889813 -2406
357808 -2398
2057 -2249
133453 -2203
500 -1941
65 -1817
120962 -1496
1806508 -1259
1839801 -1225
61435 -1197
1986204 -1078
166587 -835
2045280 -788
2601677 -53
1108 42
167964 1295

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
552810 -3122
2509675 -3035
913107 -2886
2490863 -2869
1889813 -2406
357808 -2398
2057 -2249
133453 -2203
500 -1941
65 -1817
120962 -1496
1806508 -1259
1839801 -1225
61435 -1197
1986204 -1078
166587 -835
2045280 -788
2601677 -53
1108 42
167964 1295
152260 1616
943347 3511



p__Ascomycota

p__Ascomycota
25
set p__Ascomycota
setSize 287
pANOVA 0.0139
s.dist -0.0853
p.adjustANOVA 0.0796



Top enriched genes

Top 20 genes
GeneID Gene Rank
38006 -4008
796027 -3990
36914 -3960
91925 -3955
5180 -3929
199306 -3924
446911 -3919
80884 -3913
47238 -3892
698440 -3886
45151 -3885
318829 -3877
717741 -3854
63400 -3826
78579 -3805
4911 -3802
140110 -3792
5501 -3767
38033 -3748
5059 -3735

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
38006 -4008
796027 -3990
36914 -3960
91925 -3955
5180 -3929
199306 -3924
446911 -3919
80884 -3913
47238 -3892
698440 -3886
45151 -3885
318829 -3877
717741 -3854
63400 -3826
78579 -3805
4911 -3802
140110 -3792
5501 -3767
38033 -3748
5059 -3735
5507 -3705
51453 -3696
1316788 -3691
4899 -3678
4959 -3626
176275 -3601
100816 -3598
4897 -3597
1051613 -3588
58853 -3565
169388 -3524
4952 -3495
43228 -3399
93612 -3316
101028 -3287
340412 -3277
85929 -3262
5476 -3224
5970 -3172
563466 -3169
4956 -3166
174080 -3159
4926 -3130
1835702 -3113
866546 -3072
438356 -3049
1047171 -3033
41068 -3029
5053 -3025
1033840 -2999
312227 -2974
45130 -2959
1196635 -2925
231269 -2920
39416 -2905
5037 -2893
1367422 -2870
2587410 -2848
45607 -2843
63417 -2788
4920 -2779
5478 -2741
4922 -2725
63402 -2696
340170 -2638
41063 -2623
33203 -2621
117187 -2615
36911 -2571
5518 -2513
1093900 -2493
1209926 -2466
63405 -2450
2656787 -2448
5480 -2430
342668 -2416
42068 -2414
2587412 -2362
51019 -2361
86049 -2351
293227 -2347
27337 -2339
63577 -2316
13349 -2313
2587399 -2303
128442 -2296
114497 -2257
226899 -2250
72228 -2246
209285 -2245
114524 -2227
112498 -2224
5057 -2208
215243 -2167
236234 -2164
5101 -2163
1302862 -2144
1664694 -2126
223192 -2097
907738 -2085
156630 -2068
175243 -2033
29908 -2026
33188 -2010
132259 -1975
40127 -1953
500148 -1929
1982075 -1897
5580 -1896
393283 -1820
4934 -1763
460523 -1749
101162 -1711
50376 -1676
319626 -1671
45354 -1643
2161713 -1606
220672 -1585
89940 -1517
1041607 -1484
717740 -1475
273371 -1461
246025 -1445
68825 -1374
33169 -1238
36651 -1200
41061 -1167
246267 -1156
254056 -1138
41047 -1086
381046 -1056
2482752 -1047
1048829 -1019
306088 -1007
1231522 -990
48100 -937
57143 -936
28572 -821
121759 -769
101852 -647
45286 -640
48703 -611
4927 -608
5017 -575
37727 -538
566037 -464
2315449 -421
27357 -412
1681229 -403
264951 -386
979771 -381
948311 -380
1042127 -336
86056 -252
5116 -235
28564 -223
690256 -207
319631 -117
5147 -94
56646 -34
5127 -32
2163413 -24
149040 19
45285 83
1873960 111
872248 175
109264 244
28985 248
101201 316
113608 321
33178 339
40559 356
91928 369
1715249 444
301854 532
58627 555
1191711 578
45609 640
2606893 767
44092 804
35717 919
45357 920
36022 923
470704 948
36779 960
1441469 1112
54195 1161
5477 1192
1365886 1213
263815 1335
1089818 1349
4932 1352
148305 1353
61459 1357
4950 1416
588726 1470
4944 1474
5482 1485
5606 1503
432096 1519
1506151 1571
61420 1676
40355 1739
5016 1748
348802 1752
27322 1859
280754 1929
29910 1940
36630 1950
1217826 1984
569365 1993
559561 2005
4896 2024
870730 2046
92637 2118
42374 2123
34381 2169
1245769 2220
5061 2262
288669 2307
13684 2323
29875 2325
746128 2353
1071379 2359
1460663 2443
319630 2462
1080349 2474
5599 2506
1987369 2579
27289 2647
1340029 2685
5544 2721
212818 2799
5551 2805
568076 2831
4903 2855
27334 2908
1051616 2913
317047 2930
319627 3001
43229 3008
655981 3054
27291 3095
27288 3105
79018 3122
77105 3137
4754 3139
4929 3216
979981 3221
41413 3227
1709381 3268
1810919 3291
418784 3317
253628 3353
856822 3378
122368 3394
209559 3425
1725355 3448
1341132 3461
696354 3487
498019 3502
364733 3519
46583 3543
4924 3553
34373 3612
1578925 3646
4909 3666
41067 3705
5516 3734
1108849 3750
41058 3756
5022 3799
5141 3862
73501 3870
36033 3873
398673 3883
162425 3902
5062 3903
460519 3953
31870 3959
40125 4051
4954 4061
1005962 4065
487661 4080
1182553 4081
145971 4168
89489 4174



p__Mucoromycota

p__Mucoromycota
27
set p__Mucoromycota
setSize 11
pANOVA 0.0382
s.dist -0.361
p.adjustANOVA 0.191



Top enriched genes

Top 20 genes
GeneID Gene Rank
1343610 -3979
4876 -3978
90253 -3943
78898 -3891
310910 -3840
688394 -2691
4829 -369
588596 -137
64571 -56
4837 3354
58291 4098

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1343610 -3979
4876 -3978
90253 -3943
78898 -3891
310910 -3840
688394 -2691
4829 -369
588596 -137
64571 -56
4837 3354
58291 4098



p__Chordata

p__Chordata
20
set p__Chordata
setSize 379
pANOVA 0.0525
s.dist -0.0589
p.adjustANOVA 0.234



Top enriched genes

Top 20 genes
GeneID Gene Rank
132908 -3989
9733 -3888
8897 -3883
8036 -3881
61853 -3847
8453 -3825
7764 -3822
28737 -3785
942151 -3765
300304 -3758
30538 -3727
10042 -3717
187382 -3700
9157 -3699
328815 -3698
9209 -3693
9261 -3690
315492 -3675
59463 -3635
9685 -3581

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
132908 -3989
9733 -3888
8897 -3883
8036 -3881
61853 -3847
8453 -3825
7764 -3822
28737 -3785
942151 -3765
300304 -3758
30538 -3727
10042 -3717
187382 -3700
9157 -3699
328815 -3698
9209 -3693
9261 -3690
315492 -3675
59463 -3635
9685 -3581
205130 -3541
37040 -3518
9627 -3492
8167 -3487
89032 -3483
176946 -3466
649802 -3421
29144 -3382
433685 -3368
33581 -3351
75366 -3348
9555 -3346
9541 -3345
9913 -3327
1868482 -3325
10020 -3324
8673 -3319
210632 -3314
121530 -3290
85066 -3281
48701 -3280
54383 -3239
43700 -3233
8154 -3230
8014 -3205
9755 -3200
64144 -3164
109478 -3155
156563 -3123
9767 -3105
9694 -3092
9731 -3053
244447 -3037
185453 -3005
189058 -2983
1676925 -2980
79684 -2972
8208 -2971
240206 -2964
34839 -2937
29139 -2928
321398 -2921
9371 -2898
291360 -2894
8932 -2891
9244 -2859
9402 -2840
8175 -2837
32536 -2829
7994 -2805
181472 -2798
97097 -2730
158814 -2712
9516 -2676
9940 -2661
8255 -2639
7998 -2634
8996 -2618
9978 -2598
8022 -2584
8238 -2579
167934 -2533
9657 -2516
303518 -2479
51337 -2444
742503 -2442
9993 -2390
44394 -2371
13489 -2330
52904 -2319
9315 -2302
9807 -2285
94835 -2273
101497 -2261
38626 -2253
38654 -2240
37293 -2222
87175 -2221
7950 -2205
885580 -2184
9598 -2170
37347 -2169
42254 -2165
59894 -2148
8969 -2099
29073 -2047
30611 -2042
181119 -2036
113540 -2030
9593 -1986
173247 -1964
9054 -1956
42514 -1955
43179 -1932
143302 -1892
94885 -1876
9915 -1869
60711 -1831
8720 -1805
186990 -1778
9838 -1748
379532 -1724
9749 -1710
89574 -1685
55149 -1662
34886 -1639
7719 -1638
7739 -1630
375764 -1607
9368 -1592
164674 -1543
27679 -1531
8049 -1488
99883 -1474
441366 -1427
34882 -1403
291302 -1394
109280 -1382
57397 -1370
300306 -1362
9713 -1342
9172 -1327
89462 -1302
8502 -1282
9358 -1280
150288 -1278
105023 -1269
279965 -1265
10090 -1257
8019 -1251
9565 -1232
9696 -1224
13735 -1217
37032 -1215
390379 -1193
9837 -1122
106582 -1114
8010 -1063
30464 -1052
8023 -1050
173339 -1038
591936 -1013
8479 -981
194408 -931
8187 -863
248808 -792
8962 -790
28743 -787
1825980 -779
7959 -768
9823 -767
47969 -734
8839 -726
57421 -714
415028 -657
118797 -650
52670 -592
1608454 -573
7897 -539
307959 -533
84645 -523
34765 -509
8032 -491
43147 -460
13095 -451
188344 -425
8128 -360
194338 -335
9233 -279
2593217 -277
7965 -267
8355 -256
7962 -229
7918 -158
90247 -109
8346 -90
27687 50
586833 113
9483 130
9606 139
259920 143
30455 183
56716 185
13616 215
8078 232
10089 234
10047 263
31033 312
146911 314
35658 327
74940 382
9031 410
94827 411
8496 412
9668 436
7757 449
9796 466
177155 489
7955 538
260995 539
9646 543
8153 620
57068 627
9542 661
2696672 665
8364 706
56723 724
40157 744
8030 752
30419 761
8081 794
7957 807
80966 881
118200 897
80972 918
8790 928
8954 952
9798 957
10041 972
491861 1038
61621 1061
61383 1074
9103 1076
48698 1130
30522 1134
9785 1159
9601 1215
9739 1219
246437 1224
29078 1226
9545 1234
54131 1267
48883 1305
103944 1309
61622 1318
30732 1328
28377 1341
106881 1342
38937 1362
10093 1366
54374 1376
9901 1385
128390 1389
482537 1392
41447 1419
57412 1449
8005 1467
9999 1478
103695 1495
8083 1506
365059 1512
9544 1523
345164 1536
215358 1562
1026970 1564
50402 1637
93934 1642
10036 1665
308060 1681
32473 1697
9691 1734
175835 1743
9319 1823
48699 1828
71582 1856
9361 1865
188379 1883
158456 1908
9305 1916
198806 1936
283035 1947
72004 1966
56313 1983
29088 1986
9407 2045
81572 2120
161584 2153
32507 2168
9568 2185
64176 2186
9925 2192
8330 2213
8469 2214
37174 2250
37003 2282
310915 2290
8663 2294
54380 2319
7729 2338
9238 2346
9986 2348
1778632 2457
9534 2463
9778 2465
10116 2482
9531 2490
681910 2546
9597 2590
433405 2616
59729 2643
125878 2663
257977 2669
9874 2714
10185 2730
8090 2779
69293 2780
7741 2784
30640 2827
9612 2889
9430 2898
9818 2932
56781 2963
299321 2974
10181 2988
82174 3002
13146 3023
35019 3066
10141 3093
9258 3098
8801 3117
1196302 3127
1415580 3133
30608 3188
10029 3205
419612 3207
63155 3217
176057 3231
52644 3272
7868 3313
2489341 3374
9863 3426
225400 3459
10160 3476
302047 3490
36300 3552
114329 3576
75352 3617
89673 3625
181096 3640
9267 3671
55661 3693
9135 3712
40151 3783
34884 3795
9974 3805
1234273 3813
925459 3821
9644 3847
8845 3884
144197 3925
9365 3931
93162 3932
9793 3936
88124 4002
8161 4012
9704 4013
51338 4071
335392 4084
9707 4149



p__Negarnaviricota

p__Negarnaviricota
40
set p__Negarnaviricota
setSize 131
pANOVA 0.0735
s.dist -0.091
p.adjustANOVA 0.294



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
1980519 -3520
278008 -3435
237716 -3375
32630 -3292
2506601 -3189
183407 -3174

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
1980519 -3520
278008 -3435
237716 -3375
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
11250 -1680
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
1608113 584
1608105 721
1932880 728
11320 743
40052 863
2202644 891
1605721 1010
2107708 1102
1977411 1113
2694066 1123
985782 1313
32644 1316
166921 1450
1511874 1516
162145 1621
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



p__Streptophyta

p__Streptophyta
28
set p__Streptophyta
setSize 240
pANOVA 0.0914
s.dist -0.0639
p.adjustANOVA 0.332



Top enriched genes

Top 20 genes
GeneID Gene Rank
167729 -4011
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

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
167729 -4011
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
519565 -3480
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
67347 -3065
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
226208 -2683
3818 -2677
29656 -2663
977936 -2654
52545 -2648
35924 -2575
1416941 -2556
4146 -2514
264402 -2375
3914 -2356
3885 -2318
3332 -2233
29760 -2185
35883 -2182
3880 -2159
44015 -2121
4265 -2117
221166 -2116
38705 -2066
381410 -2020
55577 -1942
62335 -1859
3469 -1851
58331 -1789
78168 -1764
2006095 -1723
3218 -1715
91168 -1708
1271632 -1697
3983 -1674
42345 -1663
97700 -1656
245833 -1654
211003 -1623
130105 -1613
3711 -1563
4072 -1538
173386 -1513
38727 -1473
4096 -1468
3707 -1456
3750 -1448
4558 -1411
906689 -1381
81985 -1247
35889 -1221
71139 -1219
154679 -1162
28526 -1137
280455 -1115
132711 -1109
70216 -1053
216479 -952
296036 -923
89151 -781
218851 -708
3871 -700
34284 -656
45171 -632
80863 -604
3641 -560
3821 -543
130454 -470
29729 -414
22663 -284
3662 -265
218843 -234
4442 -230
210225 -226
4522 -193
3730 -174
4232 -160
326968 -127
4550 -108
107608 -107
4641 -97
180498 -88
4571 7
13443 95
83307 239
4530 240
4039 288
65409 289
157791 299
55513 300
51953 301
3661 398
193519 441
13750 483
4686 501
93759 551
206008 629
97006 645
4535 657
28966 746
4371 800
15368 845
1785640 885
3848 888
53061 902
3816 904
90675 917
3988 1097
4547 1229
37216 1248
4577 1331
3444 1347
3888 1532
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
89652 1952
49570 1959
3656 1992
40748 1997
47085 2014
3562 2026
161934 2039
63629 2051
3702 2083
3352 2151
4100 2173
2060930 2211
74649 2354
42043 2413
228870 2419
4155 2469
57918 2489
72664 2501
94286 2503
3625 2620
346965 2630
511493 2644
203675 2655
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
88036 3298
4098 3325
82328 3339
13383 3347
226103 3371
3369 3375
115915 3376
3649 3390
4054 3400
29655 3401
81970 3405
3760 3442
4129 3460
241857 3478
4555 3488
4236 3588
42229 3622
227398 3673
3673 3745
163310 3849
13333 3916
4538 3977
3197 4001
118358 4008
3330 4049
3870 4059
4568 4099
191923 4101



p__Aquificae

p__Aquificae
19
set p__Aquificae
setSize 11
pANOVA 0.117
s.dist -0.273
p.adjustANOVA 0.366



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



p__Perkinsozoa

p__Perkinsozoa
31
set p__Perkinsozoa
setSize 15
pANOVA 0.119
s.dist 0.233
p.adjustANOVA 0.366



Top enriched genes

Top 20 genes
GeneID Gene Rank
100861 3985
4787 3907
4781 3639
4792 3498
653948 3413
31276 2873
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
31276 2873
112090 2822
112098 2146
123356 556
157072 257
4790 -432
67593 -1322
4784 -2792
101203 -3179
2052682 -3851



p__Acidobacteria

p__Acidobacteria
15
set p__Acidobacteria
setSize 16
pANOVA 0.134
s.dist -0.216
p.adjustANOVA 0.383



Top enriched genes

Top 20 genes
GeneID Gene Rank
1660251 -3024
458033 -2729
658062 -2241
1036852 -2239
870903 -2053
171953 -1988
1036855 -1524
33075 -1270
2211140 -1205
470733 -535
332163 -531
940614 -227
940615 77
392734 756
1592106 2428
1855912 3369

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1660251 -3024
458033 -2729
658062 -2241
1036852 -2239
870903 -2053
171953 -1988
1036855 -1524
33075 -1270
2211140 -1205
470733 -535
332163 -531
940614 -227
940615 77
392734 756
1592106 2428
1855912 3369



p__Bacteroidetes

p__Bacteroidetes
8
set p__Bacteroidetes
setSize 417
pANOVA 0.229
s.dist 0.0349
p.adjustANOVA 0.588



Top enriched genes

Top 20 genes
GeneID Gene Rank
511435 4117
1316444 4109
1717717 4072
266749 4045
1798018 4036
256 4031
2494375 4029
408956 4026
2282170 3993
2494373 3973
320324 3962
1178778 3921
1411621 3905
45243 3896
76594 3832
2686361 3828
2133944 3818
889453 3784
1736674 3741
1415657 3737

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
511435 4117
1316444 4109
1717717 4072
266749 4045
1798018 4036
256 4031
2494375 4029
408956 4026
2282170 3993
2494373 3973
320324 3962
1178778 3921
1411621 3905
45243 3896
76594 3832
2686361 3828
2133944 3818
889453 3784
1736674 3741
1415657 3737
390884 3706
28116 3695
1306519 3694
2039166 3663
2529032 3654
328515 3642
1400053 3629
101385 3624
2487073 3623
2173169 3585
995 3562
480520 3559
1018 3556
1585976 3554
376805 3536
496056 3529
999 3484
1855336 3468
979 3463
817 3417
2686363 3402
1484116 3395
2570561 3365
388413 3334
823 3307
111501 3302
2583587 3301
185300 3296
2027860 3254
1014 3252
411153 3237
164514 3214
1550579 3202
28129 3177
1336796 3163
1784714 3143
1250205 3136
357276 3125
986 3119
2172098 3085
1653831 3077
104 3072
2058175 3043
1813871 2928
584609 2921
1678728 2856
2545799 2840
1250295 2830
1727164 2821
661481 2820
589437 2815
47678 2807
2652307 2798
1476901 2763
983548 2760
2249356 2757
2583851 2748
1936081 2745
1790137 2739
312279 2734
2681766 2725
59600 2713
39768 2699
1336794 2671
354356 2659
2010828 2654
232259 2649
319236 2639
1178516 2614
1562970 2593
329854 2559
996801 2555
281120 2539
2029983 2533
1774273 2520
247481 2518
536441 2509
624186 2442
247 2418
616991 2374
2665645 2356
1150389 2355
649196 2347
1307839 2331
96345 2310
63186 2303
477680 2271
76123 2269
1795355 2264
454155 2252
712710 2246
2585118 2244
820 2240
2478552 2229
1179672 2215
371142 2183
1871047 2170
985 2147
249402 2126
2183896 2114
209053 2110
661488 2100
57029 2096
2604421 2090
55197 2052
516051 2023
1913577 2006
2259595 1957
94254 1945
2319843 1930
212695 1898
1850093 1892
1241979 1888
1850526 1841
1385663 1838
2175091 1780
1836467 1764
837 1708
2162713 1695
313590 1692
2093856 1662
242600 1645
2057025 1620
2203219 1610
754397 1586
28123 1563
1191459 1553
754417 1544
651143 1540
1617283 1517
1004 1510
2547600 1508
996 1472
2602769 1439
1446467 1430
254 1423
151276 1409
821 1397
2294119 1390
371601 1377
1176587 1360
328814 1348
2545455 1319
589436 1315
2592345 1312
1008 1279
29549 1257
2496028 1232
393921 1160
639310 1131
2315862 1073
2496865 1066
388950 1062
2482728 1021
1714860 999
313598 979
403776 973
1168034 969
984 945
1622118 925
1492737 916
1250153 913
1644130 912
1484118 895
1267423 831
1010 829
2268026 825
312277 822
2058137 788
2201271 783
2033437 781
146919 742
2321403 681
652787 671
1085624 624
1714849 623
1211326 595
194843 557
1986952 554
2572594 484
152509 469
104268 348
79329 333
2584940 309
2547394 274
2201181 273
2571030 267
1798225 180
2364787 173
2487065 164
2358479 160
28119 159
191579 154
1685010 148
423351 131
400092 109
839 107
2662364 103
2502781 99
1336804 92
1807691 74
327575 55
1356852 20
754409 9
2605747 -28
108 -45
1721091 -67
2594269 -100
336810 -146
2615203 -151
2686365 -213
398053 -244
1871037 -260
237258 -275
1642646 -322
446683 -338
1006 -345
2585771 -372
188932 -399
702745 -457
998844 -476
2487072 -488
1834519 -511
246787 -516
2530390 -529
2478663 -548
2507538 -595
2676868 -609
1784713 -613
28135 -616
398743 -623
754429 -637
1779382 -679
1978337 -716
2686366 -719
762954 -722
1249933 -732
2500547 -736
1803846 -760
2350 -833
1945892 -878
2027857 -882
2698458 -897
818 -900
331648 -906
652716 -924
985043 -942
2502779 -947
2520506 -976
650378 -987
2530393 -1001
421525 -1017
328813 -1060
2686362 -1069
313588 -1074
1848904 -1076
1761453 -1105
332999 -1170
1690483 -1172
683124 -1185
2015076 -1186
1763534 -1195
2069432 -1231
2697562 -1242
326320 -1258
1218801 -1264
214856 -1277
246 -1287
76832 -1301
1316593 -1319
1896175 -1347
669041 -1351
459526 -1358
564064 -1387
2584122 -1388
2094025 -1404
1336802 -1451
1355330 -1458
1257021 -1460
28112 -1467
1186051 -1471
1383885 -1486
1492898 -1519
1379910 -1544
2026787 -1568
2578106 -1569
280473 -1570
36874 -1582
1265445 -1588
2305508 -1593
754423 -1637
1529069 -1655
1538644 -1688
52227 -1736
2026729 -1796
1312072 -1803
1486034 -1827
2662363 -1900
1316596 -1912
558152 -1922
2058134 -1928
290053 -1935
323450 -1949
983544 -1954
538966 -1960
2585119 -1987
28118 -2075
143223 -2088
2497456 -2106
1234841 -2108
28113 -2138
2126553 -2181
2057808 -2197
651561 -2214
266748 -2220
2518177 -2243
238 -2291
1379909 -2299
320787 -2353
107401 -2359
1493872 -2364
2557994 -2404
2594004 -2427
743722 -2437
1756149 -2438
862126 -2446
1300914 -2464
28189 -2472
316068 -2482
930802 -2541
496057 -2559
1850246 -2585
2058135 -2617
2694929 -2640
430522 -2693
1124835 -2704
561061 -2724
1936080 -2747
512763 -2771
1714848 -2833
239 -2838
1433126 -2851
397865 -2874
1453352 -2890
259 -2908
363852 -2919
1017 -2973
28188 -2979
298656 -3011
28131 -3018
164516 -3089
2528203 -3157
2049305 -3194
1850252 -3208
252307 -3211
2591634 -3212
2487071 -3218
250 -3219
1177574 -3223
106 -3285
1796613 -3306
1019 -3311
1796646 -3321
1336795 -3357
531844 -3384
28132 -3418
28251 -3464
1379870 -3551
1324352 -3554
2341117 -3560
1241981 -3574
313603 -3576
1385664 -3579
2575699 -3611
2496866 -3615
1486245 -3632
1727163 -3651
34085 -3664
1813611 -3680
1117645 -3747
1250231 -3763
151895 -3771
253 -3791
1239415 -3839
112234 -3849
2487064 -3856
1642647 -3894
253245 -3923
1241978 -3946
2487063 -3950
1241982 -3969
878220 -3970
2003121 -3971
1756150 -3972
1933220 -3980
172045 -3987
1729720 -4004



p__Crenarchaeota

p__Crenarchaeota
37
set p__Crenarchaeota
setSize 36
pANOVA 0.251
s.dist -0.111
p.adjustANOVA 0.588



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



p__Evosea

p__Evosea
34
set p__Evosea
setSize 11
pANOVA 0.259
s.dist 0.197
p.adjustANOVA 0.588



Top enriched genes

Top 20 genes
GeneID Gene Rank
435421 4146
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
435421 4146
261658 3766
110770 3432
361139 2607
44689 1712
412467 507
5759 -512
33085 -658
2086695 -1116
46681 -1978
5786 -2134



p__Mollusca

p__Mollusca
23
set p__Mollusca
setSize 21
pANOVA 0.265
s.dist 0.141
p.adjustANOVA 0.588



Top enriched genes

Top 20 genes
GeneID Gene Rank
29158 3852
6526 3722
126420 3324
6549 3197
1222181 3180
37653 3107
225164 2771
6573 2674
6645 1085
80818 715
1885782 492
50426 384
29159 86
6565 -664
689728 -840
52922 -1165
6579 -1291
6500 -1478
400727 -2070
66713 -3622

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
29158 3852
6526 3722
126420 3324
6549 3197
1222181 3180
37653 3107
225164 2771
6573 2674
6645 1085
80818 715
1885782 492
50426 384
29159 86
6565 -664
689728 -840
52922 -1165
6579 -1291
6500 -1478
400727 -2070
66713 -3622
6454 -3659



p__Arthropoda

p__Arthropoda
21
set p__Arthropoda
setSize 225
pANOVA 0.318
s.dist -0.039
p.adjustANOVA 0.669



Top enriched genes

Top 20 genes
GeneID Gene Rank
6763 -3981
42026 -3952
29058 -3927
1587339 -3903
7176 -3768
7234 -3723
83485 -3686
516756 -3671
170625 -3637
936083 -3619
6945 -3590
133901 -3585
317513 -3578
64838 -3561
105785 -3439
13686 -3337
7070 -3331
7048 -3297
377514 -3289
692432 -3228

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
6763 -3981
42026 -3952
29058 -3927
1587339 -3903
7176 -3768
7234 -3723
83485 -3686
516756 -3671
170625 -3637
936083 -3619
6945 -3590
133901 -3585
317513 -3578
64838 -3561
105785 -3439
13686 -3337
7070 -3331
7048 -3297
377514 -3289
692432 -3228
146774 -3150
375456 -3121
7425 -3109
30069 -3067
7238 -3058
7274 -3039
107884 -2949
62625 -2924
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
114398 -2558
34638 -2550
7160 -2538
7463 -2497
663674 -2496
182134 -2465
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
72036 -1924
12957 -1886
219809 -1838
753409 -1835
28612 -1832
28588 -1794
95602 -1785
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
1155004 -1401
64793 -1292
286706 -1276
300111 -1260
35525 -1177
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
88015 -475
104421 -368
7232 -353
7213 -349
143995 -339
468706 -291
30019 -98
217165 57
7111 118
64791 132
69820 179
66420 195
1903803 266
217634 285
222816 344
7091 421
109461 437
125945 468
121225 480
32264 542
518099 549
1939489 583
218467 641
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
2291047 1191
553985 1241
6956 1259
29030 1378
1357519 1422
92994 1511
28584 1566
143948 1641
294128 1745
104688 1771
76193 1807
30195 1815
7237 1864
7462 1869
7373 1981
7493 1985
1477025 2027
80765 2182
6941 2217
2282166 2232
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
338203 3058
1390563 3060
93504 3112
142686 3121
6715 3152
158441 3184
606628 3213
2015173 3249
116153 3259
743375 3333
144034 3337
64459 3397
2524508 3406
178035 3410
344056 3438
121845 3509
27457 3558
91411 3560
51655 3626
110193 3636
6689 3650
115345 3674
30023 3718
7240 3720
62018 3748
7244 3779
742174 3814
7054 3861
6850 3885
380747 3888
265458 3908
28643 3960
7260 3990
205214 4145



p__Verrucomicrobia

p__Verrucomicrobia
11
set p__Verrucomicrobia
setSize 21
pANOVA 0.379
s.dist 0.111
p.adjustANOVA 0.73



Top enriched genes

Top 20 genes
GeneID Gene Rank
395922 3182
239935 2996
1882749 2904
794903 2744
1882831 2272
156588 2139
1838286 2109
591154 1918
2488809 1776
431057 654
1796921 459
1032527 413
2200854 -21
2736 -190
2576891 -1068
511746 -1413
107709 -1418
1679444 -1526
1704307 -1812
1637999 -1906

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
395922 3182
239935 2996
1882749 2904
794903 2744
1882831 2272
156588 2139
1838286 2109
591154 1918
2488809 1776
431057 654
1796921 459
1032527 413
2200854 -21
2736 -190
2576891 -1068
511746 -1413
107709 -1418
1679444 -1526
1704307 -1812
1637999 -1906
296825 -2967



p__Apicomplexa

p__Apicomplexa
30
set p__Apicomplexa
setSize 46
pANOVA 0.386
s.dist -0.074
p.adjustANOVA 0.73



Top enriched genes

Top 20 genes
GeneID Gene Rank
880535 -3930
5875 -3799
85471 -3631
647221 -2892
5858 -2619
5866 -2460
88456 -2368
5827 -2095
5833 -2069
36330 -2007
5801 -2000
5850 -1951
5807 -1871
5857 -1731
5860 -1432
5849 -1350
880534 -1295
5865 -1164
5821 -1146
462227 -1143

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
88456 -2368
5827 -2095
5833 -2069
36330 -2007
5801 -2000
5850 -1951
5807 -1871
5857 -1731
5860 -1432
5849 -1350
880534 -1295
5865 -1164
5821 -1146
462227 -1143
51315 -1014
208452 -969
880536 -854
44415 -621
720590 -570
2544991 -481
77519 -480
857276 -396
5854 -263
5861 -249
5808 847
110365 848
189622 1351
5802 1458
5855 1592
52288 1661
5825 1781
237895 1833
94643 2048
5872 2219
5811 3284
5868 3620
5874 3909
68886 4011
29176 4016
5804 4135



p__Chlorophyta

p__Chlorophyta
29
set p__Chlorophyta
setSize 50
pANOVA 0.415
s.dist -0.0668
p.adjustANOVA 0.73



Top enriched genes

Top 20 genes
GeneID Gene Rank
160064 -3967
51731 -3964
221038 -3909
71743 -3829
3067 -3227
52035 -3225
118247 -3178
88271 -3127
51707 -2853
248742 -2799
554065 -2637
55992 -2477
70448 -2475
44656 -2415
145388 -2343
34157 -2193
3075 -1861
51730 -1703
63409 -1421
222885 -1400

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
160064 -3967
51731 -3964
221038 -3909
71743 -3829
3067 -3227
52035 -3225
118247 -3178
88271 -3127
51707 -2853
248742 -2799
554065 -2637
55992 -2477
70448 -2475
44656 -2415
145388 -2343
34157 -2193
3075 -1861
51730 -1703
63409 -1421
222885 -1400
163324 -1372
110672 -1097
41875 -982
40532 -603
1418016 -328
173370 -274
91197 -218
3055 -85
1764295 -72
38833 351
50041 763
3046 809
126839 823
1941220 1488
3105 1545
3130 1850
3076 1973
242159 2117
3117 2420
296587 2612
205396 2729
31300 2742
55995 2948
284013 3144
204992 3276
43261 3564
309537 3641
104533 3662
3107 3922
1411623 4006



p__Basidiomycota

p__Basidiomycota
26
set p__Basidiomycota
setSize 80
pANOVA 0.42
s.dist -0.0524
p.adjustANOVA 0.73



Top enriched genes

Top 20 genes
GeneID Gene Rank
139825 -3848
5353 -3737
1734106 -3731
37769 -3719
82517 -3697
5278 -3669
76775 -3642
5217 -3638
1280837 -3438
1569628 -3258
5325 -3240
104355 -3209
203908 -3040
5334 -2802
84753 -2756
71688 -2726
47428 -2667
104669 -2611
493452 -2595
280036 -2580

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
139825 -3848
5353 -3737
1734106 -3731
37769 -3719
82517 -3697
5278 -3669
76775 -3642
5217 -3638
1280837 -3438
1569628 -3258
5325 -3240
104355 -3209
203908 -3040
5334 -2802
84753 -2756
71688 -2726
47428 -2667
104669 -2611
493452 -2595
280036 -2580
105984 -2563
55194 -2545
72558 -2453
186125 -2409
984962 -2308
85982 -2306
80637 -2151
5327 -1992
67725 -1855
49012 -1747
324770 -1406
170000 -1252
76777 -1171
599839 -865
41956 -855
34458 -755
77020 -663
288795 -515
1522189 -377
40492 -332
5281 -299
5286 -91
84751 -61
114155 137
185366 192
463800 605
76773 749
307758 775
82508 852
63383 900
5297 1082
5346 1263
5270 1274
324769 1276
5207 1496
29898 1619
29883 1826
245174 1923
1859096 2009
215250 2065
327079 2092
5619 2523
1392244 2526
34349 2553
38945 2626
208960 2942
1684307 2960
202698 3045
1708541 3183
264483 3220
879819 3326
104341 3472
453459 3510
58919 3580
5341 3686
231932 3716
4999 3912
203904 3924
456999 4004
82520 4073



p__Nematoda

p__Nematoda
22
set p__Nematoda
setSize 18
pANOVA 0.486
s.dist 0.0948
p.adjustANOVA 0.811



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
6334 -2380
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
6334 -2380
6289 -2774



p__Cnidaria

p__Cnidaria
24
set p__Cnidaria
setSize 12
pANOVA 0.514
s.dist 0.109
p.adjustANOVA 0.822



Top enriched genes

Top 20 genes
GeneID Gene Rank
45351 3708
6105 3218
46731 2603
48498 1092
45264 1004
70779 964
6087 755
2025591 395
1720309 -921
13093 -1212
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
6087 755
2025591 395
1720309 -921
13093 -1212
50429 -2367
151771 -2912



p__Chlamydiae

p__Chlamydiae
12
set p__Chlamydiae
setSize 14
pANOVA 0.555
s.dist -0.0912
p.adjustANOVA 0.828



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



p__Euryarchaeota

p__Euryarchaeota
36
set p__Euryarchaeota
setSize 178
pANOVA 0.604
s.dist 0.0227
p.adjustANOVA 0.828



Top enriched genes

Top 20 genes
GeneID Gene Rank
145263 4150
55802 4119
634157 4077
2025350 4058
82076 4034
293091 3980
1183377 3863
877455 3802
29291 3786
2210 3736
2188 3690
73913 3607
475088 3606
673860 3548
1932360 3451
160804 3430
2189 3409
348826 3399
565033 3335
1577791 3315

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
145263 4150
55802 4119
634157 4077
2025350 4058
82076 4034
293091 3980
1183377 3863
877455 3802
29291 3786
2210 3736
2188 3690
73913 3607
475088 3606
673860 3548
1932360 3451
160804 3430
2189 3409
348826 3399
565033 3335
1577791 3315
1175445 3300
53953 3258
358766 3173
114243 3142
122420 3106
2016361 3100
44930 3059
1932004 3004
101192 2995
882104 2961
1898379 2858
1535962 2834
2607662 2812
67760 2806
2190 2731
756883 2716
54120 2715
59277 2691
58290 2623
246969 2584
113653 2530
2187 2514
57705 2478
2223 2449
2583824 2424
170861 2287
2224 2285
1008460 2176
1073996 2004
1048396 1949
1715806 1911
2201 1837
51589 1836
62320 1813
2252 1774
172049 1728
29288 1679
2322 1666
83816 1615
2203 1505
337243 1498
1710541 1442
1434099 1417
1071085 1330
1873524 1291
110164 1265
29284 1258
2214 1175
1380432 1129
50339 1120
2610902 1098
97393 968
868131 898
1712654 890
29292 826
2572921 723
1816183 714
2303 701
38027 684
2257 448
2173 391
2209 360
2505977 341
146826 326
1609968 307
71998 304
699433 292
2208 253
1495144 200
2497325 194
2198 106
1301915 102
387343 48
660522 -46
2215 -77
88724 -92
413811 -303
582419 -449
2242 -474
755307 -503
420950 -559
224719 -590
644281 -598
1547898 -600
1407499 -687
83986 -699
416273 -727
39152 -733
1789762 -797
2176 -805
2044521 -817
570267 -847
745377 -860
353800 -881
379547 -971
588898 -998
2180 -1126
2315 -1154
1434100 -1240
2247 -1289
83984 -1326
1406512 -1385
35746 -1415
39669 -1437
1592728 -1579
13769 -1601
1547899 -1661
2226 -1705
342949 -1752
301375 -1850
406552 -1854
971279 -1878
751944 -1888
69527 -1889
74969 -1914
2162 -2005
39664 -2043
294671 -2158
1379702 -2180
83171 -2199
387341 -2216
413810 -2247
155863 -2295
1333523 -2321
2320 -2341
2598455 -2349
49899 -2381
2599399 -2425
229731 -2449
263906 -2455
2055893 -2503
230361 -2557
60847 -2627
2261 -2652
61858 -2702
42879 -2720
1697135 -2769
1175444 -2942
1604004 -2947
72803 -2956
2238 -3043
430914 -3102
1679096 -3111
1673428 -3151
2264 -3187
187880 -3293
69525 -3338
118062 -3391
1457250 -3395
2246 -3444
71997 -3491
163003 -3500
1452364 -3539
418008 -3591
54077 -3603
2650975 -3650
2317 -3776
145262 -3841



p__Actinobacteria

p__Actinobacteria
3
set p__Actinobacteria
setSize 1070
pANOVA 0.608
s.dist 0.00971
p.adjustANOVA 0.828



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
2664374 3672.0
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
1871022 3416.0
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
712411 3162.0
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
1382 2888.0
29405 2880.0
1769566 2876.0
160386 2874.0
1531429 2870.0
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
1841863 2431.0
2594457 2427.0
499555 2416.0
2675216 2410.0
1962977 2400.0
1725411 2399.0
2109685 2398.0
2079793 2397.0
1528099 2383.0
37931 2377.0
66425 2376.0
467094 2343.0
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
1335613 1964.0
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
74426 1584.0
110539 1582.0
66881 1576.0
1841249 1560.0
84112 1559.0
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
502558 1464.0
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
471189 1254.0
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
1944646 1053.0
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
1608957 991.0
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
2003188 478.0
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
1670831 197.0
1671680 181.0
1900 174.0
399736 171.0
1874 166.0
370526 162.0
68280 151.0
1740725 141.0
42256 129.0
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
443156 -22.0
42881 -33.0
196914 -38.0
2599401 -42.0
162426 -43.0
1950 -47.0
710111 -57.0
100225 -58.0
68180 -59.0
1961713 -68.0
273677 -89.0
2083284 -113.0
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119981 -283.0
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2585716 -319.0
1977088 -320.0
2592652 -323.0
1791 -324.0
1179673 -346.0
1906742 -347.0
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1956 -558.0
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2020 -569.0
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1971 -1550.0
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36740 -2766.0
1833 -2786.0
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1993 -2804.0
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168697 -2845.0
1911175 -2849.0
2575923 -2866.0
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33895 -3030.0
43767 -3031.0
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1718 -3117.0
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1960 -3215.0
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p__Cyanobacteria

p__Cyanobacteria
4
set p__Cyanobacteria
setSize 134
pANOVA 0.608
s.dist 0.0258
p.adjustANOVA 0.828



Top enriched genes

Top 20 genes
GeneID Gene Rank
292566 4136
1160 4108
154535 4005
32054 3988
272131 3864
109266 3796
1869241 3703
1940762 3661
224012 3631
1617448 3618
1173027 3603
44822 3582
1394889 3573
1751286 3466
2005464 3456
321332 3445
312883 3422
28072 3362
32046 3233
1916956 3063

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
292566 4136
1160 4108
154535 4005
32054 3988
272131 3864
109266 3796
1869241 3703
1940762 3661
224012 3631
1617448 3618
1173027 3603
44822 3582
1394889 3573
1751286 3466
2005464 3456
321332 3445
312883 3422
28072 3362
32046 3233
1916956 3063
54299 2953
2546359 2900
482564 2887
1219 2866
2546366 2790
46234 2750
1647413 2670
446679 2650
577489 2583
2546360 2446
1188228 2415
59930 2075
110662 2030
1501268 1979
111781 1905
70799 1893
374982 1834
2511069 1803
669359 1789
713887 1755
2005456 1565
374981 1344
1249802 1273
2005462 1246
1165 1149
136073 1124
33072 1110
166314 1099
585423 1077
718217 1075
1501269 1018
102116 998
1306274 994
2005460 935
2005457 834
99598 812
1147 810
1173263 786
32049 730
1164 702
1184 644
1851505 593
373994 590
864702 522
64471 482
1954172 465
1209493 371
1173032 315
585425 211
1752063 198
65093 128
195253 73
2546356 30
142864 -80
54308 -224
1807358 -272
1763363 -288
195498 -301
1080068 -337
103690 -365
1615909 -452
1197 -502
76335 -654
1827144 -759
2583530 -800
264691 -818
938406 -959
379064 -1034
395961 -1136
195248 -1148
1973475 -1250
1178 -1307
321327 -1329
317936 -1337
232348 -1389
118562 -1440
374162 -1444
1973486 -1483
196308 -1566
1211 -1675
195250 -1718
316278 -1760
146786 -1899
155978 -1913
1280380 -2015
1155739 -2065
32051 -2078
118323 -2089
33070 -2143
1173026 -2335
2005461 -2397
1173025 -2411
241425 -2549
1954171 -2669
1914871 -2679
2005458 -2715
102235 -2817
82654 -2994
1416614 -3104
2054282 -3141
259957 -3161
32052 -3162
1137095 -3188
1126 -3249
316279 -3250
59932 -3263
92942 -3304
1337936 -3342
1206 -3359
1261031 -3742
1618022 -3750
685565 -3861
1752064 -3870
289435 -3956



p__Bacillariophyta

p__Bacillariophyta
32
set p__Bacillariophyta
setSize 18
pANOVA 0.621
s.dist -0.0674
p.adjustANOVA 0.828



Top enriched genes

Top 20 genes
GeneID Gene Rank
1158023 -3835
944170 -3137
156996 -3008
163516 -2782
72520 -2597
35128 -1996
2850 -1858
44056 -1776
210441 -772
145522 -709
1514140 498
12968 1690
186039 1931
265545 1968
52552 2137
303400 2987
2059444 3682
152704 4038

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1158023 -3835
944170 -3137
156996 -3008
163516 -2782
72520 -2597
35128 -1996
2850 -1858
44056 -1776
210441 -772
145522 -709
1514140 498
12968 1690
186039 1931
265545 1968
52552 2137
303400 2987
2059444 3682
152704 4038



p__Tenericutes

p__Tenericutes
5
set p__Tenericutes
setSize 118
pANOVA 0.694
s.dist -0.0211
p.adjustANOVA 0.895



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



p__Thermotogae

p__Thermotogae
17
set p__Thermotogae
setSize 21
pANOVA 0.72
s.dist -0.0452
p.adjustANOVA 0.9



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



p__Deinococcus-Thermus

p__Deinococcus-Thermus
6
set p__Deinococcus-Thermus
setSize 32
pANOVA 0.758
s.dist -0.0315
p.adjustANOVA 0.919



Top enriched genes

Top 20 genes
GeneID Gene Rank
1111069 -3614
55148 -3356
271 -3332
277 -3269
432329 -2723
2080419 -2694
56956 -2629
317577 -2378
310783 -2292
37636 -2109
1182571 -2044
1211322 -1463
56957 -1312
332249 -1042
1768108 -16
186192 66
57498 311
1309411 497
52022 842
172827 1026

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1111069 -3614
55148 -3356
271 -3332
277 -3269
432329 -2723
2080419 -2694
56956 -2629
317577 -2378
310783 -2292
37636 -2109
1182571 -2044
1211322 -1463
56957 -1312
332249 -1042
1768108 -16
186192 66
57498 311
1309411 497
52022 842
172827 1026
68909 1049
980427 1420
2652443 1580
502394 2099
187137 2142
2483360 2386
1182568 2561
1299 2682
309887 2886
2489213 3684
274 3711
2202254 3761



p__Spirochaetes

p__Spirochaetes
16
set p__Spirochaetes
setSize 51
pANOVA 0.788
s.dist 0.0218
p.adjustANOVA 0.927



Top enriched genes

Top 20 genes
GeneID Gene Rank
1245910 3879
162 3868
28184 3859
40834 3782
29519 3675
409322 3599
252967 2566
408139 2385
664662 2160
29510 2124
172 1995
154 1875
88058 1845
229155 1674
1287055 1670
140 1522
84377 1333
1137606 1275
64897 976
158 670

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1245910 3879
162 3868
28184 3859
40834 3782
29519 3675
409322 3599
252967 2566
408139 2385
664662 2160
29510 2124
172 1995
154 1875
88058 1845
229155 1674
1287055 1670
140 1522
84377 1333
1137606 1275
64897 976
158 670
1964448 662
142 520
159 329
28183 206
1307761 136
1674146 41
150829 38
47466 8
139 -66
215591 -175
52584 -215
81028 -216
173 -359
143 -593
1539298 -741
44449 -812
29518 -1101
167 -1340
1131707 -1707
84378 -1801
2564040 -2035
273376 -2161
2518645 -2289
62088 -2435
144 -2467
29520 -2539
55206 -2915
174 -3267
46355 -3296
221027 -3736
1131703 -3786



p__Synergistetes

p__Synergistetes
18
set p__Synergistetes
setSize 10
pANOVA 0.853
s.dist -0.0338
p.adjustANOVA 0.956



Top enriched genes

Top 20 genes
GeneID Gene Rank
651822 -3827
108007 -2201
336261 -1901
81462 -1628
428712 -1005
81412 936
97477 1786
81468 1873
1197717 1982
860786 3396

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
651822 -3827
108007 -2201
336261 -1901
81462 -1628
428712 -1005
81412 936
97477 1786
81468 1873
1197717 1982
860786 3396



p__Candidatus Omnitrophica

p__Candidatus Omnitrophica
13
set p__Candidatus Omnitrophica
setSize 149
pANOVA 0.881
s.dist 0.00712
p.adjustANOVA 0.956



Top enriched genes

Top 20 genes
GeneID Gene Rank
1239548 4007
143793 3691
990058 3575
698395 3483
1625945 3477
990059 3475
1781558 3467
990065 3421
933062 3419
990063 3373
1781556 3286
1424854 3242
1424821 3124
990061 3108
1424987 3042
1181601 2984
1424809 2919
1181572 2882
1424788 2819
1181527 2689

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1239548 4007
143793 3691
990058 3575
698395 3483
1625945 3477
990059 3475
1781558 3467
990065 3421
933062 3419
990063 3373
1781556 3286
1424854 3242
1424821 3124
990061 3108
1424987 3042
1181601 2984
1424809 2919
1181572 2882
1424788 2819
1181527 2689
334274 2637
1425144 2624
990062 2573
698380 2475
164851 2429
1424838 2392
990064 2371
1623986 2365
1425001 2324
1424873 2181
1424855 2104
1424819 2082
1181594 2058
1424840 2032
1447236 2013
1424904 1958
1181541 1820
1424913 1772
1701325 1770
1263626 1711
1424815 1652
1424811 1597
1424947 1595
1781574 1551
1424818 1493
207831 1483
1256581 1388
1424961 1369
542476 1282
1425151 1253
1424857 1194
1447235 1145
1239463 1088
1181596 1083
1181526 949
1424782 940
1424803 877
1781562 873
136703 839
56765 711
1630016 708
1424903 694
1781530 672
1424894 669
333372 667
1425145 659
1478059 535
1425084 519
1239470 516
1239494 439
1239469 378
1181508 355
1239456 320
698387 298
1181532 268
1425124 157
1424839 145
542525 120
1424872 89
1425057 69
1424791 -7
1181549 -27
1424977 -102
743067 -134
1424929 -170
1424946 -178
1239501 -310
1239466 -362
548896 -514
1424981 -528
1424902 -574
1424914 -628
1239496 -838
1239459 -849
1781575 -852
1191438 -859
77133 -866
1425055 -933
1239490 -963
1425094 -992
1424862 -996
1425068 -1031
155098 -1046
1239481 -1100
1424835 -1188
1424810 -1243
1181567 -1244
1181568 -1304
1625435 -1380
1424790 -1396
1181519 -1529
1623839 -1580
698383 -1599
1181524 -1709
1424808 -1728
1181495 -1740
1425166 -1829
1424796 -1872
1130996 -1883
1424836 -2024
1701324 -2054
1424828 -2226
698392 -2270
1239502 -2317
1424897 -2333
1239495 -2357
1424975 -2432
1239491 -2463
1424842 -2622
1425034 -2685
1181539 -2688
480665 -2731
1181507 -2763
1425150 -2897
1239462 -2902
1181502 -2904
1665157 -2990
1627394 -3135
1424996 -3170
1239504 -3171
1425163 -3291
1624148 -3334
1239484 -3350
1424919 -3413
1447241 -3535
1239464 -3701
1623785 -3876
333425 -3911
1239477 -3983



p__Rhodophyta

p__Rhodophyta
35
set p__Rhodophyta
setSize 35
pANOVA 0.899
s.dist 0.0125
p.adjustANOVA 0.956



Top enriched genes

Top 20 genes
GeneID Gene Rank
1005974 3855
130081 3702
2608709 3482
1070855 3412
41999 3064
48942 2755
212746 2368
1982705 2088
228265 2044
37200 1904
2045360 1800
2575637 1795
45157 1494
282357 835
207919 827
172966 515
231755 332
2777 51
210852 -76
158720 -435

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1005974 3855
130081 3702
2608709 3482
1070855 3412
41999 3064
48942 2755
212746 2368
1982705 2088
228265 2044
37200 1904
2045360 1800
2575637 1795
45157 1494
282357 835
207919 827
172966 515
231755 332
2777 51
210852 -76
158720 -435
35163 -436
31354 -524
172976 -750
1184158 -898
48970 -1477
2006982 -1649
268573 -1908
182771 -1980
189650 -2103
2572395 -2153
2769 -2836
209631 -3577
218448 -3629
1077399 -3652
1261574 -3655



p__Thaumarchaeota

p__Thaumarchaeota
38
set p__Thaumarchaeota
setSize 24
pANOVA 0.908
s.dist -0.0136
p.adjustANOVA 0.956



Top enriched genes

Top 20 genes
GeneID Gene Rank
1459637 -3834
46770 -3729
1903276 -3572
1034015 -3510
497727 -2336
1078905 -2168
1898749 -1809
1582439 -751
1456101 -690
2508726 -508
1456363 -254
1826872 -30
1455967 59
1798806 632
1510466 817
338192 1122
1456171 1683
1410606 2171
1580092 2405
1229909 2542

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
1459637 -3834
46770 -3729
1903276 -3572
1034015 -3510
497727 -2336
1078905 -2168
1898749 -1809
1582439 -751
1456101 -690
2508726 -508
1456363 -254
1826872 -30
1455967 59
1798806 632
1510466 817
338192 1122
1456171 1683
1410606 2171
1580092 2405
1229909 2542
1353260 2677
1603555 2723
1846278 3349
1456372 3595



p__Chlorobi

p__Chlorobi
9
set p__Chlorobi
setSize 14
pANOVA 0.964
s.dist -0.00694
p.adjustANOVA 0.989



Top enriched genes

Top 20 genes
GeneID Gene Rank
274537 -3452
1092 -2824
1102 -2252
1096 -1446
1100 -1127
34090 -620
1868325 -354
337090 49
281093 531
1097 1072
1974213 1144
100716 2879
1094 3528
274539 3593

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
274537 -3452
1092 -2824
1102 -2252
1096 -1446
1100 -1127
34090 -620
1868325 -354
337090 49
281093 531
1097 1072
1974213 1144
100716 2879
1094 3528
274539 3593



p__Fusobacteria

p__Fusobacteria
14
set p__Fusobacteria
setSize 25
pANOVA 1
s.dist -4.88e-05
p.adjustANOVA 1



Top enriched genes

Top 20 genes
GeneID Gene Rank
2663009 -3300
851 -2965
554406 -2827
1785996 -2198
157691 -1589
826 -1157
849 -490
850 -418
860 -404
1583098 -348
861 -333
157688 -317
859 -287
1755100 335
34105 381
40542 456
856 914
157687 1204
187101 1266
671211 1438

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
2663009 -3300
851 -2965
554406 -2827
1785996 -2198
157691 -1589
826 -1157
849 -490
850 -418
860 -404
1583098 -348
861 -333
157688 -317
859 -287
1755100 335
34105 381
40542 456
856 914
157687 1204
187101 1266
671211 1438
167642 1578
712357 1802
157692 2962
109328 2989
712368 3303



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