Pull Information from Phyloseq Object

pullSampleAbundance(x, ...)

pullTaxaAbundance(x, ...)

pullTaxaRank(x, ...)

Arguments

x

phyloseq object

...

Option to pass on to pull. Only when using filterSampleData or filterTaxaData sample data or taxonomy table as tibble.

Value

A vector of requested value

Details

These are alternative to subset and prune functions in phyloseq.

The pullSampleAbundance can be used to get abundances of all taxa.

The pullTaxaAbundance can be used to get abundances of a taxa in all samples.

The pullSampleVariable can be used to get all variables within a column in sample_data.

The pullTaxaRank can be used to get all taxomic information at a particular rank in tax_table.

The naming is using pull because it uses the dplyr::pull function.

References

Shetty SA (2020). Utilities for microbiome analytics. https://github.com/RIVM-IIV-Microbiome/biomeUtils

Author

Sudarshan A. Shetty

Examples


library(biomeUtils)
data("FuentesIliGutData")
pullSampleAbundance(FuentesIliGutData, "sample_1", name= "FeatureID")
#>  ASV302  ASV636  ASV500    ASV7 ASV2617  ASV148  ASV196 ASV2699  ASV109 ASV1472 
#>       8       0       0     818       0       7      17       0       0       0 
#>  ASV697 ASV1357  ASV746  ASV309 ASV2668 ASV2467 ASV2819  ASV557 ASV1657  ASV397 
#>       1       0       0       0       0       0       0       0       0      21 
#>   ASV97 ASV1271  ASV589  ASV644 ASV1623   ASV15 ASV1123  ASV186  ASV716  ASV337 
#>     123       0       0       2       0     301       3       0       0      12 
#> ASV2028 ASV1899 ASV1438  ASV691 ASV1772 ASV1726  ASV381  ASV807 ASV1639 ASV3242 
#>       0       0       0       0       6       1       0       0       0       0 
#> ASV1337  ASV562 ASV1860  ASV249   ASV24  ASV971  ASV879  ASV240  ASV992 ASV1660 
#>       0       1       0       0     179       0       0       0       0       2 
#>  ASV840  ASV152 ASV1480  ASV798  ASV285  ASV720 ASV1266  ASV768   ASV57 ASV2623 
#>       0       5       0       0       0       2       0       0      63       0 
#> ASV1998  ASV251 ASV3060   ASV96  ASV577 ASV2020 ASV1602 ASV2830  ASV165 ASV1088 
#>       0       0       0       3       6       0       0       0       0       0 
#>    ASV5   ASV18  ASV585  ASV296 ASV1085   ASV20 ASV1555 ASV1154 ASV2309 ASV3174 
#>     630     369       0       0       2     130       0       0       0       0 
#>  ASV795 ASV1521 ASV1022  ASV351 ASV1668  ASV292 ASV2544  ASV414  ASV273 ASV2120 
#>       0       0       0       0       0       0       0       0      12       0 
#> ASV2022 ASV2561   ASV83  ASV561  ASV307  ASV774 ASV1143 ASV2578 ASV2031  ASV286 
#>       1       0      23      22       0       0       0       0       0       7 
#> ASV1259 ASV1839  ASV193  ASV112  ASV380  ASV538  ASV491  ASV157  ASV266  ASV525 
#>       1       0       0       0       0       0       0      12       0       0 
#>   ASV25 ASV1937  ASV323   ASV26  ASV893  ASV760  ASV717   ASV14   ASV72  ASV279 
#>      22       0       0       0       0       0       0     219       0       0 
#>  ASV570 ASV1786  ASV287  ASV844  ASV174 ASV1710 ASV1493 ASV1704  ASV728   ASV10 
#>       0       0       8       0      21       0       0       0       0      32 
#>  ASV282   ASV60  ASV163   ASV56  ASV120  ASV108  ASV770 ASV2601 ASV2449 ASV1778 
#>       0       2      39       0      10      15       8       0       0       0 
#>  ASV415 ASV1221 ASV1307 ASV1585  ASV168 ASV2729  ASV607  ASV646 ASV1777  ASV427 
#>       0       0       0       0       0       0       0       0       0       0 
#> ASV1210 ASV1837 ASV1684  ASV260 ASV1752 ASV2421   ASV99  ASV235   ASV67  ASV350 
#>       0       0       0       0       0       0       8       0      48       6 
#>   ASV75 ASV2432 ASV1228  ASV263   ASV95   ASV79  ASV781 ASV1817 ASV1631 ASV1315 
#>       0       0       0       7      60       0       0       0       0       0 
#>   ASV76  ASV453 ASV2321  ASV825 ASV2024 ASV1524  ASV827  ASV709   ASV34 ASV1064 
#>       0       9       2       0       0       0       0       0      42       0 
#> ASV2006  ASV522 ASV1723 ASV2725  ASV874  ASV136  ASV754 ASV1581   ASV89 ASV1655 
#>       0       0       0       0       0       4       0       0      59       0 
#>  ASV140  ASV599  ASV580  ASV949  ASV945  ASV132 ASV1646  ASV980  ASV356  ASV776 
#>      20       0       0      17       0       0       0       2       0       0 
#>  ASV430  ASV400  ASV377  ASV657  ASV183 ASV1345 ASV2612  ASV550   ASV87 ASV2209 
#>       0       0       0       0       0       0       0       4       0       0 
#>  ASV124  ASV160 ASV2537  ASV129 ASV1765  ASV295 ASV1099  ASV393 ASV1805  ASV861 
#>       0       8       0      25       0       5       0       0       0       0 
#>  ASV406   ASV71  ASV250 ASV1332 ASV1966 ASV3573  ASV686 ASV1044 ASV1997  ASV364 
#>       0      17      14       0       0       0       0       0       0       1 
#> ASV1274  ASV766 ASV1009 ASV1214  ASV718 ASV2372   ASV73  ASV563 ASV1297  ASV857 
#>       0       0       0       0       0       2      13       0       0       0 
#> ASV1265   ASV54  ASV586 ASV1476  ASV913  ASV519 ASV1107 ASV1479 ASV2772  ASV850 
#>       0       0       4       0       7       0       0       0       0       0 
#> ASV2480 ASV1554  ASV176  ASV396 ASV2730  ASV113  ASV693  ASV212  ASV383  ASV228 
#>       0       0       6       0       0      47       0       0       0       5 
#>  ASV207  ASV851 ASV2558  ASV194  ASV142   ASV81  ASV343 ASV1111  ASV558  ASV537 
#>      64       0       0       3       0      37       0       6       0       0 
#>  ASV615  ASV785 ASV1430 ASV1700 ASV4203  ASV166  ASV379  ASV294  ASV526  ASV433 
#>       0       2       0       0       0       6       0       0       0       2 
#>  ASV359  ASV805 ASV2190 ASV1225  ASV511  ASV510  ASV214  ASV569  ASV541  ASV579 
#>       0       2       0       0       0       0       0       0       0       0 
#>  ASV932 ASV1656  ASV654  ASV137  ASV116 ASV1658   ASV50  ASV735  ASV608 ASV1923 
#>       0       0       0       0       0       0     206       0       0       0 
#>  ASV325   ASV85   ASV36  ASV339   ASV47  ASV150   ASV22  ASV338  ASV204 ASV1206 
#>       7     313     283       3      11       0     281       0       2       0 
#> ASV1068 ASV2454    ASV4  ASV147 ASV2105  ASV342  ASV407 ASV3610  ASV658  ASV477 
#>       0       0     522      23       0       0       0       0       0       0 
#> ASV2025  ASV329   ASV46  ASV560  ASV224   ASV88  ASV703 ASV1619 ASV1831  ASV405 
#>       0       3     109       0      16      35       6       0       0       0 
#>  ASV131  ASV673  ASV626  ASV334  ASV326 ASV1663 ASV2263 ASV1742 ASV1124 ASV3578 
#>       0       5       0       0       0       6       0       0       0       0 
#>   ASV93  ASV451 ASV3241   ASV52 ASV2858   ASV51 ASV1690 ASV1012  ASV513 ASV1002 
#>       0       0       0     137       0      47       2       0       0       2 
#>  ASV162  ASV954  ASV159    ASV8  ASV892  ASV846  ASV290 ASV1201 ASV1401 ASV1101 
#>      15       3       7     105       0       8       4       0       0       0 
#>  ASV267  ASV552 ASV2157  ASV613 ASV1207  ASV528  ASV540 ASV1016 ASV2126  ASV575 
#>       0       0       0       0       0       0       0       0       0       0 
#> ASV1084  ASV539 ASV1041 ASV1681  ASV252 ASV1748  ASV376   ASV39  ASV391  ASV305 
#>       0       0       0       0       2       0      26       0       0       0 
#>  ASV740 ASV1328  ASV565  ASV173 ASV1244   ASV62 ASV1683 ASV2483 ASV1186   ASV80 
#>       0       0       0       0       2       2       0       0       0       0 
#>  ASV617  ASV146  ASV114 ASV2106  ASV492  ASV466  ASV694  ASV181  ASV434  ASV958 
#>      13      61       0       0       2       0       0       0       0       0 
#> ASV2081  ASV169  ASV548 ASV1992   ASV40 ASV1007  ASV641  ASV368  ASV106 ASV2637 
#>       0       0       2       0      78       0       0       0       0       0 
#>  ASV679  ASV475  ASV677   ASV78  ASV390  ASV630  ASV270  ASV394 ASV1445  ASV238 
#>       0       0       0       0       0       0       6       0       0       0 
#>   ASV65 ASV1442  ASV930 ASV2166    ASV6  ASV684  ASV184  ASV952  ASV135  ASV474 
#>      87       0       0       0    1174       0      17       0      11       0 
#> ASV1711  ASV758 ASV1448 ASV2064  ASV322  ASV199 ASV1150 ASV1269 ASV1676  ASV480 
#>       0       0       0       0       0       0       0       0       0       1 
#> ASV2066  ASV530  ASV463  ASV110  ASV289   ASV42 ASV1404  ASV217 ASV1604  ASV464 
#>       0       0       0       0       0      39       0       6       0       0 
#> ASV2242 ASV3545  ASV672   ASV98  ASV736   ASV90 ASV2041  ASV454 ASV1434 ASV3397 
#>       0       0       3       1       0       0       0       0       0       0 
#> ASV1267 ASV1580  ASV509  ASV243  ASV115 ASV2036 ASV1272  ASV763 ASV1050 ASV1929 
#>       1       2      47       0       0       0       0       0       0       0 
#> ASV1670 ASV1890 ASV1953  ASV190  ASV382   ASV17  ASV219 ASV1935  ASV185  ASV205 
#>       0       0       0       0       0     253       8       0       0     104 
#> ASV1991 ASV1956  ASV420  ASV849  ASV886 ASV2051  ASV370 ASV1603  ASV213  ASV117 
#>       0       0       3       0       0       0       0       0       0      48 
#> ASV2852  ASV411 ASV2804 ASV1659 ASV1066  ASV487  ASV261  ASV793  ASV664  ASV847 
#>       0      16       0       0       0       0      12       0       3       2 
#> ASV1026  ASV233  ASV692 ASV3840    ASV1  ASV291 ASV1030 ASV2030 ASV1633   ASV74 
#>       0       0       0       0     734      18       1       3       0      25 
#>  ASV304  ASV347   ASV37  ASV330  ASV639  ASV609  ASV576 ASV1397  ASV425  ASV705 
#>       0       0      33       0       0      15       2       0       0       0 
#>  ASV484 ASV1936  ASV268  ASV734  ASV107   ASV70  ASV918   ASV49  ASV195  ASV230 
#>       0       0       0       0      71       0       0     108       0       0 
#> ASV1648 ASV1680  ASV284 ASV2718  ASV187  ASV231  ASV177 ASV1853  ASV201  ASV385 
#>       0       2       0       0       0       0       0       0       0       0 
#> ASV2004  ASV860  ASV521 ASV2814 ASV1527   ASV41 ASV2310  ASV700  ASV737  ASV683 
#>       0       0       0       0       3       0       0       0       0       9 
#> ASV1468 ASV2226 ASV2697  ASV597 ASV1053  ASV441 ASV1008  ASV890  ASV496  ASV324 
#>       3       0       0       0       0       0       0       0       0       2 
#> ASV2353  ASV255   ASV21  ASV247 ASV2325  ASV254  ASV948 ASV2265  ASV621  ASV924 
#>       0       0     991       1       0       0       0       0       0       0 
#> ASV3251 ASV2383  ASV128  ASV489  ASV602 ASV2415  ASV545  ASV867 ASV2018  ASV100 
#>       0       0       0       0       0       0       0       0       1       0 
#> ASV1263 ASV2733   ASV19  ASV978   ASV94  ASV167   ASV12  ASV573 ASV1727  ASV104 
#>       3       0       0       1      13      84     431       0       0       0 
#>  ASV944 ASV1627  ASV308 ASV1103   ASV69 ASV1421 ASV1023  ASV862 ASV2035 ASV1586 
#>       0       0       0       0     149       0       0       0       0       0 
#>  ASV429  ASV756  ASV111  ASV469 ASV1360  ASV961 ASV1902  ASV333  ASV209  ASV493 
#>       0       0      86       0       0       1       0       2       0       0 
#> ASV1638  ASV719  ASV534  ASV413  ASV155  ASV708 ASV1732   ASV30  ASV409  ASV179 
#>       0       0       4      18       0       0       0      30       0       0 
#> ASV1128   ASV27  ASV870 ASV3324    ASV9   ASV45 ASV1330  ASV907 ASV1536  ASV920 
#>       3       0       0       0       0       0       0       0       0      15 
#>  ASV216   ASV32 ASV1319 ASV3127  ASV787  ASV375  ASV623 ASV2610   ASV61  ASV587 
#>       0     150       0       0      50       0       0       0       3       0 
#>   ASV31 ASV1492 ASV1173 ASV2557  ASV995 ASV2870  ASV858  ASV392  ASV316  ASV448 
#>      23       0       0       1       0       0       0       8       3       0 
#>  ASV153  ASV421  ASV281 ASV1451 ASV3411   ASV11  ASV245  ASV101   ASV16 ASV1305 
#>       0       9       0       0       0       5       0      38      70       0 
#>  ASV926 ASV2324  ASV428 ASV2013  ASV796 ASV2247 ASV2425 ASV2404  ASV203  ASV102 
#>       0       0       0       0       0       0       0       0       0       0 
#> ASV1363   ASV58 ASV1130  ASV141  ASV452 ASV2786  ASV423 ASV1885  ASV180  ASV416 
#>       0       0       0       2       0       0       1       0       0       0 
#> ASV1530  ASV225  ASV483 ASV1226  ASV934 ASV2188  ASV226  ASV336  ASV801 ASV2075 
#>       0       7       0       0       0       0       0       0       0       0 
#> ASV2849 ASV1340  ASV353 ASV1503 ASV1076  ASV218 ASV3181 ASV2473 ASV2327  ASV387 
#>       0       3       0       0       0       0       0       0       0       0 
#>  ASV887  ASV592   ASV64 ASV2455  ASV242   ASV91 ASV2742  ASV817 ASV1616  ASV546 
#>       0      19       0       0       6       1       0      15       0       0 
#>  ASV189  ASV982   ASV84 ASV1628  ASV341  ASV200  ASV645  ASV803  ASV517  ASV154 
#>      43       0     104       0      14       8       6       0       0       0 
#>  ASV232 ASV1234 ASV1017  ASV229 ASV1714 ASV1358 ASV1809  ASV161 ASV1823  ASV553 
#>       4       0       0       7       0       0       0      37       0       0 
#> ASV1097  ASV631    ASV2  ASV133  ASV567  ASV593  ASV119  ASV125 ASV1129  ASV275 
#>       0       5     302      73      14       0       6      46       0      12 
#> ASV1596  ASV197  ASV221  ASV361 ASV1761  ASV701  ASV707 ASV1701  ASV843 ASV1820 
#>       0       0      25       6       0       0       0       0       0       0 
#>   ASV44  ASV126   ASV23  ASV130   ASV13  ASV880 ASV3076   ASV48  ASV859 ASV1109 
#>     127       5      13      73      90       0       1      69       0       0 
#>   ASV53 ASV2298 ASV1372  ASV578  ASV328  ASV118 ASV1850 ASV2752 ASV1209  ASV237 
#>      93       1       0      10       0      82       0       0       1       0 
#> ASV1056 ASV3002  ASV543 ASV1949  ASV211  ASV986 ASV1484  ASV366  ASV422  ASV272 
#>       0       0       0       0       0       0       0       2       0       0 
#> ASV1125 ASV1855 ASV2985 ASV1398  ASV149  ASV399  ASV794   ASV55  ASV527   ASV33 
#>       0       0       0       0       0       5       0      62       0     173 
#>   ASV63 ASV2277  ASV355  ASV642  ASV502  ASV239  ASV542  ASV911   ASV66 ASV1889 
#>      49       0       7       2       0      14       0       0       1       2 
#>  ASV472  ASV156  ASV702 ASV1452   ASV77  ASV404  ASV797  ASV403  ASV468  ASV660 
#>       0      13       0       0      34      21       0       0       0       0 
#> ASV2079 ASV1246  ASV363  ASV257 ASV1630 ASV2878  ASV151   ASV92  ASV762 ASV1614 
#>       1       0       0       0       2       0       0      10       3       0 
#>  ASV832   ASV68 ASV2809 ASV1905 ASV1642  ASV227  ASV590  ASV178  ASV544  ASV933 
#>       0       0       0       0       0      11       0       0       0       2 
#> ASV1086  ASV504  ASV445  ASV638 ASV1516 ASV1487   ASV82  ASV410 ASV2332  ASV771 
#>       0       0       0       2       0       0       1       1       0      29 
#> ASV1682 ASV2322  ASV349  ASV262  ASV559 ASV1096  ASV898  ASV144   ASV35 ASV1077 
#>       0       0       0       0       0       0       1      10    1190       0 
#>  ASV139  ASV143 ASV1148 ASV1613 ASV2462  ASV301  ASV671 ASV1218   ASV43  ASV444 
#>      29      35       0       0       0       4       0       0      87       0 
#> ASV1163  ASV105  ASV384  ASV485 ASV2486  ASV739  ASV369  ASV164    ASV3 ASV1079 
#>       0       0      44       0       0       0       0       0     479       0 
#>  ASV810  ASV145  ASV288  ASV594 ASV2503  ASV258 ASV1974 ASV3490  ASV311   ASV29 
#>       0       0       0       0       0       0       1       0       0     199 
#>  ASV274 ASV1589  ASV783  ASV711  ASV170  ASV591  ASV497  ASV442 ASV1707 ASV1915 
#>       0       0       3       0      17       0      18       1       0       0 
#> ASV1812  ASV182 ASV1115 ASV1878  ASV297   ASV38  ASV652   ASV59  ASV103  ASV582 
#>       5       9       0       0      99      62       0      12       0       0 
#>  ASV724   ASV28 ASV2286  ASV253  ASV443 
#>       0       0       0       9       0 

pullTaxaAbundance(FuentesIliGutData, "ASV1", name = "SampleID")
#>   sample_1   sample_2   sample_3   sample_4   sample_5   sample_6   sample_7 
#>        734       1587        289        401        422        361        508 
#>   sample_8   sample_9  sample_10  sample_11  sample_12  sample_13  sample_14 
#>        940       2060        427        235        231        377        422 
#>  sample_15  sample_16  sample_17  sample_18  sample_19  sample_20  sample_21 
#>         70       1155       1023        712        435       2131       1143 
#>  sample_22  sample_23  sample_24  sample_25  sample_26  sample_27  sample_28 
#>        308       2718        625        867        288        105        204 
#>  sample_29  sample_30  sample_31  sample_32  sample_33  sample_34  sample_35 
#>        508       1054        586       1576       1815       1434        537 
#>  sample_36  sample_37  sample_38  sample_39  sample_40  sample_41  sample_42 
#>       7719       7151       1356       1471       1197        459        806 
#>  sample_43  sample_44  sample_45  sample_46  sample_47  sample_48  sample_49 
#>       6077       2737        804        795        532        559        974 
#>  sample_50  sample_51  sample_52  sample_53  sample_54  sample_55  sample_56 
#>       3449        893       1625       1010        169        203        494 
#>  sample_57  sample_58  sample_59  sample_60  sample_61  sample_62  sample_63 
#>       3435        829        490        134        286        543        886 
#>  sample_64  sample_65  sample_66  sample_67  sample_68  sample_69  sample_70 
#>        973        727         62       1082       2762        269        734 
#>  sample_71  sample_72  sample_73  sample_74  sample_75  sample_76  sample_77 
#>         61        994        173        560        226         73         43 
#>  sample_78  sample_79  sample_80  sample_81  sample_82  sample_83  sample_84 
#>        367         82        736        379         90        256          6 
#>  sample_85  sample_86  sample_87  sample_88  sample_89  sample_90  sample_91 
#>        944        263        719        100         82        973       1633 
#>  sample_92  sample_93  sample_94  sample_95  sample_96  sample_97  sample_98 
#>        208       1665        345        517       5272        418        230 
#>  sample_99 sample_100 sample_101 sample_102 sample_103 sample_104 sample_105 
#>        459        225        552        662       1728        607       1118 
#> sample_106 sample_107 sample_108 sample_109 sample_110 sample_111 sample_112 
#>        214       2731       1194       1147        477        488        122 
#> sample_113 sample_114 sample_115 sample_116 sample_117 sample_118 sample_119 
#>        785        476        321        798       1403       1316       2665 
#> sample_120 sample_121 sample_122 sample_123 sample_124 sample_125 sample_126 
#>       4253        280       1732        809        453       1016       2140 
#> sample_127 sample_128 sample_129 sample_130 sample_131 sample_132 sample_133 
#>       3836        516        249        739      11155       3469       2459 
#> sample_134 sample_135 sample_136 sample_137 sample_138 sample_139 sample_140 
#>       4529        997       4053       1485        730        831       6498 
#> sample_141 sample_142 sample_143 sample_144 sample_145 sample_146 sample_147 
#>       3174       2113       1117       1467        778        909       1750 
#> sample_148 sample_149 sample_150 sample_151 sample_152 sample_153 sample_154 
#>       2768       1042       4989        420      10504        207         62 
#> sample_155 sample_156 sample_157 sample_158 sample_159 sample_160 sample_161 
#>        436        992       3136       2763        967        238       2042 
#> sample_162 sample_163 sample_164 sample_165 sample_166 sample_167 sample_168 
#>       4500       1550       4691       3811        878       3226       1350 
#> sample_169 sample_170 sample_171 sample_172 sample_173 sample_174 sample_175 
#>       1199       3038       2058       3238       3762        837        581 
#> sample_176 sample_177 sample_178 sample_179 sample_180 sample_181 sample_182 
#>       1116        913       5836       1861        250        118        428 
#> sample_183 sample_184 sample_185 sample_186 sample_187 sample_188 sample_189 
#>         95       2150        185       3074        104       1107       6506 
#> sample_190 sample_191 sample_192 sample_193 sample_194 sample_195 sample_196 
#>        455       2766        206        212       8539        876       1012 
#> sample_197 sample_198 sample_199 sample_200 sample_201 sample_202 sample_203 
#>        106       1361        315        578        928        724        643 
#> sample_204 sample_205 sample_206 sample_207 sample_208 sample_209 sample_210 
#>        565        313         93        120        431       1951        102 
#> sample_211 sample_212 sample_213 sample_214 sample_215 sample_216 sample_217 
#>         59       4175        998        219       4138        354         95 
#> sample_218 sample_219 sample_220 sample_221 sample_222 sample_223 sample_224 
#>        566        186        193        396        126       1496        963 
#> sample_225 sample_226 sample_227 sample_228 sample_229 sample_230 sample_231 
#>        286        340       2830       6428       4249       1531        416 
#> sample_232 sample_233 sample_234 sample_235 sample_236 sample_237 sample_238 
#>       3056       3898      16181        461       3030        697       2096 
#> sample_239 sample_240 sample_241 sample_242 sample_243 sample_244 sample_245 
#>       6773        681       2680       6823        681       9937       1231 
#> sample_246 sample_247 sample_248 sample_249 sample_250 sample_251 sample_252 
#>        155       5203        453       2951       1626       3032        359 
#> sample_253 sample_254 sample_255 sample_256 sample_257 sample_258 sample_259 
#>        453        300       1191       1048       1469       1046        455 
#> sample_260 sample_261 sample_262 sample_263 sample_264 sample_265 sample_266 
#>        292       2589       4304       1022       1635       2339        558 
#> sample_267 sample_268 sample_269 sample_270 sample_271 sample_272 sample_273 
#>        517       1690       9145       2071        911        410       3519 
#> sample_274 sample_275 sample_276 sample_277 sample_278 sample_279 sample_280 
#>       6007       3362        701       3044       7306       1955        609 
#> sample_281 sample_282 sample_283 sample_284 sample_285 sample_286 sample_287 
#>       1831       1098       2439         27        960        407      12745 
#> sample_288 sample_289 sample_290 sample_291 sample_292 sample_293 sample_294 
#>       8159        909       8240       1465       1853        169       8866 
#> sample_295 sample_296 sample_297 sample_298 sample_299 sample_300 sample_301 
#>       6284       1446       2375        840       2087       6486       1747 
#> sample_302 sample_303 sample_304 sample_305 sample_306 sample_307 sample_308 
#>        562        524       1744       2205       6296        138       7474 
#> sample_309 sample_310 sample_311 sample_312 sample_313 sample_314 sample_315 
#>       3446         74        599        441       1384         31        642 
#> sample_316 sample_317 sample_318 sample_319 sample_320 sample_321 sample_322 
#>        702        311        186       2430        339       2981        897 
#> sample_323 sample_324 sample_325 sample_326 sample_327 sample_328 sample_329 
#>        335        415       1654        579        124        381       1529 
#> sample_330 sample_331 sample_332 sample_333 sample_334 sample_335 sample_336 
#>       2719       1119        162       1951        309         13       2227 
#> sample_337 sample_338 sample_339 sample_340 sample_341 sample_342 sample_343 
#>       1414        163       1055        161        706       1040        321 
#> sample_344 sample_345 sample_346 sample_347 sample_348 sample_349 sample_350 
#>        739        319       1388        999        651       1981       1267 
#> sample_351 sample_352 sample_353 sample_354 sample_355 sample_356 sample_357 
#>        862       3343       4104        794       5452        751       2404 
#> sample_358 sample_359 sample_360 sample_361 sample_362 sample_363 sample_364 
#>        505       8280       1130        958       5332        605       3931 
#> sample_365 sample_366 sample_367 sample_368 sample_369 sample_370 sample_371 
#>        376       1756       7317       1216       3809       1881        865 
#> sample_372 sample_373 sample_374 sample_375 sample_376 sample_377 sample_378 
#>       4796        340        120       2946        291       1363        781 
#> sample_379 sample_380 sample_381 sample_382 sample_383 sample_384 sample_385 
#>        301       2598        926         43        570         34        333 
#> sample_386 sample_387 sample_388 sample_389 sample_390 sample_391 sample_392 
#>       1950       1398         23        265        359       1540        556 
#> sample_393 sample_394 sample_395 sample_396 sample_397 sample_398 sample_399 
#>        179        495       2105        467         52        893       3999 
#> sample_400 sample_401 sample_402 sample_403 sample_404 sample_405 sample_406 
#>       3960        905       8908       4242       2094        565       2114 
#> sample_407 sample_408 sample_409 sample_410 sample_411 sample_412 sample_413 
#>       1756       5598       1180       9052       2333       8640       5427 
#> sample_414 sample_415 sample_416 sample_417 sample_418 sample_419 sample_420 
#>       2163       5166       2193        359      11837       2437       6347 
#> sample_421 sample_422 sample_423 sample_424 sample_425 sample_426 sample_427 
#>       2056       3023      20550       2576       1617        897       3519 
#> sample_428 sample_429 sample_430 sample_431 sample_432 sample_433 sample_434 
#>        785       1047       2739       2293       7350       5516       2676 
#> sample_435 sample_436 sample_437 sample_438 sample_439 sample_440 sample_441 
#>        774       3509       2914      12301      12679       1485        502 
#> sample_442 sample_443 sample_444 sample_445 sample_446 sample_447 sample_448 
#>         61        889       3436       2569       3631       3709        634 
#> sample_449 sample_450 sample_451 sample_452 sample_453 sample_454 sample_455 
#>       3012       5491       2964       2308       1045        941       3801 
#> sample_456 sample_457 sample_458 sample_459 sample_460 sample_461 sample_462 
#>       2089       2237       2378      16952       3783       8642       2835 
#> sample_463 sample_464 sample_465 sample_466 sample_467 sample_468 sample_469 
#>       3249       1900       2734       4679       5633       6142       7652 
#> sample_470 sample_471 sample_472 sample_473 sample_474 sample_475 sample_476 
#>       9111       2134          9        964       2268       1689       1559 
#> sample_477 sample_478 sample_479 sample_480 sample_481 sample_482 sample_483 
#>        869       3635       1316       1207       1648       1365       2300 
#> sample_484 sample_485 sample_486 sample_487 sample_488 sample_489 sample_490 
#>       1287       1237       6730        719      14163       5394        594 
#> sample_491 sample_492 sample_493 sample_494 sample_495 sample_496 sample_497 
#>       7765        281       5436        711        665       5216        381 
#> sample_498 sample_499 sample_500 sample_501 sample_502 sample_503 sample_504 
#>        459       6864        995       2280        543        828        549 
#> sample_505 sample_506 sample_507 sample_508 sample_509 sample_510 sample_511 
#>       2452      13856       1583        110         69        773       1476 
#> sample_512 sample_513 sample_514 sample_515 sample_516 sample_517 sample_518 
#>       4822       1055       6109         52       1714       2617        474 
#> sample_519 sample_520 sample_521 sample_522 sample_523 sample_524 sample_525 
#>       1380        455      11791       1559        722       3618      10102 
#> sample_526 sample_527 sample_528 sample_529 sample_530 sample_531 sample_532 
#>        356       1263      21737       1765       1500       6284       3242 
#> sample_533 sample_534 sample_535 sample_536 sample_537 sample_538 sample_539 
#>       1839      11847       3477       2532       1005       1011       3143 
#> sample_540 sample_541 sample_542 sample_543 sample_544 sample_545 sample_546 
#>       5819        143       1782       1703       4649       1054       1675 
#> sample_547 sample_548 sample_549 sample_550 sample_551 sample_552 sample_553 
#>        729       4559       2695       3379        839       1606       5523 
#> sample_554 sample_555 sample_556 sample_557 sample_558 sample_559 sample_560 
#>       1150        863        918      20718        788        311       2321 
#> sample_561 sample_562 sample_563 sample_564 sample_565 sample_566 sample_567 
#>        306       1013       1691        221      14837       5114       1348 
#> sample_568 sample_569 sample_570 sample_571 sample_572 sample_573 sample_574 
#>       1577        123         16        464       2495       1861       3037 
#> sample_575 sample_576 sample_577 sample_578 sample_579 sample_580 sample_581 
#>       1567        704       1342       1480        626       4762        516 
#> sample_582 sample_583 sample_584 sample_585 sample_586 sample_587 sample_588 
#>       6057       5787       5689       4388       3065       1687       1128 
#> sample_589 
#>       7011 

pullTaxaRank(FuentesIliGutData, "Genus")
#>   [1] "Lachnospiraceae NC2004 group"         
#>   [2] "Ruminococcaceae UCG-013"              
#>   [3] NA                                     
#>   [4] "Fusicatenibacter"                     
#>   [5] NA                                     
#>   [6] NA                                     
#>   [7] "Roseburia"                            
#>   [8] "Butyricicoccus"                       
#>   [9] "Alistipes"                            
#>  [10] "Oscillibacter"                        
#>  [11] NA                                     
#>  [12] NA                                     
#>  [13] "Ruminococcaceae UCG-013"              
#>  [14] "[Eubacterium] coprostanoligenes group"
#>  [15] NA                                     
#>  [16] "Lachnospiraceae FE2018 group"         
#>  [17] "Ruminococcaceae NK4A214 group"        
#>  [18] "Family XIII AD3011 group"             
#>  [19] NA                                     
#>  [20] "Christensenellaceae R-7 group"        
#>  [21] "Coprococcus 2"                        
#>  [22] NA                                     
#>  [23] NA                                     
#>  [24] "Ruminiclostridium"                    
#>  [25] NA                                     
#>  [26] "Anaerostipes"                         
#>  [27] "Lachnospiraceae FCS020 group"         
#>  [28] "Ruminococcaceae UCG-014"              
#>  [29] NA                                     
#>  [30] "Ruminiclostridium 5"                  
#>  [31] "Actinomyces"                          
#>  [32] "Dielma"                               
#>  [33] "Blautia"                              
#>  [34] "Clostridium sensu stricto 1"          
#>  [35] NA                                     
#>  [36] "Pseudomonas"                          
#>  [37] NA                                     
#>  [38] "Bifidobacterium"                      
#>  [39] "Family XIII AD3011 group"             
#>  [40] NA                                     
#>  [41] "Erysipelatoclostridium"               
#>  [42] "Oscillibacter"                        
#>  [43] "Gemella"                              
#>  [44] "Sutterella"                           
#>  [45] "Bifidobacterium"                      
#>  [46] "Coprobacter"                          
#>  [47] "GCA-900066575"                        
#>  [48] "Bilophila"                            
#>  [49] "Eggerthella"                          
#>  [50] NA                                     
#>  [51] "Peptococcus"                          
#>  [52] "Bacteroides"                          
#>  [53] NA                                     
#>  [54] NA                                     
#>  [55] "[Eubacterium] coprostanoligenes group"
#>  [56] "Alistipes"                            
#>  [57] "Ruminiclostridium 5"                  
#>  [58] "Cloacibacillus"                       
#>  [59] "Parabacteroides"                      
#>  [60] "Ruminococcaceae UCG-008"              
#>  [61] "Marvinbryantia"                       
#>  [62] "Mogibacterium"                        
#>  [63] NA                                     
#>  [64] "[Eubacterium] ruminantium group"      
#>  [65] "Erysipelatoclostridium"               
#>  [66] "Sanguibacteroides"                    
#>  [67] NA                                     
#>  [68] NA                                     
#>  [69] "Ruminococcaceae UCG-014"              
#>  [70] NA                                     
#>  [71] "Eubacterium"                          
#>  [72] NA                                     
#>  [73] "Ruminococcaceae UCG-014"              
#>  [74] "Turicibacter"                         
#>  [75] NA                                     
#>  [76] "Ruminococcus 2"                       
#>  [77] "Lachnoclostridium"                    
#>  [78] NA                                     
#>  [79] NA                                     
#>  [80] "Actinomyces"                          
#>  [81] "[Eubacterium] oxidoreducens group"    
#>  [82] NA                                     
#>  [83] "Merdibacter"                          
#>  [84] "Ruminococcaceae UCG-014"              
#>  [85] NA                                     
#>  [86] "Bacteroides"                          
#>  [87] NA                                     
#>  [88] "Lactobacillus"                        
#>  [89] "Blautia"                              
#>  [90] NA                                     
#>  [91] NA                                     
#>  [92] NA                                     
#>  [93] "Bacteroides"                          
#>  [94] "Ruminococcaceae UCG-010"              
#>  [95] "Methanobrevibacter"                   
#>  [96] "Defluviitaleaceae UCG-011"            
#>  [97] NA                                     
#>  [98] "Lachnospiraceae UCG-008"              
#>  [99] NA                                     
#> [100] "GCA-900066575"                        
#> [101] "[Eubacterium] nodatum group"          
#> [102] NA                                     
#> [103] "Barnesiella"                          
#> [104] "[Eubacterium] coprostanoligenes group"
#> [105] "Lactobacillus"                        
#> [106] "Ruminococcaceae UCG-014"              
#> [107] "Fournierella"                         
#> [108] "Oscillibacter"                        
#> [109] "Bacteroides"                          
#> [110] NA                                     
#> [111] "Christensenellaceae R-7 group"        
#> [112] "Ruminococcaceae UCG-005"              
#> [113] "Solobacterium"                        
#> [114] "Prevotella 9"                         
#> [115] "Holdemania"                           
#> [116] "Blautia"                              
#> [117] NA                                     
#> [118] "Dorea"                                
#> [119] "[Eubacterium] eligens group"          
#> [120] "Prevotella 9"                         
#> [121] NA                                     
#> [122] NA                                     
#> [123] "Ruminococcus 1"                       
#> [124] "Family XIII AD3011 group"             
#> [125] "Parasutterella"                       
#> [126] "Pseudoflavonifractor"                 
#> [127] "Lactonifactor"                        
#> [128] "Flavonifractor"                       
#> [129] NA                                     
#> [130] "Akkermansia"                          
#> [131] "Bacteroides"                          
#> [132] NA                                     
#> [133] "Ruminococcaceae UCG-004"              
#> [134] "Lachnospiraceae NC2004 group"         
#> [135] "Bacteroides"                          
#> [136] "Bifidobacterium"                      
#> [137] "Blautia"                              
#> [138] "Anaerofilum"                          
#> [139] NA                                     
#> [140] "UBA1819"                              
#> [141] "Veillonella"                          
#> [142] "Flavonifractor"                       
#> [143] "[Eubacterium] coprostanoligenes group"
#> [144] NA                                     
#> [145] "Ruminococcus 1"                       
#> [146] "Flavonifractor"                       
#> [147] "Erysipelotrichaceae UCG-003"          
#> [148] "Lachnospiraceae UCG-010"              
#> [149] NA                                     
#> [150] "Parabacteroides"                      
#> [151] "Defluviitaleaceae UCG-011"            
#> [152] "Ruminococcaceae UCG-011"              
#> [153] "Eisenbergiella"                       
#> [154] "Butyrivibrio"                         
#> [155] "Holdemania"                           
#> [156] NA                                     
#> [157] "Ruminococcaceae UCG-002"              
#> [158] "Bacteroides"                          
#> [159] "Ruminiclostridium 5"                  
#> [160] "Family XIII AD3011 group"             
#> [161] NA                                     
#> [162] NA                                     
#> [163] "GCA-900066225"                        
#> [164] "Lachnoclostridium"                    
#> [165] "Butyricicoccus"                       
#> [166] "Blautia"                              
#> [167] NA                                     
#> [168] NA                                     
#> [169] "Ruminiclostridium 5"                  
#> [170] "Veillonella"                          
#> [171] "Dialister"                            
#> [172] NA                                     
#> [173] NA                                     
#> [174] "Lachnoclostridium"                    
#> [175] "Ruminococcaceae UCG-008"              
#> [176] NA                                     
#> [177] "Intestinimonas"                       
#> [178] "Bacteroides"                          
#> [179] "Bacteroides"                          
#> [180] NA                                     
#> [181] NA                                     
#> [182] "Ruminiclostridium 9"                  
#> [183] "Gordonibacter"                        
#> [184] "Blautia"                              
#> [185] "Blautia"                              
#> [186] "Streptococcus"                        
#> [187] NA                                     
#> [188] "Candidatus Soleaferrea"               
#> [189] "Bifidobacterium"                      
#> [190] NA                                     
#> [191] NA                                     
#> [192] "Fournierella"                         
#> [193] "Butyricicoccus"                       
#> [194] "Blautia"                              
#> [195] NA                                     
#> [196] "Catenibacterium"                      
#> [197] "Clostridium"                          
#> [198] NA                                     
#> [199] "Parabacteroides"                      
#> [200] "Lachnoclostridium"                    
#> [201] NA                                     
#> [202] "Eubacterium"                          
#> [203] "[Eubacterium] coprostanoligenes group"
#> [204] NA                                     
#> [205] "Lactococcus"                          
#> [206] NA                                     
#> [207] "Merdibacter"                          
#> [208] "Ruminococcaceae UCG-010"              
#> [209] "Prevotellaceae NK3B31 group"          
#> [210] NA                                     
#> [211] "Paraprevotella"                       
#> [212] "Lachnospira"                          
#> [213] NA                                     
#> [214] "Barnesiella"                          
#> [215] "Ruminococcaceae UCG-005"              
#> [216] "Veillonella"                          
#> [217] NA                                     
#> [218] "Ruminiclostridium 9"                  
#> [219] NA                                     
#> [220] "Ruminococcaceae UCG-014"              
#> [221] NA                                     
#> [222] "Faecalibacterium"                     
#> [223] "Lachnospiraceae FCS020 group"         
#> [224] NA                                     
#> [225] NA                                     
#> [226] NA                                     
#> [227] NA                                     
#> [228] "Erysipelotrichaceae UCG-003"          
#> [229] "Ezakiella"                            
#> [230] "Ruminococcaceae UCG-010"              
#> [231] "Lachnoclostridium"                    
#> [232] "Alistipes"                            
#> [233] NA                                     
#> [234] NA                                     
#> [235] "Butyricimonas"                        
#> [236] NA                                     
#> [237] "Ruminiclostridium 6"                  
#> [238] NA                                     
#> [239] "Butyricimonas"                        
#> [240] "Christensenellaceae R-7 group"        
#> [241] "Butyricimonas"                        
#> [242] "Butyrivibrio"                         
#> [243] NA                                     
#> [244] "Family XIII AD3011 group"             
#> [245] "Bilophila"                            
#> [246] "Ruminococcaceae UCG-011"              
#> [247] "Intestinibacter"                      
#> [248] NA                                     
#> [249] "Ruminococcaceae UCG-005"              
#> [250] "Victivallis"                          
#> [251] "Ruminococcaceae V9D2013 group"        
#> [252] "Lachnoclostridium"                    
#> [253] NA                                     
#> [254] "Ruminococcus 1"                       
#> [255] NA                                     
#> [256] "Blautia"                              
#> [257] NA                                     
#> [258] NA                                     
#> [259] "Ruminococcus 1"                       
#> [260] NA                                     
#> [261] "Eubacterium"                          
#> [262] "Bilophila"                            
#> [263] NA                                     
#> [264] "Odoribacter"                          
#> [265] "CAG-873"                              
#> [266] "Collinsella"                          
#> [267] "Sporobacter"                          
#> [268] "Candidatus Soleaferrea"               
#> [269] "Halomonas"                            
#> [270] NA                                     
#> [271] "Blautia"                              
#> [272] "Ruminococcaceae UCG-011"              
#> [273] NA                                     
#> [274] "Oscillibacter"                        
#> [275] "Eubacterium"                          
#> [276] NA                                     
#> [277] NA                                     
#> [278] "Ruminiclostridium 5"                  
#> [279] "Desulfovibrio"                        
#> [280] "Christensenellaceae R-7 group"        
#> [281] "Family XIII AD3011 group"             
#> [282] "[Eubacterium] fissicatena group"      
#> [283] NA                                     
#> [284] NA                                     
#> [285] "Parabacteroides"                      
#> [286] "Clostridium"                          
#> [287] "Ruminiclostridium 9"                  
#> [288] "Ruminiclostridium 5"                  
#> [289] "Subdoligranulum"                      
#> [290] "Lachnospiraceae UCG-001"              
#> [291] "Ruminiclostridium 5"                  
#> [292] "Intestinimonas"                       
#> [293] "Hungatella"                           
#> [294] "Klebsiella"                           
#> [295] "Bacteroides"                          
#> [296] "Defluviitaleaceae UCG-011"            
#> [297] "Ruminococcaceae UCG-013"              
#> [298] "Blautia"                              
#> [299] "Shewanella"                           
#> [300] NA                                     
#> [301] "Moryella"                             
#> [302] "Roseburia"                            
#> [303] "Blautia"                              
#> [304] "Ruminococcaceae UCG-011"              
#> [305] "Bacteroides"                          
#> [306] "Ruminococcus"                         
#> [307] NA                                     
#> [308] "Bacteroides"                          
#> [309] "Ruminococcus 1"                       
#> [310] "Hydrogenoanaerobacterium"             
#> [311] "Ruminococcaceae UCG-003"              
#> [312] NA                                     
#> [313] "Blautia"                              
#> [314] "Lachnospiraceae FCS020 group"         
#> [315] NA                                     
#> [316] "[Eubacterium] ventriosum group"       
#> [317] "Ruminococcaceae NK4A214 group"        
#> [318] NA                                     
#> [319] NA                                     
#> [320] "Sutterella"                           
#> [321] "Tyzzerella"                           
#> [322] "Haemophilus"                          
#> [323] "Roseburia"                            
#> [324] "Christensenellaceae R-7 group"        
#> [325] "Alistipes"                            
#> [326] "[Eubacterium] hallii group"           
#> [327] NA                                     
#> [328] "[Ruminococcus] gauvreauii group"      
#> [329] NA                                     
#> [330] "Peptococcus"                          
#> [331] "Alloprevotella"                       
#> [332] "Marvinbryantia"                       
#> [333] NA                                     
#> [334] "Lachnospiraceae UCG-001"              
#> [335] "Streptococcus"                        
#> [336] "Ruminococcaceae UCG-013"              
#> [337] NA                                     
#> [338] NA                                     
#> [339] "Pseudoflavonifractor"                 
#> [340] "Corynebacterium"                      
#> [341] "Ruminococcus"                         
#> [342] "Mitsuokella"                          
#> [343] NA                                     
#> [344] "Ruminococcus"                         
#> [345] NA                                     
#> [346] "Romboutsia"                           
#> [347] NA                                     
#> [348] "Alistipes"                            
#> [349] NA                                     
#> [350] "Actinomyces"                          
#> [351] "Ruminococcaceae UCG-005"              
#> [352] "Intestinimonas"                       
#> [353] "Ruminococcaceae UCG-002"              
#> [354] "Bacteroides"                          
#> [355] "Erysipelotrichaceae UCG-003"          
#> [356] "Oscillibacter"                        
#> [357] NA                                     
#> [358] "Blautia"                              
#> [359] "Catabacter"                           
#> [360] "Erysipelatoclostridium"               
#> [361] "Family XIII UCG-001"                  
#> [362] "Alistipes"                            
#> [363] "Prevotella"                           
#> [364] "Rikenellaceae RC9 gut group"          
#> [365] "GCA-900066575"                        
#> [366] "Blautia"                              
#> [367] NA                                     
#> [368] "Shuttleworthia"                       
#> [369] NA                                     
#> [370] "Negativibacillus"                     
#> [371] NA                                     
#> [372] "Clostridium sensu stricto 1"          
#> [373] "Family XIII AD3011 group"             
#> [374] "Ruminococcus"                         
#> [375] "Marvinbryantia"                       
#> [376] NA                                     
#> [377] "Blautia"                              
#> [378] "Ruminococcus 2"                       
#> [379] NA                                     
#> [380] NA                                     
#> [381] NA                                     
#> [382] NA                                     
#> [383] NA                                     
#> [384] "Marvinbryantia"                       
#> [385] NA                                     
#> [386] NA                                     
#> [387] "Ruminococcaceae UCG-005"              
#> [388] NA                                     
#> [389] "Ruminiclostridium"                    
#> [390] "Ruminococcaceae UCG-014"              
#> [391] "[Eubacterium] brachy group"           
#> [392] "Ruminococcus"                         
#> [393] "CAG-352"                              
#> [394] NA                                     
#> [395] "Ruminococcaceae UCG-009"              
#> [396] NA                                     
#> [397] "Lachnospiraceae NC2004 group"         
#> [398] "Christensenellaceae R-7 group"        
#> [399] "Ruminococcaceae UCG-014"              
#> [400] "Ruminococcaceae UCG-011"              
#> [401] NA                                     
#> [402] "Parabacteroides"                      
#> [403] "Lachnospiraceae UCG-003"              
#> [404] NA                                     
#> [405] "Coprococcus 2"                        
#> [406] "Lachnoclostridium"                    
#> [407] "Lachnospiraceae UCG-004"              
#> [408] "Oscillibacter"                        
#> [409] NA                                     
#> [410] NA                                     
#> [411] "Eisenbergiella"                       
#> [412] NA                                     
#> [413] "Oscillospira"                         
#> [414] "Holdemanella"                         
#> [415] NA                                     
#> [416] "Butyricimonas"                        
#> [417] "Lachnoclostridium"                    
#> [418] "Ruminococcaceae UCG-005"              
#> [419] NA                                     
#> [420] NA                                     
#> [421] "Dorea"                                
#> [422] "Lachnospiraceae UCG-002"              
#> [423] "Roseburia"                            
#> [424] "Staphylococcus"                       
#> [425] "Subdoligranulum"                      
#> [426] NA                                     
#> [427] NA                                     
#> [428] NA                                     
#> [429] "[Eubacterium] xylanophilum group"     
#> [430] "Ruminococcus 1"                       
#> [431] NA                                     
#> [432] "Ruminiclostridium 9"                  
#> [433] "Lachnoclostridium"                    
#> [434] NA                                     
#> [435] "[Eubacterium] ventriosum group"       
#> [436] "Bacteroides"                          
#> [437] "Victivallis"                          
#> [438] NA                                     
#> [439] "Streptococcus"                        
#> [440] "Bacteroides"                          
#> [441] NA                                     
#> [442] "Blautia"                              
#> [443] "Oribacterium"                         
#> [444] NA                                     
#> [445] "Parabacteroides"                      
#> [446] "[Eubacterium] hallii group"           
#> [447] "Ruminococcaceae UCG-009"              
#> [448] "Alistipes"                            
#> [449] "Shuttleworthia"                       
#> [450] NA                                     
#> [451] NA                                     
#> [452] "Tyzzerella"                           
#> [453] "Roseburia"                            
#> [454] "Lachnospira"                          
#> [455] NA                                     
#> [456] NA                                     
#> [457] "Ruminiclostridium 9"                  
#> [458] "Alistipes"                            
#> [459] NA                                     
#> [460] NA                                     
#> [461] "Lachnospiraceae UCG-008"              
#> [462] NA                                     
#> [463] NA                                     
#> [464] "Methanobrevibacter"                   
#> [465] "Christensenellaceae R-7 group"        
#> [466] "Blautia"                              
#> [467] NA                                     
#> [468] "Epulopiscium"                         
#> [469] "Eisenbergiella"                       
#> [470] NA                                     
#> [471] NA                                     
#> [472] NA                                     
#> [473] NA                                     
#> [474] "[Eubacterium] coprostanoligenes group"
#> [475] "Ruminococcaceae UCG-005"              
#> [476] "Streptococcus"                        
#> [477] "Lachnospiraceae UCG-004"              
#> [478] "Ruminococcaceae UCG-005"              
#> [479] "Parabacteroides"                      
#> [480] "Clostridium"                          
#> [481] NA                                     
#> [482] NA                                     
#> [483] NA                                     
#> [484] "Ruminococcaceae UCG-014"              
#> [485] "Intestinimonas"                       
#> [486] NA                                     
#> [487] "Bacteroides"                          
#> [488] NA                                     
#> [489] "Lactobacillus"                        
#> [490] NA                                     
#> [491] "Acetanaerobacterium"                  
#> [492] "Ruminococcaceae UCG-005"              
#> [493] "Ruminococcus"                         
#> [494] NA                                     
#> [495] NA                                     
#> [496] NA                                     
#> [497] "Lachnospiraceae UCG-004"              
#> [498] NA                                     
#> [499] "Butyricimonas"                        
#> [500] "Ruminococcaceae UCG-002"              
#> [501] "Ruminococcaceae UCG-010"              
#> [502] "Anaerosporobacter"                    
#> [503] "Paraprevotella"                       
#> [504] "Eubacterium"                          
#> [505] "Blautia"                              
#> [506] "Lachnospiraceae FCS020 group"         
#> [507] NA                                     
#> [508] "Family XIII AD3011 group"             
#> [509] "Ruminococcaceae UCG-007"              
#> [510] NA                                     
#> [511] "Bifidobacterium"                      
#> [512] "Negativibacillus"                     
#> [513] "Roseburia"                            
#> [514] "Christensenellaceae R-7 group"        
#> [515] "Lachnospiraceae ND3007 group"         
#> [516] "Blautia"                              
#> [517] "Ruminococcaceae UCG-014"              
#> [518] "Actinomyces"                          
#> [519] "Ruminococcaceae UCG-003"              
#> [520] "Lachnoclostridium"                    
#> [521] "Paraprevotella"                       
#> [522] NA                                     
#> [523] "[Eubacterium] hallii group"           
#> [524] "Lachnospiraceae NC2004 group"         
#> [525] "Ruminococcaceae UCG-014"              
#> [526] "Faecalibacterium"                     
#> [527] NA                                     
#> [528] NA                                     
#> [529] "Ruminococcaceae UCG-014"              
#> [530] "[Eubacterium] coprostanoligenes group"
#> [531] "Ruminococcaceae UCG-009"              
#> [532] NA                                     
#> [533] "Ruminococcus 1"                       
#> [534] NA                                     
#> [535] "[Eubacterium] xylanophilum group"     
#> [536] "Romboutsia"                           
#> [537] "Holdemanella"                         
#> [538] "Ruminococcus"                         
#> [539] "Paraprevotella"                       
#> [540] NA                                     
#> [541] "Oscillibacter"                        
#> [542] "Streptococcus"                        
#> [543] "Alistipes"                            
#> [544] NA                                     
#> [545] "Ruminiclostridium 9"                  
#> [546] "Prevotella 7"                         
#> [547] NA                                     
#> [548] "Roseburia"                            
#> [549] "Blautia"                              
#> [550] "Lachnospiraceae UCG-001"              
#> [551] NA                                     
#> [552] "Anaerotruncus"                        
#> [553] NA                                     
#> [554] NA                                     
#> [555] NA                                     
#> [556] "Sutterella"                           
#> [557] "Ruminococcaceae NK4A214 group"        
#> [558] NA                                     
#> [559] NA                                     
#> [560] "Ruminococcus"                         
#> [561] NA                                     
#> [562] "Peptococcus"                          
#> [563] "Blautia"                              
#> [564] NA                                     
#> [565] NA                                     
#> [566] "Flavonifractor"                       
#> [567] "Ruminococcaceae UCG-013"              
#> [568] "Phocea"                               
#> [569] NA                                     
#> [570] NA                                     
#> [571] "Catabacter"                           
#> [572] NA                                     
#> [573] "Phascolarctobacterium"                
#> [574] NA                                     
#> [575] "Terrisporobacter"                     
#> [576] NA                                     
#> [577] "Negativibacillus"                     
#> [578] NA                                     
#> [579] NA                                     
#> [580] "Methanosphaera"                       
#> [581] NA                                     
#> [582] NA                                     
#> [583] "Methanobrevibacter"                   
#> [584] "UC5-1-2E3"                            
#> [585] "Ruminococcaceae UCG-003"              
#> [586] "Ruminococcus 1"                       
#> [587] "Faecalibacterium"                     
#> [588] NA                                     
#> [589] NA                                     
#> [590] "Paraprevotella"                       
#> [591] NA                                     
#> [592] "Oscillospira"                         
#> [593] "Christensenellaceae R-7 group"        
#> [594] NA                                     
#> [595] "Coprococcus 2"                        
#> [596] "Holdemania"                           
#> [597] NA                                     
#> [598] "Peptococcus"                          
#> [599] NA                                     
#> [600] "Rothia"                               
#> [601] NA                                     
#> [602] "Lactobacillus"                        
#> [603] "Ruminococcaceae NK4A214 group"        
#> [604] NA                                     
#> [605] "Eubacterium"                          
#> [606] NA                                     
#> [607] NA                                     
#> [608] "Ruminiclostridium 6"                  
#> [609] NA                                     
#> [610] "Alistipes"                            
#> [611] "Merdibacter"                          
#> [612] "Butyricimonas"                        
#> [613] NA                                     
#> [614] "Allisonella"                          
#> [615] NA                                     
#> [616] "Ruminococcaceae UCG-011"              
#> [617] NA                                     
#> [618] NA                                     
#> [619] "Coprobacter"                          
#> [620] "Barnesiella"                          
#> [621] "Olsenella"                            
#> [622] "Bacteroides"                          
#> [623] "Family XIII AD3011 group"             
#> [624] "Ruminococcaceae NK4A214 group"        
#> [625] "Prevotella 9"                         
#> [626] "Clostridium"                          
#> [627] NA                                     
#> [628] NA                                     
#> [629] NA                                     
#> [630] "Undibacterium"                        
#> [631] "Lactobacillus"                        
#> [632] NA                                     
#> [633] NA                                     
#> [634] "Harryflintia"                         
#> [635] NA                                     
#> [636] "Blautia"                              
#> [637] "[Eubacterium] hallii group"           
#> [638] NA                                     
#> [639] "Ruminococcus 1"                       
#> [640] "Oscillibacter"                        
#> [641] "[Eubacterium] coprostanoligenes group"
#> [642] "Butyricicoccus"                       
#> [643] NA                                     
#> [644] "Actinomyces"                          
#> [645] "Anaerostipes"                         
#> [646] NA                                     
#> [647] NA                                     
#> [648] NA                                     
#> [649] "DTU089"                               
#> [650] "Clostridium"                          
#> [651] "Alistipes"                            
#> [652] NA                                     
#> [653] "Family XIII UCG-001"                  
#> [654] NA                                     
#> [655] NA                                     
#> [656] "Escherichia/Shigella"                 
#> [657] "Enterorhabdus"                        
#> [658] NA                                     
#> [659] "Blautia"                              
#> [660] NA                                     
#> [661] "Anaerosporobacter"                    
#> [662] "CHKCI001"                             
#> [663] "Family XIII AD3011 group"             
#> [664] NA                                     
#> [665] NA                                     
#> [666] NA                                     
#> [667] "Ralstonia"                            
#> [668] "Lachnospiraceae NC2004 group"         
#> [669] "Ruminococcaceae UCG-014"              
#> [670] NA                                     
#> [671] NA                                     
#> [672] "Alistipes"                            
#> [673] NA                                     
#> [674] "Bacteroides"                          
#> [675] "Ruminococcaceae UCG-011"              
#> [676] NA                                     
#> [677] "Alistipes"                            
#> [678] NA                                     
#> [679] "Dialister"                            
#> [680] "Tyzzerella 4"                         
#> [681] NA                                     
#> [682] NA                                     
#> [683] NA                                     
#> [684] NA                                     
#> [685] "Collinsella"                          
#> [686] "Ruminococcaceae UCG-010"              
#> [687] "[Eubacterium] coprostanoligenes group"
#> [688] "Lactobacillus"                        
#> [689] "Lachnospiraceae UCG-004"              
#> [690] "Anaerofilum"                          
#> [691] NA                                     
#> [692] "Romboutsia"                           
#> [693] "Blautia"                              
#> [694] "Coriobacteriaceae UCG-002"            
#> [695] NA                                     
#> [696] "Ruminococcaceae UCG-002"              
#> [697] NA                                     
#> [698] "Rothia"                               
#> [699] "GCA-900066225"                        
#> [700] "Anaeroplasma"                         
#> [701] NA                                     
#> [702] "Blautia"                              
#> [703] "Bacteroides"                          
#> [704] NA                                     
#> [705] "Lachnoclostridium"                    
#> [706] "Terrisporobacter"                     
#> [707] NA                                     
#> [708] NA                                     
#> [709] NA                                     
#> [710] "Lactobacillus"                        
#> [711] "Lachnotalea"                          
#> [712] "Erysipelatoclostridium"               
#> [713] "Roseburia"                            
#> [714] "Leuconostoc"                          
#> [715] "Blautia"                              
#> [716] NA                                     
#> [717] "Ruminiclostridium 9"                  
#> [718] NA                                     
#> [719] "Sutterella"                           
#> [720] NA                                     
#> [721] "UBA1819"                              
#> [722] NA                                     
#> [723] "Ruminiclostridium 5"                  
#> [724] "Ruminococcaceae UCG-014"              
#> [725] "Christensenella"                      
#> [726] "Anaerofustis"                         
#> [727] NA                                     
#> [728] NA                                     
#> [729] "Victivallis"                          
#> [730] NA                                     
#> [731] "Ruminiclostridium 5"                  
#> [732] "Lachnoclostridium"                    
#> [733] NA                                     
#> [734] "Ruminococcaceae NK4A214 group"        
#> [735] NA                                     
#> [736] "Butyricicoccus"                       
#> [737] "Lachnoclostridium"                    
#> [738] "Lachnospiraceae UCG-001"              
#> [739] NA                                     
#> [740] NA                                     
#> [741] "Ruminococcaceae UCG-011"              
#> [742] NA                                     
#> [743] NA                                     
#> [744] NA                                     
#> [745] NA                                     
#> [746] "Ruminococcaceae UCG-010"              
#> [747] "Slackia"                              
#> [748] NA                                     
#> [749] NA                                     
#> [750] "Lachnoclostridium"                    
#> [751] "Coprococcus"                          
#> [752] "Ruminococcaceae UCG-014"              
#> [753] "Bacteroides"                          
#> [754] NA                                     
#> [755] "Roseburia"                            
#> [756] "Oscillospira"                         
#> [757] "Negativibacillus"                     
#> [758] "Blautia"                              
#> [759] "Streptococcus"                        
#> [760] NA                                     
#> [761] "Faecalibacterium"                     
#> [762] NA                                     
#> [763] NA                                     
#> [764] "Christensenellaceae R-7 group"        
#> [765] "Sarcina"                              
#> [766] "Christensenellaceae R-7 group"        
#> [767] NA                                     
#> [768] "Oscillibacter"                        
#> [769] "Pseudoflavonifractor"                 
#> [770] "Howardella"                           
#> [771] "Family XIII AD3011 group"             
#> [772] NA                                     
#> [773] "Blautia"                              
#> [774] NA                                     
#> [775] "Ruminococcaceae UCG-002"              
#> [776] "Hungatella"                           
#> [777] NA                                     
#> [778] "Coprococcus"                          
#> [779] "Ruminococcaceae NK4A214 group"        
#> [780] "Ruminococcaceae NK4A214 group"        
#> [781] NA                                     
#> [782] NA                                     
#> [783] "Oscillospira"                         
#> [784] "Defluviitaleaceae UCG-011"            
#> [785] "Bacteroides"                          
#> [786] "Sporobacter"                          
#> [787] "Roseburia"                            
#> [788] "Erysipelotrichaceae UCG-003"          
#> [789] "[Ruminococcus] gauvreauii group"      
#> [790] "Lachnospiraceae ND3007 group"         
#> [791] "Anaerostipes"                         
#> [792] NA                                     
#> [793] NA                                     
#> [794] "Ruminococcus"                         
#> [795] "Oxalobacter"                          
#> [796] NA                                     
#> [797] NA                                     
#> [798] NA                                     
#> [799] "[Eubacterium] eligens group"          
#> [800] NA                                     
#> [801] NA                                     
#> [802] "Alistipes"                            
#> [803] "Bifidobacterium"                      
#> [804] NA                                     
#> [805] "Butyricicoccus"                       
#> [806] "[Ruminococcus] gauvreauii group"      
#> [807] NA                                     
#> [808] "Lachnospiraceae NC2004 group"         
#> [809] "Ruminiclostridium 9"                  
#> [810] "Leuconostoc"                          
#> [811] NA                                     
#> [812] NA                                     
#> [813] "Ruminiclostridium 9"                  
#> [814] "Turicibacter"                         
#> [815] NA                                     
#> [816] NA                                     
#> [817] "Alistipes"                            
#> [818] "Bacteroides"                          
#> [819] NA                                     
#> [820] NA                                     
#> [821] NA                                     
#> [822] "Bacteroides"                          
#> [823] "Oscillospira"                         
#> [824] "Anaerofilum"                          
#> [825] "Lachnospiraceae UCG-010"              
#> [826] "Eubacterium"                          
#> [827] "Blautia"                              
#> [828] "Desulfovibrio"                        
#> [829] "Veillonella"                          
#> [830] NA                                     
#> [831] "Clostridium"                          
#> [832] "Halomonas"                            
#> [833] "Ruminococcaceae UCG-013"              
#> [834] NA                                     
#> [835] NA                                     
#> [836] "Ruminococcaceae UCG-009"              
#> [837] "Bacteroides"                          
#> [838] "Eisenbergiella"                       
#> [839] "Papillibacter"                        
#> [840] "Blautia"                              
#> [841] "GCA-900066755"                        
#> [842] NA                                     
#> [843] "Ruminococcaceae UCG-010"              
#> [844] "Parabacteroides"                      
#> [845] "Lachnospiraceae ND3007 group"         
#> [846] "Ruminiclostridium 5"                  
#> [847] NA                                     
#> [848] "Ruminococcaceae UCG-005"              
#> [849] "Holdemanella"                         
#> [850] NA                                     
#> [851] "Ruminococcus"                         
#> [852] NA                                     
#> [853] NA                                     
#> [854] "Christensenellaceae R-7 group"        
#> [855] NA                                     
#> [856] "[Ruminococcus] gauvreauii group"      
#> [857] "Ruminococcaceae NK4A214 group"        
#> [858] NA                                     
#> [859] NA                                     
#> [860] "Parabacteroides"                      
#> [861] "Intestinimonas"                       
#> [862] "Ruminococcaceae UCG-004"              
#> [863] "[Eubacterium] hallii group"           
#> [864] NA                                     
#> [865] NA                                     
#> [866] "Ruminiclostridium"                    
#> [867] "Blautia"                              
#> [868] "Bacteroides"                          
#> [869] "Faecalibacterium"                     
#> [870] "Sellimonas"                           
#> [871] "Butyricimonas"                        
#> [872] "Ruminococcaceae UCG-008"              
#> [873] "Senegalimassilia"                     
#> [874] "Faecalitalea"                         
#> [875] NA                                     
#> [876] "Desulfovibrio"                        
#> [877] NA                                     
#> [878] NA                                     
#> [879] "Blautia"                              
#> [880] "Coprococcus"                          
#> [881] "Ruminococcaceae UCG-014"              
#> [882] "Defluviitaleaceae UCG-011"            
#> [883] "Erysipelatoclostridium"               
#> [884] "Olsenella"                            
#> [885] NA                                     
#> [886] "Erysipelotrichaceae UCG-003"          
#> [887] "Family XIII UCG-001"                  
#> [888] NA                                     
#> [889] "Ruminococcaceae UCG-011"              
#> [890] NA                                     
#> [891] NA                                     
#> [892] "Fusicatenibacter"                     
#> [893] "GCA-900066225"                        
#> [894] "Lachnospiraceae UCG-010"              
#> [895] "Roseburia"                            
#> [896] "Ruminococcus"                         
#> [897] "Roseburia"                            
#> [898] "Butyricicoccus"                       
#> [899] "Ruminococcaceae UCG-014"              
#> [900] "Bacteroides"                          
#> [901] "Lactobacillus"                        
#> [902] "Prevotella 9"                         
#> [903] "Anaerotruncus"                        
#> [904] "Lachnoclostridium"                    
#> [905] "[Eubacterium] eligens group"