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Get the variables in the Microbiome Dataset by their names. The requested variables could belong to any collection or to the metadata. The returned data.table will contain the requested variables as columns and any appropriate identifiers. If one of the requested variables cannot be returned, a warning will be printed.

Usage

getVariables(object, variables)

# S4 method for MbioDataset
getVariables(object, variables)

Arguments

object

A Microbiome Dataset

variables

The names of the variables to return. This should be a named list where the names are collection names and the values are variable names for that collection. For the case of metadata variables, the name should be "metadata".

Value

a data.table of the requested variables

Examples

getCollectionVariableNames(
microbiomeData::DiabImmune, 
"16S (V4) Genus (Relative taxonomic abundance analysis)"
)
#>   [1] "28-4"                                                                                                                                                    
#>   [2] "Abiotrophia"                                                                                                                                             
#>   [3] "Acetanaerobacterium"                                                                                                                                     
#>   [4] "Acetobacter"                                                                                                                                             
#>   [5] "Achromobacter"                                                                                                                                           
#>   [6] "Acidaminococcus"                                                                                                                                         
#>   [7] "Acidibacter"                                                                                                                                             
#>   [8] "Acidiphilium"                                                                                                                                            
#>   [9] "Acidipropionibacterium"                                                                                                                                  
#>  [10] "Acidocella"                                                                                                                                              
#>  [11] "Acidovorax"                                                                                                                                              
#>  [12] "Acinetobacter"                                                                                                                                           
#>  [13] "Actinobacillus"                                                                                                                                          
#>  [14] "Actinobaculum"                                                                                                                                           
#>  [15] "Actinomyces"                                                                                                                                             
#>  [16] "Actinotignum"                                                                                                                                            
#>  [17] "Adlercreutzia"                                                                                                                                           
#>  [18] "Aerococcus"                                                                                                                                              
#>  [19] "Aeromonas"                                                                                                                                               
#>  [20] "Afipia"                                                                                                                                                  
#>  [21] "Agathobacter"                                                                                                                                            
#>  [22] "Aggregatibacter"                                                                                                                                         
#>  [23] "Akkermansia"                                                                                                                                             
#>  [24] "Alcaligenes"                                                                                                                                             
#>  [25] "Alicycliphilus"                                                                                                                                          
#>  [26] "Alistipes"                                                                                                                                               
#>  [27] "Allisonella"                                                                                                                                             
#>  [28] "Allobaculum"                                                                                                                                             
#>  [29] "Alloprevotella"                                                                                                                                          
#>  [30] "Allorhizobium-Neorhizobium-Pararhizobium-Rhizobium"                                                                                                      
#>  [31] "Alloscardovia"                                                                                                                                           
#>  [32] "Amaricoccus"                                                                                                                                             
#>  [33] "Amnibacterium"                                                                                                                                           
#>  [34] "Anaerobium"                                                                                                                                              
#>  [35] "Anaerocolumna"                                                                                                                                           
#>  [36] "Anaerofilum"                                                                                                                                             
#>  [37] "Anaerofustis"                                                                                                                                            
#>  [38] "Anaeroglobus"                                                                                                                                            
#>  [39] "Anaeromyxobacter"                                                                                                                                        
#>  [40] "Anaeroplasma"                                                                                                                                            
#>  [41] "Anaerosporobacter"                                                                                                                                       
#>  [42] "Anaerosporomusa"                                                                                                                                         
#>  [43] "Anaerostignum"                                                                                                                                           
#>  [44] "Anaerostipes"                                                                                                                                            
#>  [45] "Anaerotruncus"                                                                                                                                           
#>  [46] "Angelakisella"                                                                                                                                           
#>  [47] "Angustibacter"                                                                                                                                           
#>  [48] "Anoxybacillus"                                                                                                                                           
#>  [49] "Aquabacterium"                                                                                                                                           
#>  [50] "Aquamonas"                                                                                                                                               
#>  [51] "Arcanobacterium"                                                                                                                                         
#>  [52] "Arcticibacter"                                                                                                                                           
#>  [53] "Asaccharospora"                                                                                                                                          
#>  [54] "Asaia"                                                                                                                                                   
#>  [55] "Asinibacterium"                                                                                                                                          
#>  [56] "Asteroleplasma"                                                                                                                                          
#>  [57] "Asticcacaulis"                                                                                                                                           
#>  [58] "Atopobium"                                                                                                                                               
#>  [59] "Aureimonas"                                                                                                                                              
#>  [60] "Azospira"                                                                                                                                                
#>  [61] "Bacillus"                                                                                                                                                
#>  [62] "Bacteriovorax"                                                                                                                                           
#>  [63] "Bacteroides"                                                                                                                                             
#>  [64] "Barnesiella"                                                                                                                                             
#>  [65] "Bdellovibrio"                                                                                                                                            
#>  [66] "Belnapia"                                                                                                                                                
#>  [67] "Bergeyella"                                                                                                                                              
#>  [68] "Bifidobacterium"                                                                                                                                         
#>  [69] "Bilophila"                                                                                                                                               
#>  [70] "Blastomonas"                                                                                                                                             
#>  [71] "Blautia"                                                                                                                                                 
#>  [72] "Bordetella"                                                                                                                                              
#>  [73] "Bosea"                                                                                                                                                   
#>  [74] "Brachybacterium"                                                                                                                                         
#>  [75] "Bradyrhizobium"                                                                                                                                          
#>  [76] "Brevibacterium"                                                                                                                                          
#>  [77] "Brevundimonas"                                                                                                                                           
#>  [78] "Brucella"                                                                                                                                                
#>  [79] "Bulleidia"                                                                                                                                               
#>  [80] "Burkholderia-Caballeronia-Paraburkholderia"                                                                                                              
#>  [81] "Buttiauxella"                                                                                                                                            
#>  [82] "Butyricicoccus"                                                                                                                                          
#>  [83] "Butyricimonas"                                                                                                                                           
#>  [84] "CAG-352"                                                                                                                                                 
#>  [85] "CAG-56"                                                                                                                                                  
#>  [86] "CAG-873"                                                                                                                                                 
#>  [87] "CHKCI001"                                                                                                                                                
#>  [88] "CHKCI002"                                                                                                                                                
#>  [89] "CL500-29 marine group"                                                                                                                                   
#>  [90] "Caloribacterium"                                                                                                                                         
#>  [91] "Campylobacter"                                                                                                                                           
#>  [92] "Candidatus Arthromitus"                                                                                                                                  
#>  [93] "Candidatus Metachlamydia"                                                                                                                                
#>  [94] "Candidatus Obscuribacter"                                                                                                                                
#>  [95] "Candidatus Phytoplasma"                                                                                                                                  
#>  [96] "Candidatus Soleaferrea"                                                                                                                                  
#>  [97] "Candidatus Stoquefichus"                                                                                                                                 
#>  [98] "Capnocytophaga"                                                                                                                                          
#>  [99] "Caproiciproducens"                                                                                                                                       
#> [100] "Cardiobacterium"                                                                                                                                         
#> [101] "Carnobacterium"                                                                                                                                          
#> [102] "Caryophanon"                                                                                                                                             
#> [103] "Castellaniella"                                                                                                                                          
#> [104] "Catabacter"                                                                                                                                              
#> [105] "Catenibacillus"                                                                                                                                          
#> [106] "Catenibacterium"                                                                                                                                         
#> [107] "Catenisphaera"                                                                                                                                           
#> [108] "Catonella"                                                                                                                                               
#> [109] "Caulobacter"                                                                                                                                             
#> [110] "Cellulomonas"                                                                                                                                            
#> [111] "Cellulosilyticum"                                                                                                                                        
#> [112] "Cellvibrio"                                                                                                                                              
#> [113] "Centipeda"                                                                                                                                               
#> [114] "Cetobacterium"                                                                                                                                           
#> [115] "Christensenella"                                                                                                                                         
#> [116] "Christensenellaceae R-7 group"                                                                                                                           
#> [117] "Chryseobacterium"                                                                                                                                        
#> [118] "Chryseomicrobium"                                                                                                                                        
#> [119] "Chungangia"                                                                                                                                              
#> [120] "Citrobacter"                                                                                                                                             
#> [121] "Clavibacter"                                                                                                                                             
#> [122] "Cloacibacillus"                                                                                                                                          
#> [123] "Cloacibacterium"                                                                                                                                         
#> [124] "Clostridioides"                                                                                                                                          
#> [125] "Clostridium sensu stricto 1"                                                                                                                             
#> [126] "Clostridium sensu stricto 12"                                                                                                                            
#> [127] "Clostridium sensu stricto 13"                                                                                                                            
#> [128] "Clostridium sensu stricto 15"                                                                                                                            
#> [129] "Clostridium sensu stricto 18"                                                                                                                            
#> [130] "Clostridium sensu stricto 2"                                                                                                                             
#> [131] "Clostridium sensu stricto 3"                                                                                                                             
#> [132] "Clostridium sensu stricto 4"                                                                                                                             
#> [133] "Clostridium sensu stricto 6"                                                                                                                             
#> [134] "Colidextribacter"                                                                                                                                        
#> [135] "Collinsella"                                                                                                                                             
#> [136] "Comamonas"                                                                                                                                               
#> [137] "Conexibacter"                                                                                                                                            
#> [138] "Conservatibacter"                                                                                                                                        
#> [139] "Coprobacillus"                                                                                                                                           
#> [140] "Coprobacter"                                                                                                                                             
#> [141] "Coprococcus"                                                                                                                                             
#> [142] "Coriobacteriaceae UCG-002"                                                                                                                               
#> [143] "Corynebacterium"                                                                                                                                         
#> [144] "Cosenzaea"                                                                                                                                               
#> [145] "Criibacterium"                                                                                                                                           
#> [146] "Cryptobacterium"                                                                                                                                         
#> [147] "Curvibacter"                                                                                                                                             
#> [148] "Cutibacterium"                                                                                                                                           
#> [149] "Cytophaga"                                                                                                                                               
#> [150] "DNF00809"                                                                                                                                                
#> [151] "DSSD61"                                                                                                                                                  
#> [152] "DTU089"                                                                                                                                                  
#> [153] "Dechloromonas"                                                                                                                                           
#> [154] "Defluviicoccus"                                                                                                                                          
#> [155] "Defluviitaleaceae UCG-011"                                                                                                                               
#> [156] "Delftia"                                                                                                                                                 
#> [157] "Denitrobacterium"                                                                                                                                        
#> [158] "Dermabacter"                                                                                                                                             
#> [159] "Desemzia"                                                                                                                                                
#> [160] "Desulfovibrio"                                                                                                                                           
#> [161] "Devosia"                                                                                                                                                 
#> [162] "Dialister"                                                                                                                                               
#> [163] "Diaphorobacter"                                                                                                                                          
#> [164] "Dickeya"                                                                                                                                                 
#> [165] "Dielma"                                                                                                                                                  
#> [166] "Dietzia"                                                                                                                                                 
#> [167] "Dinghuibacter"                                                                                                                                           
#> [168] "Diplosphaera"                                                                                                                                            
#> [169] "Dolosigranulum"                                                                                                                                          
#> [170] "Dorea"                                                                                                                                                   
#> [171] "Duganella"                                                                                                                                               
#> [172] "Dysgonomonas"                                                                                                                                            
#> [173] "Edaphobaculum"                                                                                                                                           
#> [174] "Eggerthella"                                                                                                                                             
#> [175] "Eikenella"                                                                                                                                               
#> [176] "Eisenbergiella"                                                                                                                                          
#> [177] "Empedobacter"                                                                                                                                            
#> [178] "Endobacter"                                                                                                                                              
#> [179] "Enhydrobacter"                                                                                                                                           
#> [180] "Enterobacter"                                                                                                                                            
#> [181] "Enterococcus"                                                                                                                                            
#> [182] "Enterorhabdus"                                                                                                                                           
#> [183] "Enteroscipio"                                                                                                                                            
#> [184] "Epulopiscium"                                                                                                                                            
#> [185] "Erwinia"                                                                                                                                                 
#> [186] "Erysipelatoclostridium"                                                                                                                                  
#> [187] "Erysipelotrichaceae UCG-003"                                                                                                                             
#> [188] "Erysipelotrichaceae UCG-006"                                                                                                                             
#> [189] "Escherichia/Shigella"                                                                                                                                    
#> [190] "Eubacterium"                                                                                                                                             
#> [191] "Exiguobacterium"                                                                                                                                         
#> [192] "Extensimonas"                                                                                                                                            
#> [193] "F0058"                                                                                                                                                   
#> [194] "F0332"                                                                                                                                                   
#> [195] "FD2005"                                                                                                                                                  
#> [196] "Facklamia"                                                                                                                                               
#> [197] "Faecalibacterium"                                                                                                                                        
#> [198] "Faecalicoccus"                                                                                                                                           
#> [199] "Faecalitalea"                                                                                                                                            
#> [200] "Falsochrobactrum"                                                                                                                                        
#> [201] "Family XIII AD3011 group"                                                                                                                                
#> [202] "Family XIII UCG-001"                                                                                                                                     
#> [203] "Fictibacillus"                                                                                                                                           
#> [204] "Flaviflexus"                                                                                                                                             
#> [205] "Flavihumibacter"                                                                                                                                         
#> [206] "Flavobacterium"                                                                                                                                          
#> [207] "Flavonifractor"                                                                                                                                          
#> [208] "Floricoccus"                                                                                                                                             
#> [209] "Fluviicola"                                                                                                                                              
#> [210] "Fournierella"                                                                                                                                            
#> [211] "Fretibacterium"                                                                                                                                          
#> [212] "Frisingicoccus"                                                                                                                                          
#> [213] "Fructobacillus"                                                                                                                                          
#> [214] "Fusicatenibacter"                                                                                                                                        
#> [215] "Fusobacterium"                                                                                                                                           
#> [216] "GCA-900066575"                                                                                                                                           
#> [217] "GCA-900066755"                                                                                                                                           
#> [218] "Galbibacter"                                                                                                                                             
#> [219] "Garciella"                                                                                                                                               
#> [220] "Gemella"                                                                                                                                                 
#> [221] "Gemmata"                                                                                                                                                 
#> [222] "Geobacillus"                                                                                                                                             
#> [223] "Gluconobacter"                                                                                                                                           
#> [224] "Glutamicibacter"                                                                                                                                         
#> [225] "Gordonia"                                                                                                                                                
#> [226] "Gordonibacter"                                                                                                                                           
#> [227] "Granulicatella"                                                                                                                                          
#> [228] "Gulbenkiania"                                                                                                                                            
#> [229] "Haemophilus"                                                                                                                                             
#> [230] "Hafnia-Obesumbacterium"                                                                                                                                  
#> [231] "Halomonas"                                                                                                                                               
#> [232] "Haoranjiania"                                                                                                                                            
#> [233] "Harryflintia"                                                                                                                                            
#> [234] "Helicobacter"                                                                                                                                            
#> [235] "Hephaestia"                                                                                                                                              
#> [236] "Herbaspirillum"                                                                                                                                          
#> [237] "Herbinix"                                                                                                                                                
#> [238] "Holdemanella"                                                                                                                                            
#> [239] "Holdemania"                                                                                                                                              
#> [240] "Howardella"                                                                                                                                              
#> [241] "Hungatella"                                                                                                                                              
#> [242] "Hydrocarboniphaga"                                                                                                                                       
#> [243] "Hydrogenophilus"                                                                                                                                         
#> [244] "Hymenobacter"                                                                                                                                            
#> [245] "Iamia"                                                                                                                                                   
#> [246] "Ignavigranum"                                                                                                                                            
#> [247] "Incertae Sedis [EUPATH_0009256_Bacteria_Firmicutes_Clostridia_Lachnospirales_Lachnospiraceae_Incertae_Sedis]"                                            
#> [248] "Incertae Sedis [EUPATH_0009256_Bacteria_Firmicutes_Clostridia_Oscillospirales_Ruminococcaceae_Incertae_Sedis]"                                           
#> [249] "Incertae Sedis [EUPATH_0009256_Bacteria_Proteobacteria_Gammaproteobacteria_Enterobacterales_Erwiniaceae_Incertae_Sedis]"                                 
#> [250] "Incertae Sedis [EUPATH_0009256_Bacteria_Proteobacteria_Gammaproteobacteria_Enterobacterales_Morganellaceae_Incertae_Sedis]"                              
#> [251] "Intestinibacter"                                                                                                                                         
#> [252] "Intestinimonas"                                                                                                                                          
#> [253] "Janthinobacterium"                                                                                                                                       
#> [254] "Jeotgalicoccus"                                                                                                                                          
#> [255] "Johnsonella"                                                                                                                                             
#> [256] "Kingella"                                                                                                                                                
#> [257] "Klebsiella"                                                                                                                                              
#> [258] "Knoellia"                                                                                                                                                
#> [259] "Kocuria"                                                                                                                                                 
#> [260] "Kosakonia"                                                                                                                                               
#> [261] "Lachnoanaerobaculum"                                                                                                                                     
#> [262] "Lachnobacterium"                                                                                                                                         
#> [263] "Lachnoclostridium"                                                                                                                                       
#> [264] "Lachnospira"                                                                                                                                             
#> [265] "Lachnospiraceae AC2044 group"                                                                                                                            
#> [266] "Lachnospiraceae FCS020 group"                                                                                                                            
#> [267] "Lachnospiraceae FE2018 group"                                                                                                                            
#> [268] "Lachnospiraceae NC2004 group"                                                                                                                            
#> [269] "Lachnospiraceae ND3007 group"                                                                                                                            
#> [270] "Lachnospiraceae NK4A136 group"                                                                                                                           
#> [271] "Lachnospiraceae UCG-001"                                                                                                                                 
#> [272] "Lachnospiraceae UCG-002"                                                                                                                                 
#> [273] "Lachnospiraceae UCG-003"                                                                                                                                 
#> [274] "Lachnospiraceae UCG-004"                                                                                                                                 
#> [275] "Lachnospiraceae UCG-008"                                                                                                                                 
#> [276] "Lachnospiraceae UCG-009"                                                                                                                                 
#> [277] "Lachnospiraceae UCG-010"                                                                                                                                 
#> [278] "Lachnospiraceae XPB1014 group"                                                                                                                           
#> [279] "Lachnotalea"                                                                                                                                             
#> [280] "Lactobacillus"                                                                                                                                           
#> [281] "Lactococcus"                                                                                                                                             
#> [282] "Lactonifactor"                                                                                                                                           
#> [283] "Lautropia"                                                                                                                                               
#> [284] "Lawsonella"                                                                                                                                              
#> [285] "Legionella"                                                                                                                                              
#> [286] "Leptotrichia"                                                                                                                                            
#> [287] "Leuconostoc"                                                                                                                                             
#> [288] "Libanicoccus"                                                                                                                                            
#> [289] "Luteimonas"                                                                                                                                              
#> [290] "Luteolibacter"                                                                                                                                           
#> [291] "Macellibacteroides"                                                                                                                                      
#> [292] "Macrococcus"                                                                                                                                             
#> [293] "Mailhella"                                                                                                                                               
#> [294] "Mannheimia"                                                                                                                                              
#> [295] "Marinilactibacillus"                                                                                                                                     
#> [296] "Marmoricola"                                                                                                                                             
#> [297] "Martelella"                                                                                                                                              
#> [298] "Marvinbryantia"                                                                                                                                          
#> [299] "Massilia"                                                                                                                                                
#> [300] "Megamonas"                                                                                                                                               
#> [301] "Megasphaera"                                                                                                                                             
#> [302] "Merdibacter"                                                                                                                                             
#> [303] "Mesorhizobium"                                                                                                                                           
#> [304] "Methanobrevibacter"                                                                                                                                      
#> [305] "Methylibium"                                                                                                                                             
#> [306] "Methylobacillus"                                                                                                                                         
#> [307] "Methylobacterium-Methylorubrum"                                                                                                                          
#> [308] "Methylorosula"                                                                                                                                           
#> [309] "Methylotenera"                                                                                                                                           
#> [310] "Micrococcus"                                                                                                                                             
#> [311] "Mitsuokella"                                                                                                                                             
#> [312] "Mobiluncus"                                                                                                                                              
#> [313] "Mogibacterium"                                                                                                                                           
#> [314] "Moheibacter"                                                                                                                                             
#> [315] "Mongoliitalea"                                                                                                                                           
#> [316] "Monoglobus"                                                                                                                                              
#> [317] "Moraxella"                                                                                                                                               
#> [318] "Morganella"                                                                                                                                              
#> [319] "Moryella"                                                                                                                                                
#> [320] "Mucilaginibacter"                                                                                                                                        
#> [321] "Muribaculum"                                                                                                                                             
#> [322] "Murimonas"                                                                                                                                               
#> [323] "Mycobacterium"                                                                                                                                           
#> [324] "Mycoplasma"                                                                                                                                              
#> [325] "Myxococcus"                                                                                                                                              
#> [326] "NK4A214 group"                                                                                                                                           
#> [327] "Nakamurella"                                                                                                                                             
#> [328] "Nannocystis"                                                                                                                                             
#> [329] "Necropsobacter"                                                                                                                                          
#> [330] "Negativibacillus"                                                                                                                                        
#> [331] "Negativicoccus"                                                                                                                                          
#> [332] "Neisseria"                                                                                                                                               
#> [333] "Neochlamydia"                                                                                                                                            
#> [334] "Neomegalonema"                                                                                                                                           
#> [335] "Neorhizobium"                                                                                                                                            
#> [336] "Neoscardovia"                                                                                                                                            
#> [337] "Nesterenkonia"                                                                                                                                           
#> [338] "Nocardioides"                                                                                                                                            
#> [339] "Nocardiopsis"                                                                                                                                            
#> [340] "Novosphingobium"                                                                                                                                         
#> [341] "Oceanivirga"                                                                                                                                             
#> [342] "Oceanobacillus"                                                                                                                                          
#> [343] "Ochrobactrum"                                                                                                                                            
#> [344] "Odoribacter"                                                                                                                                             
#> [345] "Olsenella"                                                                                                                                               
#> [346] "Oribacterium"                                                                                                                                            
#> [347] "Oscillibacter"                                                                                                                                           
#> [348] "Oscillospira"                                                                                                                                            
#> [349] "Ottowia"                                                                                                                                                 
#> [350] "Oxalobacter"                                                                                                                                             
#> [351] "Oxobacter"                                                                                                                                               
#> [352] "P3OB-42"                                                                                                                                                 
#> [353] "Paenibacillus"                                                                                                                                           
#> [354] "Paeniclostridium"                                                                                                                                        
#> [355] "Paenisporosarcina"                                                                                                                                       
#> [356] "Paludicola"                                                                                                                                              
#> [357] "Papillibacter"                                                                                                                                           
#> [358] "Parabacteroides"                                                                                                                                         
#> [359] "Paraclostridium"                                                                                                                                         
#> [360] "Paracoccus"                                                                                                                                              
#> [361] "Paramesorhizobium"                                                                                                                                       
#> [362] "Paraprevotella"                                                                                                                                          
#> [363] "Parapusillimonas"                                                                                                                                        
#> [364] "Parascardovia"                                                                                                                                           
#> [365] "Parasutterella"                                                                                                                                          
#> [366] "Parvibacter"                                                                                                                                             
#> [367] "Pasteurella"                                                                                                                                             
#> [368] "Paucibacter"                                                                                                                                             
#> [369] "Pediococcus"                                                                                                                                             
#> [370] "Pedobacter"                                                                                                                                              
#> [371] "Peptoclostridium"                                                                                                                                        
#> [372] "Peptococcus"                                                                                                                                             
#> [373] "Peptostreptococcus"                                                                                                                                      
#> [374] "Perlucidibaca"                                                                                                                                           
#> [375] "Phascolarctobacterium"                                                                                                                                   
#> [376] "Phaseolibacter"                                                                                                                                          
#> [377] "Phocea"                                                                                                                                                  
#> [378] "Phoenicibacter"                                                                                                                                          
#> [379] "Phyllobacterium"                                                                                                                                         
#> [380] "Piscinibacter"                                                                                                                                           
#> [381] "Planifilum"                                                                                                                                              
#> [382] "Plesiomonas"                                                                                                                                             
#> [383] "Plot4-2H12"                                                                                                                                              
#> [384] "Pluralibacter"                                                                                                                                           
#> [385] "Polaromonas"                                                                                                                                             
#> [386] "Porphyromonas"                                                                                                                                           
#> [387] "Prevotella"                                                                                                                                              
#> [388] "Prevotellaceae NK3B31 group"                                                                                                                             
#> [389] "Prevotellaceae UCG-001"                                                                                                                                  
#> [390] "Propionibacterium"                                                                                                                                       
#> [391] "Propionimicrobium"                                                                                                                                       
#> [392] "Prosthecobacter"                                                                                                                                         
#> [393] "Proteus"                                                                                                                                                 
#> [394] "Providencia"                                                                                                                                             
#> [395] "Pseudacidovorax"                                                                                                                                         
#> [396] "Pseudaminobacter"                                                                                                                                        
#> [397] "Pseudocitrobacter"                                                                                                                                       
#> [398] "Pseudoflavonifractor"                                                                                                                                    
#> [399] "Pseudoglutamicibacter"                                                                                                                                   
#> [400] "Pseudomonas"                                                                                                                                             
#> [401] "Pseudoramibacter"                                                                                                                                        
#> [402] "Pseudoxanthomonas"                                                                                                                                       
#> [403] "Psychrobacter"                                                                                                                                           
#> [404] "Pygmaiobacter"                                                                                                                                           
#> [405] "Pyramidobacter"                                                                                                                                          
#> [406] "Qipengyuania"                                                                                                                                            
#> [407] "Ralstonia"                                                                                                                                               
#> [408] "Raoultella"                                                                                                                                              
#> [409] "Raoultibacter"                                                                                                                                           
#> [410] "Reyranella"                                                                                                                                              
#> [411] "Rhizorhapis"                                                                                                                                             
#> [412] "Rhodanobacter"                                                                                                                                           
#> [413] "Rhodobacter"                                                                                                                                             
#> [414] "Rhodococcus"                                                                                                                                             
#> [415] "Rikenella"                                                                                                                                               
#> [416] "Rikenellaceae RC9 gut group"                                                                                                                             
#> [417] "Rivicola"                                                                                                                                                
#> [418] "Robinsoniella"                                                                                                                                           
#> [419] "Rodentibacter"                                                                                                                                           
#> [420] "Romboutsia"                                                                                                                                              
#> [421] "Roseburia"                                                                                                                                               
#> [422] "Roseisolibacter"                                                                                                                                         
#> [423] "Rothia"                                                                                                                                                  
#> [424] "Rubellimicrobium"                                                                                                                                        
#> [425] "Ruminococcus"                                                                                                                                            
#> [426] "Rummeliibacillus"                                                                                                                                        
#> [427] "S5-A14a"                                                                                                                                                 
#> [428] "SH-PL14"                                                                                                                                                 
#> [429] "Saccharothrix"                                                                                                                                           
#> [430] "Salinimicrobium"                                                                                                                                         
#> [431] "Salinisphaera"                                                                                                                                           
#> [432] "Salipaludibacillus"                                                                                                                                      
#> [433] "Salmonella"                                                                                                                                              
#> [434] "Sanguibacteroides"                                                                                                                                       
#> [435] "Sarcina"                                                                                                                                                 
#> [436] "Scardovia"                                                                                                                                               
#> [437] "Sedimentibacter"                                                                                                                                         
#> [438] "Segetibacter"                                                                                                                                            
#> [439] "Selenomonas"                                                                                                                                             
#> [440] "Sellimonas"                                                                                                                                              
#> [441] "Senegalimassilia"                                                                                                                                        
#> [442] "Serratia"                                                                                                                                                
#> [443] "Shimwellia"                                                                                                                                              
#> [444] "Shuttleworthia"                                                                                                                                          
#> [445] "Slackia"                                                                                                                                                 
#> [446] "Sneathia"                                                                                                                                                
#> [447] "Solibacillus"                                                                                                                                            
#> [448] "Solobacterium"                                                                                                                                           
#> [449] "Sphingoaurantiacus"                                                                                                                                      
#> [450] "Sphingobacterium"                                                                                                                                        
#> [451] "Sphingobium"                                                                                                                                             
#> [452] "Sphingomonas"                                                                                                                                            
#> [453] "Sphingopyxis"                                                                                                                                            
#> [454] "Sporolactobacillus"                                                                                                                                      
#> [455] "Staphylococcus"                                                                                                                                          
#> [456] "Stenotrophomonas"                                                                                                                                        
#> [457] "Stomatobaculum"                                                                                                                                          
#> [458] "Streptobacillus"                                                                                                                                         
#> [459] "Streptococcus"                                                                                                                                           
#> [460] "Subdoligranulum"                                                                                                                                         
#> [461] "Succinatimonas"                                                                                                                                          
#> [462] "Succiniclasticum"                                                                                                                                        
#> [463] "Succinivibrio"                                                                                                                                           
#> [464] "Sulfurospirillum"                                                                                                                                        
#> [465] "Sutterella"                                                                                                                                              
#> [466] "Synergistes"                                                                                                                                             
#> [467] "TM7x"                                                                                                                                                    
#> [468] "Tannerella"                                                                                                                                              
#> [469] "Tatumella"                                                                                                                                               
#> [470] "Tepidimonas"                                                                                                                                             
#> [471] "Tepidiphilus"                                                                                                                                            
#> [472] "Terrisporobacter"                                                                                                                                        
#> [473] "Tetragenococcus"                                                                                                                                         
#> [474] "Thermus"                                                                                                                                                 
#> [475] "Timonella"                                                                                                                                               
#> [476] "Tolumonas"                                                                                                                                               
#> [477] "Trabulsiella"                                                                                                                                            
#> [478] "Tropheryma"                                                                                                                                              
#> [479] "Trueperella"                                                                                                                                             
#> [480] "Turicibacter"                                                                                                                                            
#> [481] "Tuzzerella"                                                                                                                                              
#> [482] "Tyzzerella"                                                                                                                                              
#> [483] "UBA1819"                                                                                                                                                 
#> [484] "UC5-1-2E3"                                                                                                                                               
#> [485] "UCG-002"                                                                                                                                                 
#> [486] "UCG-003"                                                                                                                                                 
#> [487] "UCG-004"                                                                                                                                                 
#> [488] "UCG-005"                                                                                                                                                 
#> [489] "UCG-007"                                                                                                                                                 
#> [490] "UCG-008"                                                                                                                                                 
#> [491] "UCG-009"                                                                                                                                                 
#> [492] "Ureibacillus"                                                                                                                                            
#> [493] "Varibaculum"                                                                                                                                             
#> [494] "Variovorax"                                                                                                                                              
#> [495] "Veillonella"                                                                                                                                             
#> [496] "Verticiella"                                                                                                                                             
#> [497] "Victivallis"                                                                                                                                             
#> [498] "Vulcaniibacterium"                                                                                                                                       
#> [499] "Weissella"                                                                                                                                               
#> [500] "Xanthomonas"                                                                                                                                             
#> [501] "Yersinia"                                                                                                                                                
#> [502] "Yokenella"                                                                                                                                               
#> [503] "Zoogloea"                                                                                                                                                
#> [504] "[Bacteroides] pectinophilus group"                                                                                                                       
#> [505] "[Clostridium] innocuum group"                                                                                                                            
#> [506] "[Eubacterium] brachy group"                                                                                                                              
#> [507] "[Eubacterium] eligens group"                                                                                                                             
#> [508] "[Eubacterium] fissicatena group"                                                                                                                         
#> [509] "[Eubacterium] hallii group"                                                                                                                              
#> [510] "[Eubacterium] nodatum group"                                                                                                                             
#> [511] "[Eubacterium] oxidoreducens group"                                                                                                                       
#> [512] "[Eubacterium] ruminantium group"                                                                                                                         
#> [513] "[Eubacterium] siraeum group"                                                                                                                             
#> [514] "[Eubacterium] ventriosum group"                                                                                                                          
#> [515] "[Eubacterium] xylanophilum group"                                                                                                                        
#> [516] "[Ruminococcus] gauvreauii group"                                                                                                                         
#> [517] "[Ruminococcus] gnavus group"                                                                                                                             
#> [518] "[Ruminococcus] torques group"                                                                                                                            
#> [519] "unclassified 0319-6G20"                                                                                                                                  
#> [520] "unclassified 67-14"                                                                                                                                      
#> [521] "unclassified A0839"                                                                                                                                      
#> [522] "unclassified Acetobacteraceae"                                                                                                                           
#> [523] "unclassified Acidaminococcaceae"                                                                                                                         
#> [524] "unclassified Actinobacteria"                                                                                                                             
#> [525] "unclassified Actinomycetaceae"                                                                                                                           
#> [526] "unclassified Aeromonadales"                                                                                                                              
#> [527] "unclassified Anaerococcus"                                                                                                                               
#> [528] "unclassified Anaerosalibacter"                                                                                                                           
#> [529] "unclassified Anaerovoracaceae"                                                                                                                           
#> [530] "unclassified Armatimonadales"                                                                                                                            
#> [531] "unclassified Atopobiaceae"                                                                                                                               
#> [532] "unclassified Bacillaceae"                                                                                                                                
#> [533] "unclassified Bacillales"                                                                                                                                 
#> [534] "unclassified Bacilli"                                                                                                                                    
#> [535] "unclassified Bacteroidales"                                                                                                                              
#> [536] "unclassified Bacteroidia"                                                                                                                                
#> [537] "unclassified Barnesiellaceae"                                                                                                                            
#> [538] "unclassified Bifidobacteriaceae"                                                                                                                         
#> [539] "unclassified Burkholderiales"                                                                                                                            
#> [540] "unclassified Butyricicoccaceae"                                                                                                                          
#> [541] "unclassified Caloramatoraceae"                                                                                                                           
#> [542] "unclassified Carnobacteriaceae"                                                                                                                          
#> [543] "unclassified Caulobacteraceae"                                                                                                                           
#> [544] "unclassified Chloroplast"                                                                                                                                
#> [545] "unclassified Christensenellaceae"                                                                                                                        
#> [546] "unclassified Chroococcidiopsaceae"                                                                                                                       
#> [547] "unclassified Clostridia UCG-014"                                                                                                                         
#> [548] "unclassified Clostridia"                                                                                                                                 
#> [549] "unclassified Clostridia vadinBB60 group"                                                                                                                 
#> [550] "unclassified Clostridiaceae"                                                                                                                             
#> [551] "unclassified Clostridiales"                                                                                                                              
#> [552] "unclassified Comamonadaceae"                                                                                                                             
#> [553] "unclassified Coriobacteriales Incertae Sedis [EUPATH_0009256_Bacteria_Actinobacteriota_Coriobacteriia_Coriobacteriales_Coriobacteriales_Incertae_Sedis_]"
#> [554] "unclassified Coriobacteriales"                                                                                                                           
#> [555] "unclassified Corynebacteriaceae"                                                                                                                         
#> [556] "unclassified Desulfovibrionaceae"                                                                                                                        
#> [557] "unclassified Devosiaceae"                                                                                                                                
#> [558] "unclassified Diplorickettsiaceae"                                                                                                                        
#> [559] "unclassified Eggerthellaceae"                                                                                                                            
#> [560] "unclassified Enterobacterales"                                                                                                                           
#> [561] "unclassified Enterobacteriaceae"                                                                                                                         
#> [562] "unclassified Enterococcaceae"                                                                                                                            
#> [563] "unclassified Erwiniaceae"                                                                                                                                
#> [564] "unclassified Erysipelatoclostridiaceae"                                                                                                                  
#> [565] "unclassified Erysipelotrichaceae"                                                                                                                        
#> [566] "unclassified Erysipelotrichales"                                                                                                                         
#> [567] "unclassified Ethanoligenenaceae"                                                                                                                         
#> [568] "unclassified Eubacteriaceae"                                                                                                                             
#> [569] "unclassified Ezakiella"                                                                                                                                  
#> [570] "unclassified Fastidiosipila"                                                                                                                             
#> [571] "unclassified Fenollaria"                                                                                                                                 
#> [572] "unclassified Fimbriimonadaceae"                                                                                                                          
#> [573] "unclassified Finegoldia"                                                                                                                                 
#> [574] "unclassified Firmicutes"                                                                                                                                 
#> [575] "unclassified Flavobacteriaceae"                                                                                                                          
#> [576] "unclassified Flavobacteriales"                                                                                                                           
#> [577] "unclassified Fusobacteriaceae"                                                                                                                           
#> [578] "unclassified Gaiellales"                                                                                                                                 
#> [579] "unclassified Gallicola"                                                                                                                                  
#> [580] "unclassified Gammaproteobacteria"                                                                                                                        
#> [581] "unclassified Gastranaerophilales"                                                                                                                        
#> [582] "unclassified Gemmataceae"                                                                                                                                
#> [583] "unclassified Hungateiclostridiaceae"                                                                                                                     
#> [584] "unclassified Hydrogenoanaerobacterium"                                                                                                                   
#> [585] "unclassified Izemoplasmatales"                                                                                                                           
#> [586] "unclassified JI49D030"                                                                                                                                   
#> [587] "unclassified KD3-93"                                                                                                                                     
#> [588] "unclassified Kapabacteriales"                                                                                                                            
#> [589] "unclassified Lachnospiraceae"                                                                                                                            
#> [590] "unclassified Lachnospirales"                                                                                                                             
#> [591] "unclassified Lactobacillales"                                                                                                                            
#> [592] "unclassified Leuconostocaceae"                                                                                                                           
#> [593] "unclassified Lineage IV"                                                                                                                                 
#> [594] "unclassified MAT-CR-H4-C10"                                                                                                                              
#> [595] "unclassified Methylococcaceae"                                                                                                                           
#> [596] "unclassified Micavibrionales"                                                                                                                            
#> [597] "unclassified Microbacteriaceae"                                                                                                                          
#> [598] "unclassified Micrococcaceae"                                                                                                                             
#> [599] "unclassified Micrococcales"                                                                                                                              
#> [600] "unclassified Mitochondria"                                                                                                                               
#> [601] "unclassified Moraxellaceae"                                                                                                                              
#> [602] "unclassified Murdochiella"                                                                                                                               
#> [603] "unclassified Muribaculaceae"                                                                                                                             
#> [604] "unclassified NS9 marine group"                                                                                                                           
#> [605] "unclassified Neisseriaceae"                                                                                                                              
#> [606] "unclassified OLB14"                                                                                                                                      
#> [607] "unclassified Opitutales"                                                                                                                                 
#> [608] "unclassified Oscillospiraceae"                                                                                                                           
#> [609] "unclassified Oscillospirales"                                                                                                                            
#> [610] "unclassified Oxalobacteraceae"                                                                                                                           
#> [611] "unclassified P5D1-392"                                                                                                                                   
#> [612] "unclassified PLTA13"                                                                                                                                     
#> [613] "unclassified Paenibacillaceae"                                                                                                                           
#> [614] "unclassified Paracaedibacteraceae"                                                                                                                       
#> [615] "unclassified Parachlamydiaceae"                                                                                                                          
#> [616] "unclassified Parvimonas"                                                                                                                                 
#> [617] "unclassified Pasteurellaceae"                                                                                                                            
#> [618] "unclassified Peptococcaceae"                                                                                                                             
#> [619] "unclassified Peptoniphilus"                                                                                                                              
#> [620] "unclassified Peptostreptococcaceae"                                                                                                                      
#> [621] "unclassified Peptostreptococcales-Tissierellales"                                                                                                        
#> [622] "unclassified Planctomycetales"                                                                                                                           
#> [623] "unclassified Planococcaceae"                                                                                                                             
#> [624] "unclassified Prevotellaceae"                                                                                                                             
#> [625] "unclassified Promicromonosporaceae"                                                                                                                      
#> [626] "unclassified Propionibacteriaceae"                                                                                                                       
#> [627] "unclassified Proteobacteria"                                                                                                                             
#> [628] "unclassified Pseudomonadaceae"                                                                                                                           
#> [629] "unclassified Puniceicoccaceae"                                                                                                                           
#> [630] "unclassified RF39"                                                                                                                                       
#> [631] "unclassified Rhizobiaceae"                                                                                                                               
#> [632] "unclassified Rhizobiales Incertae Sedis [EUPATH_0009256_Bacteria_Proteobacteria_Alphaproteobacteria_Rhizobiales_Rhizobiales_Incertae_Sedis_]"            
#> [633] "unclassified Rhizobiales"                                                                                                                                
#> [634] "unclassified Rhodobacteraceae"                                                                                                                           
#> [635] "unclassified Rhodocyclaceae"                                                                                                                             
#> [636] "unclassified Rhodospirillales"                                                                                                                           
#> [637] "unclassified Rickettsiales"                                                                                                                              
#> [638] "unclassified Rikenellaceae"                                                                                                                              
#> [639] "unclassified Ruminiclostridium"                                                                                                                          
#> [640] "unclassified Ruminococcaceae"                                                                                                                            
#> [641] "unclassified ST-12K33"                                                                                                                                   
#> [642] "unclassified Saccharimonadales"                                                                                                                          
#> [643] "unclassified Sandaracinaceae"                                                                                                                            
#> [644] "unclassified Selenomonadaceae"                                                                                                                           
#> [645] "unclassified Simkaniaceae"                                                                                                                               
#> [646] "unclassified Solimonadaceae"                                                                                                                             
#> [647] "unclassified Sphingobacteriales"                                                                                                                         
#> [648] "unclassified Sphingomonadaceae"                                                                                                                          
#> [649] "unclassified Staphylococcaceae"                                                                                                                          
#> [650] "unclassified Streptococcaceae"                                                                                                                           
#> [651] "unclassified Succinivibrionaceae"                                                                                                                        
#> [652] "unclassified Sutterellaceae"                                                                                                                             
#> [653] "unclassified TRA3-20"                                                                                                                                    
#> [654] "unclassified Tannerellaceae"                                                                                                                             
#> [655] "unclassified Tepidimicrobium"                                                                                                                            
#> [656] "unclassified UCG-010"                                                                                                                                    
#> [657] "unclassified UCG-011"                                                                                                                                    
#> [658] "unclassified Veillonellaceae"                                                                                                                            
#> [659] "unclassified Veillonellales-Selenomonadales"                                                                                                             
#> [660] "unclassified Vermiphilaceae"                                                                                                                             
#> [661] "unclassified Verrucomicrobiales"                                                                                                                         
#> [662] "unclassified Verrucomicrobiota"                                                                                                                          
#> [663] "unclassified Victivallaceae"                                                                                                                             
#> [664] "unclassified W5053"                                                                                                                                      
#> [665] "unclassified WPS-2"                                                                                                                                      
#> [666] "unclassified Weeksellaceae"                                                                                                                              
#> [667] "unclassified Xanthobacteraceae"                                                                                                                          
#> [668] "unclassified Yersiniaceae"                                                                                                                               
#> [669] "unclassified [Clostridium] methylpentosum group"                                                                                                         
#> [670] "unclassified [Eubacterium] coprostanoligenes group"                                                                                                      
#> [671] "unclassified vadinBE97"                                                                                                                                  

getMetadataVariableNames(microbiomeData::DiabImmune)
#>  [1] "Participant_Id"                                      
#>  [2] "participant_repeated_measure_Id"                     
#>  [3] "age_months"                                          
#>  [4] "age_1st_animal_milk_or_solids_given_days"            
#>  [5] "age_1st_given_apple_months"                          
#>  [6] "age_1st_given_banana_months"                         
#>  [7] "age_1st_given_barley_months"                         
#>  [8] "age_1st_given_beef_months"                           
#>  [9] "age_1st_given_berries_months"                        
#> [10] "age_1st_given_cabbs_months"                          
#> [11] "age_1st_given_carrot_months"                         
#> [12] "age_1st_given_corn_months"                           
#> [13] "age_1st_given_cowsmilk_months"                       
#> [14] "age_1st_given_egg_months"                            
#> [15] "age_1st_given_fish_months"                           
#> [16] "age_1st_given_milk_products_months"                  
#> [17] "age_1st_given_oat_months"                            
#> [18] "age_1st_given_pear_months"                           
#> [19] "age_1st_given_peas_months"                           
#> [20] "age_1st_given_plum_months"                           
#> [21] "age_1st_given_pork_months"                           
#> [22] "age_1st_given_potato_months"                         
#> [23] "age_1st_given_poultry_months"                        
#> [24] "age_1st_given_rice_months"                           
#> [25] "age_1st_given_rye_months"                            
#> [26] "age_1st_given_sweet_potato_months"                   
#> [27] "age_1st_given_tomato_months"                         
#> [28] "age_1st_given_wheat_months"                          
#> [29] "age_at_anthropometry_days"                           
#> [30] "age_at_two_autoantibodies_positive_days"             
#> [31] "age_at_type_1_diabetes_diagnosis_days"               
#> [32] "antibiotics_before_delivery_by_maternal_report"      
#> [33] "bmi_minus_for_minus_age_z_minus_score"               
#> [34] "breastfed_duration"                                  
#> [35] "country"                                             
#> [36] "delivery_mode"                                       
#> [37] "diet_in_first_three_days"                            
#> [38] "exclusive_breastfed_duration"                        
#> [39] "gestational_diabetes_by_maternal_report"             
#> [40] "glutamic_acid_decarboxylase_antibodies"              
#> [41] "hla_risk_by_hla_haplotyping"                         
#> [42] "height_minus_for_minus_age_z_minus_score"            
#> [43] "insulin_autoantibodies"                              
#> [44] "insulinoma_minus_associated_protein_2_autoantibodies"
#> [45] "islet_cell_autoantibodies"                           
#> [46] "linear_growth_during_1st_year_cm"                    
#> [47] "maternal_age_at_birth_year"                          
#> [48] "mean_linear_growth_during_1st_3_years_cm_year"       
#> [49] "mean_weight_gain_during_1st_3_years_kg_year"         
#> [50] "sex"                                                 
#> [51] "study_group"                                         
#> [52] "type_1_diabetes_diagnosed"                           
#> [53] "urban_or_rural_site"                                 
#> [54] "weight_gain_during_1st_year_kg"                      
#> [55] "weight_minus_for_minus_age_z_minus_score"            
#> [56] "zinc_transporter_8_autoantibodies"                   
#> [57] "Sample_Id"                                           
#> [58] "habitat"                                             
#> [59] "host_body_habitat"                                   
#> [60] "host_body_product"                                   
#> [61] "host_body_site"                                      
#> [62] "sample_type"                                         
variablesDT <- getVariables(
     microbiomeData::DiabImmune, 
     list("metadata" = c("age_months", "sex"),
          "16S (V4) Genus (Relative taxonomic abundance analysis)" = "Bacteroides", 
          "Shotgun metagenomics Metagenome enzyme pathway abundance data" = "ANAGLYCOLYSIS-PWY: glycolysis III (from glucose)"
     )
)
#> 
#> 2024-06-26 14:28:49.62304 Removed 300 records with no data.