Contents

1 Introduction

This package provides annotation data for the Heterorhabditis bacteriophora organism. It includes gene information, functional annotations, and kegg pathway information derived from the Wormbase Parasite and various other biological databases.

# Installation
if (!requireNamespace("BiocManager", quietly = TRUE)) {
  install.packages("BiocManager")
}
BiocManager::install(version = "devel")
if (!requireNamespace("AnnotationHub", quietly = TRUE)) {
  install.packages("AnnotationHub")
}

1.1 Loading packages

# Loading the Package
library(AnnotationHub)
## Loading required package: BiocGenerics
## Loading required package: generics
## 
## Attaching package: 'generics'
## The following objects are masked from 'package:base':
## 
##     as.difftime, as.factor, as.ordered, intersect, is.element, setdiff,
##     setequal, union
## 
## Attaching package: 'BiocGenerics'
## The following objects are masked from 'package:stats':
## 
##     IQR, mad, sd, var, xtabs
## The following objects are masked from 'package:base':
## 
##     Filter, Find, Map, Position, Reduce, anyDuplicated, aperm, append,
##     as.data.frame, basename, cbind, colnames, dirname, do.call,
##     duplicated, eval, evalq, get, grep, grepl, is.unsorted, lapply,
##     mapply, match, mget, order, paste, pmax, pmax.int, pmin, pmin.int,
##     rank, rbind, rownames, sapply, saveRDS, table, tapply, unique,
##     unsplit, which.max, which.min
## Loading required package: BiocFileCache
## Loading required package: dbplyr
# Installing the org.Hbacteriophora.eg.db package
ah <- AnnotationHub()
org.Hbacteriophora.eg.db <- ah[["AH121717"]]
## downloading 1 resources
## retrieving 1 resource
## loading from cache
## Loading required package: AnnotationDbi
## Loading required package: stats4
## Loading required package: Biobase
## Welcome to Bioconductor
## 
##     Vignettes contain introductory material; view with
##     'browseVignettes()'. To cite Bioconductor, see
##     'citation("Biobase")', and for packages 'citation("pkgname")'.
## 
## Attaching package: 'Biobase'
## The following object is masked from 'package:AnnotationHub':
## 
##     cache
## Loading required package: IRanges
## Loading required package: S4Vectors
## 
## Attaching package: 'S4Vectors'
## The following object is masked from 'package:utils':
## 
##     findMatches
## The following objects are masked from 'package:base':
## 
##     I, expand.grid, unname

1.2 Supported key types

# List all supported key types
keytypes(org.Hbacteriophora.eg.db)
##  [1] "EVIDENCE"    "EVIDENCEALL" "GENENAME"    "GID"         "GO"         
##  [6] "GOALL"       "KEGGPATHWAY" "ONTOLOGY"    "ONTOLOGYALL" "SYMBOL"

1.3 Accessing Gene Information

# Accessing Gene Information
keys <- head(keys(org.Hbacteriophora.eg.db, 
                  keytype = "GID")) # Get sample gene IDs
select(org.Hbacteriophora.eg.db, 
       keys = keys, 
       columns = c("GENENAME", "SYMBOL"), 
       keytype = "GID")
## 'select()' returned 1:1 mapping between keys and columns
##         GID
## 1 Hba_00001
## 2 Hba_00004
## 3 Hba_00009
## 4 Hba_00010
## 5 Hba_00017
## 6 Hba_00018
##                                                                                                                                                                           GENENAME
## 1                                                                                                                                                    Pao retrotransposon peptidase
## 2                                                                                                                                            Receptor family ligand binding region
## 3                                                                                                                                                           ABC-2 type transporter
## 4                                                                                                                                                           ABC-2 type transporter
## 5                                                                                                                                                            NNMT/PNMT/TEMT family
## 6 Tubulin is the major constituent of microtubules. It binds two moles of GTP, one at an exchangeable site on the beta chain and one at a non-exchangeable site on the alpha chain
##          SYMBOL
## 1 Not Available
## 2 Not Available
## 3         wht-7
## 4         wht-7
## 5          NNMT
## 6        TUBA3E

1.4 Querying GO Terms

# Querying GO Terms
select(org.Hbacteriophora.eg.db, 
       keys = keys, 
       columns = c("GO", "ONTOLOGY"), 
       keytype = "GID")
## 'select()' returned 1:many mapping between keys and columns
##           GID         GO ONTOLOGY
## 1   Hba_00001       <NA>     <NA>
## 2   Hba_00004 GO:0035556       BP
## 3   Hba_00004 GO:0016829       MF
## 4   Hba_00004 GO:0009190       BP
## 5   Hba_00009 GO:0000003       BP
## 6   Hba_00009 GO:0001408       BP
## 7   Hba_00009 GO:0001409       MF
## 8   Hba_00009 GO:0001504       BP
## 9   Hba_00009 GO:0001505       BP
## 10  Hba_00009 GO:0003008       BP
## 11  Hba_00009 GO:0003674       MF
## 12  Hba_00009 GO:0003824       MF
## 13  Hba_00009 GO:0005215       MF
## 14  Hba_00009 GO:0005275       MF
## 15  Hba_00009 GO:0005345       MF
## 16  Hba_00009 GO:0005346       MF
## 17  Hba_00009 GO:0005575       CC
## 18  Hba_00009 GO:0005622       CC
## 19  Hba_00009 GO:0005737       CC
## 20  Hba_00009 GO:0005886       CC
## 21  Hba_00009 GO:0006576       BP
## 22  Hba_00009 GO:0006725       BP
## 23  Hba_00009 GO:0006726       BP
## 24  Hba_00009 GO:0006727       BP
## 25  Hba_00009 GO:0006807       BP
## 26  Hba_00009 GO:0006810       BP
## 27  Hba_00009 GO:0006811       BP
## 28  Hba_00009 GO:0006812       BP
## 29  Hba_00009 GO:0006820       BP
## 30  Hba_00009 GO:0006836       BP
## 31  Hba_00009 GO:0006856       BP
## 32  Hba_00009 GO:0006862       BP
## 33  Hba_00009 GO:0006863       BP
## 34  Hba_00009 GO:0007610       BP
## 35  Hba_00009 GO:0007611       BP
## 36  Hba_00009 GO:0007613       BP
## 37  Hba_00009 GO:0007617       BP
## 38  Hba_00009 GO:0007618       BP
## 39  Hba_00009 GO:0007619       BP
## 40  Hba_00009 GO:0008049       BP
## 41  Hba_00009 GO:0008055       BP
## 42  Hba_00009 GO:0008150       BP
## 43  Hba_00009 GO:0008152       BP
## 44  Hba_00009 GO:0008509       MF
## 45  Hba_00009 GO:0008514       MF
## 46  Hba_00009 GO:0008558       MF
## 47  Hba_00009 GO:0009058       BP
## 48  Hba_00009 GO:0009308       BP
## 49  Hba_00009 GO:0009309       BP
## 50  Hba_00009 GO:0009605       BP
## 51  Hba_00009 GO:0009628       BP
## 52  Hba_00009 GO:0009629       BP
## 53  Hba_00009 GO:0009987       BP
## 54  Hba_00009 GO:0015075       MF
## 55  Hba_00009 GO:0015205       MF
## 56  Hba_00009 GO:0015208       MF
## 57  Hba_00009 GO:0015215       MF
## 58  Hba_00009 GO:0015216       MF
## 59  Hba_00009 GO:0015399       MF
## 60  Hba_00009 GO:0015605       MF
## 61  Hba_00009 GO:0015711       BP
## 62  Hba_00009 GO:0015748       BP
## 63  Hba_00009 GO:0015837       BP
## 64  Hba_00009 GO:0015842       BP
## 65  Hba_00009 GO:0015851       BP
## 66  Hba_00009 GO:0015854       BP
## 67  Hba_00009 GO:0015865       BP
## 68  Hba_00009 GO:0015868       BP
## 69  Hba_00009 GO:0015931       BP
## 70  Hba_00009 GO:0015932       MF
## 71  Hba_00009 GO:0016020       CC
## 72  Hba_00009 GO:0016462       MF
## 73  Hba_00009 GO:0016787       MF
## 74  Hba_00009 GO:0016817       MF
## 75  Hba_00009 GO:0016818       MF
## 76  Hba_00009 GO:0016887       MF
## 77  Hba_00009 GO:0017111       MF
## 78  Hba_00009 GO:0018130       BP
## 79  Hba_00009 GO:0019098       BP
## 80  Hba_00009 GO:0019438       BP
## 81  Hba_00009 GO:0019748       BP
## 82  Hba_00009 GO:0019953       BP
## 83  Hba_00009 GO:0022414       BP
## 84  Hba_00009 GO:0022804       MF
## 85  Hba_00009 GO:0022857       MF
## 86  Hba_00009 GO:0031090       CC
## 87  Hba_00009 GO:0031410       CC
## 88  Hba_00009 GO:0031982       CC
## 89  Hba_00009 GO:0032501       BP
## 90  Hba_00009 GO:0032504       BP
## 91  Hba_00009 GO:0033060       BP
## 92  Hba_00009 GO:0034220       BP
## 93  Hba_00009 GO:0034641       BP
## 94  Hba_00009 GO:0040011       BP
## 95  Hba_00009 GO:0042330       BP
## 96  Hba_00009 GO:0042332       BP
## 97  Hba_00009 GO:0042401       BP
## 98  Hba_00009 GO:0042440       BP
## 99  Hba_00009 GO:0042441       BP
## 100 Hba_00009 GO:0042626       MF
## 101 Hba_00009 GO:0043226       CC
## 102 Hba_00009 GO:0043227       CC
## 103 Hba_00009 GO:0043229       CC
## 104 Hba_00009 GO:0043324       BP
## 105 Hba_00009 GO:0043473       BP
## 106 Hba_00009 GO:0043474       BP
## 107 Hba_00009 GO:0044237       BP
## 108 Hba_00009 GO:0044249       BP
## 109 Hba_00009 GO:0044271       BP
## 110 Hba_00009 GO:0044550       BP
## 111 Hba_00009 GO:0044703       BP
## 112 Hba_00009 GO:0045117       BP
## 113 Hba_00009 GO:0046148       BP
## 114 Hba_00009 GO:0046152       BP
## 115 Hba_00009 GO:0046158       BP
## 116 Hba_00009 GO:0046483       BP
## 117 Hba_00009 GO:0048066       BP
## 118 Hba_00009 GO:0048069       BP
## 119 Hba_00009 GO:0048072       BP
## 120 Hba_00009 GO:0048609       BP
## 121 Hba_00009 GO:0048770       CC
## 122 Hba_00009 GO:0050877       BP
## 123 Hba_00009 GO:0050890       BP
## 124 Hba_00009 GO:0050896       BP
## 125 Hba_00009 GO:0051179       BP
## 126 Hba_00009 GO:0051234       BP
## 127 Hba_00009 GO:0051608       BP
## 128 Hba_00009 GO:0051615       BP
## 129 Hba_00009 GO:0051641       BP
## 130 Hba_00009 GO:0051649       BP
## 131 Hba_00009 GO:0055085       BP
## 132 Hba_00009 GO:0060179       BP
## 133 Hba_00009 GO:0065007       BP
## 134 Hba_00009 GO:0065008       BP
## 135 Hba_00009 GO:0070729       BP
## 136 Hba_00009 GO:0070731       BP
## 137 Hba_00009 GO:0071702       BP
## 138 Hba_00009 GO:0071704       BP
## 139 Hba_00009 GO:0071705       BP
## 140 Hba_00009 GO:0071944       CC
## 141 Hba_00009 GO:0072530       BP
## 142 Hba_00009 GO:0090741       CC
## 143 Hba_00009 GO:0097708       CC
## 144 Hba_00009 GO:0098588       CC
## 145 Hba_00009 GO:0098656       BP
## 146 Hba_00009 GO:0098657       BP
## 147 Hba_00009 GO:0098700       BP
## 148 Hba_00009 GO:0099504       BP
## 149 Hba_00009 GO:1901264       BP
## 150 Hba_00009 GO:1901360       BP
## 151 Hba_00009 GO:1901362       BP
## 152 Hba_00009 GO:1901505       MF
## 153 Hba_00009 GO:1901564       BP
## 154 Hba_00009 GO:1901566       BP
## 155 Hba_00009 GO:1901576       BP
## 156 Hba_00009 GO:1901679       BP
## 157 Hba_00009 GO:1903716       BP
## 158 Hba_00009 GO:1903790       BP
## 159 Hba_00009 GO:1904823       BP
## 160 Hba_00009 GO:1905948       MF
## 161 Hba_00009 GO:0140359       MF
## 162 Hba_00010 GO:0000003       BP
## 163 Hba_00010 GO:0001408       BP
## 164 Hba_00010 GO:0001409       MF
## 165 Hba_00010 GO:0001504       BP
## 166 Hba_00010 GO:0001505       BP
## 167 Hba_00010 GO:0003008       BP
## 168 Hba_00010 GO:0003674       MF
## 169 Hba_00010 GO:0003824       MF
## 170 Hba_00010 GO:0005215       MF
## 171 Hba_00010 GO:0005275       MF
## 172 Hba_00010 GO:0005345       MF
## 173 Hba_00010 GO:0005346       MF
## 174 Hba_00010 GO:0005575       CC
## 175 Hba_00010 GO:0005622       CC
## 176 Hba_00010 GO:0005737       CC
## 177 Hba_00010 GO:0005886       CC
## 178 Hba_00010 GO:0006576       BP
## 179 Hba_00010 GO:0006725       BP
## 180 Hba_00010 GO:0006726       BP
## 181 Hba_00010 GO:0006727       BP
## 182 Hba_00010 GO:0006807       BP
## 183 Hba_00010 GO:0006810       BP
## 184 Hba_00010 GO:0006811       BP
## 185 Hba_00010 GO:0006812       BP
## 186 Hba_00010 GO:0006820       BP
## 187 Hba_00010 GO:0006836       BP
## 188 Hba_00010 GO:0006856       BP
## 189 Hba_00010 GO:0006862       BP
## 190 Hba_00010 GO:0006863       BP
## 191 Hba_00010 GO:0007610       BP
## 192 Hba_00010 GO:0007611       BP
## 193 Hba_00010 GO:0007613       BP
## 194 Hba_00010 GO:0007617       BP
## 195 Hba_00010 GO:0007618       BP
## 196 Hba_00010 GO:0007619       BP
## 197 Hba_00010 GO:0008049       BP
## 198 Hba_00010 GO:0008055       BP
## 199 Hba_00010 GO:0008150       BP
## 200 Hba_00010 GO:0008152       BP
## 201 Hba_00010 GO:0008509       MF
## 202 Hba_00010 GO:0008514       MF
## 203 Hba_00010 GO:0008558       MF
## 204 Hba_00010 GO:0009058       BP
## 205 Hba_00010 GO:0009308       BP
## 206 Hba_00010 GO:0009309       BP
## 207 Hba_00010 GO:0009605       BP
## 208 Hba_00010 GO:0009628       BP
## 209 Hba_00010 GO:0009629       BP
## 210 Hba_00010 GO:0009987       BP
## 211 Hba_00010 GO:0015075       MF
## 212 Hba_00010 GO:0015205       MF
## 213 Hba_00010 GO:0015208       MF
## 214 Hba_00010 GO:0015215       MF
## 215 Hba_00010 GO:0015216       MF
## 216 Hba_00010 GO:0015399       MF
## 217 Hba_00010 GO:0015605       MF
## 218 Hba_00010 GO:0015711       BP
## 219 Hba_00010 GO:0015748       BP
## 220 Hba_00010 GO:0015837       BP
## 221 Hba_00010 GO:0015842       BP
## 222 Hba_00010 GO:0015851       BP
## 223 Hba_00010 GO:0015854       BP
## 224 Hba_00010 GO:0015865       BP
## 225 Hba_00010 GO:0015868       BP
## 226 Hba_00010 GO:0015931       BP
## 227 Hba_00010 GO:0015932       MF
## 228 Hba_00010 GO:0016020       CC
## 229 Hba_00010 GO:0016462       MF
## 230 Hba_00010 GO:0016787       MF
## 231 Hba_00010 GO:0016817       MF
## 232 Hba_00010 GO:0016818       MF
## 233 Hba_00010 GO:0016887       MF
## 234 Hba_00010 GO:0017111       MF
## 235 Hba_00010 GO:0018130       BP
## 236 Hba_00010 GO:0019098       BP
## 237 Hba_00010 GO:0019438       BP
## 238 Hba_00010 GO:0019748       BP
## 239 Hba_00010 GO:0019953       BP
## 240 Hba_00010 GO:0022414       BP
## 241 Hba_00010 GO:0022804       MF
## 242 Hba_00010 GO:0022857       MF
## 243 Hba_00010 GO:0031090       CC
## 244 Hba_00010 GO:0031410       CC
## 245 Hba_00010 GO:0031982       CC
## 246 Hba_00010 GO:0032501       BP
## 247 Hba_00010 GO:0032504       BP
## 248 Hba_00010 GO:0033060       BP
## 249 Hba_00010 GO:0034220       BP
## 250 Hba_00010 GO:0034641       BP
## 251 Hba_00010 GO:0040011       BP
## 252 Hba_00010 GO:0042330       BP
## 253 Hba_00010 GO:0042332       BP
## 254 Hba_00010 GO:0042401       BP
## 255 Hba_00010 GO:0042440       BP
## 256 Hba_00010 GO:0042441       BP
## 257 Hba_00010 GO:0042626       MF
## 258 Hba_00010 GO:0043226       CC
## 259 Hba_00010 GO:0043227       CC
## 260 Hba_00010 GO:0043229       CC
## 261 Hba_00010 GO:0043324       BP
## 262 Hba_00010 GO:0043473       BP
## 263 Hba_00010 GO:0043474       BP
## 264 Hba_00010 GO:0044237       BP
## 265 Hba_00010 GO:0044249       BP
## 266 Hba_00010 GO:0044271       BP
## 267 Hba_00010 GO:0044550       BP
## 268 Hba_00010 GO:0044703       BP
## 269 Hba_00010 GO:0045117       BP
## 270 Hba_00010 GO:0046148       BP
## 271 Hba_00010 GO:0046152       BP
## 272 Hba_00010 GO:0046158       BP
## 273 Hba_00010 GO:0046483       BP
## 274 Hba_00010 GO:0048066       BP
## 275 Hba_00010 GO:0048069       BP
## 276 Hba_00010 GO:0048072       BP
## 277 Hba_00010 GO:0048609       BP
## 278 Hba_00010 GO:0048770       CC
## 279 Hba_00010 GO:0050877       BP
## 280 Hba_00010 GO:0050890       BP
## 281 Hba_00010 GO:0050896       BP
## 282 Hba_00010 GO:0051179       BP
## 283 Hba_00010 GO:0051234       BP
## 284 Hba_00010 GO:0051608       BP
## 285 Hba_00010 GO:0051615       BP
## 286 Hba_00010 GO:0051641       BP
## 287 Hba_00010 GO:0051649       BP
## 288 Hba_00010 GO:0055085       BP
## 289 Hba_00010 GO:0060179       BP
## 290 Hba_00010 GO:0065007       BP
## 291 Hba_00010 GO:0065008       BP
## 292 Hba_00010 GO:0070729       BP
## 293 Hba_00010 GO:0070731       BP
## 294 Hba_00010 GO:0071702       BP
## 295 Hba_00010 GO:0071704       BP
## 296 Hba_00010 GO:0071705       BP
## 297 Hba_00010 GO:0071944       CC
## 298 Hba_00010 GO:0072530       BP
## 299 Hba_00010 GO:0090741       CC
## 300 Hba_00010 GO:0097708       CC
## 301 Hba_00010 GO:0098588       CC
## 302 Hba_00010 GO:0098656       BP
## 303 Hba_00010 GO:0098657       BP
## 304 Hba_00010 GO:0098700       BP
## 305 Hba_00010 GO:0099504       BP
## 306 Hba_00010 GO:1901264       BP
## 307 Hba_00010 GO:1901360       BP
## 308 Hba_00010 GO:1901362       BP
## 309 Hba_00010 GO:1901505       MF
## 310 Hba_00010 GO:1901564       BP
## 311 Hba_00010 GO:1901566       BP
## 312 Hba_00010 GO:1901576       BP
## 313 Hba_00010 GO:1901679       BP
## 314 Hba_00010 GO:1903716       BP
## 315 Hba_00010 GO:1903790       BP
## 316 Hba_00010 GO:1904823       BP
## 317 Hba_00010 GO:1905948       MF
## 318 Hba_00017 GO:0003674       MF
## 319 Hba_00017 GO:0003824       MF
## 320 Hba_00017 GO:0004790       MF
## 321 Hba_00017 GO:0005575       CC
## 322 Hba_00017 GO:0005622       CC
## 323 Hba_00017 GO:0005737       CC
## 324 Hba_00017 GO:0005829       CC
## 325 Hba_00017 GO:0006139       BP
## 326 Hba_00017 GO:0006725       BP
## 327 Hba_00017 GO:0006753       BP
## 328 Hba_00017 GO:0006793       BP
## 329 Hba_00017 GO:0006796       BP
## 330 Hba_00017 GO:0006807       BP
## 331 Hba_00017 GO:0008112       MF
## 332 Hba_00017 GO:0008150       BP
## 333 Hba_00017 GO:0008152       BP
## 334 Hba_00017 GO:0008168       MF
## 335 Hba_00017 GO:0008170       MF
## 336 Hba_00017 GO:0008172       MF
## 337 Hba_00017 GO:0008757       MF
## 338 Hba_00017 GO:0009058       BP
## 339 Hba_00017 GO:0009117       BP
## 340 Hba_00017 GO:0009165       BP
## 341 Hba_00017 GO:0009308       BP
## 342 Hba_00017 GO:0009435       BP
## 343 Hba_00017 GO:0009987       BP
## 344 Hba_00017 GO:0016740       MF
## 345 Hba_00017 GO:0016741       MF
## 346 Hba_00017 GO:0018130       BP
## 347 Hba_00017 GO:0019359       BP
## 348 Hba_00017 GO:0019362       BP
## 349 Hba_00017 GO:0019363       BP
## 350 Hba_00017 GO:0019438       BP
## 351 Hba_00017 GO:0019637       BP
## 352 Hba_00017 GO:0019674       BP
## 353 Hba_00017 GO:0030748       MF
## 354 Hba_00017 GO:0030760       MF
## 355 Hba_00017 GO:0032259       BP
## 356 Hba_00017 GO:0034356       BP
## 357 Hba_00017 GO:0034641       BP
## 358 Hba_00017 GO:0034654       BP
## 359 Hba_00017 GO:0044237       BP
## 360 Hba_00017 GO:0044238       BP
## 361 Hba_00017 GO:0044249       BP
## 362 Hba_00017 GO:0044271       BP
## 363 Hba_00017 GO:0044281       BP
## 364 Hba_00017 GO:0046483       BP
## 365 Hba_00017 GO:0046496       BP
## 366 Hba_00017 GO:0055086       BP
## 367 Hba_00017 GO:0071704       BP
## 368 Hba_00017 GO:0072524       BP
## 369 Hba_00017 GO:0072525       BP
## 370 Hba_00017 GO:0090407       BP
## 371 Hba_00017 GO:0098615       MF
## 372 Hba_00017 GO:1901293       BP
## 373 Hba_00017 GO:1901360       BP
## 374 Hba_00017 GO:1901362       BP
## 375 Hba_00017 GO:1901564       BP
## 376 Hba_00017 GO:1901566       BP
## 377 Hba_00017 GO:1901576       BP
## 378 Hba_00018       <NA>     <NA>

1.5 Extracting GO terms for Biological Process

# Extracting GO terms for Biological Process
select(org.Hbacteriophora.eg.db, 
       keys = keys, 
       columns = c("GO", "ONTOLOGY"), 
       keytype = "GID") %>%
  dplyr::filter(ONTOLOGY == "BP")
## 'select()' returned 1:many mapping between keys and columns
##           GID         GO ONTOLOGY
## 1   Hba_00004 GO:0035556       BP
## 2   Hba_00004 GO:0009190       BP
## 3   Hba_00009 GO:0000003       BP
## 4   Hba_00009 GO:0001408       BP
## 5   Hba_00009 GO:0001504       BP
## 6   Hba_00009 GO:0001505       BP
## 7   Hba_00009 GO:0003008       BP
## 8   Hba_00009 GO:0006576       BP
## 9   Hba_00009 GO:0006725       BP
## 10  Hba_00009 GO:0006726       BP
## 11  Hba_00009 GO:0006727       BP
## 12  Hba_00009 GO:0006807       BP
## 13  Hba_00009 GO:0006810       BP
## 14  Hba_00009 GO:0006811       BP
## 15  Hba_00009 GO:0006812       BP
## 16  Hba_00009 GO:0006820       BP
## 17  Hba_00009 GO:0006836       BP
## 18  Hba_00009 GO:0006856       BP
## 19  Hba_00009 GO:0006862       BP
## 20  Hba_00009 GO:0006863       BP
## 21  Hba_00009 GO:0007610       BP
## 22  Hba_00009 GO:0007611       BP
## 23  Hba_00009 GO:0007613       BP
## 24  Hba_00009 GO:0007617       BP
## 25  Hba_00009 GO:0007618       BP
## 26  Hba_00009 GO:0007619       BP
## 27  Hba_00009 GO:0008049       BP
## 28  Hba_00009 GO:0008055       BP
## 29  Hba_00009 GO:0008150       BP
## 30  Hba_00009 GO:0008152       BP
## 31  Hba_00009 GO:0009058       BP
## 32  Hba_00009 GO:0009308       BP
## 33  Hba_00009 GO:0009309       BP
## 34  Hba_00009 GO:0009605       BP
## 35  Hba_00009 GO:0009628       BP
## 36  Hba_00009 GO:0009629       BP
## 37  Hba_00009 GO:0009987       BP
## 38  Hba_00009 GO:0015711       BP
## 39  Hba_00009 GO:0015748       BP
## 40  Hba_00009 GO:0015837       BP
## 41  Hba_00009 GO:0015842       BP
## 42  Hba_00009 GO:0015851       BP
## 43  Hba_00009 GO:0015854       BP
## 44  Hba_00009 GO:0015865       BP
## 45  Hba_00009 GO:0015868       BP
## 46  Hba_00009 GO:0015931       BP
## 47  Hba_00009 GO:0018130       BP
## 48  Hba_00009 GO:0019098       BP
## 49  Hba_00009 GO:0019438       BP
## 50  Hba_00009 GO:0019748       BP
## 51  Hba_00009 GO:0019953       BP
## 52  Hba_00009 GO:0022414       BP
## 53  Hba_00009 GO:0032501       BP
## 54  Hba_00009 GO:0032504       BP
## 55  Hba_00009 GO:0033060       BP
## 56  Hba_00009 GO:0034220       BP
## 57  Hba_00009 GO:0034641       BP
## 58  Hba_00009 GO:0040011       BP
## 59  Hba_00009 GO:0042330       BP
## 60  Hba_00009 GO:0042332       BP
## 61  Hba_00009 GO:0042401       BP
## 62  Hba_00009 GO:0042440       BP
## 63  Hba_00009 GO:0042441       BP
## 64  Hba_00009 GO:0043324       BP
## 65  Hba_00009 GO:0043473       BP
## 66  Hba_00009 GO:0043474       BP
## 67  Hba_00009 GO:0044237       BP
## 68  Hba_00009 GO:0044249       BP
## 69  Hba_00009 GO:0044271       BP
## 70  Hba_00009 GO:0044550       BP
## 71  Hba_00009 GO:0044703       BP
## 72  Hba_00009 GO:0045117       BP
## 73  Hba_00009 GO:0046148       BP
## 74  Hba_00009 GO:0046152       BP
## 75  Hba_00009 GO:0046158       BP
## 76  Hba_00009 GO:0046483       BP
## 77  Hba_00009 GO:0048066       BP
## 78  Hba_00009 GO:0048069       BP
## 79  Hba_00009 GO:0048072       BP
## 80  Hba_00009 GO:0048609       BP
## 81  Hba_00009 GO:0050877       BP
## 82  Hba_00009 GO:0050890       BP
## 83  Hba_00009 GO:0050896       BP
## 84  Hba_00009 GO:0051179       BP
## 85  Hba_00009 GO:0051234       BP
## 86  Hba_00009 GO:0051608       BP
## 87  Hba_00009 GO:0051615       BP
## 88  Hba_00009 GO:0051641       BP
## 89  Hba_00009 GO:0051649       BP
## 90  Hba_00009 GO:0055085       BP
## 91  Hba_00009 GO:0060179       BP
## 92  Hba_00009 GO:0065007       BP
## 93  Hba_00009 GO:0065008       BP
## 94  Hba_00009 GO:0070729       BP
## 95  Hba_00009 GO:0070731       BP
## 96  Hba_00009 GO:0071702       BP
## 97  Hba_00009 GO:0071704       BP
## 98  Hba_00009 GO:0071705       BP
## 99  Hba_00009 GO:0072530       BP
## 100 Hba_00009 GO:0098656       BP
## 101 Hba_00009 GO:0098657       BP
## 102 Hba_00009 GO:0098700       BP
## 103 Hba_00009 GO:0099504       BP
## 104 Hba_00009 GO:1901264       BP
## 105 Hba_00009 GO:1901360       BP
## 106 Hba_00009 GO:1901362       BP
## 107 Hba_00009 GO:1901564       BP
## 108 Hba_00009 GO:1901566       BP
## 109 Hba_00009 GO:1901576       BP
## 110 Hba_00009 GO:1901679       BP
## 111 Hba_00009 GO:1903716       BP
## 112 Hba_00009 GO:1903790       BP
## 113 Hba_00009 GO:1904823       BP
## 114 Hba_00010 GO:0000003       BP
## 115 Hba_00010 GO:0001408       BP
## 116 Hba_00010 GO:0001504       BP
## 117 Hba_00010 GO:0001505       BP
## 118 Hba_00010 GO:0003008       BP
## 119 Hba_00010 GO:0006576       BP
## 120 Hba_00010 GO:0006725       BP
## 121 Hba_00010 GO:0006726       BP
## 122 Hba_00010 GO:0006727       BP
## 123 Hba_00010 GO:0006807       BP
## 124 Hba_00010 GO:0006810       BP
## 125 Hba_00010 GO:0006811       BP
## 126 Hba_00010 GO:0006812       BP
## 127 Hba_00010 GO:0006820       BP
## 128 Hba_00010 GO:0006836       BP
## 129 Hba_00010 GO:0006856       BP
## 130 Hba_00010 GO:0006862       BP
## 131 Hba_00010 GO:0006863       BP
## 132 Hba_00010 GO:0007610       BP
## 133 Hba_00010 GO:0007611       BP
## 134 Hba_00010 GO:0007613       BP
## 135 Hba_00010 GO:0007617       BP
## 136 Hba_00010 GO:0007618       BP
## 137 Hba_00010 GO:0007619       BP
## 138 Hba_00010 GO:0008049       BP
## 139 Hba_00010 GO:0008055       BP
## 140 Hba_00010 GO:0008150       BP
## 141 Hba_00010 GO:0008152       BP
## 142 Hba_00010 GO:0009058       BP
## 143 Hba_00010 GO:0009308       BP
## 144 Hba_00010 GO:0009309       BP
## 145 Hba_00010 GO:0009605       BP
## 146 Hba_00010 GO:0009628       BP
## 147 Hba_00010 GO:0009629       BP
## 148 Hba_00010 GO:0009987       BP
## 149 Hba_00010 GO:0015711       BP
## 150 Hba_00010 GO:0015748       BP
## 151 Hba_00010 GO:0015837       BP
## 152 Hba_00010 GO:0015842       BP
## 153 Hba_00010 GO:0015851       BP
## 154 Hba_00010 GO:0015854       BP
## 155 Hba_00010 GO:0015865       BP
## 156 Hba_00010 GO:0015868       BP
## 157 Hba_00010 GO:0015931       BP
## 158 Hba_00010 GO:0018130       BP
## 159 Hba_00010 GO:0019098       BP
## 160 Hba_00010 GO:0019438       BP
## 161 Hba_00010 GO:0019748       BP
## 162 Hba_00010 GO:0019953       BP
## 163 Hba_00010 GO:0022414       BP
## 164 Hba_00010 GO:0032501       BP
## 165 Hba_00010 GO:0032504       BP
## 166 Hba_00010 GO:0033060       BP
## 167 Hba_00010 GO:0034220       BP
## 168 Hba_00010 GO:0034641       BP
## 169 Hba_00010 GO:0040011       BP
## 170 Hba_00010 GO:0042330       BP
## 171 Hba_00010 GO:0042332       BP
## 172 Hba_00010 GO:0042401       BP
## 173 Hba_00010 GO:0042440       BP
## 174 Hba_00010 GO:0042441       BP
## 175 Hba_00010 GO:0043324       BP
## 176 Hba_00010 GO:0043473       BP
## 177 Hba_00010 GO:0043474       BP
## 178 Hba_00010 GO:0044237       BP
## 179 Hba_00010 GO:0044249       BP
## 180 Hba_00010 GO:0044271       BP
## 181 Hba_00010 GO:0044550       BP
## 182 Hba_00010 GO:0044703       BP
## 183 Hba_00010 GO:0045117       BP
## 184 Hba_00010 GO:0046148       BP
## 185 Hba_00010 GO:0046152       BP
## 186 Hba_00010 GO:0046158       BP
## 187 Hba_00010 GO:0046483       BP
## 188 Hba_00010 GO:0048066       BP
## 189 Hba_00010 GO:0048069       BP
## 190 Hba_00010 GO:0048072       BP
## 191 Hba_00010 GO:0048609       BP
## 192 Hba_00010 GO:0050877       BP
## 193 Hba_00010 GO:0050890       BP
## 194 Hba_00010 GO:0050896       BP
## 195 Hba_00010 GO:0051179       BP
## 196 Hba_00010 GO:0051234       BP
## 197 Hba_00010 GO:0051608       BP
## 198 Hba_00010 GO:0051615       BP
## 199 Hba_00010 GO:0051641       BP
## 200 Hba_00010 GO:0051649       BP
## 201 Hba_00010 GO:0055085       BP
## 202 Hba_00010 GO:0060179       BP
## 203 Hba_00010 GO:0065007       BP
## 204 Hba_00010 GO:0065008       BP
## 205 Hba_00010 GO:0070729       BP
## 206 Hba_00010 GO:0070731       BP
## 207 Hba_00010 GO:0071702       BP
## 208 Hba_00010 GO:0071704       BP
## 209 Hba_00010 GO:0071705       BP
## 210 Hba_00010 GO:0072530       BP
## 211 Hba_00010 GO:0098656       BP
## 212 Hba_00010 GO:0098657       BP
## 213 Hba_00010 GO:0098700       BP
## 214 Hba_00010 GO:0099504       BP
## 215 Hba_00010 GO:1901264       BP
## 216 Hba_00010 GO:1901360       BP
## 217 Hba_00010 GO:1901362       BP
## 218 Hba_00010 GO:1901564       BP
## 219 Hba_00010 GO:1901566       BP
## 220 Hba_00010 GO:1901576       BP
## 221 Hba_00010 GO:1901679       BP
## 222 Hba_00010 GO:1903716       BP
## 223 Hba_00010 GO:1903790       BP
## 224 Hba_00010 GO:1904823       BP
## 225 Hba_00017 GO:0006139       BP
## 226 Hba_00017 GO:0006725       BP
## 227 Hba_00017 GO:0006753       BP
## 228 Hba_00017 GO:0006793       BP
## 229 Hba_00017 GO:0006796       BP
## 230 Hba_00017 GO:0006807       BP
## 231 Hba_00017 GO:0008150       BP
## 232 Hba_00017 GO:0008152       BP
## 233 Hba_00017 GO:0009058       BP
## 234 Hba_00017 GO:0009117       BP
## 235 Hba_00017 GO:0009165       BP
## 236 Hba_00017 GO:0009308       BP
## 237 Hba_00017 GO:0009435       BP
## 238 Hba_00017 GO:0009987       BP
## 239 Hba_00017 GO:0018130       BP
## 240 Hba_00017 GO:0019359       BP
## 241 Hba_00017 GO:0019362       BP
## 242 Hba_00017 GO:0019363       BP
## 243 Hba_00017 GO:0019438       BP
## 244 Hba_00017 GO:0019637       BP
## 245 Hba_00017 GO:0019674       BP
## 246 Hba_00017 GO:0032259       BP
## 247 Hba_00017 GO:0034356       BP
## 248 Hba_00017 GO:0034641       BP
## 249 Hba_00017 GO:0034654       BP
## 250 Hba_00017 GO:0044237       BP
## 251 Hba_00017 GO:0044238       BP
## 252 Hba_00017 GO:0044249       BP
## 253 Hba_00017 GO:0044271       BP
## 254 Hba_00017 GO:0044281       BP
## 255 Hba_00017 GO:0046483       BP
## 256 Hba_00017 GO:0046496       BP
## 257 Hba_00017 GO:0055086       BP
## 258 Hba_00017 GO:0071704       BP
## 259 Hba_00017 GO:0072524       BP
## 260 Hba_00017 GO:0072525       BP
## 261 Hba_00017 GO:0090407       BP
## 262 Hba_00017 GO:1901293       BP
## 263 Hba_00017 GO:1901360       BP
## 264 Hba_00017 GO:1901362       BP
## 265 Hba_00017 GO:1901564       BP
## 266 Hba_00017 GO:1901566       BP
## 267 Hba_00017 GO:1901576       BP

1.6 Querying KEGG Pathway Information

# Querying KEGG Pathway Information
select(org.Hbacteriophora.eg.db, 
       keys = keys, 
       columns = "KEGGPATHWAY", 
       keytype = "GID")
## 'select()' returned 1:many mapping between keys and columns
##          GID KEGGPATHWAY
## 1  Hba_00001        <NA>
## 2  Hba_00004        <NA>
## 3  Hba_00009        <NA>
## 4  Hba_00010        <NA>
## 5  Hba_00017       00380
## 6  Hba_00017       00450
## 7  Hba_00017       00760
## 8  Hba_00017       01100
## 9  Hba_00017       04145
## 10 Hba_00017       04210
## 11 Hba_00017       04530
## 12 Hba_00017       04540
## 13 Hba_00018       05130
## 14 Hba_00018       04145
## 15 Hba_00018       04210
## 16 Hba_00018       04530
## 17 Hba_00018       04540

1.7 Session Info

sessionInfo()
## R version 4.5.1 (2025-06-13)
## Platform: x86_64-pc-linux-gnu
## Running under: Ubuntu 24.04.2 LTS
## 
## Matrix products: default
## BLAS:   /home/biocbuild/bbs-3.22-bioc/R/lib/libRblas.so 
## LAPACK: /usr/lib/x86_64-linux-gnu/lapack/liblapack.so.3.12.0  LAPACK version 3.12.0
## 
## locale:
##  [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
##  [3] LC_TIME=en_GB              LC_COLLATE=C              
##  [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
##  [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
##  [9] LC_ADDRESS=C               LC_TELEPHONE=C            
## [11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       
## 
## time zone: America/New_York
## tzcode source: system (glibc)
## 
## attached base packages:
## [1] stats4    stats     graphics  grDevices utils     datasets  methods  
## [8] base     
## 
## other attached packages:
##  [1] AnnotationDbi_1.71.1 IRanges_2.43.0       S4Vectors_0.47.0    
##  [4] Biobase_2.69.0       AnnotationHub_3.99.6 BiocFileCache_2.99.5
##  [7] dbplyr_2.5.0         BiocGenerics_0.55.1  generics_0.1.4      
## [10] BiocStyle_2.37.1    
## 
## loaded via a namespace (and not attached):
##  [1] rappdirs_0.3.3      sass_0.4.10         BiocVersion_3.22.0 
##  [4] RSQLite_2.4.2       digest_0.6.37       magrittr_2.0.3     
##  [7] evaluate_1.0.4      bookdown_0.43       fastmap_1.2.0      
## [10] blob_1.2.4          jsonlite_2.0.0      DBI_1.2.3          
## [13] BiocManager_1.30.26 httr_1.4.7          purrr_1.1.0        
## [16] Biostrings_2.77.2   httr2_1.2.1         jquerylib_0.1.4    
## [19] cli_3.6.5           crayon_1.5.3        rlang_1.1.6        
## [22] XVector_0.49.0      bit64_4.6.0-1       withr_3.0.2        
## [25] cachem_1.1.0        yaml_2.3.10         tools_4.5.1        
## [28] memoise_2.0.1       dplyr_1.1.4         filelock_1.0.3     
## [31] curl_6.4.0          vctrs_0.6.5         R6_2.6.1           
## [34] png_0.1-8           lifecycle_1.0.4     Seqinfo_0.99.2     
## [37] KEGGREST_1.49.1     bit_4.6.0           pkgconfig_2.0.3    
## [40] pillar_1.11.0       bslib_0.9.0         glue_1.8.0         
## [43] xfun_0.52           tibble_3.3.0        tidyselect_1.2.1   
## [46] knitr_1.50          htmltools_0.5.8.1   rmarkdown_2.29     
## [49] compiler_4.5.1