This function maps taxonomic names to the NCBI (RefSeq) or GTDB taxonomy.
taxacounts
should be a data frame generated by either read_RDP
or ps_taxacounts
.
Input names are made by combining the taxonomic rank and name with an underscore separator (e.g. genus_ Escherichia/Shigella).
Input names are then matched to the taxa listed in taxon_AA.csv.xz
found under RefDB/RefSeq_206
or RefDB/GTDB_220
.
The protein
and organism
columns in these files hold the rank and taxon name extracted from the RefSeq or GTDB database.
Only exactly matching names are automatically mapped.
For mapping to the NCBI (RefSeq) taxonomy, some group names are manually mapped as follows (see Dick and Tan, 2023):
RDP training set | NCBI |
genus_Escherichia/Shigella | genus_Escherichia |
phylum_Cyanobacteria/Chloroplast | phylum_Cyanobacteria |
genus_Marinimicrobia_genera_incertae_sedis | species_Candidatus Marinimicrobia bacterium |
class_Cyanobacteria | phylum_Cyanobacteria |
genus_Spartobacteria_genera_incertae_sedis | species_Spartobacteria bacterium LR76 |
class_Planctomycetacia | class_Planctomycetia |
class_Actinobacteria | phylum_Actinobacteria |
order_Rhizobiales | order_Hyphomicrobiales |
genus_Gp1 | genus_Acidobacterium |
genus_Gp6 | genus_Luteitalea |
genus_GpI | genus_Nostoc |
genus_GpIIa | genus_Synechococcus |
genus_GpVI | genus_Pseudanabaena |
family_Family II | family_Synechococcaceae |
genus_Subdivision3_genera_incertae_sedis | family_Verrucomicrobia subdivision 3 |
order_Clostridiales | order_Eubacteriales |
family_Ruminococcaceae | family_Oscillospiraceae |
To avoid manual mapping, GTDB can be used for both taxonomic assignemnts and reference proteomes.
16S rRNA sequences from GTDB release 220 are available for the RDP Classifier (tools:::Rd_expr_doi("10.5281/zenodo.7633099")) and dada2 (tools:::Rd_expr_doi("10.5281/zenodo.13984843")).
Example files created using the RDP Classifier are provided under extdata/RDP-GTDB_220
.
An example dataset created with DADA2 is data(mouse.GTDB_220)
; this is a phyloseq-class
object that can be processed with functions described at physeq
.
Change quiet
to TRUE to suppress printing of messages about manual mappings, most abundant unmapped groups, and overall percentage of mapped names.