Aggregate mechanism evidence from taxon-metabolite links to reaction-level summaries, optionally incorporating taxon-to-reaction mappings.
Examples
data("demo_crossomics", package = "microbiomedataset")
pathway_link <- standardize_pathway_link(
data.frame(
taxon_id = summarise_taxa(
demo_crossomics$microbiome_data,
taxonomic_rank = "Genus"
)@variable_info$variable_id[1],
metabolite_id = demo_crossomics$metabolome_data@annotation_table$variable_id[1],
pathway_id = "pathway_a",
reaction_id = "reaction_a",
reaction_name = "Reaction A",
stringsAsFactors = FALSE
)
)
mechanism <- infer_metabolic_link(
microbiome_data = demo_crossomics$microbiome_data,
metabolome_data = demo_crossomics$metabolome_data,
sample_link = demo_crossomics$sample_link,
pathway_link = pathway_link,
microbiome_rank = "Genus",
q_value_cutoff = 1
)
#> Warning: NaNs produced
summarise_reactions(mechanism)
#> # A tibble: 1 × 8
#> reaction_id reaction_name pathway_id pathway_name n_taxa n_metabolites
#> <chr> <chr> <chr> <chr> <int> <int>
#> 1 reaction_a Reaction A pathway_a NA 1 1
#> # ℹ 2 more variables: mean_mechanism_score <dbl>, max_mechanism_score <dbl>
