Build end-to-end functional profiling workflows that convert shotgun metagenomic reads into biologically meaningful pathways. You'll run HUMAnN with proper references, perform gene-family regrouping to KO/EC/Rhea, quantify pathway abundance and coverage (MetaCyc/KEGG) , and apply robust compositional statistics for differential pathway analysis. Deliver publication-ready figures and reproducible reports.