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foodseqtools.md

foodseq.tools

foodseq.tools is the R package maintained by LAD-LAB that provides nearly every custom function referenced throughout this handbook — from creating a phyloseq object all the way through PCA. If you're setting up your environment for the first time, install it here before working through the rest of the handbook; most later pages assume it's already installed and loaded.

Installation

# install.packages("devtools")
devtools::install_github("LAD-LAB/foodseq.tools")

library(foodseq.tools)

Functions Used in This Handbook

Every function below is documented in more detail on the handbook page it's linked from.

Function Used in What it does
process_qiime_run() Creating a Phyloseq Reads the pipeline's read-tracking CSV and plots per-sample read retention across processing steps, for quality control
join_table_seqs() Creating a Phyloseq Reads the denoised QIIME 2 feature table and representative sequences, replaces hash identifiers with actual sequences, and transposes to samples × ASVs
plot_asv_length_hist() Creating a Phyloseq Plots a histogram of ASV read lengths against the marker's expected length range, for quality control
assignment_trnL() Creating a Phyloseq Assigns trnL taxonomy via exact sequence matching against a reference FASTA
assignment_12S() Creating a Phyloseq Assigns 12SV5 taxonomy via a naive Bayesian classifier
qc_controls() Creating a Phyloseq Runs standard quality control checks on positive/negative controls in a phyloseq
assign_common_names() Assigning Common Names Assigns conventional common food names to ASVs from a common names CSV
lowest_level() Filtering Taxa Adds a lowest_level column giving each ASV's most specific non-NA taxonomic rank
plan_harmonization() Agglomerating Taxa Detects likely-redundant trnL ASVs within or across sequencing batches and builds a review plan
apply_harmonization() Agglomerating Taxa Applies a harmonization plan's merge/rename decisions to a phyloseq
pca_plot() Creating a PCA Plot Fits a PCA on a phyloseq and returns a ready-to-plot biplot
plan_projection() PCA Projection Detects correspondences between a new phyloseq's ASVs and a harmonized reference's ASV space
apply_projection() PCA Projection Builds a phyloseq projected into a reference's exact ASV space
project_pca() PCA Projection Projects new data into an existing PCA's fixed coordinate space

Other lab packages

MButils, made by past lab members, is still referenced in a few places (e.g. the archived legacy reference-building workflow) — see Setting Up for installing it if you need it. Most of its functionality that's still in active use has since been ported into foodseq.tools, including lowest_level().