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Read

read_bcerror()
Read base-calling error ("bcerror") TSV files.
read_charging()
Read a charging CPM file.
read_charging_multi()
Read charging CPM files for multiple samples.
read_counts()
Read a counts TSV file.
read_fasta()
Read FASTA reference
read_mod_annotations()
Read modifications file
read_odds_ratios()
Read an odds ratios file.
read_odds_ratios_multi()
Read odds ratio files for multiple samples.
read_pipeline_config()
Read a Snakemake pipeline configuration file.
read_pipeline_results()
Read pipeline results for all samples.
read_sprinzl_coords()
Read Sprinzl coordinates from a global coordinates TSV file.

Create

create_clover()
Create a SummarizedExperiment from pipeline output.

Analysis

abundance_count_matrix()
Build a tRNA abundance count matrix from charging data.
aggregate_or_isodecoder()
Aggregate odds ratios to isodecoder level.
build_coldata()
Build column metadata for DESeq2.
calculate_rewiring_scores()
Calculate rewiring scores from a ROR matrix.
charging_count_matrix()
Build a charging count matrix for differential charging analysis.
clean_odds_ratios()
Clean odds ratio data.
compute_bcerror_delta()
Compute per-position delta between two conditions.
compute_charging_diffs()
Compute charging ratio differences between conditions.
filter_linkages()
Filter odds ratios for structure linkage arcs.
compute_odds_ratios()
Compute pairwise modification co-occurrence odds ratios.
compute_ror()
Compute ratio of odds ratios between conditions.
compute_ror_isodecoder()
Compute relative odds ratio at isodecoder level.
perform_pcoa()
Perform PCoA on a rewiring matrix.
prepare_rewiring_matrix()
Prepare a matrix for rewiring PCoA analysis.
run_deseq()
Run DESeq2 differential analysis.
tabulate_deseq()
Tabulate top DESeq2 differential expression results.
tidy_deseq_results()
Tidy DESeq2 results into a tibble.

Plot

prep_mod_heatmap()
Prepare data for plot_mod_heatmap().
plot_abundance_charging()
Plot abundance changes versus charging ratio changes.
plot_arc_diagram()
Plot a network as an arc diagram.
plot_bcerror_profile()
Plot per-position base-calling error profiles.
plot_charging_diffs()
Plot per-tRNA charging ratio differences.
plot_chord_or()
Plot a chord diagram of modification co-occurrence.
plot_chord_ror()
Plot a chord diagram of modification rewiring between conditions.
plot_identity_panel()
Plot identity elements for multiple tRNAs side by side
plot_identity_structure()
Plot tRNA structure with identity element overlays
plot_mod_heatmap()
Plot a delta-signal modification heatmap.
plot_mod_landscape()
Plot per-tRNA modification landscape profiles.
plot_pcoa_rewiring()
Plot PCoA of tRNA rewiring scores.
plot_tRNA_structure()
Plot tRNA secondary structure with modifications and linkages
plot_volcano()
Plot a volcano plot of differential expression results.

Network

build_or_network()
Build a network from odds ratio data.
plot_arc_diagram()
Plot a network as an arc diagram.

Structure

default_mod_palette()
Default modification color palette
plot_tRNA_structure()
Plot tRNA secondary structure with modifications and linkages
structure_html()
Embed a tRNA structure SVG as centered HTML
structure_organisms()
List organisms with bundled tRNA structure SVGs
structure_to_png()
Convert a tRNA structure SVG to PNG
structure_trnas()
List available tRNA structures for an organism

MODOMICS

modomics_mods()
Map cached MODOMICS modifications onto reference sequences
modomics_organisms()
List organisms with cached MODOMICS data
fetch_modomics_mods()
Fetch tRNA modification annotations from MODOMICS

Identity elements

identity_elements()
Retrieve tRNA aminoacylation identity elements
identity_organisms()
List supported organisms for identity elements
map_identity_to_trna()
Map identity elements to tRNA sequence positions
plot_identity_panel()
Plot identity elements for multiple tRNAs side by side
plot_identity_structure()
Plot tRNA structure with identity element overlays

Statistics

calc_fold_change()
Calculate log2 fold change with pseudocount.
cohens_d()
Calculate Cohen's d effect size.
propagate_error_diff()
Propagate standard error for a difference.
propagate_error_ratio()
Propagate standard error for a ratio.

Utilities

aa_colors()
Amino acid color palette.
charging_colors()
Charging status color palette.
clover_example()
Provide working directory for clover example files.
dna_to_rna_anticodon()
Convert DNA anticodon to RNA in tRNA name strings
list_pipeline_files()
List pipeline output files for each sample.
order_sprinzl_positions()
Order Sprinzl position labels.
trna_regions()
tRNA structural regions.