Currently there are some column names that could be better. Off the top of my head in createStudyTable: Study code -> Study Identifier MaxCases -> Cases MaxControls -> Controls N_signatures -> Number of Signatures And in createTaxonTable: total_signatures -> Total Signatures increased_signatures -> Increased Signatures decreased_signatures -> Decreased Signatures Open to suggestions on how to improve as well.