All downloaded files were converted to mzML file format 20 by MSConvert . For lowresolution ion trap data with unassigned precursor charge states, an additional filter of "Charge State Predictor" was used without overwriting existing charges, single charge % TIC = 0.9, and only 1 charge per precursor. The mzML files were then directly read by GlyCombo.