We investigated the associations of apo-CIII proteoforms with lipid traits and prevalent type 2 diabetes, and performed GWASs on apo-CIII O-glycosylation to determine the direction of the associations. The gene discussed is APOC3; the disease is type 2 diabetes mellitus.