APOC1 and type 1 diabetes mellitus: For the discovery dataset, LonGP regression indicated a consecutive peak and trough in APOC1 levels prior to T1D diagnosis (Supplementary Fig. S2), whereas a general decrease in APOC1 after seroconversion was observed in the validation dataset (Fig. 3a,b).