Other pre-diabetes and diabetes population studies also showed that the pancreatic β cell dysfunction can lead to elevation in HDL-C levels, and the mechanism may be associated with alteration in VLDL catabolism, decrease in apolipoprotein AI (ApoAI) levels and insufficient LPL functions. Here, APOA1 is linked to diabetes mellitus.