PPARA and type 2 diabetes mellitus: Then, by comparing gene sets regulated by glucolipotoxicity with those altered in type 2 diabetes, overlapping pathways were identified, including upregulation of peroxisome proliferator-activated receptor (PPAR) signalling and downregulation of beta cell function and identity, suggesting that glucolipotoxic stress contributes to beta cell dysfunction in type 2 diabetes.