Mapping of type 2 diabetes GWAS genes to specific cells also revealed that macrophages and delta cells had a higher number of differentially expressed type 2 diabetes risk genes than pancreatic polypeptide and alpha cells. Here, PPY is linked to type 2 diabetes mellitus.