Further analysis within the above studies suggested that PPARGC1A, INS, and PDX-1 have an important role in insulin secretion and that gene expression differences influenced by methylation patterns of these genes in T2D is associated with regulation of insulin secretion and insulin content. Here, INS is linked to type 2 diabetes mellitus.