The methylation site cg19693031 in the gene TXNIP was previously found to associate with lipid metabolism31, and its role in glucose metabolism and type 2 diabetes has been confirmed in many recent studies28,30,32,33. Here, TXNIP is linked to type 2 diabetes mellitus.