To the best of our knowledge, our study is the first full integration of genetic and hyperglycemia effects on cg19693031 methylation, laying the groundwork for a more comprehensive understanding of the molecular mechanisms linking the methylation status of TXNIP’s 3′UTR to disease. This evidence concerns the gene TXNIP and Hyperglycemia.