This study is the first to extensively examine the genetic and hyperglycemia contextual effects on cg19693031 methylation, laying the groundwork for a better understanding of TXNIP’s pleiotropic pathophysiological effects in the development of disease. The gene discussed is TXNIP; the disease is Hyperglycemia.