Methylation changes in immune-related genes (e.g., TXNIP, ABCG1) have been associated with inflammatory pathways, insulin signaling, and glucose metabolism, thereby contributing to diabetes progression [34]. The gene discussed is TXNIP; the disease is diabetes mellitus.