In this review, we summarize the known roles of TXNIP in the regulatory mechanisms underlying oxidative stress, ER stress-mediated NLRP3 inflammasome activation, pyroptosis, mitochondrial stress-induced apoptosis, and the pathogenesis of diabetes, chronic kidney disease, and neurodegenerative diseases. This evidence concerns the gene TXNIP and diabetes mellitus.