Methods: This review aims to highlight the importance of TXNIP in diabetes-related pathophysiology and explore the existing evidence regarding TXNIP’s role in GDM-associated pathogenetic mechanisms, revealing common regulatory pathways. The gene discussed is TXNIP; the disease is diabetes mellitus.