Individuals carrying the TCF7L2 risk variant exhibited an odds ratio of 2.35 (95% CI: 1.21-4.56, p = 0.012) for GDM, reaffirming the gene’s essential role in insulin signaling and glucose metabolism [14]. Here, INS is linked to gestational diabetes.