Patients with ICP may exhibit a chronic low-grade inflammatory state, where inflammatory factors such as tumor necrosis factor-alpha (TNF-α) and interleukin-6 (IL-6) may impair insulin signaling (21), thereby induce GDM (20). Here, INS is linked to gestational diabetes.