This review aims to consolidate the current understanding of the multifaceted role of TGF-β in the molecular and cellular pathophysiology in Graves’ ophthalmopathy (GO) by exploring its contributions to fibrosis, inflammation, and immune dysregulation. Here, TGFB1 is linked to geroderma osteodysplastica.