APOE suppresses ferroptosis in papillary thyroid carcinoma (PTC) via the PI3K/AKT1 pathway, elevating GPX4/FTH1 expression while reducing Fe2+ accumulation. The gene discussed is GPX4; the disease is differentiated thyroid carcinoma.