APOE suppresses ferroptosis in papillary thyroid carcinoma (PTC) via the PI3K/AKT1 pathway, elevating GPX4/FTH1 expression while reducing Fe2+ accumulation. This evidence concerns the gene APOE and thyroid gland papillary carcinoma.