This discovery supplements AFP’s non-canonical functions in the “HCC proliferation-drug resistance” paradigm, harmonizing perfectly with conclusions that scPAS + cells enhance stress tolerance via p53 and HIF-1 pathways (Chen et al., 2023; Liu and Zhou, 2025). The gene discussed is AFP; the disease is hepatocellular carcinoma.