Research suggests that cancer stem cell-derived SAA exerts a vital role in promoting tumor fibrosis and treatment resistance by influencing type 2 immune polarization and cancer stemness transformation through the P2X7 receptor [43]. The gene discussed is SAA1; the disease is neoplasm.