SAA+ hepatocyte subpopulations near the invasive front are associated with recruitment of M2-like macrophages in ICC, which may form a niche with impaired immune response and promote further tumor invasion and a worse treatment response (19). The gene discussed is SAA1; the disease is intrahepatic cholangiocarcinoma.