Here, we performed scRNA-seq of human or murine HCC tumors and identified 5 common CAF subtypes in HCC tumors, namely, vCAFs, mCAFs, lpmCAFs (CD36+ CAFs), lpCAFs and apCAFs, among which the newly identified CD36+ CAF subset was highlighted. The gene discussed is CD36; the disease is hepatocellular carcinoma.