In summary, we used open scRNA-seq and stRNA data to identify four CAF signature genes (NDUFA4L2, OLFML2B, SEMA5B and RASL12) significantly negatively associated with HCC. This evidence concerns the gene COXFA4L2 and hepatocellular carcinoma.