Interestingly, compared to normal tissues, SPP1+ TAMs-CAFs regulated tumor cells through the regulation of genes related to HCC tumorigenesis, including CCND1, MYC, CTNNB1, and BAX (Figure 4L). This evidence concerns the gene CTNNB1 and neoplasm.