Recent study showed that downregulated SAA1 was closely associated with progression of HCC and low anti-tumor immune infiltrating62; and CYP families might impact HCC cell viability via modulating biotransformation63. The gene discussed is PPIG; the disease is hepatocellular carcinoma.