Early research shows that genus_Parabacteroides in colorectal cancer (CRC) (24) and early HCC versus cirrhosis (25) has the potential to become a biomarker, and we found that PD-L1 has a negative correlation with it. This evidence concerns the gene CD274 and hepatocellular carcinoma.