Recent biomarker studies have demonstrated that HCC associated with MAFLD/MASH typically shows reduced PD-L1 expression and lower T-cell receptor (TCR) diversity compared to viral HCC [9,23,51]. Here, CD274 is linked to hepatocellular carcinoma.