Notably, neutrophils primarily infiltrate peritumoral tissues in hepatocellular carcinoma patients, where the neutrophil-to-lymphocyte ratio (NLR) is elevated compared to intratumoral tissues, and high levels of PD-L1 expression are observed. Here, CD274 is linked to hepatocellular carcinoma.