HHLA2 has been reported to be positively correlated with immune infiltration in liver cancer, and its upregulation induces M2 polarization and chemotaxis, contributing to immune escape and the development of hepatocellular carcinoma [30, 31]. The gene discussed is HHLA2; the disease is hepatocellular carcinoma.