In hepatocellular carcinoma, GOLM1 promotes the stability of PD-L1 and transports PD-L1 into tumor-associated macrophage-derived exosomes, leading to suppression of CD8 + T cells, revealing its role in regulating the immunosuppressive environment [44]. Here, CD8A is linked to hepatocellular carcinoma.