Guo et al. utilized multiplex immunofluorescence to examine the distribution of LAG-3, PD-L1, and CD8+ T cell expression in HCC tissue after hepatectomy compared to matched non-tumor tissue in patients. This evidence concerns the gene LAG3 and hepatocellular carcinoma.