The Tumor IMmune Estimation Resource (TIMER) database was used as a next step to investigate the relationship between immune cell infiltration and immune checkpoints in HCC using MAD2L1 expression as a marker. This evidence concerns the gene MAD2L1 and hepatocellular carcinoma.