Similar to TIMER2.0 data analysis, we also found a significant positive correlation between MAD2L1 expression and PD1, CTLA-4, PD-L1, and TIGIT expression in HCC (Fig. 8E–H). Here, CTLA4 is linked to hepatocellular carcinoma.