Among the T-cell exhaustion-specific genes, the combination of YARS, TPI1, PKM, and MTHFD2 best differentiates the survival of HCC patients based on a Cox proportional hazards model (Fig. 1a) (Supplementary Table 2). This evidence concerns the gene YARS1 and hepatocellular carcinoma.