Consistent with Supplementary Fig. 4d-g, RIN1 induced PD-1 expression, whereas HCCRIN1-sup suppressed PD-1 expression, implying that RIN1 indirectly alleviated T cell exhaustion by affecting HCC cells (Fig. 4a). This evidence concerns the gene PDCD1 and hepatocellular carcinoma.