To explore how RUFY4 contributed to PD-1/PDL1 in TME, the correlation analysis between PDL1 and RUFY4 was conducted on the basis of the ccRCC RNA-Seq data. The gene discussed is PDCD1; the disease is nonpapillary renal cell carcinoma.