According to our research, IFI30 and the expression showed a positive correlation with CD3E, CD4, CD8A, and IL-10 in ccRCC, while IFI30 was negatively correlated with TGFB2 in ccRCC. Here, IL10 is linked to nonpapillary renal cell carcinoma.