Further studies will evaluate biological and molecular mechanisms of GIMAP family genes in ccRCC related to the phenotypic manifestations detected in this study and the correlation between GIMAP family genes expression in ccRCC and the proliferation of CD8+ T cells in TIME. Here, CD8A is linked to nonpapillary renal cell carcinoma.