Our study further revealed that ST3GAL5 overexpression in ccRCC is significantly associated with immune infiltration (including CD8+ T cells, macrophages and B cells) and CD8+ T cell exhaustion, suggesting its overexpression may influence tumor immune microenvironment. Here, CD8A is linked to nonpapillary renal cell carcinoma.