SPAG9 and nonpapillary renal cell carcinoma: By analyzing the scRNA-seq data of the ccRCC patients, we found that the key genes were highly expressed in the tumor stromal cells (endothelial cells) (Figure S2), which was consistent with the previous finding that SPAG9 expression was significantly associated with OS only in the stroma-rich group (Figure S1).