Additionally, we also elucidated the correlation between SLC16A12&SMIM24 and clinical stage of ccRCC, results showed that in the patients with advanced stage including distant metastasis or lymph node metastasis, both two genes demonstrated lower expression (Supplementary Figure 5). Here, SMIM24 is linked to nonpapillary renal cell carcinoma.