The results suggested that the 1st and 2nd metaprograms were significantly associated with hypoxia, the JAK-STAT pathway, and tumor-related pathways such as MAPK, TGFb, and WNT, which are closely related to the occurrence and development of ccRCC (Fig. 3E). This evidence concerns the gene SOAT1 and nonpapillary renal cell carcinoma.