After a normalized enrichment score, nominal p‐value, and false discovery rate q‐value analysis, we found the gene sets of “hallmark_E2F_targets,” “hallmark_G2M_ckeckpoint,” “hallmark_MYC_targets_v1,” and “hallmark_MTORC1_signaling” were responsible for the lower expression GNG7 in progress biological behavior of ccRCC (Figure 5). Here, GNG7 is linked to nonpapillary renal cell carcinoma.