Besides, we also detected a low-expression state of FMR1 in ccRCC using TCGA-KIRC data, and lower expression of FMR1 was closely associated with higher tumor stages and grades (T3/T4, G3/G4 and Stage III/IV) (Fig. 5B). This evidence concerns the gene FMR1 and nonpapillary renal cell carcinoma.