The Pan-cancer analysis revealed that GJA5 exhibited the highest expression level in ccRCC, whereas GJB1 was the 12th highest in terms of expression in ccRCC (Supplementary Figures 2A, B). This evidence concerns the gene GJA5 and nonpapillary renal cell carcinoma.