On the contrary, high expression of the other nine genes (FDX1, LIPT1, LIAS, DLD, DLAT, PDHA1, PDHB, MTF1 and GLS) was remarkably related to better survival in ccRCC, showing features of tumor suppressors (Table S2). This evidence concerns the gene PDHB and nonpapillary renal cell carcinoma.