Hypermethylated PDHB, LIPT1, LIAS and GLS were mainly associated with poor prognosis in cancer, whereas hypomethylated FDX1 was dominantly related to poor prognosis of LGG and ccRCC (Additional file 1: Fig. S2C). This evidence concerns the gene FDX1 and nonpapillary renal cell carcinoma.