Among the top 20 genes related with sex that were extracted by each feature selection method, BAP1 was extracted as the top gene in all methods and predicted to be the most important sex-related gene in ccRCC (Table 1). Here, BAP1 is linked to nonpapillary renal cell carcinoma.