Collectively, our results indicated that the gene module-based eQTL analysis yielded a list of putative disease genes, including known ccRCC genes such as VHL, BAP1, and PBRM1, as well as novel disease genes. This evidence concerns the gene BAP1 and nonpapillary renal cell carcinoma.