To further explore the regulatory mechanisms of the identified genes and miRNAs associated with PBRM1 truncated mutations in ccRCC, we constructed co-expression networks using R software based on mRNA expression results (Fig. 5a and b, detailed information is in Methods). This evidence concerns the gene PBRM1 and nonpapillary renal cell carcinoma.