FOXM1 and nonpapillary renal cell carcinoma: FOXM1 expression in tumor and adjacent tissues was assessed using Western Blotting, IHC, RNA-seq, and Chip-qPCR methods, and its regulatory mechanism was confirmed.<h4>Results</h4>We examined VRG mutation and expression patterns in ccRCC at the gene level, identifying two distinct molecular clusters.