In this study, we investigated the expression of BMPs with clinicopathological features and patient survival in TCGA database, gene set enrichment analysis (GSEA) were used to explore the biological role which would be involved in ccRCC. This evidence concerns the gene CLN5 and nonpapillary renal cell carcinoma.