Notably, our pathway analysis revealed that ECM-associated pathways were enriched among genes correlated with both NRN1 and CXCR4 expression in TCGA ccRCC RNA-seq dataset. This evidence concerns the gene CXCR4 and nonpapillary renal cell carcinoma.