Moreover, we investigated the biological function of DDR1 in tumors using single-cell sequencing database and enrichment analysis and verified the results with in vitro experiments with ccRCC, bladder cancer (BCa), and prostate cancer (PCa) cell lines. This evidence concerns the gene DDR1 and nonpapillary renal cell carcinoma.