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. The gene discussed is DDR1; the disease is posterior cortical atrophy.