Through exploration discovery using the public database GEPIA, compared with normal kidney tissues, COL4A4, COL9A3, FREM2, and P3H1 exhibited significantly different expression levels in ccRCC patients (Fig. S6). The gene discussed is COL4A4; the disease is nonpapillary renal cell carcinoma.