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). Here, P3H1 is linked to nonpapillary renal cell carcinoma.