qPCR analysis revealed that CSAD, IL4I1, and P4HA3 were significantly upregulated in tumor specimens, whereas PSAT1 expression was notably reduced in ccRCC tissues (p<0.05, Supplementary Figure S3a). Here, CSAD is linked to nonpapillary renal cell carcinoma.