Compared to normal kidney tissues, 33 ARGs demonstrated markedly higher expression in ccRCC tissues (e.g., APOC1 and ENO2), while the rest were on the contrary (e.g., SFRP1 and DAG1) (Figure 2A). Here, SERPINA2 is linked to nonpapillary renal cell carcinoma.