Therefore, CNV may be a key factor in the development of ccRCC by altering the expression of multiple ARGs, which promotes the growth, invasion, and spread of cancer cells, and may also influence the progression of ccRCC. Here, SERPINA2 is linked to nonpapillary renal cell carcinoma.