Given its involvement in sodium homeostasis, pH regulation, lipid metabolism, and amino acid transport, further functional studies on CHP1 may provide new avenues for therapeutic targeting and precision management of ccRCC. This evidence concerns the gene CHP1 and nonpapillary renal cell carcinoma.