Therefore, this study aimed to investigate the expression dynamics, functional role, and molecular mechanism of CHP1 in ccRCC using scRNA-seq, offering new insights into both tumor biology and potential therapeutic strategies. This evidence concerns the gene CHP1 and nonpapillary renal cell carcinoma.