Integration of Prognostic Model Validating Stage-Dependent Significance: Recent research further supports the significant prognostic value of CHAC1 expression levels in ccRCC and reinforces its role as a marker of advanced/high-risk disease. Here, CHAC1 is linked to nonpapillary renal cell carcinoma.