CHP1 and nonpapillary renal cell carcinoma: This pattern was validated in the TCGA-KIRC cohort, where CHP1 expression was significantly reduced in ccRCC samples (n = 542) compared with normal tissues (n = 72) (Figure 3D, p < 0.001).