CEACAM4 and nonpapillary renal cell carcinoma: Phenotype association analysis suggested all of hub genes involved in tumor development, and it seems CRYBB1, CEACAM4, and HAMP correlated with ccRCC progression more than another two (RIMBP3C and LYL1) (Figure 6B).