Notably, patients with high expression of CLCA1, UGT2A3, or ZG16 also exhibited significantly higher bile acid metabolism scores (all p < 0.001; Figures 7g–i), confirming that these hub genes are functionally linked to bile acid metabolic activity in CRC. Here, ZG16 is linked to colorectal carcinoma.