Stage-specific analysis showed particularly pronounced RBP7 expression in early-stage HCC patients relative to advanced-stage cases (Figure 1D), though no significant differences was observed between N0 and N1 patients (Supplementary Figure S1B). Here, RBP7 is linked to hepatocellular carcinoma.