These results posit that COLEC10 may exert a critical regulatory function in HCC progression through its influence on EMT, the Hedgehog signaling pathway, and the PI3K-AKT signaling pathway, thereby presenting itself as a promising therapeutic target for HCC. The gene discussed is COLEC10; the disease is hepatocellular carcinoma.