In the present study, leveraging GEO liver cancer-related expression data, we identified 42 genes that are commonly downregulated in HCC tissues compared to normal tissues, with COLEC10, KMO, and GNMT being the most frequently altered. The gene discussed is COLEC10; the disease is liver cancer.