At the cellular level, YBX3 and CH25H were highly expressed in liver cancer cell lines, and ABCA6, PLIN5, AMACR, AKR1D1, CYP27A1, CYP46A1 were highly expressed in liver cancer cell lines in CCLE (Supplementary Figure S7). The gene discussed is AKR1D1; the disease is liver cancer.