Although this study combined multi-omics data, Mendelian randomization, and animal model systems to reveal the potential role of EHD4 and PPARGC1A in hepatocellular carcinoma, certain limitations remain. The gene discussed is PPARGC1A; the disease is hepatocellular carcinoma.