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. This evidence concerns the gene EHD4 and hepatocellular carcinoma.