In conclusion, this study developed and validated a risk model for HCC based on MTLM-associated genes (ACADL, ACADS, GCDH, CCNB1 and CDK1) through a comprehensive bioinformatic analysis. The gene discussed is GCDH; the disease is hepatocellular carcinoma.