This study integrates mRNA expression with clinical data from HCC patients to analyze scRNA-seq data, develop a machine-learning model for mitochondrial-related gene prediction, and conduct molecular experiments to validate the role of FLAD1 in HCC. This evidence concerns the gene FLAD1 and hepatocellular carcinoma.