Through multi-omics analysis and functional validation, this study reveals the core role of the MALAT1/miR-383-5p/PRKAG1 axis in HCC progression and establishes cross-boundary associations between epigenetic regulation, metabolic reprogramming, and immune microenvironment remodeling. Here, PRKAG1 is linked to hepatocellular carcinoma.