These findings highlight GLMP as a key intermediary in lipid metabolic regulation via the PI3K/AKT pathway, with BRG1 acting as an upstream modulator, offering new avenues for metabolic targeting in HCC. Here, PIK3CD is linked to hepatocellular carcinoma.