In conclusion, HBP radiomic features were closely associated with GPC3-positive expression, and the combination of age, AFP >400 ng/mL, and non-smooth tumor margin provided an effective way to non-invasively and individually predict GPC3-positive HCC patients. Here, GPC3 is linked to hepatocellular carcinoma.