This study investigated radiomic and clinicoradiologic features during HBP in Gd-EOB-DTPA-enhanced MRI scans of patients with HCC for preoperative prediction of GPC3 expression and constructed a nomogram that achieved good results and yielded a superior predictive performance than the radiomics and clinicoradiologic models. Here, GPC3 is linked to hepatocellular carcinoma.