To detect VEGF-positive HCC preoperatively, we created a predictive nomogram using MRI (Gd-EOB-DTPA-enhanced) radiomics signatures, serum AFP levels, and irregular tumor margins. Here, VEGFA is linked to hepatocellular carcinoma.