In a study of over 1,000 liver resection samples, a nomogram incorporating seven risk factors, including tumor size, multiple nodules, and alpha-fetoprotein (AFP), achieved the best preoperative prediction of MVI in HBV-related HCC within the Milan criteria, with an AUC of 0.8014. This evidence concerns the gene AFP and neoplasm.