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, were selected by LASSO regression analysis to establish an inflammatory score. Multivariate logistic regression analysis showed that inflammatory score (OR = 2.14, 95% CI 1.63-2.88, 0.001), alpha fetoprotein (OR = 2.02, 95% CI 1.46-2.82, 0.001), and tumor size (OR = 2.37, 95% CI 1.70-3.30, 0.001) were independent factors for MVI. These three factors were then used to establish a nomogram for MVI prediction. The AUC for the training and validation group was 0.72 (95% CI 0.68-0.76) and 0.72 (95% CI 0.66-0.78), respective