AFP and hepatocellular carcinoma: In this study, machine learning with a logistic regression model was applied to develop a seven vesicular proteins panel to distinguish HCC from CHB with an AUC of 0.978, HCC from LC with an AUC of 0.943, HCC from nonHCC with an AUC of 0.953, which was significantly higher than AFP alone (Figure 8b).