AFP and hepatocellular carcinoma: As shown in Figure 2a, PermSurvDNN consistently identified 12 key predictors including alpha-fetoprotein (AFP), liver fibrosis score, age, tumor size, grade, and others - each of which has been clinically validated in HCC prognosis [29, 30].