Four risk factors for HCC were identified using LASSO Cox regression when the lambda was set to 1 standard error: age (≥40 years), the presence of MASLD, elevated AFP, and ALB levels (Figures 2J, K). Here, ALB is linked to hepatocellular carcinoma.