In response to LASSO regression selection, 7 variables remained significantly predictive of HCC, including sex, age, alcohol use, platelet (PLT), albumin (ALB), AFP, and LSM value (Fig. 2). This evidence concerns the gene ALB and hepatocellular carcinoma.