Following LASSO regression screening, ALP, preoperation AFP, ALB, PT, PNI, tumor size, and tumor number were identified as closely related to the OS of HCC patients after ablation (Figure S3). The gene discussed is ALB; the disease is hepatocellular carcinoma.