Using data from 221 patients for model training and 237 from two external validation cohorts, the Elastic Net model-based solely on four routine clinical features (treatment regimen, alanine aminotransferase, total pleural effusion volume, and tumor diameter)-achieved excellent performance, with areas under the curve of 0.848 and 0.940 in external validation. The gene discussed is GPT; the disease is neoplasm.