In the training set, LASSO regression selected the following 11 variables associated with OS: Age, body mass index (BMI), sex, T stage, N stage, lymphocyte count, neutrophil count, CA19–9 level, clinical stage, tumor size, and serum albumin (Supplementary Figures 4A, B). Here, ALB is linked to neoplasm.