In the derivation cohort (Table S3), the area under ROC curve of GAR, ALB, GGT, 8th TNM stage, MVI, Node invasion and Tumour number for OS was 0.727, 0.603, 0.638, 0.666, 0.537, 0.606 and 0.586, respectively. The gene discussed is ALB; the disease is neoplasm.