The results revealed fourteen independent risk factors including; age, temperature, heart rate, respiratory rate, MAP, SpO2, mechanical ventilation, albumin, bilirubin, lactate, BUN, AIDS, hepatic failure and metastatic cancer (Additional file 1: Table S2). The gene discussed is ALB; the disease is metastatic malignant neoplasm.