The results showed that the most important predictors of mortality included immunodeficiency, metastatic tumor, hepatic failure, residing at home independently, FiO2, chronic dialysis, ventilation mode, albumin, age, highest glucose, highest bilirubin, minute ventilation volume and admit source. The gene discussed is ALB; the disease is immunodeficiency disease.