This retrospective cohort study demonstrated that preoperative albumin levels were associated with postoperative in-hospital pneumonia in a non-linear response manner in patients undergoing major non-cardiac surgeries. The gene discussed is ALB; the disease is susceptibility to pneumonia measurement.