To assess whether the connection between AST/ALT and 28-day all-cause mortality might differ in various contexts, we executed a subgroup analysis focusing on age, gender, ethnicity, respiratory rate, heart rate, MAP, AMI, pneumonia, GCS score, creatinine, albumin, WBC, hemoglobin (Fig. 3). This evidence concerns the gene ALB and susceptibility to pneumonia measurement.