Our analysis also found ECG abnormalities, high gamma-glutamyl transpeptidase levels, high glutamate oxaloacetic transaminase levels, high hemoglobin A1c levels, glycosuria, proteinuria, and high fasting blood glucose levels to be potent predictors of pneumonia. Here, GGTLC1 is linked to susceptibility to pneumonia measurement.