Moreover, it allows the discrimination of four risk groups of patients with significantly different stages of pneumonia based on 10 independent risk factors (i.e., sex, age, BMI, use of insulin, HbA1c, COPD, hypertension, CHD, renal failure, and cancer), which are easy-to-acquire variables in clinical practice. Here, INS is linked to chronic obstructive pulmonary disease.