These included smoking, hypertension, diabetes mellitus, alcohol use, chronic obstructive pulmonary disease (COPD), vitamin D deficiency, reduced renal function (eGFR < 60), elevated C-reactive protein (CRP ≥ 10), and older age (≥50 years). Here, CRP is linked to chronic obstructive pulmonary disease.