TNF and chronic obstructive pulmonary disease: In a recent cohort study, longitudinal sputum samples were taken from COPD patients during acute exacerbation (AECOPD), which found significant positive correlations between the abundance of Pseudomonas and TNF, the abundance of Klebsiella, and the percentage of eosinophils.