In comparison to HC, sputum samples from COPD patients exhibited a higher prevalence of Haemophilus and Streptococcus, and their presence positively correlated with levels of neutrophil elastase and IL-1β in the sputum (41), consistent with our microbial taxa relative abundance findings. Here, IL1B is linked to chronic obstructive pulmonary disease.