Therapeutic explorations targeting distinct inflammatory phenotypes indicate that conventional glucocorticoids and PDE4 inhibitors remain beneficial in eosinophil-driven inflammation, whereas biologics targeting IL-5, IL-13/IL-4, TSLP, and IL-33 have produced variable outcomes in COPD clinical trials. Here, PDE4A is linked to chronic obstructive pulmonary disease.