Several pro-inflammatory cytokines including IL-6, IL-1β, and TNF-α were also decreased after astragaloside IV treatment, indicating that astragaloside IV could inhibit inflammation-related apoptosis caused by Klebsiella infection by inhibiting TGF-β1 signaling pathway. Here, IL1B is linked to Klebsiella Infections.