TNF and chronic obstructive pulmonary disease: To identify important network elements for CS-induced COPD, in silico knockout simulations for the proinflammatory elements, e.g., M1, DC, Th1, Th17, CD8+T cells and TNF-α, IL-6, IFN-γ, and IL-17 were conducted in the following discussion.