TNF and pulmonary fibrosis: In addition, network analysis and visualization revealed pulmonary healing signaling pathways (Fig. 5), pulmonary fibrosis idiopathic (Fig. 6), and IL-1/TNF signaling pathway (Fig. 7) with a significant positive correlation.