Comparison of control and IPF alveolar septae ROIs identified enrichment of Wnt and PDGF signaling in IPF alveolar septae, whereas there was suppression of TNF signaling (Figure 2H) and interferons (Figure 2I). Here, TNF is linked to idiopathic pulmonary fibrosis.