This was reflected in the canonical pathway analysis (Fig. 3B), with the majority of the pathways activated in IPF samples, including pathways relevant to disease processes such as epithelial adherens junction signaling [34], HIF1α signaling [35], and integrin signaling [36]. Here, HIF1A is linked to idiopathic pulmonary fibrosis.