We highlight the arrested alveolar cell regeneration in IPF lungs versus the active repair in the BLM model, alongside distinct signaling molecules, such as TGF-β, APOE, YAP1 and TEAD, and differences in immune cell presence. Here, TGFB1 is linked to idiopathic pulmonary fibrosis.