And what interests us was that PAI-1 and PKA were also associated with the significant signaling pathways about how senescent fibroblasts affect IPF, which indicated that PTX might regulate the occurrence and development of pulmonary fibrosis by mediating cellular senescence (Lin and Xu, 2020). Here, SERPINE1 is linked to pulmonary fibrosis.