Then, this study continued with an in-depth analysis of macrophages and found that IPF-related macrophage differential genes were mainly enriched in biological functions such as Th1 and Th2 cell differentiation and PPAR signaling pathways, which are closely related to the development of pulmonary fibrosis. The gene discussed is PPARA; the disease is idiopathic pulmonary fibrosis.