CCL18 and idiopathic pulmonary fibrosis: The top upregulated DE genes in IPF macrophage (Fig. 4b), such as FN1, CCL18 and SPP1, were previously reported to be upregulated in IPF and related to IPF pathogenesis in macrophages [17, 18, 44, 45, 47, 48, 51].