We compared the expression levels of hub genes between IPF and healthy lung tissues in the GSE47460 dataset (Figs. 5A–5C) and found that IL6, SERPINE1, and SOCS3 were significantly downregulated in IPF patients compared with healthy controls. Here, SERPINE1 is linked to idiopathic pulmonary fibrosis.