SPP1, THBS2, ITGB8, and some other genes screened out in this study have rarely been studied in the pathogenesis of pulmonary fibrosis, which also suggests possible approaches for subsequent pathogenesis studies. Here, SPP1 is linked to pulmonary fibrosis.