The analysis of these genes showed higher expression in the IPF samples than in the post-COVID fibrosis samples; BMP7, BMPR1A, BMPR1B, SMAD1, and SMAD2 all demonstrated this expression pattern. Here, BMPR1B is linked to idiopathic pulmonary fibrosis.