After analyzing the immunoinfiltration characteristics of CRG, we re-verified the abnormal expression of independent prognostic factors in transforming growth factor-β1 (TGF-β1) treated IPF model through in vitro experiments. The gene discussed is TGFB1; the disease is idiopathic pulmonary fibrosis.