In summary, our study uncovered the significant involvement of CALD1, CDH2, and POSTN in the process of fibrogenesis and shed light on the potential mechanism underlying the aberrant expression of these genes in IPF patients. The gene discussed is CDH2; the disease is idiopathic interstitial pneumonia.