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. Here, POSTN is linked to idiopathic interstitial pneumonia.