Since CALD1, CDH2 and POSTN were screened by taking intersection with sequencing data, RT-qPCR experiments were performed to validate the high-level mRNA expressions in the TGF-β1-induced primary fibroblast model, as well as lung tissue of IPF patients. Here, TGFB1 is linked to idiopathic pulmonary fibrosis.