These findings suggest that knockdown of CALD1, CDH2, and POSTN could prevent the induction of collagen I and α-SMA, which are key markers of pulmonary fibrosis, in response to TGF-β1 stimulation. The gene discussed is TGFB1; the disease is pulmonary fibrosis.