The expression of ENPP3, ENTPD1, and PDE7B was significantly upregulated in IPF patients’ lung tissue, and the expression of GPX3, PNMT, and POLR3H was significantly downregulated. This evidence concerns the gene PNMT and idiopathic pulmonary fibrosis.