PNMT and idiopathic pulmonary fibrosis: According to the results, ENPP3, ENTPD1, and PDE7B were significantly upregulated in the lung tissues of IPF patients (Figure 7), while GPX3, PNMT, and POLR3H were significantly downregulated (Figure 7).