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). The gene discussed is PDE7B; the disease is idiopathic pulmonary fibrosis.