Of the 9 CRGs, NLRP3, SLC31A1, and CDKN2A were upregulated in IPF, while ATP7A, LIAS, LIPT1, DLAT, GLS, and DBT were downregulated in IPF patients than healthy subjects. The gene discussed is LIAS; the disease is idiopathic pulmonary fibrosis.