In a word, CRTAC1, COL10A1, COMP, IGFL2, NECAB1, SCG5, SLC6A4, and SPP1 were identified as diagnostic biomarkers of IPF. The gene discussed is NECAB1; the disease is idiopathic pulmonary fibrosis.