In this study, we screened IPF prognosis-associated CRGs, and three independent prognostic factors (CXCR4, GPR56, and PAK1) were used to establish the prognostic signature of IPF. The gene discussed is ADGRG1; the disease is idiopathic pulmonary fibrosis.