Finally, five cellular senescence-related genes, TYMS, HJURP, UBE2C, BIRC5, and KIF2C, were identified as potential biomarkers in poor prognostic patients with IPF. The gene discussed is UBE2C; the disease is idiopathic pulmonary fibrosis.