Finally, five cellular senescence-related genes, TYMS, HJURP, UBE2C, BIRC5, and KIF2C, were identified as potential biomarkers in poor prognostic patients with IPF. This evidence concerns the gene BIRC5 and idiopathic pulmonary fibrosis.