Many of the hub glycolysis-associated genes were previously linked to the advancement and prognosis of fibrosis.[20–22] Specifically, 3 glycolysis-related genes were discovered as being linked to the prognosis of IPF, including STC2, TKTL1, and ARTN. The gene discussed is TKTL1; the disease is idiopathic pulmonary fibrosis.