Further analysis on ALDH2, ALDH3a1, FBP1, PGD, TALDO1, and TPI1 as biomarkers on the evolution of IPF patients, their association with PJ infection, and their lung cancer risk could be relevant. The gene discussed is TPI1; the disease is idiopathic pulmonary fibrosis.