Complement C3, Testis- and ovary-specific PAZ domain-containing protein 1 (TOPAZ1) and hemopexin among others came out as the most important features to classify the IPF vs controls groups. The gene discussed is HPX; the disease is idiopathic pulmonary fibrosis.