PTK2 and idiopathic pulmonary fibrosis: We observed that increased expression levels of the PTK2 gene in peripheral blood mononuclear cells (PBMCs) were associated with improved survival in IPF patients in the discovery cohort only, with no significant correlations found in the validation cohorts (Fig. 2A–C).