The study of Boateng et al., 2024 (94) investigates the interplay between Peroxisome proliferator-activated receptors (PPAR-β/δ and PPAR-γ) in the pathogenesis of idiopathic pulmonary fibrosis. The gene discussed is PPARD; the disease is idiopathic pulmonary fibrosis.