Using 2D and 3D culture models, as well as an in vivo model of pulmonary fibrosis, romidepsin suppressed interstitial collagen production as well as expression of LOX, whose activity is required for collagen cross-linking. The gene discussed is LOX; the disease is pulmonary fibrosis.