Notably, ECM collagens type I and III were upregulated, and numerous ECM remodelling enzymes, such as MMP3 which is a biomarker of IPF severity33 and predictor of shortened survival time34. The gene discussed is MMP3; the disease is idiopathic pulmonary fibrosis.