The observed early shift in gene expression in IPF fibroblasts, especially in extracellular matrix associated genes (collagens, MMP2, etc.), agrees with computationally deconvoluted bulk RNA gene expression signatures [5]. Here, MMP2 is linked to idiopathic pulmonary fibrosis.