Further, metformin has been associated with reduced pulmonary fibrosis through reduced TGF-beta and VEGF, and resolution of pulmonary fibrosis via activation of lung myofibroblasts (41, 69). This evidence concerns the gene VEGFA and pulmonary fibrosis.