The multiscale tissue simulator (overall model and fibrosis model) described here gives insight into the dynamics and impact of TGF-β sources in fibroblast-mediated collagen deposition at damaged sites of SARS-CoV-2 infected tissue in COVID-19. This evidence concerns the gene TGFB1 and COVID-19.