Our results also supported previous findings from scRNA-seq that Cthrc1-positive pathological fibroblasts expressed the highest levels of collagens in multiple collagen-producing subpopulations and the expansion of this subpopulation contributed to rapidly ensuing pulmonary fibrosis 50, 51. This evidence concerns the gene CTHRC1 and pulmonary fibrosis.