Taken together, the scRNA-seq results suggested that CCL5 is a crucial inflammatory factor secreted by T and NK cells, which is potentially implicated in vascular remodeling in IPAH owing to its regulatory effects on endothelial and smooth muscle cells. This evidence concerns the gene CCL5 and idiopathic pulmonary arterial hypertension.