The set includes genes such as CLDN18, NOS2, SLC4A1, CA4, COL17A1, and SP7, many of which have been implicated in vascular inflammation, endothelial dysfunction, and extracellular matrix remodelling. Here, COL17A1 is linked to endothelial dysfunction.