Of the 6 prioritized and qPCR-validated vascular genes, we focused on SMAD3, a signaling molecule with known vascular functions1,67, which shows upregulation in AD pericytes and has the strongest level of astrocyte ligand interactions (Supplementary Fig. 13, Supplementary Data 25, 26). Here, SMAD3 is linked to Alzheimer disease.