SMAD4 and arteriovenous hemangioma/malformation: This study elucidates distinct molecular and mechanistic pathways underlying arteriovenous malformation (AVM) formation in endothelial cells (ECs) with SMAD4 and Alk1 loss-of-function (LOF).