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). This evidence concerns the gene ACVRL1 and arteriovenous hemangioma/malformation.