Our analysis elucidates the role of ID3 in mediating critical processes, including vascular smooth muscle cell proliferation, endothelial dysfunction, and extracellular matrix remodeling, which contribute to vascular pathologies such as atherosclerosis, coronary artery disease, cerebrovascular disease, and pulmonary arterial hypertension. The gene discussed is ID3; the disease is cerebrovascular disorder.