As AD progresses, macrophage (Mφ)-driven inflammation further amplifies Gal-3 expression, enhancing chemokine production and monocyte recruitment, consistent with findings in AD models and related vascular disorders, including atherosclerosis and aortic aneurysms [12, 13, 15, 17]. Here, LGALS3 is linked to aortic aneurysm.