ALB and atherosclerosis: CfPWV and carotid intima-media thickness were positively associated with WMH volume, suggesting arterial stiffness and atherosclerosis contribute to CSVD. Microvascular reactivity, urinary albumin excretion, and adjusted cerebral resistance index were also associated with WMH volume, independent of age and sex, highlighting therapeutic targets.