CHIP-driven inflammation and oxidative stress likely work synergistically to accelerate BBB breakdown, leading to enhanced immune cell infiltration, vascular leakage, and chronic neuroinflammation—a well-recognized pathway in CSVD-related cognitive impairment. This evidence concerns the gene STUB1 and Cognitive impairment.