This pattern aligns with the “two‐hit” model of stroke pathogenesis: CHIP mutations may preferentially promote atrial cardiopathy (CES initiation), whereas their downstream effects on vascular inflammation and thrombosis exacerbate neuronal injury common to all IS subtypes. This evidence concerns the gene STUB1 and cat-eye syndrome.