APOB and intracerebral hemorrhage: Unlike cerebrovascular ischemic diseases, our research did not find a causal relationship between the ApoB/ApoA1 ratio and cerebrovascular hemorrhagic diseases such as intracerebral hemorrhage and subarachnoid hemorrhage.