APOE and Stroke: Although APOE-Є4 has previously been linked to increased mortality and stroke AAO, our simulation study suggests that this association may be independent of ischemic stroke itself, emphasizing the need for a nuanced interpretation in understanding the genetic factors influencing the age at onset in stroke cases.