Additionally, a large-scale prospective cohort study involving 54,123 participants, the Kailuan Study, reported that prolonged exposure to high AIP levels contributed to an increased risk of incident ischemic stroke, independent of traditional risk factors (39). Here, AIP is linked to ischemic stroke.