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In particular, neuroendocrine aging and the hormonal shifts that accompany the menopause transition have emerged as potentially modifiable AD risk factors in women. Yet, key neuroendocrine aging-related factors linked to increased AD and dementia risk, such as early menopause, premenopausal bilateral oophorectomy, frequent vasomotor symptoms, and midlife cognitive and mood disturbances, remain underinvestigated. Additionally, although a growing evidence base highlights the potential of menopause hormone therapy for AD prevention, particularly in women undergoing oophorectomy, progress remains hindered by a lack of clinical trials and biomarker-driven studies. This Review calls for a paradigm shift: from viewing AD risk as a byproduct of generalized aging to validating midlife neuroendocrine aging as a distinct window of vulnerability, and an opportunity for prevention. By 2050, over 1.2 billion women worldwide will be in or approaching menopause. 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