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A computational lens on menopause-associated psychosis
Victoria L Fisher1, Liara S Ortiz1, Albert R Powers1
1Yale University School of Medicine and the Connecticut Mental Health Center, New Haven, CT, United States.
Menopause-associated psychosis (MAP) may arise from declining estrogen levels, impacting brain function. Computational psychiatry models explore how these hormonal changes affect information processing, potentially explaining psychosis symptoms in women.
Area of Science:
- Neuroscience
- Computational Psychiatry
- Endocrinology
Background:
- Psychotic episodes cause significant distress and functional impairment.
- Women experience a second risk period for new-onset psychosis during menopause transition.
- Estrogen decline during menopause is hypothesized to remove a protective factor against psychosis.
Purpose of the Study:
- To explore the neural mechanisms linking estrogen decline to psychosis symptoms.
- To propose how estrogen influences latent states in information processing related to psychosis.
- To contextualize estrogen's effects on neural pathways implicated in psychosis.
Main Methods:
- Utilizing computational psychiatry tools to link symptom presentation with algorithmic and biological correlates.
- Modeling changes in information processing (latent states) to understand symptom formation.
- Reviewing and contextualizing the observed effects of estrogen decline on neural pathways.
Main Results:
- Estrogen decline may alter neural pathways involved in psychosis.
- Computational models suggest estrogen influences latent states related to cognitive and psychotic symptoms.
- This framework provides a systematic approach to understanding psychosis pathogenesis.
Conclusions:
- Computational frameworks can systematically identify patient-specific pathways in menopause-associated psychosis (MAP).
- This approach refines models of psychosis pathogenesis across different age groups.
- Understanding estrogen's role via computational psychiatry offers insights into psychosis mechanisms.
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