ArticleScientific reports2025
Clustering of > 145,000 symptom logs reveals distinct pre, peri, and menopausal phenotypes.
Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
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Who cites it
7 citing papers in PubMed.
- Adaptation and exploratory factor analysis of a PCOS-specific HRQoL questionnaire in a South Indian population.BMC women's health · 2026Article
- Advancing evidence-based regulation: Organization for the Study of Sex Differences and Society for Women's Health Research support FDA action on menopausal hormone therapy and encourage broader sex-informed drug label updates.Biology of sex differences · 2026Review
- Living with PCOS: A Narrative of its Biology, Diagnosis, and Evolving Treatment.Endocrine, metabolic & immune disorders drug targets · 2026Review
- Mitochondrial dysfunction in perimenopausal mood disorders: From hormonal shifts to neuroenergetic failure (Review).International journal of molecular medicine · 2025Review
- Memory deficits in hypertensive ApoE4 mice reversed by P2Y12 inhibition via different mechanisms in males and perimenopausal females.Research square · 2025Article
- Finding sense of coherence in the menopause transition - A qualitative interview study with menopausal women in Norway.Women's health (London, England)Article
- The volume and characteristics of research on gastrointestinal symptoms in 'natural' peri- and postmenopause: A scoping review.Women's health (London, England)Article
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Authors and funding
3 authors.
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Abstract
The transition to menopause is associated with disappearance of menstrual cycle symptoms and emergence of vasomotor symptoms. Although menopausal women report a variety of additional symptoms, it remains unclear which emerge prior to menopause, which occur in predictable clusters, how clusters change across the menopausal transition, or if distinct phenotypes are present within each life stage. We present an analysis of symptoms in premenopausal to menopausal women using the MenoLife app, which includes 4789 individuals (23% premenopausal, 29% perimenopausal, 48% menopausal) and 147,501 symptom logs (19% premenopausal, 39% perimenopausal, 42% menopausal). Clusters generated from logs of 45 different symptoms were assessed for similarities across methods: hierarchical clustering analysis (HCA), K-Means clustering of principal components of symptom reports, and binomial network analysis. Participants were further evaluated based on menstrual cycle regularity or natural versus medically induced menopause. Menstrual cycle-associated symptoms (e.g., cramps, breast swelling), digestive, mood, and integumentary symptoms were characteristic of premenopause. Vasomotor symptoms, pain, mood, and cognitive symptoms were characteristic of menopause. Perimenopausal women exhibited both menstrual cycle-associated and vasomotor symptoms. Subpopulations across life stages presented with additional correlated mood and cognitive, integumentary, digestive, nervous, or sexual complaints. Symptoms also differed among women depending on the reported regularity of their menstrual cycles or the way in which they entered menopause. Notably, we identified a set of symptoms that were very common across life stages: fatigue, headache, anxiety, and brain fog. Finally, we identified a lack of predictive power of hot flashes for any symptom except night sweats. Together, premenopausal women exhibit menstrual cycle-associated symptoms and menopausal women reported vasomotor symptoms, while perimenopausal women report both. All report high rates of fatigue, headache, anxiety, and brain fog. Limiting focus of menopausal treatment to vasomotor symptoms, or to premenstrual syndrome in premenopausal women, neglects a large proportion of overall symptom burden. Future interventions targeting mood and cognition, digestion, and the integumentary system are needed across stages of female reproductive life.
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