ArticleNPJ digital medicine2024
A Novel method for quantifying fluctuations in wearable derived daily cardiovascular parameters across the menstrual cycle.
Article in NPJ digital medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers, 1 of them a synthesis that pooled it.
What it found
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The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
14 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Wearable-Derived Heart Rate Variability Across the Menstrual Cycle, Hormonal Contraceptive Use, and Reproductive Life Stages in Females: A Living Systematic Review.Sports medicine (Auckland, N.Z.) · 2026Pooled it
- Women's Health Wearables: From Continuous Signals to Actionable Digital Phenotypes Across the Reproductive Lifespan.Bioengineering (Basel, Switzerland) · 2026Article
- Wearable-measured heart rate variability and premenstrual disorder symptoms across menstrual cycle.Archives of women's mental health · 2026Article
- Quantifying effects of the European Health Data Space on the app ecosystem and data access.NPJ digital medicine · 2026Article
- The menstrual cycle through the lens of a wearable device: insights into physiology, sleep, and cycle variability.NPJ digital medicine · 2026Article
- Identifying menstrual metrics as personal health markers: Age trends and individual footprints in temperature across 5674 cycles.Science advances · 2026Article
- A longitudinal dataset of physiological, hormonal, metabolic, and self-reported menstrual health data.Scientific data · 2026Article
- Decoding menstrual health across the lifespan: a scoping review of digital health tools in research.medRxiv : the preprint server for health sciences · 2026Article
- Accuracy of wearable smartwatch for measuring blood pressure and oxygen saturation across a wide altitudinal gradient: a comparative study in Migrant and Resident populations.Frontiers in physiology · 2026Article
- Decoding menstrual health across the lifespan: a scoping review of digital health tools in research.npj women's health · 2026Article
- Heart rate dynamics in polyendocrine metabolic ovarian syndrome: from heterogeneity to wearable digital phenotyping.Frontiers in endocrinology · 2026Review
- Platform matters -- Differences in COVID data collected from Android and iOS app users.NPJ digital medicine · 2025Article
- A new metric to understand the association between heart rate variability and menstrual regularity.NPJ digital medicine · 2025Article
- Pulse rate variability is not the same as heart rate variability: findings from a large, diverse clinical population study.Frontiers in physiology · 2025Article
Corrections and comments
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Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Currently, knowledge of changes in cardiovascular function across the menstrual cycle and how these changes may inform upon underlying health is limited. Utilizing wrist-worn biometric data we developed a novel measure to quantify and investigate the cardiovascular fluctuation (i.e. cardiovascular amplitude) within resting heart rate (RHR) and heart rate variability (RMSSD) across 11,590 participants and 45,811 menstrual cycles. Within participants, RHR and RMSSD fluctuated in a regular pattern throughout the menstrual cycle, with population RHR
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.