Evidence map›Paper›PMID 41545627›Full record

SynthesisSports medicine (Auckland, N.Z.)2026

Wearable-Derived Heart Rate Variability Across the Menstrual Cycle, Hormonal Contraceptive Use, and Reproductive Life Stages in Females: A Living Systematic Review.

Eline de Jager, Brian Caulfield, Evgenia Angelidi, Brian MacNamee, Sinead Holden

Abstract readSystematic Review
In one paragraph

Synthesis in Sports medicine (Auckland, N.Z.), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

5 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
  4. Article
  5. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Eline de JagerSchool of Public Health, Physiotherapy and Sport Science, University College Dublin, Dublin, Ireland. Eline.dejager@ucdconnect.ie.ORCID 0009-0004-4940-5460
Brian CaulfieldSchool of Public Health, Physiotherapy and Sport Science, University College Dublin, Dublin, Ireland.
Evgenia AngelidiSchool of Public Health, Physiotherapy and Sport Science, University College Dublin, Dublin, Ireland.
Brian MacNameeInsight, Research Centre for Data Analytics, Dublin, Ireland.
Sinead HoldenSchool of Public Health, Physiotherapy and Sport Science, University College Dublin, Dublin, Ireland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundHeart rate variability (HRV) reflects autonomic nervous system function and can now be continuously monitored in real-world settings using wearable technology. However, the influence of ovarian hormones on HRV remains unclear, underscoring the need to synthesize evidence across the female lifespan.

objectiveTo examine the association between ovarian hormone profiles and HRV measured by wearable/mobile devices.

designLiving systematic review. DATA SOURCES: A comprehensive search was conducted in PubMed, Web of Science, IEEE Xplore, SPORTDiscus, and Embase from inception to December 2025. The search followed the Participant (females of any age), Exposure (ovarian hormone profiles), and Outcomes (HRV measured by wearable devices) framework, using a combination of MeSH terms and keyword adaptations. Quality was assessed for cohort studies using the Newcastle-Ottawa Scale. ELIGIBILITY CRITERIA: All studies were independently double screened by title, abstract, and full text. Studies were eligible if they examined differences in HRV measured by a wearable device, across the menstrual cycle in naturally menstruating females, in response to exogenous ovarian hormones, or across another ovarian hormone state such as menopause or pregnancy.

resultsFrom 299 identified records, 16 studies were included. In naturally menstruating females, HRV was higher at the beginning of the cycle and lower toward the end, with differences in time-domain HRV ranging from 3 to 9%. Hormonal contraceptive users exhibited lower HRV, particularly in the late cycle. Additionally, HRV tended to decline after menopause with increasing age. The quality of evidence in this review was moderate (7/9). Variability in how menstrual cycle phases and menopausal status were classified across studies limited comparability and the ability to synthesize findings quantitatively.

conclusionsWearable-derived HRV is associated with differences across the menstrual cycle, oral contraceptive use, and reproductive life stages. This should be considered when presenting HRV metrics to female users. This may improve the interpretation of data for female athletes, patients, or women who track their HRV. OSF REGISTRATION: DOI https://doi.org/10.17605/OSF.IO/S4RYW .

Indexed as

Heart RateMenstrual CycleWearable Electronic DevicesFemaleHumans

Identifiers

PMID41545627
PMCPMC13198475

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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 Socratic graph.