Evidence mapPaperPMID 41070097Full record

Articlenpj women's health2025

Circadian rhythm of heart rate and heart rate variability in pregnancy.

Mahkameh Rasouli, Mohammad Feli, Iman Azimi, Shahab Haghayegh, Fatemeh Sarhaddi, Hannakaisa Niela-Vilen, Anna Axelin, Pasi Liljeberg, Amir M Rahmani

Abstract read
In one paragraph

Article in npj women's health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

9 authors.

Mahkameh Rasouli *School of Nursing, University of California, Irvine, CA USA.
Mohammad Feli *Department of Computing, University of Turku, Turku, Finland.
Iman AzimiDepartment of Computing, University of Turku, Turku, Finland.
Shahab HaghayeghDepartment of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Boston, MA USA.
Fatemeh SarhaddiDepartment of computer science, University of Helsinki, Helsinki, Finland.
Hannakaisa Niela-VilenDepartment of Nursing Science, University of Turku, Turku, Finland.
Anna AxelinDepartment of Nursing Science, University of Turku, Turku, Finland.
Pasi LiljebergDepartment of Computing, University of Turku, Turku, Finland.
Amir M RahmaniSchool of Nursing, University of California, Irvine, CA USA.

Funding

Circadian Disturbance and Dementia in Latin AmericaR01AG083799 · MASSACHUSETTS GENERAL HOSPITAL · 2025 to 2025
$681k
Prediction of dementia in older adults using nonlinear EEG featuresK99AG083234 · MASSACHUSETTS GENERAL HOSPITAL · 2025 to 2025
$135k
NIA NIH HHS K99 AG083234NIA NIH HHS R01 AG083799
6 · The paper itself

Abstract

The autonomic nervous system (ANS) regulates physiological changes during pregnancy, supporting fetal development and homeostasis. Heart rate (HR) and heart rate variability (HRV) are well-established, non-invasive biomarkers of ANS function. However, their circadian dynamics during pregnancy remain under-explored due to the lack of continuous data collection, a gap now addressed by wearable technology. This study is the first comprehensive investigation of HR and HRV circadian rhythms throughout pregnancy using wearable devices in a free-living setting. We extract longitudinal HR and HRV from smartwatch Photoplethysmography (PPG) data via a machine learning-based pipeline and employ Cosinor analysis to assess circadian rhythm characteristics. Our findings revealed significant HR and HRV circadian patterns over 16 weeks, showing a decline in HRV, an increase in HR rhythm-adjusted mean, and elevated nighttime stress linked to sleep disturbances and daytime fatigue. These results offer valuable insights into ANS regulation during pregnancy and highlight the potential of HR and HRV circadian rhythm parameters as biomarkers for pregnancy complications.

Indexed as

PhysiologyReproductive biologyReproductive disorders

Identifiers

PMID41070097
PMCPMC12504112

What Socratic holds

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LicenceCC BY
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Registered trials

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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.