ArticleJMIR mHealth and uHealth2022
Trends in Heart Rate and Heart Rate Variability During Pregnancy and the 3-Month Postpartum Period: Continuous Monitoring in a Free-living Context.
Article in JMIR mHealth and uHealth, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 papers, 1 of them a synthesis that pooled it.
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Who cites it
34 citing papers in PubMed, 1 synthesis or guideline pooled it, 54 citations in OpenAlex.
- Guidelines for assessing maternal cardiovascular physiology during pregnancy and postpartum.American journal of physiology. Heart and circulatory physiology · 2024Guideline
- Heart Rate Variability Biofeedback Training Reduces Early Maternal Stress, Anxiety, and Depression in Women Undergoing Cesarean Delivery: A Randomized Controlled Trial.Applied psychophysiology and biofeedback · 2024Trial
- Standards and Norms: Expert Consensus on Exercise for Pregnant and Postpartum Women (2026 Revision).Maternal-fetal medicine (Wolters Kluwer Health, Inc.) · 2026Article
- Benefit of the N-of-1 Approach Versus Aggregate Analysis in Tracking Individual Trajectories During Pregnancy: Comparison of Longitudinal Wearable Observational Studies.JMIR formative research · 2026Article
- Article
- First case of pregnancy and childbirth in a patient implanted with an extravascular implantable cardioverter-defibrillator.HeartRhythm case reports · 2026Article
- Article
- Vagal pathways and heart rate variability in recovery after caesarean delivery: a framework for multimodal autonomic-immune phenotyping.Frontiers in physiology · 2026Review
- Temporal Trajectories in Sleep, Temperature Trends, Cardiorespiratory, and Activity Metrics Measured via Oura Ring During Pregnancy: Large-Scale Observational Analysis.JMIR mHealth and uHealth · 2025Observational
- Don't go vaping my heart: e-cigarette exposure during pregnancy promotes peripartum ventricular arrhythmias and sympathetic dominance.American journal of physiology. Heart and circulatory physiology · 2025Article
- Heterogeneous effects of physical activity on physiological stress during pregnancy.PLOS digital health · 2025Article
- Cardiac adaptations in early equine pregnancy: heart rate elevation without heart rate variability alteration in Thai native crossbred mares.Veterinary world · 2025Article
- A Scoping Review of Studies Reporting Heart Rate Variability Measurement Among Pregnant and Postpartum People Using Wearable Technology.Biological research for nursing · 2025Article
- Association of maternal nocturnal heart rate and adverse pregnancy outcomes.Pregnancy (Hoboken, N.J.) · 2025Article
- A Cross-Sectional Analysis of Maternal Cardiac Autonomic Function in Kazakh Pregnant Women with Gestational Diabetes.International journal of women's health · 2025Article
- Depressive symptoms and heart rate variability in perinatal women: A narrative review.Japan journal of nursing science : JJNS · 2025Review
- Mother's heart rate: a valid way to measure physical activity during pregnancy? Data from the FitMum RCT.BMJ open sport & exercise medicine · 2025Article
- Article
- Circadian rhythm of heart rate and heart rate variability in pregnancy.npj women's health · 2025Article
- Postpartum Blood Pressure Variability and Heart Rate Variability in Preeclampsia.Hypertension (Dallas, Tex. : 1979) · 2024Article
Corrections and comments
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Authors and funding
6 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundHeart rate variability (HRV) is a noninvasive method that reflects the regulation of the autonomic nervous system. Altered HRV is associated with adverse mental or physical health complications. The autonomic nervous system also has a central role in physiological adaption during pregnancy, causing normal changes in HRV.
objectiveThe aim of this study was to assess trends in heart rate (HR) and HRV parameters as a noninvasive method for remote maternal health monitoring during pregnancy and 3-month postpartum period.
methodsA total of 58 pregnant women were monitored using an Internet of Things-based remote monitoring system during pregnancy and 3-month postpartum period. Pregnant women were asked to continuously wear Gear Sport smartwatch to monitor their HR and HRV extracted from photoplethysmogram (PPG) signals. In addition, a cross-platform mobile app was used to collect background and delivery-related information. We analyzed PPG signals collected during the night and discarded unreliable signals by applying a PPG quality assessment method to the collected signals. HR, HRV, and normalized HRV parameters were extracted from reliable signals. The normalization removed the effect of HR changes on HRV trends. Finally, we used hierarchical linear mixed models to analyze the trends of HR, HRV, and normalized HRV parameters.
resultsHR increased significantly during the second trimester (P<.001) and decreased significantly during the third trimester (P=.006). Time-domain HRV parameters, average normal interbeat intervals (IBIs; average normal IBIs [AVNN]), SD of normal IBIs (SDNN), root mean square of the successive difference of normal IBIs (RMSSD), normalized SDNN, and normalized RMSSD decreased significantly during the second trimester (P<.001). Then, AVNN, SDNN, RMSSD, and normalized SDNN increased significantly during the third trimester (with P=.002, P<.001, P<.001, and P<.001, respectively). Some of the frequency-domain parameters, low-frequency power (LF), high-frequency power (HF), and normalized HF, decreased significantly during the second trimester (with P<.001, P<.001, and P=.003, respectively), and HF increased significantly during the third trimester (P=.007). In the postpartum period, normalized RMSSD decreased (P=.01), and the LF to HF ratio (LF/HF) increased significantly (P=.004).
conclusionsOur study indicates the physiological changes during pregnancy and the postpartum period. We showed that HR increased and HRV parameters decreased as pregnancy proceeded, and the values returned to normal after delivery. Moreover, our results show that HR started to decrease, whereas time-domain HRV parameters and HF started to increase during the third trimester. The results also indicated that age was significantly associated with HRV parameters during pregnancy and postpartum period, whereas education level was associated with HRV parameters during the third trimester. In addition, our results demonstrate the possibility of continuous HRV monitoring in everyday life settings.
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