ArticleIEEE journal of translational engineering in health and medicine2021
Stress Analysis Based on Simultaneous Heart Rate Variability and EEG Monitoring.
Article in IEEE journal of translational engineering in health and medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 2 registered trials, which are not on this map. Cited by 34 papers, 1 of them a synthesis that pooled it.
What it found
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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.
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.
Artificial Intelligence and Mindfulness Meditation: Innovative Methods to Reduce Stress Amongst Medical School Students
Efficacy of a Multisensory Audiovisual Entrainment Neurofeedback for Academic Anxiety Regulation and Divergent Thinking: A Randomized Controlled Trial Study
Who cites it
34 citing papers in PubMed, 1 synthesis or guideline pooled it, 115 citations in OpenAlex.
- Effect of Brief Mindfulness Meditation Interventions on Heart Rate Variability in Adults: A Systematic Review.Applied psychophysiology and biofeedback · 2026Pooled it
- Comprehensive Mitigation of Peripheral and Central Stress Responses by Nx4: Insights From EEG and Heart Rate Variability in Post-Stress Resting State.Human psychopharmacology · 2025Trial
- A comprehensive evaluation framework for consumer-grade EEG devices: signal quality, robustness, and usability.Scientific reports · 2026Article
- Improving cognitive stress classification via multimodal EEG and ECG fusion: gender differences in physiological response.Scientific reports · 2026Article
- Psychophysiological effects of low-frequency sound mediated by room size, room shape, and stimulus duration.Frontiers in cognition · 2026Article
- Enhancing Academic Performance, Cognitive Functions, and Mental Well-Being Through Active Breaks: Evidence from a Pilot Study with University Student Sample.International journal of environmental research and public health · 2025Article
- Article
- BrainFusion: a Low-Code, Reproducible, and Deployable Software Framework for Multimodal Brain‒Computer Interface and Brain‒Body Interaction Research.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Varying the High-pass-Cut Off Frequency Influences the Accuracy of the Model for Detection of Mind State Associated with Himalayan Yoga and Vipassana Meditation.Annals of neurosciences · 2025Article
- Effects of Transcutaneous Electroacupuncture Stimulation (TEAS) on Eyeblink, EEG, and Heart Rate Variability (HRV): A Non-Parametric Statistical Study Investigating the Potential of TEAS to Modulate Physiological Markers.Sensors (Basel, Switzerland) · 2025Article
- Heart Rate Variability and Autonomic Dysfunction After Stroke: Prognostic Markers for Recovery.Biomedicines · 2025Review
- Article
- Neural Correlates of Alexithymia Based on Electroencephalogram (EEG)-A Mechanistic Review.Journal of clinical medicine · 2025Review
- An Integrated Platform Combining Immersive Virtual Reality and Physiological Sensors for Systematic and Individualized Assessment of Stress Response (bWell): Design and Implementation Study.JMIR formative research · 2025Article
- Analysis of perioperative autonomic nervous system activity to visualize stress in pediatric patients undergoing alveolar bone graft surgery.Journal of clinical monitoring and computing · 2025Observational
- Modulation of brain activity and tremor severity by NeuroEpo in Parkinson's patients with varying tremor amplitudes.Frontiers in neurology · 2025Article
- EEG-based characterization of auditory attention and meditation: an ERP and machine learning approach.Frontiers in human neuroscience · 2025Article
- Neurocardiac signatures of acute mental stress: a sex-comparative study.Frontiers in neuroscience · 2025Article
- Heart rate and EEG gamma band connectivity in the ventral attention network during emotional movie stimulation in women with high emotion dysregulation.Frontiers in neuroscience · 2025Article
- Remote photoplethysmography for health assessment: a review informed by IntelliProve technology.Frontiers in digital health · 2025Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors at 1 institution in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveStress is a significant risk factor for various diseases such as hypertension, heart attack, stroke, and even sudden death. Stress can also lead to psychological and behavioral disorders. Heart rate variability (HRV) can reflect changes in stress levels while other physiological factors, like blood pressure, are within acceptable ranges. Electroencephalogram (EEG) is a vital technique for studying brain activities and provides useful data regarding changes in mental status. This study incorporates EEG and a detailed HRV analysis to have a better understanding and analysis of stress. Investigating the correlation between EEG and HRV under stress conditions is valuable since they provide complementary information regarding stress.
methodsSimultaneous electrocardiogram (ECG) and EEG recordings were obtained from fifteen subjects. HRV /EEG features were analyzed and compared in rest, stress, and meditation conditions. A one-way ANOVA and correlation coefficient were used for statistical analysis to explore the correlation between HRV features and features extracted from EEG.
resultsThe HRV features LF (low frequency), HF (high frequency), LF/HF, and rMSSD (root mean square of the successive differences) correlated with EEG features, including alpha power band in the left hemisphere and alpha band power asymmetry.
conclusionThis study demonstrated five significant relationships between EEG and HRV features associated with stress. The ability to use stress-related EEG features in combination with correlated HRV features could help improve detecting stress and monitoring the progress of stress treatments/therapies. The outcomes of this study could enhance the efficiency of stress management technologies such as meditation studies and bio-feedback training.
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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.