ArticlePloS one2014
Experimentally induced stress validated by EMG activity.
Article in PloS one, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.
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Who cites it
20 citing papers in PubMed, 78 citations in OpenAlex.
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- Measures of the psychophysiological response to recurrent anticipatory stress - the influence of neuroticism on heart rhythm and skin resistance.Scientific reports · 2025Article
- Challenging Behaviors in Children with Nonverbal Autism: A Questionnaire to Guide the Design of a Wearable Device for Biomarker Recording.Sensors (Basel, Switzerland) · 2025Article
- Heart rate monitoring to detect acute pain in non-verbal patients: a study protocol for a randomized controlled clinical trial.BMC psychiatry · 2023Article
- Emotional Imagery Influences the Adaptive Force in Young Women: Unpleasant Imagery Reduces Instantaneously the Muscular Holding Capacity.Brain sciences · 2022Article
- Stressors Length and the Habituation Effect-An EEG Study.Sensors (Basel, Switzerland) · 2022Article
- Exploration of Emotion Dynamics Sensing Using Trapezius EMG and Fingertip Temperature.Sensors (Basel, Switzerland) · 2022Article
- Article
- The Stressful Experience of Goal Orientations Under Frustration: Evidence Using Physiological Means.Frontiers in psychology · 2022Article
- Towards a Resilience to Stress Index Based on Physiological Response: A Machine Learning Approach.Sensors (Basel, Switzerland) · 2021Article
- Multi-Parameter Physiological State Monitoring in Target Detection Under Real-World Settings.Frontiers in human neuroscience · 2021Article
- Classification of Mental Stress Using CNN-LSTM Algorithms with Electrocardiogram Signals.Journal of healthcare engineering · 2021Article
- Effect of Virtual Reality on Stress Reduction and Change of Physiological Parameters Including Heart Rate Variability in People With High Stress: An Open Randomized Crossover Trial.Frontiers in psychiatry · 2021Article
- Cardiac and Proprioceptive Accuracy Are Not Related to Body Awareness, Perceived Body Competence, and Affect.Frontiers in psychology · 2020Article
- The impact of adverse childhood experiences on EMG reactivity: A proof of concept study.PloS one · 2019Article
- A Review of Psychophysiological Measures to Assess Cognitive States in Real-World Driving.Frontiers in human neuroscience · 2019Review
- A Review of Wearable Solutions for Physiological and Emotional Monitoring for Use by People with Autism Spectrum Disorder and Their Caregivers.Sensors (Basel, Switzerland) · 2018Review
- Can Tai Chi and Qigong Postures Shape Our Mood? Toward an Embodied Cognition Framework for Mind-Body Research.Frontiers in human neuroscience · 2018Article
- Observational
- The Influence of Perceived Stress on Cortical Reactivity: A Proof-Of-Principle Study.PloS one · 2015Article
Corrections and comments
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Authors and funding
6 authors at 3 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Experience of stress may lead to increased electromyography (EMG) activity in specific muscles compared to a non-stressful situation. The main aim of this study was to develop and validate a stress-EMG paradigm in which a single uncontrollable and unpredictable nociceptive stimulus was presented. EMG activity of the trapezius muscles was the response of interest. In addition to linear time effects, non-linear EMG time courses were also examined. Taking into account the hierarchical structure of the dataset, a multilevel random regression model was applied. The stress paradigm, executed in N = 70 subjects, consisted of a 3-minute baseline measurement, a 3-minute pre-stimulus stress period and a 2-minute post-stimulus phase. Subjects were unaware of the precise moment of stimulus delivery and its intensity level. EMG activity during the entire experiment was conform a priori expectations: the pre-stimulus phase showed a significantly higher mean EMG activity level compared to the other two phases, and an immediate EMG response to the stimulus was demonstrated. In addition, the analyses revealed significant non-linear EMG time courses in all three phases. Linear and quadratic EMG time courses were significantly modified by subjective anticipatory stress level, measured just before the start of the stress task. Linking subjective anticipatory stress to EMG stress reactivity revealed that subjects with a high anticipatory stress level responded with more EMG activity during the pre-stimulus stress phase, whereas subjects with a low stress level showed an inverse effect. Results suggest that the stress paradigm presented here is a valid test to quantify individual differences in stress susceptibility. Further studies with this paradigm are required to demonstrate its potential use in mechanistic clinical studies.
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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.