Heart rate variability metrics for fine-grained stress level assessment

BACKGROUND AND OBJECTIVES In spite of the existence of a multitude of techniques that allow the estimation of stress from physiological indexes, its fine-grained assessment is still a challenge for biomedical engineering. The short-term assessment of stress condition overcomes the limits to stress characterization with long blocks of time and allows to evaluate the behaviour change in real-world settings and also the stress level dynamics. The aim of the present study was to evaluate time and frequency domain and nonlinear heart rate variability (HRV) metrics for stress level assessment using a short-time window. METHODS The electrocardiogram (ECG) signal from 14 volunteers was monitored using the Vital JacketTM while they performed the Trier Social Stress Test (TSST) which is a standardized stress-inducing protocol. Window lengths from 220 s to 50 s for HRV analysis were tested in order to evaluate which metrics could be used to monitor stress levels in an almost continuous way. RESULTS A sub-set of HRV metrics (AVNN, rMSSD, SDNN and pNN20) showed consistent differences between stress and non-stress phases, and showed to be reliable parameters for the assessment of stress levels in short-term analysis. CONCLUSIONS The AVNN metric, using 50 s of window length analysis, showed that it is the most reliable metric to recognize stress level across the four phases of TSST and allows a fine-grained analysis of stress effect as an index of psychological stress and provides an insight into the reaction of the autonomic nervous system to stress.

[1]  Clarice W. Arns,et al.  Presence of Vaccine-Derived Newcastle Disease Viruses in Wild Birds , 2016, PloS one.

[2]  Peter D. MacIntyre,et al.  Heart Rate Variability as a Predictor of Speaking Anxiety , 2010 .

[3]  Luiz Carlos Marques Vanderlei,et al.  Impact of malnutrition on cardiac autonomic modulation in children. , 2016, Jornal de pediatria.

[4]  J. Thayer,et al.  Genetic influences on heart rate variability at rest and during stress. , 2009, Psychophysiology.

[5]  Tom Chau,et al.  Investigating the Autonomic Nervous System Response to Anxiety in Children with Autism Spectrum Disorders , 2013, PloS one.

[6]  Sabine Van Huffel,et al.  Time-frequency heart rate variability characteristics of young adults during physical, mental and combined stress in laboratory environment , 2011, 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[7]  David Darmon,et al.  Specific Differential Entropy Rate Estimation for Continuous-Valued Time Series , 2016, Entropy.

[8]  R. Burr,et al.  Interpretation of normalized spectral heart rate variability indices in sleep research: a critical review. , 2007, Sleep.

[9]  Ming-Tsan Kao,et al.  Effects of Massage Therapy Intervention on Autonomic Nervous System Promotion in Integrated Circuit Design Company Employees , 2014 .

[10]  Ellen Frank,et al.  Chronic stress, glucocorticoid receptor resistance, inflammation, and disease risk , 2012, Proceedings of the National Academy of Sciences.

[11]  J. L. Rojo Alvarez,et al.  Heart Rate Variability non linear dynamics in intense exercise , 2012 .

[12]  Jianbo Gao,et al.  Multiscale analysis of heart rate variability in non-stationary environments , 2013, Front. Physiol..

[13]  S. Huffel,et al.  Influence of Mental Stress on Heart Rate and Heart Rate Variability , 2009 .

[14]  Ana Aguiar,et al.  Speech stress assessment using physiological and psychological measures , 2013, UbiComp.

[15]  Bernardo Cunha,et al.  Vital-Jacket®: A wearable wireless vital signs monitor for patients' mobility in cardiology and sports , 2010, 2010 4th International Conference on Pervasive Computing Technologies for Healthcare.

[16]  Miguel Tavares Coimbra,et al.  Associating ECG features with firefighter's activities , 2011, 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[17]  John T. Cacioppo,et al.  Heart Rate Variability: Stress and Psychiatric Conditions , 2007 .

[18]  Cheree James,et al.  Autonomic markers of emotional processing: skin sympathetic nerve activity in humans during exposure to emotionally charged images , 2012, Front. Physio..

[19]  George B. Moody,et al.  Spectral analysis of heart rate without resampling , 1993, Proceedings of Computers in Cardiology Conference.

[20]  Gonzalo Bailador,et al.  A Stress-Detection System Based on Physiological Signals and Fuzzy Logic , 2011, IEEE Transactions on Industrial Electronics.

[21]  Valentina D. A. Corino,et al.  Long-term heart rate variability as a predictor of patient age , 2006, Comput. Methods Programs Biomed..

[22]  Myeong Gi Jeong,et al.  Ultra Short Term Analysis of Heart Rate Variability for Monitoring Mental Stress in Mobile Settings , 2007, 2007 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[23]  Mitsugu Todo,et al.  Development and characterization of CNT/biopolymer electrodes for bio-fuel cell , 2014 .

[24]  W. Bardwell,et al.  Effects of stress on heart rate complexity—A comparison between short-term and chronic stress , 2009, Biological Psychology.

[25]  P. Melillo,et al.  Nonlinear Heart Rate Variability features for real-life stress detection. Case study: students under stress due to university examination , 2011, Biomedical engineering online.

[26]  A. Dimitriev,et al.  Influence of examination stress and psychoemotional characteristics on the blood pressure and heart rate regulation in female students , 2008, Human Physiology.

[27]  Mirjana M. Platiša,et al.  Reflection of heart rate regulation on linear and nonlinear heart rate variability measures , 2006, Physiological measurement.

[28]  G. Johansson,et al.  Cardiovascular and cortisol reactivity and habituation to a virtual reality version of the Trier Social Stress Test: A pilot study , 2010, Psychoneuroendocrinology.

[29]  Mark E Molitch,et al.  The association among autonomic nervous system function, incident diabetes, and intervention arm in the Diabetes Prevention Program. , 2006, Diabetes care.

[30]  Ricardo Gutierrez-Osuna,et al.  Using Heart Rate Monitors to Detect Mental Stress , 2009, 2009 Sixth International Workshop on Wearable and Implantable Body Sensor Networks.

[31]  G. Moody,et al.  Power spectral density of unevenly sampled data by least-square analysis: performance and application to heart rate signals , 1998, IEEE Transactions on Biomedical Engineering.

[32]  C. Spielberger State‐Trait Anxiety Inventory , 2010 .

[33]  Mirja A. Peltola Role of Editing of R–R Intervals in the Analysis of Heart Rate Variability , 2011, Front. Physio..

[34]  Miguel Tavares Coimbra,et al.  Vital Analysis: Annotating sensed physiological signals with the stress levels of first responders in action , 2012, 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[35]  J. Cacioppo,et al.  Autonomic cardiac control. III. Psychological stress and cardiac response in autonomic space as revealed by pharmacological blockades. , 1994, Psychophysiology.

[36]  B. Oken,et al.  A systems approach to stress, stressors and resilience in humans , 2015, Behavioural Brain Research.

[37]  Matthias Weippert,et al.  Sample Entropy and Traditional Measures of Heart Rate Dynamics Reveal Different Modes of Cardiovascular Control During Low Intensity Exercise , 2014, Entropy.

[38]  Emre Ertin,et al.  Are we there yet?: feasibility of continuous stress assessment via wireless physiological sensors , 2014, BCB.

[39]  Massimo Pagani,et al.  Hemodynamic and Autonomic Adjustments to Real Life Stress Conditions in Humans , 2002, Hypertension.

[40]  James McNames,et al.  Reliability and accuracy of heart rate variability metrics versus ECG segment duration , 2006, Medical and Biological Engineering and Computing.

[41]  M. Schubert,et al.  The physiological response to Trier Social Stress Test relates to subjective measures of stress during but not before or after the test , 2012, Psychoneuroendocrinology.

[42]  Armelle Prunier,et al.  Heart rate variability as a measure of autonomic regulation of cardiac activity for assessing stress and welfare in farm animals — A review , 2007, Physiology & Behavior.

[43]  Jari Viik,et al.  Perceived Mental Stress and Reactions in Heart Rate Variability—A Pilot Study Among Employees of an Electronics Company , 2008, International journal of occupational safety and ergonomics : JOSE.

[44]  L. Mulder,et al.  Please Scroll down for Article Ergonomics Cardiovascular and Eye Activity Measures as Indices for Momentary Changes in Mental Effort during Simulated Flight Cardiovascular and Eye Activity Measures as Indices for Momentary Changes in Mental Effort during Simulated Flight , 2022 .

[45]  Michael Trimmel,et al.  Relationship of Heart Rate Variability (HRV) Parameters IncludingpNNxx With the Subjective Experience of Stress, Depression, Well-Being,and Every-Day Trait Moods (TRIM-T): A Pilot Study , 2015 .

[46]  J. Molina,et al.  Percutaneous treatment of left main coronary stenosis. , 1998, Circulation.

[47]  J. Sztajzel Heart rate variability: a noninvasive electrocardiographic method to measure the autonomic nervous system. , 2004, Swiss medical weekly.

[48]  Luiz Carlos de Abreu,et al.  Fractal correlation property of heart rate variability in response to the postural change maneuver in healthy women , 2014, International archives of medicine.

[49]  F. Shaffer,et al.  A healthy heart is not a metronome: an integrative review of the heart's anatomy and heart rate variability , 2014, Front. Psychol..

[50]  Gari D. Clifford,et al.  Signal processing methods for heart rate variability , 2002 .

[51]  Julio César Cervantes Blásquez,et al.  Heart-rate variability and precompetitive anxiety in swimmers , 2009 .

[52]  João Barros,et al.  A Mobile Sensing Approach to Stress Detection and Memory Activation for Public Bus Drivers , 2015, IEEE Transactions on Intelligent Transportation Systems.

[53]  Martin L. Griss,et al.  Activity-Aware Mental Stress Detection Using Physiological Sensors , 2010, MobiCASE.

[54]  Nathaniel H. Hunt,et al.  The Appropriate Use of Approximate Entropy and Sample Entropy with Short Data Sets , 2012, Annals of Biomedical Engineering.

[55]  Eric A Whitsel,et al.  Repeatability of heart rate variability measures. , 2004, Journal of electrocardiology.

[56]  Raquel Bailón,et al.  Towards an objective measurement of emotional stress: Preliminary analysis based on heart rate variability , 2015, 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC).

[57]  A. Malliani,et al.  Heart rate variability. Standards of measurement, physiological interpretation, and clinical use , 1996 .

[58]  D. Johnston,et al.  Cardiovascular reactivity in real life settings: Measurement, mechanisms and meaning , 2011, Biological Psychology.

[59]  Danilo P. Mandic,et al.  Modelling stress in public speaking: Evolution of stress levels during conference presentations , 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[60]  I. Mora-Jiménez,et al.  Analysis of physiological meaning of detrended Fluctuation Analysis in Heart Rate Variability using a lumped parameter model , 2007, 2007 Computers in Cardiology.

[61]  Luiz Carlos Marques Vanderlei,et al.  Índices Geométricos de Variabilidade da Frequência Cardíaca em Crianças Obesas e Eutróficas Geometric Indexes of Heart Rate Variability in Obese and Eutrophic Children , 2010 .

[62]  Pere Caminal,et al.  Methods derived from nonlinear dynamics for analysing heart rate variability , 2009, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[63]  Luca Citi,et al.  Nonlinear digital signal processing in mental health: characterization of major depression using instantaneous entropy measures of heartbeat dynamics , 2015, Front. Physiol..

[64]  D. Nunan,et al.  A Quantitative Systematic Review of Normal Values for Short‐Term Heart Rate Variability in Healthy Adults , 2010, Pacing and clinical electrophysiology : PACE.

[65]  Luiz Carlos Marques Vanderlei,et al.  Geometric indexes of heart rate variability in obese and eutrophic children. , 2010, Arquivos brasileiros de cardiologia.

[66]  Helge B. D. Sørensen,et al.  Classification of acute stress using linear and non-linear heart rate variability analysis derived from sternal ECG , 2014, 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[67]  Jeffrey M. Hausdorff,et al.  Physionet: Components of a New Research Resource for Complex Physiologic Signals". Circu-lation Vol , 2000 .

[68]  A. Bianchi,et al.  Are Complexity Metrics Reliable in Assessing HRV Control in Obese Patients During Sleep? , 2015, PloS one.

[69]  Joel E Dimsdale,et al.  Psychological stress and cardiovascular disease. , 2008, Journal of the American College of Cardiology.

[70]  Voicu Groza,et al.  Measurement of Heart Rate Variability Using an Oscillometric Blood Pressure Monitor , 2010, IEEE Transactions on Instrumentation and Measurement.

[71]  Elizabeth Tharion,et al.  Short-term heart rate variability measures in students during examinations. , 2009, The National medical journal of India.

[72]  P. Ferreira,et al.  Reliability and validity of the Portuguese version of the Generalized Anxiety Disorder (GAD-7) scale , 2015, Health and Quality of Life Outcomes.

[73]  Jason Ng,et al.  Practical Signal and Image Processing in Clinical Cardiology , 2010 .

[74]  B. Roe,et al.  How big is a drop? A volumetric assay of essential oils. , 1999, Journal of clinical nursing.

[75]  Phyllis K Stein,et al.  Non-Linear Heart Rate Variability and Risk Stratification in Cardiovascular Disease , 2005, Indian pacing and electrophysiology journal.

[76]  James Goh The 15th International Conference on Biomedical Engineering , 2014 .

[77]  Dilbag Singh,et al.  Improved Power Spectrum Estimation for RR-Interval Time Series , 2008 .

[78]  H Ector,et al.  The analysis of heart rate variability in unrestrained rats. Validation of method and results. , 1999, Computer methods and programs in biomedicine.

[79]  N. Logothetis,et al.  Is the frontal lobe involved in conscious perception? , 2014, Front. Psychol..

[80]  A. Brandes,et al.  Circadian Profile of Cardiac Autonomic Nervous Modulation in Healthy Subjects: , 2003, Journal of cardiovascular electrophysiology.

[81]  P. Roche,et al.  Macropinocytosis in phagocytes: regulation of MHC class-II-restricted antigen presentation in dendritic cells , 2015, Front. Physiol..

[82]  C. Kuo,et al.  Heart rate variability standards. , 1998, Circulation.

[83]  S. Shiffman,et al.  Ecological momentary assessment. , 2008, Annual review of clinical psychology.

[84]  M. Siepmann,et al.  The Effects of Psychosocial Stress on Heart Rate Variability in Panic Disorder , 2010 .

[85]  E. Saperova,et al.  State Anxiety and Nonlinear Dynamics of Heart Rate Variability in Students , 2016, PloS one.