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Assessment of the Impact of Alcohol Consumption Patterns on Heart Rate Variability by Machine Learning in Healthy Young Adults. ACTA ACUST UNITED AC 2021; 57:medicina57090956. [PMID: 34577879 PMCID: PMC8466135 DOI: 10.3390/medicina57090956] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Revised: 08/30/2021] [Accepted: 09/09/2021] [Indexed: 11/29/2022]
Abstract
Background and Objectives: Autonomic nervous system (ANS) dysfunction is present in early stages of alcohol abuse and increases the likelihood of cardiovascular events. Given the nonlinear pattern of dynamic interaction between sympathetic nervous system (SNS) and para sympathetic nervous system (PNS) and the complex relationship with lifestyle factors, machine learning (ML) algorithms are best suited for analyzing alcohol impact over heart rate variability (HRV), because they allow the analysis of complex interactions between multiple variables. This study aimed to characterize autonomic nervous system dysfunction by analysis of HRV correlated with cardiovascular risk factors in young individuals by using machine learning. Materials and Methods: Total of 142 young adults (28.4 ± 4.34 years) agreed to participate in the study. Alcohol intake and drinking patterns were assessed by the AUDIT (Alcohol Use Disorders Identification Test) questionnaire and the YAI (Yearly Alcohol Intake) index. A short 5-min HRV evaluation was performed. Post-hoc analysis and machine learning algorithms were used to assess the impact of alcohol intake on HRV. Results: Binge drinkers presented slight modification in the frequency domain. Heavy drinkers had significantly lower time-domain values: standard deviation of RR intervals (SDNN) and root mean square of the successive differences (RMSSD), compared to casual and binge drinkers. High frequency (HF) values were significantly lower in heavy drinkers (p = 0.002). The higher low-to-high frequency ratio (LF/HF) that we found in heavy drinkers was interpreted as parasympathetic inhibition. Gradient boosting machine learner regression showed that age and alcohol consumption had the biggest scaled impact on the analyzed HRV parameters, followed by smoking, anxiety, depression, and body mass index. Gender and physical activity had the lowest impact on HRV. Conclusions: In healthy young adults, high alcohol intake has a negative impact on HRV in both time and frequency-domains. In parameters like HRV, where a multitude of risk factors can influence measurements, artificial intelligence algorithms seem to be a viable alternative for correct assessment.
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Taylor MR, Scott SR, Steineck A, Rosenberg AR. Objectifying the Subjective: The Use of Heart Rate Variability as a Psychosocial Symptom Biomarker in Hospice and Palliative Care Research. J Pain Symptom Manage 2021; 62:e315-e321. [PMID: 33933615 PMCID: PMC8418996 DOI: 10.1016/j.jpainsymman.2021.04.015] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/12/2021] [Revised: 04/14/2021] [Accepted: 04/22/2021] [Indexed: 11/27/2022]
Abstract
Measuring psychosocial symptoms in hospice and palliative care research is critical to understanding the patient and caregiver experience. Subjective patient-reported outcome tools have been the primary method for collecting these data in palliative care, and the growing field of biobehavioral research offers new tools that could deepen our understanding of psychosocial symptomatology. Here we describe one psychosocial biomarker, heart rate variability (HRV), and simple techniques for measurement in an adolescent and young adult cancer population that are applicable to palliative care studies. Complementing self-reported measures with objective biomarkers like HRV could facilitate a more nuanced understanding of physiologic and perceived well-being in patients with serious or life-limiting illness and inform future "precision supportive care" in hospice and palliative medicine.
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Affiliation(s)
- Mallory R Taylor
- University of Washington School of Medicine, Department of Pediatrics, Division of Hematology/Oncology, Seattle, Washington, USA; Palliative Care and Resilience Lab, Center for Clinical and Translational Research, Seattle Children's Research Institute, Seattle, Washington, USA.
| | - Samantha R Scott
- Palliative Care and Resilience Lab, Center for Clinical and Translational Research, Seattle Children's Research Institute, Seattle, Washington, USA; Department of Psychology, University of Denver, Denver, Colorado, USA
| | - Angela Steineck
- University of Washington School of Medicine, Department of Pediatrics, Division of Hematology/Oncology, Seattle, Washington, USA; Palliative Care and Resilience Lab, Center for Clinical and Translational Research, Seattle Children's Research Institute, Seattle, Washington, USA
| | - Abby R Rosenberg
- University of Washington School of Medicine, Department of Pediatrics, Division of Hematology/Oncology, Seattle, Washington, USA; Palliative Care and Resilience Lab, Center for Clinical and Translational Research, Seattle Children's Research Institute, Seattle, Washington, USA
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Antali F, Kulin D, Lucz KI, Szabó B, Szűcs L, Kulin S, Miklós Z. Multimodal Assessment of the Pulse Rate Variability Analysis Module of a Photoplethysmography-Based Telemedicine System. SENSORS 2021; 21:s21165544. [PMID: 34450986 PMCID: PMC8401087 DOI: 10.3390/s21165544] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Revised: 08/06/2021] [Accepted: 08/14/2021] [Indexed: 12/25/2022]
Abstract
Alterations of heart rate variability (HRV) are associated with various (patho)physiological conditions; therefore, HRV analysis has the potential to become a useful diagnostic module of wearable/telemedical devices to support remote cardiovascular/autonomic monitoring. Continuous pulse recordings obtained by photoplethysmography (PPG) can yield pulse rate variability (PRV) indices similar to HRV parameters; however, it is debated whether PRV/HRV parameters are interchangeable. In this study, we assessed the PRV analysis module of a digital arterial PPG-based telemedical system (SCN4ALL). We used Bland–Altman analysis to validate the SCN4ALL PRV algorithm to Kubios Premium software and to determine the agreements between PRV/HRV results calculated from 2-min long PPG and ECG captures recorded simultaneously in healthy individuals (n = 33) at rest and during the cold pressor test, and in diabetic patients (n = 12) at rest. We found an ideal agreement between SCN4ALL and Kubios outputs (bias < 2%). PRV and HRV parameters showed good agreements for interbeat intervals, SDNN, and RMSSD time-domain variables, for total spectral and low-frequency power (LF) frequency-domain variables, and for non-linear parameters in healthy subjects at rest and during cold pressor challenge. In diabetics, good agreements were observed for SDNN, LF, and SD2; and moderate agreement was observed for total power. In conclusion, the SCN4ALL PRV analysis module is a good alternative for HRV analysis for numerous conventional HRV parameters.
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Affiliation(s)
- Flóra Antali
- Institute of Translational Medicine, Semmelweis University, 1094 Budapest, Hungary;
- E-Med4All Europe Ltd., 1036 Budapest, Hungary; (K.I.L.); (B.S.); (L.S.); (S.K.)
- Correspondence: (F.A.); (Z.M.); Tel.: +36-70-323-7431 (F.A.); +36-20-585-8099 (Z.M.)
| | - Dániel Kulin
- Institute of Translational Medicine, Semmelweis University, 1094 Budapest, Hungary;
- E-Med4All Europe Ltd., 1036 Budapest, Hungary; (K.I.L.); (B.S.); (L.S.); (S.K.)
| | - Konrád István Lucz
- E-Med4All Europe Ltd., 1036 Budapest, Hungary; (K.I.L.); (B.S.); (L.S.); (S.K.)
| | - Balázs Szabó
- E-Med4All Europe Ltd., 1036 Budapest, Hungary; (K.I.L.); (B.S.); (L.S.); (S.K.)
| | - László Szűcs
- E-Med4All Europe Ltd., 1036 Budapest, Hungary; (K.I.L.); (B.S.); (L.S.); (S.K.)
- Antal Bejczy Center for Intelligent Robotics, Óbuda University, 1034 Budapest, Hungary
| | - Sándor Kulin
- E-Med4All Europe Ltd., 1036 Budapest, Hungary; (K.I.L.); (B.S.); (L.S.); (S.K.)
| | - Zsuzsanna Miklós
- Institute of Translational Medicine, Semmelweis University, 1094 Budapest, Hungary;
- Correspondence: (F.A.); (Z.M.); Tel.: +36-70-323-7431 (F.A.); +36-20-585-8099 (Z.M.)
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Kennedy-Metz LR, Dias RD, Srey R, Rance GC, Conboy HM, Haime ME, Quin JA, Yule SJ, Zenati MA. Analysis of Dynamic Changes in Cognitive Workload During Cardiac Surgery Perfusionists' Interactions With the Cardiopulmonary Bypass Pump. HUMAN FACTORS 2021; 63:757-771. [PMID: 33327770 PMCID: PMC8207176 DOI: 10.1177/0018720820976297] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
OBJECTIVE This novel preliminary study sought to capture dynamic changes in heart rate variability (HRV) as a proxy for cognitive workload among perfusionists while operating the cardiopulmonary bypass (CPB) pump during real-life cardiac surgery. BACKGROUND Estimations of operators' cognitive workload states in naturalistic settings have been derived using noninvasive psychophysiological measures. Effective CPB pump operation by perfusionists is critical in maintaining the patient's homeostasis during open-heart surgery. Investigation into dynamic cognitive workload fluctuations, and their relationship with performance, is lacking in the literature. METHOD HRV and self-reported cognitive workload were collected from three Board-certified cardiac perfusionists (N = 23 cases). Five HRV components were analyzed in consecutive nonoverlapping 1-min windows from skin incision through sternal closure. Cases were annotated according to predetermined phases: prebypass, three phases during bypass, and postbypass. Values from all 1min time windows within each phase were averaged. RESULTS Cognitive workload was at its highest during the time between initiating bypass and clamping the aorta (preclamp phase during bypass), and decreased over the course of the bypass period. CONCLUSION We identified dynamic, temporal fluctuations in HRV among perfusionists during cardiac surgery corresponding to subjective reports of cognitive workload. Not only does cognitive workload differ for perfusionists during bypass compared with pre- and postbypass phases, but differences in HRV were also detected within the three bypass phases. APPLICATION These preliminary findings suggest the preclamp phase of CPB pump interaction corresponds to higher cognitive workload, which may point to an area warranting further exploration using passive measurement.
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Affiliation(s)
- Lauren R Kennedy-Metz
- 20028 VA Boston Healthcare System, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
| | - Roger D Dias
- Harvard Medical School, Boston, Massachusetts, USA
| | - Rithy Srey
- 20028 VA Boston Healthcare System, Massachusetts, USA
| | | | | | | | | | - Steven J Yule
- Harvard Medical School, Boston, Massachusetts, USA
- 1861 University of Edinburgh, Scotland
| | - Marco A Zenati
- 20028 VA Boston Healthcare System, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
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55
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Gholamrezaei A, Van Diest I, Aziz Q, Vlaeyen JWS, Van Oudenhove L. Controlled breathing and pain: Respiratory rate and inspiratory loading modulate cardiovascular autonomic responses, but not pain. Psychophysiology 2021; 58:e13895. [PMID: 34231231 DOI: 10.1111/psyp.13895] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Revised: 06/17/2021] [Accepted: 06/18/2021] [Indexed: 11/28/2022]
Abstract
Slow, deep breathing (SDB) is a common pain self-management technique. Stimulation of the arterial baroreceptors and vagal modulation are suggested, among others, as potential mechanisms underlying the hypoalgesic effects of SDB. We tested whether adding an inspiratory load to SDB, which results in a stronger baroreceptor stimulation and vagal modulation, enhances its hypoalgesic effects. Healthy volunteers performed SDB (controlled at 0.1 Hz) with and without an inspiratory threshold load. Controlled breathing (CB) at a normal frequency (0.23 Hz) was used as an active control. Each condition lasted 90 s, included an electrical pain stimulation on the hand, and was repeated four times in a randomized order. Pain intensity, self-reported emotional responses (arousal, valence, dominance), and cardiovascular parameters (including vagally-mediated heart rate variability) were measured per trial. A cover story was used to limit the potential effect of outcome expectancy. Pain intensity was slightly lower during SDB with load compared with normal-frequency CB, but the effect was negligible (Cohens d < 0.2), and there was no other difference in pain intensity between the conditions. Heart rate variability was higher during SDB with/without load compared with normal-frequency CB. Using load during SDB was associated with higher heart rate variability, but less favorable emotional responses. These findings do not support the role of baroreceptor stimulation or vagal modulation in the hypoalgesic effects of SDB. Other mechanisms, such as attentional modulation, warrant further investigation.
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Affiliation(s)
- Ali Gholamrezaei
- Laboratory for Brain-Gut Axis Studies, Translational Research Center for Gastrointestinal Disorders, Department of Chronic Diseases, Metabolism, and Ageing, KU Leuven, Leuven, Belgium.,Health Psychology Research Group, Faculty of Psychology and Educational Sciences, KU Leuven, Leuven, Belgium.,Pain Management Research Institute, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia
| | - Ilse Van Diest
- Health Psychology Research Group, Faculty of Psychology and Educational Sciences, KU Leuven, Leuven, Belgium
| | - Qasim Aziz
- Centre for Neuroscience, Surgery and Trauma, Blizard Institute, Wingate Institute of Neurogastroeneterology, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Johan W S Vlaeyen
- Health Psychology Research Group, Faculty of Psychology and Educational Sciences, KU Leuven, Leuven, Belgium.,Experimental Health Psychology, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, the Netherlands
| | - Lukas Van Oudenhove
- Laboratory for Brain-Gut Axis Studies, Translational Research Center for Gastrointestinal Disorders, Department of Chronic Diseases, Metabolism, and Ageing, KU Leuven, Leuven, Belgium.,Cognitive and Affective Neuroscience Lab, Department of Psychological and Brain Sciences, Dartmouth College, Hanover, NH, USA
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56
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You SM, Jo HJ, Cho BH, Song JY, Kim DY, Hwang YH, Shon YM, Seo DW, Kim IY. Comparing Ictal Cardiac Autonomic Changes in Patients with Frontal Lobe Epilepsy and Temporal Lobe Epilepsy by Ultra-Short-Term Heart Rate Variability Analysis. MEDICINA (KAUNAS, LITHUANIA) 2021; 57:666. [PMID: 34203291 PMCID: PMC8304923 DOI: 10.3390/medicina57070666] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/03/2021] [Revised: 06/25/2021] [Accepted: 06/25/2021] [Indexed: 11/16/2022]
Abstract
Background and Objectives: Abnormal epileptic discharges in the brain can affect the central brain regions that regulate autonomic activity and produce cardiac symptoms, either at onset or during propagation of a seizure. These autonomic alterations are related to cardiorespiratory disturbances, such as sudden unexpected death in epilepsy. This study aims to investigate the differences in cardiac autonomic function between patients with temporal lobe epilepsy (TLE) and frontal lobe epilepsy (FLE) using ultra-short-term heart rate variability (HRV) analysis around seizures. Materials and Methods: We analyzed electrocardiogram (ECG) data recorded during 309 seizures in 58 patients with epilepsy. Twelve patients with FLE and 46 patients with TLE were included in this study. We extracted the HRV parameters from the ECG signal before, during and after the ictal interval with ultra-short-term HRV analysis. We statistically compared the HRV parameters using an independent t-test in each interval to compare the differences between groups, and repeated measures analysis of variance was used to test the group differences in longitudinal changes in the HRV parameters. We performed the Tukey-Kramer multiple comparisons procedure as the post hoc test. Results: Among the HRV parameters, the mean interval between heartbeats (RRi), normalized low-frequency band power (LF) and LF/HF ratio were statistically different between the interval and epilepsy types in the t-test. Repeated measures ANOVA showed that the mean RRi and RMSSD were significantly different by epilepsy type, and the normalized LF and LF/HF ratio significantly interacted with the epilepsy type and interval. Conclusions: During the pre-ictal interval, TLE patients showed an elevation in sympathetic activity, while the FLE patients showed an apparent increase and decrease in sympathetic activity when entering and ending the ictal period, respectively. The TLE patients showed a maintained elevation of sympathetic and vagal activity in the pos-ictal interval. These differences in autonomic cardiac characteristics between FLE and TLE might be relevant to the ictal symptoms which eventually result in SUDEP.
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Affiliation(s)
- Sung-Min You
- Department of Biomedical Engineering, Hanyang University, 222, Wangsimni-ro, Seongdong-gu, Seoul 04763, Korea;
| | - Hyun-Jin Jo
- Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81, Irwon-ro, Gangnam-gu, Seoul 06351, Korea; (H.-J.J.); (J.-Y.S.); (D.-Y.K.); (Y.-H.H.); (Y.-M.S.)
| | - Baek-Hwan Cho
- Medical AI Research Center, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81, Irwon-ro, Gangnam-gu, Seoul 06351, Korea;
- Department of Medical Device Management and Research, Samsung Advanced Institute for Health Sciences & Technology, Sungkyunkwan University School of Medicine, 81, Irwon-ro, Gangnam-gu, Seoul 06351, Korea
| | - Joo-Yeon Song
- Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81, Irwon-ro, Gangnam-gu, Seoul 06351, Korea; (H.-J.J.); (J.-Y.S.); (D.-Y.K.); (Y.-H.H.); (Y.-M.S.)
| | - Dong-Yeop Kim
- Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81, Irwon-ro, Gangnam-gu, Seoul 06351, Korea; (H.-J.J.); (J.-Y.S.); (D.-Y.K.); (Y.-H.H.); (Y.-M.S.)
| | - Yoon-Ha Hwang
- Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81, Irwon-ro, Gangnam-gu, Seoul 06351, Korea; (H.-J.J.); (J.-Y.S.); (D.-Y.K.); (Y.-H.H.); (Y.-M.S.)
| | - Young-Min Shon
- Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81, Irwon-ro, Gangnam-gu, Seoul 06351, Korea; (H.-J.J.); (J.-Y.S.); (D.-Y.K.); (Y.-H.H.); (Y.-M.S.)
| | - Dae-Won Seo
- Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81, Irwon-ro, Gangnam-gu, Seoul 06351, Korea; (H.-J.J.); (J.-Y.S.); (D.-Y.K.); (Y.-H.H.); (Y.-M.S.)
| | - In-Young Kim
- Department of Biomedical Engineering, Hanyang University, 222, Wangsimni-ro, Seongdong-gu, Seoul 04763, Korea;
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Leaderboard Positions and Stress—Experimental Investigations into an Element of Gamification. SUSTAINABILITY 2021. [DOI: 10.3390/su13126608] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Gamification, i.e., the use of game elements in non-game contexts, aims to increase peoples’ motivation and productivity in professional settings. While previous work has shown both positive as well as negative effects of gamification, there have been barely any studies so far that investigate the impact different gamification elements may have on perceived stress. The aim of the experimental study presented in this paper was thus to explore the relationship between (1) leaderboards, a gamification element which exchanges and compares results, (2) heart rate variability (HRV), used as a relatively objective measure for stress, and (3) task performance. We used a coordinative smartphone game, a manipulated web-based leaderboard, and a heart rate monitor (chest strap) to investigate respective effects. A total of n = 34 test subjects participated in the experiment. They were split into two equally sized groups so as to measure the effect of the manipulated leaderboard positions. Results show no significant relationship between the measured HRV and leaderboard positions. Neither did we find a significant link between the measured HRV and subjects’ task performance. We may thus argue that our experiment did not yield sufficient evidence to support the assumption that leaderboard positions increase perceived stress and that such may negatively influence task performance.
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Pham T, Lau ZJ, Chen SHA, Makowski D. Heart Rate Variability in Psychology: A Review of HRV Indices and an Analysis Tutorial. SENSORS (BASEL, SWITZERLAND) 2021; 21:3998. [PMID: 34207927 PMCID: PMC8230044 DOI: 10.3390/s21123998] [Citation(s) in RCA: 82] [Impact Index Per Article: 27.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Revised: 06/04/2021] [Accepted: 06/04/2021] [Indexed: 12/16/2022]
Abstract
The use of heart rate variability (HRV) in research has been greatly popularized over the past decades due to the ease and affordability of HRV collection, coupled with its clinical relevance and significant relationships with psychophysiological constructs and psychopathological disorders. Despite the wide use of electrocardiograms (ECG) in research and advancements in sensor technology, the analytical approach and steps applied to obtain HRV measures can be seen as complex. Thus, this poses a challenge to users who may not have the adequate background knowledge to obtain the HRV indices reliably. To maximize the impact of HRV-related research and its reproducibility, parallel advances in users' understanding of the indices and the standardization of analysis pipelines in its utility will be crucial. This paper addresses this gap and aims to provide an overview of the most up-to-date and commonly used HRV indices, as well as common research areas in which these indices have proven to be very useful, particularly in psychology. In addition, we also provide a step-by-step guide on how to perform HRV analysis using an integrative neurophysiological toolkit, NeuroKit2.
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Affiliation(s)
- Tam Pham
- School of Social Sciences, Nanyang Technological University, Singapore 639818, Singapore; (T.P.); (Z.J.L.); (D.M.)
| | - Zen Juen Lau
- School of Social Sciences, Nanyang Technological University, Singapore 639818, Singapore; (T.P.); (Z.J.L.); (D.M.)
| | - S. H. Annabel Chen
- School of Social Sciences, Nanyang Technological University, Singapore 639818, Singapore; (T.P.); (Z.J.L.); (D.M.)
- Centre for Research and Development in Learning, Nanyang Technological University, Singapore 637460, Singapore
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore 636921, Singapore
- National Institute of Education, Nanyang Technological University, Singapore 637616, Singapore
| | - Dominique Makowski
- School of Social Sciences, Nanyang Technological University, Singapore 639818, Singapore; (T.P.); (Z.J.L.); (D.M.)
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Scarsoglio S, Ridolfi L. Different Impact of Heart Rate Variability in the Deep Cerebral and Central Hemodynamics at Rest: An in silico Investigation. Front Neurosci 2021; 15:600574. [PMID: 34079433 PMCID: PMC8165247 DOI: 10.3389/fnins.2021.600574] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2020] [Accepted: 04/19/2021] [Indexed: 11/18/2022] Open
Abstract
Background: Heart rate variability (HRV), defined as the variability between consecutive heartbeats, is a surrogate measure of cardiac vagal tone. It is widely accepted that a decreased HRV is associated to several risk factors and cardiovascular diseases. However, a possible association between HRV and altered cerebral hemodynamics is still debated, suffering from HRV short-term measures and the paucity of high-resolution deep cerebral data. We propose a computational approach to evaluate the deep cerebral and central hemodynamics subject to physiological alterations of HRV in an ideal young healthy patient at rest. Methods: The cardiovascular-cerebral model is composed by electrical components able to reproduce the response of the different cardiovascular regions and their features. The model was validated over more than thirty studies and recently exploited to understand the hemodynamic mechanisms between cardiac arrythmia and cognitive deficit. Three configurations (baseline, increased HRV, and decreased HRV) are built based on the standard deviation (SDNN) of RR beats. For each configuration, 5,000 RR beats are simulated to investigate the occurrence of extreme values, alteration of the regular hemodynamics pattern, and variation of mean perfusion/pressure levels. Results: In the cerebral circulation, our results show that HRV has overall a stronger impact on pressure than flow rate mean values but similarly alters pressure and flow rate in terms of extreme events. By comparing reduced and increased HRV, this latter induces a higher probability of altered mean and extreme values, and is therefore more detrimental at distal cerebral level. On the contrary, at central level a decreased HRV induces a higher cardiac effort without improving the mechano-contractile performance, thus overall reducing the heart efficiency. Conclusions: Present results suggest that: (i) the increase of HRV per se does not seem to be sufficient to trigger a better cerebral hemodynamic response; (ii) by accounting for both central and cerebral circulations, the optimal HRV configuration is found at baseline. Given the relation inversely linking HRV and HR, the presence of this optimal condition can contribute to explain why the mean HR of the general population settles around the baseline value (70 bpm).
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Affiliation(s)
- Stefania Scarsoglio
- Department of Mechanical and Aerospace Engineering, Politecnico di Torino, Torino, Italy
| | - Luca Ridolfi
- Department of Environmental, Land and Infrastructure Engineering, Politecnico di Torino, Torino, Italy
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Melo HM, Brum Marques JL, Fialho GL, Wolf P, D'Ávila A, Lin K, Walz R. Ultra-short heart rate variability reliability for cardiac autonomic tone assessment in mesial temporal lobe epilepsy. Epilepsy Res 2021; 174:106662. [PMID: 34023634 DOI: 10.1016/j.eplepsyres.2021.106662] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2020] [Revised: 04/16/2021] [Accepted: 05/06/2021] [Indexed: 01/15/2023]
Abstract
Autonomic dysfunction in epilepsy is well-described. Heart rate variability (HRV) is a useful method to evaluate autonomic cardiac tone. Cardiac dysfunction may be involved in sudden unexpected death in epilepsy (SUDEP). HRV is a promising biomarker to enlighten the heart-brain axis role in SUDEP, but the required duration for a proper HRV recording in clinical routine remains unknown. This study aimed to verify the reliability of ultra-short HRV indices to evaluate cardiac autonomic tone in patients with epilepsy (PWE). Thirty-nine patients with mesial temporal lobe epilepsy (MTLE) had electrocardiogram recordings during the first day of video-EEG. Pearson's correlations were performed to evaluate the association between ultra-short HRV indices (five 1-min and five 30-s epochs) with standard time recording (5-min) and ANOVA compared the differences between mean HRV indices across epochs. Time domain (TD) indices showed higher mean r values when compared to frequency domain (FD) indices in 1-min (TD: r 0.80-0.99, FD: r 0.61-0.95) and 30-s epochs (TD: r 0.69-0.99, only high frequency: mean r values of 0.96). ANOVA evidenced that standard deviation of RR intervals and very low frequency means had at least 3 epochs significantly different for 1-min and 30-s epochs. Root mean square of the successive differences of RR intervals (rMSSD) presented higher Pearson's coefficient values and lower percentage of variation at 1-min or 30-s epochs in comparison to other HRV indices. In conclusion, rMSSD is the most reliable ultra-short HRV index for cardiac autonomic tone assessment in MTLE. The prognostic value of ultra-short HRV for cardiovascular risk evaluation in epilepsy remains to be determined in future studies.
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Affiliation(s)
- Hiago Murilo Melo
- Center for Applied Neuroscience, University Hospital (HU), UFSC, Florianópolis, SC, Brazil; Graduate Program in Neuroscience, UFSC, Florianópolis, SC, Brazil
| | | | - Guilherme Loureiro Fialho
- Center for Applied Neuroscience, University Hospital (HU), UFSC, Florianópolis, SC, Brazil; Cardiology Service, Department of Internal Medicine, HU, UFSC, Florianópolis, SC, Brazil
| | - Peter Wolf
- Neurology Division, Department of Internal Medicine, University Hospital, UFSC, Florianópolis, SC, Brazil; Danish Epilepsy Centre, Dianalund, Denmark; Graduate Program in Medical Sciences, UFSC, Florianópolis, Brazil
| | | | - Katia Lin
- Center for Applied Neuroscience, University Hospital (HU), UFSC, Florianópolis, SC, Brazil; Neurology Division, Department of Internal Medicine, University Hospital, UFSC, Florianópolis, SC, Brazil; Graduate Program in Medical Sciences, UFSC, Florianópolis, Brazil; Center for Epilepsy Surgery of Santa Catarina (CEPESC), HU, UFSC, Florianópolis, SC, Brazil
| | - Roger Walz
- Center for Applied Neuroscience, University Hospital (HU), UFSC, Florianópolis, SC, Brazil; Graduate Program in Neuroscience, UFSC, Florianópolis, SC, Brazil; Neurology Division, Department of Internal Medicine, University Hospital, UFSC, Florianópolis, SC, Brazil; Graduate Program in Medical Sciences, UFSC, Florianópolis, Brazil; Center for Epilepsy Surgery of Santa Catarina (CEPESC), HU, UFSC, Florianópolis, SC, Brazil.
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Balestrini CS, Moir ME, Abbott KC, Klassen SA, Fischer LK, Fraser DD, Shoemaker JK. Autonomic Dysregulation in Adolescent Concussion Is Sex- and Posture-Dependent. Clin J Sport Med 2021; 31:257-265. [PMID: 30908327 PMCID: PMC8061339 DOI: 10.1097/jsm.0000000000000734] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2017] [Accepted: 12/03/2018] [Indexed: 02/02/2023]
Abstract
OBJECTIVE To study autonomic responses to postural changes in concussed adolescents. The influence of sex was also studied. DESIGN Longitudinal cohort observational study. PARTICIPANTS Concussed adolescents (CONC; n = 65; 26 male adolescents; age 15 ± 1 years, range = 12-18 years) and a control (CTRL) group of nonconcussed adolescents of similar age and sport (CTRL; n = 54; 29 male adolescents; age 14 ± 1 years, range = 12-18 years). INTERVENTIONS Concussed participants were monitored through 6 weekly visits throughout usual physician care. Control participants underwent 2 visits separated by at least 1 week to account for intrapersonal variation in testing measures. MAIN OUTCOME MEASURES Heart rate variability as the root mean square of successive differences in R-R intervals (RMSSD), heart rate (HR), and blood pressure [mean arterial pressure (MAP) and diastolic blood pressure (DBP)] were measured in supine, sitting, and standing postures. RESULTS A mixed analysis of variance revealed a group × sex × posture interaction (P = 0.04) where seated values of RMSSD were less in concussed female participants versus control female participants (42 ± 4 vs 61 ± 7 ms; P = 0.01; Mann-Whitney rank test). Compared with CTRL, CONC exhibited increased pretesting seated DBP (69 ± 1 vs 74 ± 1 mm Hg; P < 0.01), MAP (83 ± 1 vs 86 ± 1 mm Hg; P = 0.02), and baseline seated HR (72 ± 1 vs 77 ± 2 bpm; P = 0.03). Values of DBP (P = 0.03) and MAP (P < 0.01) improved at clinical discharge, whereas the RMSSD in female participants did not (P > 0.5). Data are mean ± SEM. CONCLUSIONS A modest reduction in female cardiac autonomic regulation was observed during seated postures. Alterations in seated concussed DBP and MAP, but not RMSSD, resolved at clinical discharge (median = 37 days). The results indicate that, in adolescents, concussion may impair cardiovagal function in a sex- and posture-dependent manner. The findings also suggest that BP metrics, but not RMSSD, are associated with clinical concussion recovery.
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Affiliation(s)
| | - Marcy Erin Moir
- School of Kinesiology, Faculty of Health Sciences, London, ON, Canada
| | - Kolten C Abbott
- School of Kinesiology, Faculty of Health Sciences, London, ON, Canada
- Children's Health Research Institute, London, ON, Canada ; and
| | - Stephen A Klassen
- School of Kinesiology, Faculty of Health Sciences, London, ON, Canada
| | - Lisa K Fischer
- School of Kinesiology, Faculty of Health Sciences, London, ON, Canada
| | - Douglas D Fraser
- School of Kinesiology, Faculty of Health Sciences, London, ON, Canada
- Children's Health Research Institute, London, ON, Canada ; and
| | - Joel Kevin Shoemaker
- School of Kinesiology, Faculty of Health Sciences, London, ON, Canada
- Department of Physiology and Pharmacology, Western University, London, ON, Canada
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62
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Kim JW, Seok HS, Shin H. Is Ultra-Short-Term Heart Rate Variability Valid in Non-static Conditions? Front Physiol 2021; 12:596060. [PMID: 33859568 PMCID: PMC8042416 DOI: 10.3389/fphys.2021.596060] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2020] [Accepted: 03/10/2021] [Indexed: 11/20/2022] Open
Abstract
In mobile healthcare, heart rate variability (HRV) is increasingly being used in dynamic patient states. In this situation, shortening of the measurement time is required. This study aimed to validate ultra-short-term HRV in non-static conditions. We conducted electrocardiogram (ECG) measurements at rest, during exercise, and in the post-exercise recovery period in 30 subjects and analyzed ultra-short-term HRV in time and frequency domains by ECG in 10, 30, 60, 120, 180, and 240-s intervals, and compared the values to the 5-min HRV. For statistical analysis, null hypothesis testing, Cohen’s d statistics, Pearson’s correlation coefficient, and Bland-Altman analysis were used, with a statistical significance level of P < 0.05. The feasibility of ultra-short-term HRV and the minimum time required for analysis showed differences in each condition and for each analysis method. If the strict criteria satisfying all the statistical methods were followed, the ultra-short-term HRV could be derived from a from 30 to 240-s length of ECG. However, at least 120 s was required in the post-exercise recovery or exercise conditions, and even ultra-short-term HRV was not measurable in some variables. In contrast, according to the lenient criteria needed to satisfy only one of the statistical criteria, the minimum time required for ultra-short-term HRV analysis was 10–60 s in the resting condition, 10–180 s in the exercise condition, and 10–120 s in the post-exercise recovery condition. In conclusion, the results of this study showed that a longer measurement time was required for ultra-short-term HRV analysis in dynamic conditions. This suggests that the existing ultra-short-term HRV research results derived from the static condition cannot applied to the non-static conditions of daily life and that a criterion specific to the non-static conditions are necessary.
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Affiliation(s)
- Jin Woong Kim
- Department of Biomedical Engineering, Chonnam National University, Yeosu-si, South Korea
| | - Hyeon Seok Seok
- Department of Biomedical Engineering, Chonnam National University, Yeosu-si, South Korea
| | - Hangsik Shin
- Department of Biomedical Engineering, Chonnam National University, Yeosu-si, South Korea
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63
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Burma JS, Graver S, Miutz LN, Macaulay A, Copeland PV, Smirl JD. The validity and reliability of ultra-short-term heart rate variability parameters and the influence of physiological covariates. J Appl Physiol (1985) 2021; 130:1848-1867. [PMID: 33856258 DOI: 10.1152/japplphysiol.00955.2020] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Ultra-short-term (UST) heart rate variability (HRV) metrics have increasingly been proposed as surrogates for short-term HRV metrics. However, the concurrent validity, within-day reliability, and between-day reliability of UST HRV have yet to be comprehensively documented. Thirty-six adults (18 males, age: 26 ± 5 yr, BMI: 24 ± 3 kg/m2) were recruited. Measures of HRV were quantified in a quiet-stance upright orthostatic position via three-lead electrocardiogram (ADInstruments, FE232 BioAmp). All short-term data recordings were 300 s in length and five UST time points (i.e., 30 s, 60 s, 120 s, 180 s, and 240 s) were extracted from the original 300-s recording. Bland-Altman plots with 95% limits of agreement, repeated measures ANOVA and two-tailed paired t tests demarcated differences between UST and short-term recordings. Linear regressions, coefficient of variation, intraclass correlation coefficients, and other tests examined the validity and reliability in both time- and frequency domains. No group differences were noted between all short-term and UST measures, for either time- (all P > 0.202) or frequency-domain metrics (all P > 0.086). A longer recording duration was associated with augmented validity and reliability, which was less impacted by confounding influences from physiological variables (e.g., respiration rate, carbon dioxide end-tidals, and blood pressure). Conclusively, heart rate, time-domain, and relative frequency-domain HRV metrics were acceptable with recordings greater or equal to 60 s, 240 s, and 300 s, respectively. Future studies employing UST HRV metrics should thoroughly understand the methodological requirements to obtain accurate results. Moreover, a conservative approach should be utilized regarding the minimum acceptable recording duration, which ensures valid/reliable HRV estimates are obtained.NEW & NOTEWORTHY A one size fits all methodological approach to quantify HRV metrics appears to be inappropriate, where study design considerations need to be conducted upon a variable-by-variable basis. The present results found 60 s (heart rate), 240 s (time-domain parameters), and 300 s (relative frequency-domain parameters) were required to obtain accurate and reproducible metrics. The lower validity/reliability of the ultra-short-term metrics was attributable to measurement error and/or confounding from extraneous physiological influences (i.e., respiratory and hemodynamic variables).
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Affiliation(s)
- Joel S Burma
- Cerebrovascular Concussion Laboratory, Faculty of Kinesiology, University of Calgary, Calgary, Alberta, Canada.,Concussion Research Laboratory, Faculty of Health and Exercise Science, University of British Columbia, Kelowna, British Columbia, Canada
| | - Sarah Graver
- Cerebrovascular Concussion Laboratory, Faculty of Kinesiology, University of Calgary, Calgary, Alberta, Canada.,Sport Injury Prevention Research Centre, Faculty of Kinesiology, University of Calgary, Calgary, Alberta, Canada
| | - Lauren N Miutz
- Cerebrovascular Concussion Laboratory, Faculty of Kinesiology, University of Calgary, Calgary, Alberta, Canada.,Libin Cardiovascular Institute of Alberta, University of Calgary, Alberta, Canada
| | - Alannah Macaulay
- Concussion Research Laboratory, Faculty of Health and Exercise Science, University of British Columbia, Kelowna, British Columbia, Canada
| | - Paige V Copeland
- Concussion Research Laboratory, Faculty of Health and Exercise Science, University of British Columbia, Kelowna, British Columbia, Canada
| | - Jonathan D Smirl
- Cerebrovascular Concussion Laboratory, Faculty of Kinesiology, University of Calgary, Calgary, Alberta, Canada.,Concussion Research Laboratory, Faculty of Health and Exercise Science, University of British Columbia, Kelowna, British Columbia, Canada
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64
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Djeriouat H, Matton N, Mouratille D. Does hostile intent cause physiological changes? An airport security check simulation experiment. Int J Psychophysiol 2021; 165:29-35. [PMID: 33839194 DOI: 10.1016/j.ijpsycho.2021.03.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Revised: 03/25/2021] [Accepted: 03/27/2021] [Indexed: 10/21/2022]
Abstract
The present research was aimed at investigating in a simulation experiment whether the initiation of a hostile project in an environment akin to airport security checkpoints would translate in variation of cardiac activity. Twenty-three participants (eight women) enrolled as mock passengers had to make several traverses of a security checkpoint while carrying luggage containing either a neutral or a falsely dangerous item. The traverses with the falsely dangerous item were associated with an elevation of heart rate and higher drops of heart rate variability than the traverses with the neutral item. These effects were more salient for the first traverses. Implication of results for security management and the role of arousal and mental workload in threat detection are discussed.
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65
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Dang K, Kirk MA, Monette G, Katz J, Ritvo P. Meaning in life and vagally-mediated heart rate variability: Evidence of a quadratic relationship at baseline and vagal reactivity differences. Int J Psychophysiol 2021; 165:101-111. [PMID: 33745963 DOI: 10.1016/j.ijpsycho.2021.03.001] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2020] [Revised: 03/03/2021] [Accepted: 03/04/2021] [Indexed: 12/17/2022]
Abstract
Higher meaning in life (MIL) consistently predicts better health, but the physiological processes underlying this relationship are not well understood. This study examined the relationship between MIL and vagally-mediated heart rate variability (VmHRV) under resting (N = 77), stressor (n = 73), and mindfulness intervention (n = 72) conditions. Regression was used for MIL-VmHRV analyses at baseline, and longitudinal mixed models were used to examine phasic changes in VmHRV as a function of MIL. Regression revealed a quadratic MIL-VmHRV relationship, and mixed models linked higher MIL to greater stress-reactivity but not enhanced stress-attenuation. MIL and mindfulness did not interact to influence VmHRV recovery after experimental stress. Findings suggest that cardiac vagal tone and cardiac vagal reactivity are linked to MIL, shedding light on the physiology underlying MIL and its health associations.
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Affiliation(s)
- Kevin Dang
- School of Kinesiology and Health Science, York University, Toronto, Ontario, Canada
| | - Megan A Kirk
- School of Kinesiology and Health Science, York University, Toronto, Ontario, Canada
| | - Georges Monette
- Department of Mathematics and Statistics, York University, Toronto, Ontario, Canada
| | - Joel Katz
- School of Kinesiology and Health Science, York University, Toronto, Ontario, Canada; Department of Psychology, York University, Toronto, Ontario, Canada
| | - Paul Ritvo
- School of Kinesiology and Health Science, York University, Toronto, Ontario, Canada; Department of Psychology, York University, Toronto, Ontario, Canada.
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66
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Jeong DU, Taye GT, Hwang HJ, Lim KM. Optimal Length of Heart Rate Variability Data and Forecasting Time for Ventricular Fibrillation Prediction Using Machine Learning. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2021; 2021:6663996. [PMID: 37601811 PMCID: PMC10435312 DOI: 10.1155/2021/6663996] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/07/2020] [Revised: 02/01/2021] [Accepted: 03/04/2021] [Indexed: 08/22/2023]
Abstract
Ventricular fibrillation (VF) is a cardiovascular disease that is one of the major causes of mortality worldwide, according to the World Health Organization. Heart rate variability (HRV) is a biomarker that is used for detecting and predicting life-threatening arrhythmias. Predicting the occurrence of VF in advance is important for saving patients from sudden death. We extracted features from seven HRV data lengths to predict the onset of VF before nine different forecast times and observed the prediction accuracies. By using only five features, an artificial neural network classifier was trained and validated based on 10-fold cross-validation. Maximum prediction accuracies of 88.18% and 88.64% were observed at HRV data lengths of 10 and 20 s, respectively, at a forecast time of 0 s. The worst prediction accuracy was recorded at an HRV data length of 70 s and a forecast time of 80 s. Our results showed that features extracted from HRV signals near the VF onset could yield relatively high VF prediction accuracies.
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Affiliation(s)
- Da Un Jeong
- Department of IT Convergence Engineering, Kumoh National Institute of Technology, Gumi 39177, Republic of Korea
| | - Getu Tadele Taye
- Health Informatics Units, School of Public Health, Mekelle University, Mekelle, Ethiopia
| | - Han-Jeong Hwang
- Department of Electronics and Information Engineering, Korea University, Sejong, Republic of Korea
| | - Ki Moo Lim
- Department of IT Convergence Engineering, Kumoh National Institute of Technology, Gumi 39177, Republic of Korea
- Department of Medical IT Convergence Engineering, Kumoh National Institute of Technology, Gumi 39177, Republic of Korea
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67
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Postigo-Martin P, Peñafiel-Burkhardt R, Gallart-Aragón T, Alcaide-Lucena M, Artacho-Cordón F, Galiano-Castillo N, Fernández-Lao C, Martín-Martín L, Lozano-Lozano M, Ruíz-Vozmediano J, Moreno-Gutiérrez S, Illescas-Montes R, Arroyo-Morales M, Cantarero-Villanueva I. Attenuating Treatment-Related Cardiotoxicity in Women Recently Diagnosed With Breast Cancer via a Tailored Therapeutic Exercise Program: Protocol of the ATOPE Trial. Phys Ther 2021; 101:6124131. [PMID: 33528004 DOI: 10.1093/ptj/pzab014] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/24/2020] [Revised: 08/09/2020] [Accepted: 12/01/2020] [Indexed: 12/15/2022]
Abstract
OBJECTIVE Therapeutic exercise is already used to ameliorate some of the side effects of cancer treatment. Recent studies examined its preventive potential regarding treatment-related toxicity, which can increase the risk of functional decline and lead to disease recurrence and death. This trial will examine whether the Tailored Therapeutic Exercise and Recovery Strategies (ATOPE) program, performed before treatment, can mitigate the onset and extent of cardiotoxicity beyond that achieved when the program is followed during treatment in recently diagnosed breast cancer patients. METHODS The intervention has a preparatory phase plus 12 to 18 sessions of tailored, high-intensity exercise, and post-exercise recovery strategies. A total of 120 women recently diagnosed with breast cancer, at risk of cardiotoxicity due to anticancer treatment awaiting surgery followed by chemotherapy and/or radiotherapy, will be randomized to either group. In a feasibility study, measurements related to recruitment rate, satisfaction with the program, adherence to them, the retention of participants, safety, and adverse effects will be explored. In the main trial, the efficacy of these interventions will be examined. The major outcome will be cardiotoxicity, assessed echocardiographically via the left ventricular ejection fraction. Other clinical, physical, and anthropometric outcomes and biological and hormonal variables will also be assessed after diagnosis, after treatment, 1 year after treatment ends, and 3 years after treatment ends. CONCLUSION Given its potential effect on patient survival, the mitigation of cardiotoxicity is a priority, and physical therapists have an important role in this mitigation. If the ATOPE intervention performed before treatment returns better cardioprotection results, it may be recommendable that patients recently diagnosed follow this program. IMPACT The ATOPE program will highlight the need for a physical therapist intervention from the moment of diagnosis, in the prevention or mitigation of cardiotoxicity, in women with breast cancer. It could help physical therapists to establish an adequate therapeutic exercise dose adapted to breast cancer patients and to propose correct therapeutic exercise prescription according to the assimilation of the sessions.
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Affiliation(s)
- Paula Postigo-Martin
- Health Sciences Faculty, University of Granada, Spain.,Sport and Health Research Center (IMUDs), Granada, Spain.,Institute for Biomedical Research (ibs.GRANADA), University Hospital Complex of Granada, University of Granada, Granada, Spain
| | | | | | | | - Francisco Artacho-Cordón
- Institute for Biomedical Research (ibs.GRANADA), University Hospital Complex of Granada, University of Granada, Granada, Spain.,Department of Radiology and Physical Medicine, University of Granada, Granada, Spain
| | - Noelia Galiano-Castillo
- Health Sciences Faculty, University of Granada, Spain.,Sport and Health Research Center (IMUDs), Granada, Spain.,Institute for Biomedical Research (ibs.GRANADA), University Hospital Complex of Granada, University of Granada, Granada, Spain.,Unit of Excellence on Exercise and Health (UCEES), University of Granada, Granada, Spain
| | - Carolina Fernández-Lao
- Health Sciences Faculty, University of Granada, Spain.,Sport and Health Research Center (IMUDs), Granada, Spain.,Institute for Biomedical Research (ibs.GRANADA), University Hospital Complex of Granada, University of Granada, Granada, Spain.,Unit of Excellence on Exercise and Health (UCEES), University of Granada, Granada, Spain
| | - Lydia Martín-Martín
- Health Sciences Faculty, University of Granada, Spain.,Sport and Health Research Center (IMUDs), Granada, Spain.,Institute for Biomedical Research (ibs.GRANADA), University Hospital Complex of Granada, University of Granada, Granada, Spain.,Unit of Excellence on Exercise and Health (UCEES), University of Granada, Granada, Spain
| | - Mario Lozano-Lozano
- Health Sciences Faculty, University of Granada, Spain.,Sport and Health Research Center (IMUDs), Granada, Spain.,Institute for Biomedical Research (ibs.GRANADA), University Hospital Complex of Granada, University of Granada, Granada, Spain.,Unit of Excellence on Exercise and Health (UCEES), University of Granada, Granada, Spain
| | | | - Salvador Moreno-Gutiérrez
- Department of Computer Architecture and Technology, Information and Communication Technologies Research Center (CITIC), University of Granada, Spain
| | | | - Manuel Arroyo-Morales
- Health Sciences Faculty, University of Granada, Spain.,Sport and Health Research Center (IMUDs), Granada, Spain.,Institute for Biomedical Research (ibs.GRANADA), University Hospital Complex of Granada, University of Granada, Granada, Spain.,Unit of Excellence on Exercise and Health (UCEES), University of Granada, Granada, Spain
| | - Irene Cantarero-Villanueva
- Health Sciences Faculty, University of Granada, Spain.,Sport and Health Research Center (IMUDs), Granada, Spain.,Institute for Biomedical Research (ibs.GRANADA), University Hospital Complex of Granada, University of Granada, Granada, Spain.,Unit of Excellence on Exercise and Health (UCEES), University of Granada, Granada, Spain
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68
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Shaffer F, Meehan ZM, Zerr CL. A Critical Review of Ultra-Short-Term Heart Rate Variability Norms Research. Front Neurosci 2020; 14:594880. [PMID: 33328866 PMCID: PMC7710683 DOI: 10.3389/fnins.2020.594880] [Citation(s) in RCA: 73] [Impact Index Per Article: 18.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2020] [Accepted: 10/15/2020] [Indexed: 12/26/2022] Open
Abstract
Heart rate variability (HRV) is the fluctuation in time between successive heartbeats and is defined by interbeat intervals. Researchers have shown that short-term (∼5-min) and long-term (≥24-h) HRV measurements are associated with adaptability, health, mobilization, and use of limited regulatory resources, and performance. Long-term HRV recordings predict health outcomes heart attack, stroke, and all-cause mortality. Despite the prognostic value of long-term HRV assessment, it has not been broadly integrated into mainstream medical care or personal health monitoring. Although short-term HRV measurement does not require ambulatory monitoring and the cost of long-term assessment, it is underutilized in medical care. Among the diverse reasons for the slow adoption of short-term HRV measurement is its prohibitive time cost (∼5 min). Researchers have addressed this issue by investigating the criterion validity of ultra-short-term (UST) HRV measurements of less than 5-min duration compared with short-term recordings. The criterion validity of a method indicates that a novel measurement procedure produces comparable results to a currently validated measurement tool. We evaluated 28 studies that reported UST HRV features with a minimum of 20 participants; of these 17 did not investigate criterion validity and 8 primarily used correlational and/or group difference criteria. The correlational and group difference criteria were insufficient because they did not control for measurement bias. Only three studies used a limits of agreement (LOA) criterion that specified a priori an acceptable difference between novel and validated values in absolute units. Whereas the selection of rigorous criterion validity methods is essential, researchers also need to address such issues as acceptable measurement bias and control of artifacts. UST measurements are proxies of proxies. They seek to replace short-term values which, in turn, attempt to estimate long-term metrics. Further adoption of UST HRV measurements requires compelling evidence that these metrics can forecast real-world health or performance outcomes. Furthermore, a single false heartbeat can dramatically alter HRV metrics. UST measurement solutions must automatically edit artifactual interbeat interval values otherwise HRV measurements will be invalid. These are the formidable challenges that must be addressed before HRV monitoring can be accepted for widespread use in medicine and personal health care.
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Affiliation(s)
- Fred Shaffer
- Center for Applied Psychophysiology, Truman State University, Kirksville, MO, United States
| | - Zachary M Meehan
- Department of Psychological and Brain Sciences, University of Delaware, Newark, DE, United States
| | - Christopher L Zerr
- Department of Psychological and Brain Sciences, Washington University in St. Louis, St. Louis, MO, United States
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69
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Pope ZC, Gabriel KP, Whitaker KM, Chen LY, Schreiner PJ, Jacobs DR, Sternfeld B, Carr JJ, Lloyd-Jones DM, Pereira MA. Association between Objective Activity Intensity and Heart Rate Variability: Cardiovascular Disease Risk Factor Mediation (CARDIA). Med Sci Sports Exerc 2020; 52:1314-1321. [PMID: 32427750 DOI: 10.1249/mss.0000000000002259] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
PURPOSE We evaluated the associations between accelerometer-estimated physical activity (PA) intensity and heart rate variability (HRV) and examined mediation of these associations by glycemic control indices and other cardiovascular disease risk factors. METHODS Data were from 1668 participants (X[Combining Overline]age = 45.9 ± 3.5 yr, 58.0% female, 39.9% black) who participated in year 20 (2005-2006) of the Coronary Artery Risk Development in Young Adults Fitness Study. The ActiGraph 7164 estimated participants' mean minutes per day of vigorous-intensity PA (VPA), moderate-intensity PA (MPA), and light-intensity PA (LPA) over 7 d. Three sequential 10-s 12-lead ECG strips were used to derive standard deviation of all normal RR intervals (SDNN) and root mean square of all successive RR intervals (rMSSD) HRV. Mediators representing glycemic control indices included fasting glucose, fasting insulin, and 2-h oral glucose tolerance, with other mediators being traditional cardiovascular disease risk factors. Multiple linear regression assessed independent associations of PA intensity with HRV per 1-SD. Mediation analyses computed the proportion of the PA-HRV association attributable to physiological mediators. RESULTS Participants averaged 2.7 ± 6.2 min·d, 33.0 ± 22.0 min·d, and 360.2 ± 83.8 min·d of VPA, MPA, and LPA, respectively, with mean values for SDNN (32.6 ± 22.4 ms) and rMSSD (34.0 ± 24.8 ms) similar. After adjustment for demographic and lifestyle behaviors, VPA was associated with both HRV metrics (SDNN: std beta = 0.06 [0.03, 0.10]; rMSSD: std beta = 0.08 [0.05, 0.12]) and LPA with rMSSD only (std beta = 0.05 [0.01, 0.08]). Fasting insulin and glucose mediated 11.6% to 20.7% of the association of VPA and LPA with HRV, with triglycerides also potentially mediating these associations (range, 9.6%-13.4%). CONCLUSIONS Accelerometer-estimated VPA was associated with higher (i.e., improved) HRV. Light-intensity PA also demonstrated a positive association. Mediation analyses suggested these associations may be most attributable to glucose-insulin dynamics.
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Affiliation(s)
- Zachary C Pope
- Division of Epidemiology and Community Health, University of Minnesota, School of Public Health, Minneapolis, MN
| | | | - Kara M Whitaker
- Department of Health and Human Physiology and Department of Epidemiology, University of Iowa, Iowa City, IA
| | - Lin Y Chen
- Cardiovascular Division, Department of Medicine, University of Minnesota, Minneapolis, MN
| | - Pamela J Schreiner
- Division of Epidemiology and Community Health, University of Minnesota, School of Public Health, Minneapolis, MN
| | - David R Jacobs
- Division of Epidemiology and Community Health, University of Minnesota, School of Public Health, Minneapolis, MN
| | | | - J Jeffrey Carr
- Division of Cardiovascular Medicine, Vanderbilt University Medical Center, Nashville, TN
| | | | - Mark A Pereira
- Division of Epidemiology and Community Health, University of Minnesota, School of Public Health, Minneapolis, MN
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70
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Wu L, Shi P, Yu H, Liu Y. An optimization study of the ultra-short period for HRV analysis at rest and post-exercise. J Electrocardiol 2020; 63:57-63. [DOI: 10.1016/j.jelectrocard.2020.10.002] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2020] [Revised: 10/02/2020] [Accepted: 10/08/2020] [Indexed: 10/23/2022]
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71
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Spangler DP, Cox KR, Thayer JF, Brooks JR, Friedman BH. Interplay between state anxiety, heart rate variability, and cognition: An ex-Gaussian analysis of response times. Int J Psychophysiol 2020; 159:60-70. [PMID: 33069780 DOI: 10.1016/j.ijpsycho.2020.08.018] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2020] [Revised: 08/11/2020] [Accepted: 08/13/2020] [Indexed: 11/30/2022]
Abstract
The present study employed an ex-Gaussian model of response times (RTs) to elucidate the cognitive processes related to experimentally induced state anxiety (SA) and vagally mediated heart rate variability (vmHRV), an indicator of adaptive responses in both cognitive and affective domains. Participants (n = 110) completed a dual task composed of (i) a flanker attention and (2) working memory load task, while SA was induced by threat of noise. Electrocardiography was measured during the dual task and during four baseline periods in order to calculate vmHRV. RTs on the flanker task were fit to an ex-Gaussian distribution, which estimated three RT parameters: mu (Gaussian mean), sigma (Gaussian SD), and tau (combination of exponential mean and SD). First, findings indicate that threat of noise was associated with reductions in mu and tau, suggesting that SA might improve attention and motor responding. Second, higher resting vmHRV was associated with lower tau (averaged across conditions) and stronger threat-related decreases in tau. Third, intra-individual decreases in vmHRV were accompanied by concomitant decreases in tau. These findings support roles for trait and state vagal control in guiding adaptive anxiety-related (and anxiety-unrelated) attentional responses. Findings are consistent with extant theories that emphasize functional interrelations among emotion, cognition, and vagal function.
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Affiliation(s)
- Derek P Spangler
- Human Research & Engineering Directorate, U.S. Army Research Laboratory, Aberdeen, MD, USA; Department of Biobehavioral Health, The Pennsylvania State University, State College, PA, USA.
| | - Katherine R Cox
- Human Research & Engineering Directorate, U.S. Army Research Laboratory, Aberdeen, MD, USA
| | - Julian F Thayer
- Department of Psychology, The Ohio State University, Columbus, OH, USA; Department of Psychological Science, University of California, Irvine
| | - Justin R Brooks
- Human Research & Engineering Directorate, U.S. Army Research Laboratory, Aberdeen, MD, USA
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Alalyan MJ, Alkahtani SA, Habib SS, Flatt AA. Suitability of Ultra-Short-Term Heart Rate Variability in Military Trainees. Healthcare (Basel) 2020; 8:E409. [PMID: 33080808 PMCID: PMC7711890 DOI: 10.3390/healthcare8040409] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2020] [Revised: 10/13/2020] [Accepted: 10/14/2020] [Indexed: 01/02/2023] Open
Abstract
We aimed to (a) evaluate the agreement between ultra-short-term and criterion resting heart rate variability (HRV) measures in military trainees, and (b) compare associations between HRV recording lengths and body composition. HRV recordings were performed for 10 min in 27 military male students. Mean RR interval, the root-mean square of successive differences (RMSSD), RMSSD:RR interval ratio, standard deviation of normal-to-normal RR intervals (SDNN), and SDNN:RR interval ratio were determined from the last 5 min of the 10-min recording and considered the criterion. Parameters were also recorded in successive 1-min epochs from the 5-min stabilization period. No differences were observed between criterion values and any of the 1-min epochs (p > 0.05). Effect sizes ranged from -0.36-0.35. Intra-class correlations ranged from 0.83-0.99. Limits of agreement ranged from 38.3-78.4 ms for RR interval, 18.8-30.0 ms for RMSSD, 1.9-3.1 for RMSSD:RR, 24.1-31.4 ms for SDNN, and 2.5-3.0 for SDNN:RR. Body fat% was associated (p < 0.05) with all HRV parameters at varying time segments. A 1-min HRV recording preceded by a 1-min stabilization period seems to be a suitable alternative to criterion measures. Ultra-short procedures may facilitate routine HRV tracking in tactical populations for status-monitoring purposes.
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Affiliation(s)
- Mubarak J. Alalyan
- King Fahd Security College, Riyadh 11461, Saudi Arabia;
- Department of Exercise Physiology, College of Sport Sciences and Physical Activity, King Saud University, Riyadh 11451, Saudi Arabia;
| | - Shaea A. Alkahtani
- Department of Exercise Physiology, College of Sport Sciences and Physical Activity, King Saud University, Riyadh 11451, Saudi Arabia;
| | - Syed Shahid Habib
- Department of Physiology, College of Medicine, King Saud University, Riyadh 12372, Saudi Arabia;
| | - Andrew A. Flatt
- Department of Health Sciences and Kinesiology, Biodynamics and Human Performance Center, Georgia Southern University—Armstrong, Savannah, GA 31419, USA
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Takahashi N, Takahashi Y, Tabara Y, Kawaguchi T, Kuriyama A, Ueshima K, Kosugi S, Sekine A, Yamada R, Matsuda F, Nakayama T. Descriptive epidemiology of high frequency component based on heart rate variability from 10-second ECG data and daily physical activity among community adult residents: the Nagahama Study. Biosci Trends 2020; 14:241-247. [PMID: 32624526 DOI: 10.5582/bst.2020.03146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
Characteristics of high frequency (HF) component based on heart rate variability (HRV) in a large general population remain unclear, particularly on the relationship with daily physical activity. We aimed to characterize the distribution of HF component and examine the association with daily physical activity among community residents. We performed spectral analysis of HRV from 10-second ECG recordings among 9135 residents aged 30 to 74 years in Nagahama City, Japan. HF components were log-transformed to consider the distribution. Simple correlations between HF and age were determined. Age-adjusted mean values of HF component were calculated for each questionnaire item related to daily physical activity. Multiple regression analysis was performed to examine the effect of daily physical activity on HF component value. Mean values of logarithmically-transformed HF component (lnHF) were higher in women than in men (p < 0.001). lnHF was inversely associated with age (r = -0.40, -0.49 for men, women, respectively). Adjusted mean lnHF for physically active people was significantly higher than that in inactive people (p < 0.001). HF components from 10-second ECG recordings were moderately and negatively correlated with age in both sexes, and positively correlated with daily physical activity in the general adult population. Maintaining the level of daily physical activity, especially to exercise regularly could keep the parasympathetic function high.
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Affiliation(s)
- Naomi Takahashi
- Department of Health Informatics, Kyoto University School of Public Health, Kyoto, Japan
| | - Yoshimitsu Takahashi
- Department of Health Informatics, Kyoto University School of Public Health, Kyoto, Japan
| | - Yasuharu Tabara
- Center for Genomic Medicine, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Takahisa Kawaguchi
- Center for Genomic Medicine, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Akira Kuriyama
- Department of Health Informatics, Kyoto University School of Public Health, Kyoto, Japan
| | - Kenji Ueshima
- Department of EBM Research, Institute for Advancement of Clinical and Translational Science, Kyoto University Hospital, Kyoto, Japan
| | - Shinji Kosugi
- Department of Medical Ethics and Medical Genetics, Kyoto University School of Public Health, Kyoto, Japan
| | - Akihiro Sekine
- Department of Omics-based Medicine, Clinical Preventive Medical Sciences, Center for Preventive Medical Sciences, Chiba University, Chiba, Japan
| | - Ryo Yamada
- Center for Genomic Medicine, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Fumihiko Matsuda
- Center for Genomic Medicine, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Takeo Nakayama
- Department of Health Informatics, Kyoto University School of Public Health, Kyoto, Japan
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Nussinovitch U. Reliability of ultra-short indices for autonomic dysfunction in dyslipidemia. Clin Physiol Funct Imaging 2020; 40:423-433. [PMID: 32886849 DOI: 10.1111/cpf.12661] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2020] [Revised: 08/21/2020] [Accepted: 08/26/2020] [Indexed: 11/28/2022]
Abstract
Dyslipidemia is associated with autonomic nervous system (ANS) dysfunction. Heart rate variability (HRV) is a powerful tool for evaluating the ANS and for cardiovascular risk stratification. Yet, the methodologies used are impractical in most clinical settings and therefore, are usually not applied. The current study aimed to evaluate the reliability of ultra-short HRV parameters, which are easily calculated from any standard ECG, as a practical method for ANS study, with a focus on patients with dyslipidemia. Fifty-nine volunteers with dyslipidemia underwent HRV study of parametric and power spectral indices according to accepted methods. Correlations were calculated between ultra-short HRV indices (five 1-min and five 10-s segments) and standard 5-min recordings. Correlations were found between 10-s and 1-min RMSSD and 5-min recordings (mean Pearson ρ correlation coefficients of 0.913 and 0.944, respectively, and mean concordance correlation coefficients of 0.855 and 0.938, respectively). Associations were found between other ultra-short HRV parameters (SDNN, maximum RR, minimum RR, pNN50, ln(RMSSD) and 5-min recordings. In addition, average RR, HRV-TI, NN50, TP, LF/HF, ln(SDNN), ln(HRV-TI), ln(TP) and ln(LF/HF) from 1-min recordings were associated with 5-min values. In conclusion, some ultra-short HRV parameters can be used for ANS evaluation and presumably, for cardiovascular risk stratification among patients with dyslipidemia. These parameters seem to be of great practical value for both inpatient and outpatient settings, because most can be calculated from a standard 10-s ECG strip. The prognostic implications of ECG-derived, ultra-short HRV parameters in patients with dyslipidemia should be further evaluated in future studies.
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Affiliation(s)
- Udi Nussinovitch
- Applicative Cardiovascular Research Center (ACRC) and Department of Cardiology, Meir Medical Center, Kfar Saba, Israel.,Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
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Samora M, Teixeira AL, Sabino-Carvalho JL, Vianna LC. Sex differences in cardiac vagal reactivation from the end of isometric handgrip exercise and at the onset of muscle metaboreflex isolation. Auton Neurosci 2020; 228:102714. [PMID: 32829151 DOI: 10.1016/j.autneu.2020.102714] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2020] [Revised: 07/09/2020] [Accepted: 08/07/2020] [Indexed: 11/18/2022]
Abstract
A parasympathetic reactivation is an underlying mechanism mediating the rapid fall in heart rate (HR) at the onset of post-exercise ischemia (PEI) in humans. Herein, we tested the hypothesis that, compared to men, women present a slower HR recovery at the cessation of isometric handgrip exercise (i.e., onset of PEI) due to an attenuated cardiac vagal reactivation. Forty-seven (23 women) young and healthy volunteers were recruited. Subjects performed 90s of isometric handgrip exercise at 40% of maximal voluntary contraction followed by 3-min of PEI. The onset of PEI was analyzed over the first 30s in 10s windows. Cardiac vagal reactivation was indexed using the HR fall and by HR variability metrics (e.g., RMSSD and SDNN) immediately after the cessation of the exercise. HR was significantly increased from rest during exercise in men and women and increases were similar between sexes. However, following the cessation of exercise, the HR recovery was significantly slower in women compared to men regardless of the time point (women vs. men: ∆-14 ± 8 vs. ∆-18 ± 6 beats.min-1 at 10s; ∆-20 ± 9 vs. ∆-25 ± 8 beats.min-1 at 20s; ∆-22 ± 10 vs. ∆-27 ± 9 beats.min-1 at 30s; P = .027). RMSSD and SDNN increased at the cessation of exercise in greater magnitude in men compared to women. These findings demonstrate that women had a slower HR recovery at the cessation of isometric handgrip exercise and onset of PEI compared to men, suggesting a sex-related difference in cardiac vagal reactivation in healthy young humans.
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Affiliation(s)
- Milena Samora
- NeuroV̇ASQ̇ - Integrative Physiology Laboratory, Faculty of Physical Education, University of Brasília, Brasília, DF, Brazil
| | - André L Teixeira
- NeuroV̇ASQ̇ - Integrative Physiology Laboratory, Faculty of Physical Education, University of Brasília, Brasília, DF, Brazil
| | - Jeann L Sabino-Carvalho
- NeuroV̇ASQ̇ - Integrative Physiology Laboratory, Faculty of Physical Education, University of Brasília, Brasília, DF, Brazil
| | - Lauro C Vianna
- NeuroV̇ASQ̇ - Integrative Physiology Laboratory, Faculty of Physical Education, University of Brasília, Brasília, DF, Brazil; Graduate Program in Medical Sciences, Faculty of Medicine, University of Brasília, Brasília, DF, Brazil.
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Tsuji T, Nobukawa T, Mito A, Hirano H, Soh Z, Inokuchi R, Fujita E, Ogura Y, Kaneko S, Nakamura R, Saeki N, Kawamoto M, Yoshizumi M. Recurrent probabilistic neural network-based short-term prediction for acute hypotension and ventricular fibrillation. Sci Rep 2020; 10:11970. [PMID: 32686705 PMCID: PMC7371879 DOI: 10.1038/s41598-020-68627-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2018] [Accepted: 06/30/2020] [Indexed: 11/10/2022] Open
Abstract
In this paper, we propose a novel method for predicting acute clinical deterioration triggered by hypotension, ventricular fibrillation, and an undiagnosed multiple disease condition using biological signals, such as heart rate, RR interval, and blood pressure. Efforts trying to predict such acute clinical deterioration events have received much attention from researchers lately, but most of them are targeted to a single symptom. The distinctive feature of the proposed method is that the occurrence of the event is manifested as a probability by applying a recurrent probabilistic neural network, which is embedded with a hidden Markov model and a Gaussian mixture model. Additionally, its machine learning scheme allows it to learn from the sample data and apply it to a wide range of symptoms. The performance of the proposed method was tested using a dataset provided by Physionet and the University of Tokyo Hospital. The results show that the proposed method has a prediction accuracy of 92.5% for patients with acute hypotension and can predict the occurrence of ventricular fibrillation 5 min before it occurs with an accuracy of 82.5%. In addition, a multiple disease condition can be predicted 7 min before they occur, with an accuracy of over 90%.
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Affiliation(s)
- Toshio Tsuji
- Graduate School of Advanced Science and Engineering, Hiroshima University, 1-4-1 Kagamiyama, Higashi-Hiroshima, Hiroshima, 739-8527, Japan.
| | - Tomonori Nobukawa
- Graduate School of Engineering, Hiroshima University, 1-4-1 Kagamiyama, Higashi-Hiroshima, Hiroshima, 739-8527, Japan
| | - Akihisa Mito
- Graduate School of Engineering, Hiroshima University, 1-4-1 Kagamiyama, Higashi-Hiroshima, Hiroshima, 739-8527, Japan
| | - Harutoyo Hirano
- Academic Institute, College of Engineering, Shizuoka University, 3-5-1, Johoku, Naka-ku, Hamamatsu, Shizuoka, 432-8561, Japan
| | - Zu Soh
- Graduate School of Advanced Science and Engineering, Hiroshima University, 1-4-1 Kagamiyama, Higashi-Hiroshima, Hiroshima, 739-8527, Japan
| | - Ryota Inokuchi
- Department of Emergency and Critical Care Medicine, JR General Hospital, 2-1-3 Yoyogi, Shibuya-ku, Tokyo, 151-8528, Japan
| | - Etsunori Fujita
- Delta Kogyo Co. Ltd., 1-14 Shinchi, Fuchu-Cho, Aki-Gun, Hiroshima, 735-8501, Japan
| | - Yumi Ogura
- Delta Kogyo Co. Ltd., 1-14 Shinchi, Fuchu-Cho, Aki-Gun, Hiroshima, 735-8501, Japan
| | - Shigehiko Kaneko
- Department of Mechanical Engineering, The University of Tokyo, 7-3-1 Hongo, Bunkyo-Ku, Tokyo, 113-8656, Japan
| | - Ryuji Nakamura
- Graduate School of Biomedical and Health Sciences, Hiroshima University, 1-2-3 Kasumi, Minami-Ku, Hiroshima, Hiroshima, 734-8553, Japan
| | - Noboru Saeki
- Graduate School of Biomedical and Health Sciences, Hiroshima University, 1-2-3 Kasumi, Minami-Ku, Hiroshima, Hiroshima, 734-8553, Japan
| | - Masashi Kawamoto
- Graduate School of Biomedical and Health Sciences, Hiroshima University, 1-2-3 Kasumi, Minami-Ku, Hiroshima, Hiroshima, 734-8553, Japan
| | - Masao Yoshizumi
- Graduate School of Biomedical and Health Sciences, Hiroshima University, 1-2-3 Kasumi, Minami-Ku, Hiroshima, Hiroshima, 734-8553, Japan
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Marcel-Millet P, Ravier G, Esco MR, Groslambert A. Does firefighters' physical fitness influence their cardiac parasympathetic reactivation? Analysis with post-exercise heart rate variability and ultra-short-term measures. INTERNATIONAL JOURNAL OF OCCUPATIONAL SAFETY AND ERGONOMICS 2020; 28:153-161. [PMID: 32586212 DOI: 10.1080/10803548.2020.1738689] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
Purpose. This study assessed the influence of firefighters' physical fitness on performances and parasympathetic reactivation in rescue interventions, and tested the validity of post-exercise ultra-short-term heart rate variability. Methods. Twenty-four firefighters were assigned to two groups based on their fitness and performed three simulated interventions. The mean completion time was recorded. The post-exercise root mean square of successive differences of R-R intervals (LnRMSSD) was determined from both criterion (between 5 and 10 min) and ultra-short-term (every 1-min segment from minutes 0-6) analyses. Results. Completion time was better for the highest fitness group in the three simulated interventions while post-exercise LnRMSSD was not influenced by the firefighters' fitness. Reliability between ultra-short-term and criterion analyses differed between the segments tested; minute 5-6 revealed the highest intra-class correlations (0.86-0.97). Concerning sensitivity of both analyses, the criterion analysis revealed differences between the three rescue interventions and the fitness test, but these results were not observed with ultra-short-term measures. Conclusions. Fitness was associated with firefighters' performances but not with parasympathetic reactivation in the firefighting intervention. The ultra-short-term measures do not seem to be a suitable post-exercise LnRMSSD analysis because of the low sensitivity to reveal differences among exercise conditions.
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Affiliation(s)
| | - Gilles Ravier
- Department of Sport and Performance, University of Bourgogne-Franche-Comte, France
| | | | - Alain Groslambert
- Department of Sport and Performance, University of Bourgogne-Franche-Comte, France
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78
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Yoo S, Whang M. Vagal Tone Differences in Empathy Level Elicited by Different Emotions and a Co-Viewer. SENSORS 2020; 20:s20113136. [PMID: 32492974 PMCID: PMC7309171 DOI: 10.3390/s20113136] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/23/2020] [Revised: 05/28/2020] [Accepted: 05/28/2020] [Indexed: 11/16/2022]
Abstract
Empathy can bring different benefits depending on what kind of emotions people empathize with. For example, empathy with negative emotions can raise donations to charity while empathy with positive emotions can increase participation during remote education. However, few studies have focused on the physiological differences depending on what kind of emotions people empathize with. Furthermore, co-viewer can influence the elicitation of different levels of empathy, but this has been less discussed. Therefore, this study investigated vagal response differences according to each empathy factor level elicited by different emotions and co-viewer. Fifty-nine participants were asked to watch 4 videos and to evaluate subjective valence, arousal scores, and undertake an empathy questionnaire, which included cognitive, affective and identification empathy. Half of the participants watched the videos alone and the other half watched the videos with a co-viewer. Valence and arousal scores were categorized into three levels to figure out what kind of emotions they empathized with. Empathy level (high vs. low) was determined based on the self-report scores. Two-way MANOVA revealed an interaction effect of empathy level and emotions. High affective empathy level is associated with higher vagal response regardless of what kind of emotions they empathized with. However, vagal response differences in other empathy factor level showed a different pattern depending on what kind of emotions that participant empathized with. A high cognitive empathy level showed lower vagal responses when participants felt negative or positive valence. High identification level also showed increased cognitive burden when participants empathized with negative and neutral valence. The results implied that emotions and types of empathy should be considered when measuring empathic responses using vagal tone. Two-way MANOVA revealed empathic response differences between co-viewer condition and emotion. Participants with a co-viewer felt higher vagal responses and self-reporting empathy scores only when participants empathized with arousal. This implied that the effect of a co-viewer may impact on empathic responses only when participants felt higher emotional intensity.
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Affiliation(s)
- Suhhee Yoo
- Department of Emotion Engineering, Sangmyung University, Seoul 03016, Korea;
| | - Mincheol Whang
- Department of Human-Centered Artificial Intelligence, Sangmyung University, Seoul 03016, Korea
- Correspondence: ; Tel.: +82-2287-5293
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Argüello Prada EJ, Paredes Higinio A. A low-complexity PPG pulse detection method for accurate estimation of the pulse rate variability (PRV) during sudden decreases in the signal amplitude. Physiol Meas 2020; 41:035001. [PMID: 32079008 DOI: 10.1088/1361-6579/ab7878] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
BACKGROUND One of the biggest obstacles to reliable pulse rate variability (PRV) analysis is the erroneous detection of photoplethysmographic (PPG) pulses. Among all the disturbances that may hinder pulse detection, the ripples appearing at the smooth segments of the PPG signal can become a serious problem when the amplitude of the signal decreases considerably. OBJECTIVE To present a low-complexity PPG pulse detection method for reliable PRV estimation under conditions in which a sudden decrease in the amplitude of the PPG signal can be expected. APPROACH 2-min ECG and PPG data (sampling rate at 500 Hz) were obtained from thirty healthy subjects, who were asked to take a deep inspiration to provoke a sudden amplitude decrease (SAD) of the PPG signal. After introducing a new parameter denoted as C, through which it is possible to jump over the ripples hindering the accurate detection of the systolic peaks, 500 Hz-sampled PPG recordings were down-sampled (400, 300, 200 and 100 Hz) to investigate the effect of the sampling rate on pulse detection. For ECG recordings, automatic R-peak detection was performed by the Pan and Tompkins (PT) algorithm, whereas PPG pulse detection was performed by the well-known maximum of the first derivative (M1D) and the proposed method, once the C-value for best detection results on 500 Hz-sampled PPG recordings was found. The agreement between heart rate variability (HRV) and PRVs estimated from each pulse detection method was assessed and the correlation between HRV and PRV-derived indexes was computed for comparison. MAIN RESULTS The proposed method can perform well on PPG-SAD segments, provided that the proper value of the parameter C is used. Moreover, a good agreement between HRV and PRV series, as well as lower relative errors and higher correlation coefficients between HRV and PRV indexes, were achieved by the proposed pulse detection method during SADs. SIGNIFICANCE Results show that the proposed method can dynamically adapt to circumstances in which a decrease in the amplitude of the PPG signal can be expected, providing continuous systolic peak detection and reliable PRV estimation under those conditions. However, more extensive testing under a wide range of conditions is needed to perform a more rigorous validation.
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Affiliation(s)
- Erick Javier Argüello Prada
- Departamento de Tecnologías de la Información y las Comunicaciones, Facultad de Ingeniería, Universidad Santiago de Cali, Santiago de Cali, Colombia
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Kennedy-Metz L, Weiss P, Parker SH. Results of exploratory investigation into adherence to auditory coping instructions during an acutely stressful task. Stress 2020; 23:144-152. [PMID: 31451024 DOI: 10.1080/10253890.2019.1660317] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/05/2023] Open
Abstract
Healthcare providers often perform under significant stress, during which their performance must be optimal, but is known to suffer. Stress management interventions in this context can provide cognitive support to rescue performance. This exploratory study sought to evaluate the effect of stress intervention components on stress and performance while clinicians engaged in two versions of a computer-based task, differing in overall level of demand: one high-stress and one low-stress. Participants (N = 45) were assigned to one of five groups (N = 9 per group), where they each completed both versions of the task, under different conditions of cognitive support. Group 1 received no intervention; Group 2 received biofeedback; and Group 3 received biofeedback and explicit coping instructions. Group 4 received emotional intelligence training, and Group 5 received emotional intelligence training and biofeedback. We hypothesized that Group 3 participants would present the lowest self-reported and physiological measures of stress, and the highest performance. Results reveal that the high-stress task induced significantly higher self-reported and physiological stress/anxiety, and lower task performance. No significant main effects of experimental condition or interaction effects were detected, indicating that intervention components had minimal effect on stress and performance. However, ultra-short term physiological analysis, analyzing <5 min of HRV data, revealed significantly decreased stress (SDNN, the standard deviation of normal-to-normal peaks) following auditory coping instructions. Exploratory study results suggest that although cognitive intervention components had minimal effect on stress and performance, physiological stress may be significantly reduced immediately following adherence to a coping instruction intervention. Future work is needed.Lay summaryThis exploratory study evaluated the potential benefit of providing healthcare practitioners with various stress management components during an acutely stressful task. Our results support the positive effect of following behavioral coping instructions on immediate physiological measures of stress.
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Affiliation(s)
- Lauren Kennedy-Metz
- Department of Translational Biology, Medicine, and Health, Virginia Polytechnic Institute and State University, Roanoke, VA, USA
- Division of Cardiac Surgery, VA Boston Healthcare System, West Roxbury, MA, USA
| | - Patrice Weiss
- Department of Obstetrics and Gynecology, Carilion Clinic, Roanoke, VA, USA
| | - Sarah Henrickson Parker
- Center for Simulation, Research and Patient Safety, Carilion Clinic, Roanoke, VA, USA
- Department of Basic Science Education, Virginia Tech Carilion School of Medicine, Roanoke, VA, USA
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Abstract
Background Antiretroviral therapy (ART) transformed human immunodeficiency virus (HIV) infection into a chronic disease. Possible HIV-associated complications have emerged including cardiovascular diseases (CVD). Objectives This study aims to determine the heart rate variability (HRV) distribution and association between HRV and HIV treated with ART in a rural African population. Methods This cross-sectional study included 325 participants of the Ndlovu Cohort Study, South Africa. HRV was measured using a standardized five-minute resting ECG and assessed by the standard deviation of normal RR intervals (SDNN), root of mean squares of successive RR differences (RMSSD), percentage of RR intervals greater than 50 milliseconds different from its predecessor (pNN50), total-, low- and high-frequency power. CVD risk factors were assessed using measurements (blood pressure, anthropometry, cholesterol) and questionnaires (e.g. socio-demographics, alcohol, smoking, physical activity, age, diabetes). We used a Wilcoxon rank test to assess differences in medians between HIV-infected and HIV-uninfected participants and multivariable linear regression to investigate associations between HRV and HIV treated with ART. Conclusions Of the participants, 196 (61.4%) were HIV-infected treated with ART and 123 (38.6%) were HIV-uninfected. HIV-infected consumed less alcohol, 52% versus 35%, smoked less, were less physically active, more often attained lower education, 26% versus 14%, and had lower systolic blood pressure, 134 mmHg versus 140 mmHg, compared to HIV-uninfected. Medians of all HRV parameters were lower for HIV-infected participants. The model fully adjusted for CVD risk factors showed a significant inverse association between HIV treated with ART and log RMSSD (-0.16) and log pnn50 (-0.61). Although HIV-infected participants treated with ART presented with less CVD risk factors they had a lower HRV indicating an increased risk of CVD. Highlights - African HIV-infected participants on ART had less conventional CVD risk factors than HIV-uninfected.- However, HIV-infected participants had lower HRV than HIV-uninfected participants.- Lower HRV of the HIV-infected participants indicates that they are at a higher risk for CVD.
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Finžgar M, Podržaj P. Feasibility of assessing ultra-short-term pulse rate variability from video recordings. PeerJ 2020; 8:e8342. [PMID: 31938579 PMCID: PMC6953345 DOI: 10.7717/peerj.8342] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2019] [Accepted: 12/03/2019] [Indexed: 12/01/2022] Open
Abstract
Objectives Remote photoplethysmography (rPPG) is a promising non-contact measurement technique for assessing numerous physiological parameters: pulse rate, pulse rate variability (PRV), respiratory rate, pulse wave velocity, blood saturation, blood pressure, etc. To justify its use in ultra-short-term (UST) PRV analysis, which is of great benefit for several healthcare applications, the agreement between rPPG- and PPG-derived UST-PRV metrics was studied. Approach Three time-domain metrics—standard deviation of normal-to-normal (NN) intervals (SDNN), root mean square of successive NN interval differences (RMSSD), and the percentage of adjacent NN intervals that differ from each other by more than 50 ms (pNN50)—were extracted from 56 video recordings in a publicly available data set. The selected metrics were calculated on the basis of three groups of 10 s recordings and their average, two groups of 30 s recordings and their average, and a group of 60 s recordings taken from the full-length recordings and then compared with metrics derived from the corresponding reference (PPG) pulse waveform signals by using correlation and effect size parameters, and Bland–Altman plots. Main results The results show there is stronger agreement as the recording length increases for SDNN and RMSSD, yet there is no significant change for pNN50. The agreement parameters reach r = 0.841 (p < 0.001), r = 0.529 (p < 0.001), and r = 0.657 (p < 0.001), estimated median bias −1.52, −2.28 ms and −1.95% and a small effect size for SDNN, RMSSD, and pNN50 derived from the 60 s recordings, respectively. Significance Remote photoplethysmography-derived UST-PRV metrics manage to capture UST-PRV metrics derived from reference (PPG) recordings well. This feature is highly desirable in numerous applications for the assessment of one’s health and well-being. In future research, the validity of rPPG-derived UST-PRV metrics compared to the gold standard electrocardiography recordings is to be assessed.
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Affiliation(s)
- Miha Finžgar
- Faculty of Mechanical Engineering, University of Ljubljana, Ljubljana, Slovenia
| | - Primož Podržaj
- Faculty of Mechanical Engineering, University of Ljubljana, Ljubljana, Slovenia
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Heart Rate Variability Differences among Participants with Different Levels of Self-Criticism during Exposure to a Guided Imagery. ADAPTIVE HUMAN BEHAVIOR AND PHYSIOLOGY 2019. [DOI: 10.1007/s40750-019-00122-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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Politi K, Kaminer K, Nussinovitch U. Reliability of ultrashort electrocardiographic indices in hypertension: the quest for a clinically applicable prognostic marker. J Investig Med 2019; 68:364-370. [PMID: 31420365 DOI: 10.1136/jim-2019-001106] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/27/2019] [Indexed: 01/03/2023]
Abstract
Heart rate variability (HRV) is an accepted clinical tool for evaluating autonomic nervous system function and a marker of adverse cardiac outcome. Although 5 min long HRV recordings are considered methodologically acceptable, it remains impractical in most clinical settings. Also, while some ultrashort HRV (usHRV) parameters were found useful in healthy individuals, their applicability to patients with cardiovascular risk factors is largely unknown. Therefore, our goal was to evaluate the reliability of ultrashort ECG (usECG) indices for HRV among patients with hypertension. One-hundred and two patients with essential hypertension were included. HRV was recorded for 5 min in strictly monitored settings. HRV parameters from randomly chosen 1 min and 10 s series were analyzed. Excellent correlations were found between 1 min SD of RR interval (SDNN) (intraclass correlation coefficient (ICC) 0.973), 10 s SDNN (ICC 0.92) and 5 min SDNN results. An excellent correlation was also found between 1 min root mean square of successive differences in RR intervals (RMSSD) (ICC 0.992), 10 s RMSSD (ICC 0.982) and 5 min RMSSD. Logarithmic transformation of ultrashort 1 min HRV-triangular index using the natural logarithm (Ln) also had excellent correlation with 5 min measurements (ICC 0.9). Also, excellent correlations were found between 10 s and 1 min Ln(RMSSD), 10 s Ln(RMSSD) and 5 min measurements. Other HRV parameters measured from 1 min and 10 s periods showed lower correlations. In conclusion, evaluation of SDNN, RMSSD or Ln(RMSSD) from 10 s ECG recordings can be used to estimate autonomic nervous system function in patients with hypertension. These appealing markers can be readily calculated from any standard ECG tracing. The prognostic significance of ultrashort SDNN and ultrashort RMSSD in patients with cardiovascular risk factors needs to be determined in future prospective cohort studies.
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Affiliation(s)
- Keren Politi
- Neonatal Neurology Clinic, Schnider Children's Medical Center, Alyn Children and Adolescent Rehabilitation Center, Petach Tikva, Israel
| | - Keren Kaminer
- Department of Endocrinology, Rabin Medical Center, Petach Tikva, Israel
| | - Udi Nussinovitch
- Department of Cardiology, Meir Medical Center, Kfar Saba, Israel
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86
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Halamová J, Koróniová J, Kanovský M, Túniyová MK, Kupeli N. Psychological and physiological effects of emotion focused training for self-compassion and self-protection. RESEARCH IN PSYCHOTHERAPY (MILANO) 2019; 22:358. [PMID: 32913797 PMCID: PMC7451316 DOI: 10.4081/ripppo.2019.358] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/11/2018] [Accepted: 04/26/2019] [Indexed: 12/28/2022]
Abstract
Emotion Focused Training for Self-Compassion and Self-Protection (EFT-SCP) is a novel intervention developed on the basis of the latest findings on self-criticism from Emotion-focused therapy and existing programs designed to cultivate compassion. EFTSCP is designed to encourage participants to cultivate self-compassion and protective anger as a way of reducing selfcriticism. Our goal was to investigate the effect of this group-based intervention on self-criticism, self-protection, and self-compassion. A total of 73 students were assigned to the EFT-SCP intervention (n=19), no-treatment control (n=34) or to an active control group (n=20). The intervention group met weekly for 1.5 hours and were instructed to incorporate EFT-SCP tasks into their daily life for 12 weeks. Whilst the no-treatment group did not undergo an intervention, the active control group completed an adapted expressive writing task once a week. In addition to the assessment of heart rate variability during imagery tasks, participants also completed self-reported measures of self-compassion and self-criticism before and after the intervention. Compared with both control groups, the intervention group showed a significant increase in heart rate variability following EFT-SCP (during self-critical imagery, P=.049; probability of superiority was .63, and during self-compassionate imagery P=.007; probability of superiority was .62, both effect sizes were medium) and significant decreases in selfcriticism (Hated Self P=.017; .34 and Inadequate Self P<.001; .33) and self-uncompassionate responding (P<.001; .39). All three effect sizes were small. Participating in EFT-SCP had a positive effect on psychological and physiological outcomes.
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Affiliation(s)
- Júlia Halamová
- Institute of Applied Psychology, Faculty of Social and Economic Sciences, Comenius University in Bratislava, Bratislava, Slovakia
| | - Jana Koróniová
- Institute of Applied Psychology, Faculty of Social and Economic Sciences, Comenius University in Bratislava, Bratislava, Slovakia
| | - Martin Kanovský
- Institute of Social Anthropology, Faculty of Social and Economic Sciences, Comenius University in Bratislava, Bratislava, Slovakia
| | - Mária Kénesy Túniyová
- Institute of Experimental Psychology, Center of Social and Psychological Sciences, Slovak Academy of Sciences, Bratislava, Slovakia
| | - Nuriye Kupeli
- Marie Curie Palliative Care Research Department, Division of Psychiatry, University College London, London, United Kingdom
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87
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Pre-performance Physiological State: Heart Rate Variability as a Predictor of Shooting Performance. Appl Psychophysiol Biofeedback 2019; 43:75-85. [PMID: 29124507 DOI: 10.1007/s10484-017-9386-9] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
Heart rate variability (HRV) is commonly used in sport science for monitoring the physiology of athletes but not as an indicator of physiological state from a psychological perspective. Since HRV is established to be an indicator of emotional responding, it could be an objective means of quantifying an athlete's subjective physiological state before competition. A total of 61 sport shooters participated in this study, of which 21 were novice shooters, 19 were intermediate shooters, and 21 were advanced level shooters. HRV, self-efficacy, and use of mental skills were assessed before they completed a standard shooting performance task of 40 shots, as in a competition qualifying round. The results showed that HRV was significantly positively correlated with self-efficacy and performance and was a significant predictor of shooting performance. In addition, advanced shooters were found to have significantly lower average heart rate before shooting and used more self-talk, relaxation, imagery, and automaticity compared to novice and intermediate shooters. HRV was found to be useful in identifying the physiological state of an athlete before competing, and as such, coaches and athletes can adopt practical strategies to improve the pre-performance physiological state as a means to optimize performance.
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88
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Melo HM, Hoeller AA, Walz R, Takase E. Resting Cardiac Vagal Tone is Associated with Long-Term Frustration Level of Mental Workload: Ultra-short Term Recording Reliability. Appl Psychophysiol Biofeedback 2019; 45:1-9. [PMID: 31286301 DOI: 10.1007/s10484-019-09445-z] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Excessive mental workload represent a critical risk factor for workplace accidents. Heart rate variability (HRV) is a non-invasive low cost electrophysiological autonomic biomarker related to emotional and cognitive regulation. Several studies report that mental overload impairs parasympathetic-mediated HRV indices (e.g. rMSSD). However, the influence of resting state HRV as a predictor of long-term mental workload impairments remains unknown. Thirty participants (22 males; 8 females) had their HRV measured (5-min period) before performing the number search task. After the task, the mental load was accessed by the NASA-TLX questionnaire. A simple linear regression model between HRV and NASA-TLX dimensions showed that resting state rMSSD is associated to physical demand (ND-2, R2 = 0.143, p = 0.03) and frustration level (ND-6, R2 = 0.175, p = 0.02) dimensions of mental workload. The comparison between 1 and 5-min epochs suggests that regression models remain reliable even using the ultra-short term HRV (< 1 min) recording values (R2 values from 0.11 to 0.15 for ND-2 and R2 values from 0.16 to 0.19 for ND-6). These results suggest that resting state HRV is associated to long-term effects of mental workload on physical and emotional demands. In addition, the ultra-short term HRV indices remains reliable to assess ND-2 and ND-6 dimensions of mental workload when compared to gold-standard time interval (> 5 min). The resting state cardiac autonomic tone assessment optimizes the physiological approach with a quick, non-invasive and low-cost assessment that can provide insights about mental load adjustments to prevent work-related accidents.
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Affiliation(s)
- Hiago Murilo Melo
- Laboratory of Brain Education (LEC), Department of Psychology, Federal University of Santa Catarina, Florianópolis, 88049-900, Brazil. .,Graduate Program in Neuroscience, Department of Biological Sciences, Federal University of Santa Catarina, Florianópolis, 88049-900, Brazil. .,Center of Applied Neuroscience (CeNAp), Department of Clinical Medicine, Federal University of Santa Catarina, Florianópolis, 88049-900, Brazil.
| | - Alexandre Ademar Hoeller
- Center of Applied Neuroscience (CeNAp), Department of Clinical Medicine, Federal University of Santa Catarina, Florianópolis, 88049-900, Brazil.,Graduate Program in Medical Sciences, Department of Clinical Medicine, Federal University of Santa Catarina, Florianópolis, 88049-900, Brazil
| | - Roger Walz
- Graduate Program in Neuroscience, Department of Biological Sciences, Federal University of Santa Catarina, Florianópolis, 88049-900, Brazil.,Center of Applied Neuroscience (CeNAp), Department of Clinical Medicine, Federal University of Santa Catarina, Florianópolis, 88049-900, Brazil.,Graduate Program in Medical Sciences, Department of Clinical Medicine, Federal University of Santa Catarina, Florianópolis, 88049-900, Brazil
| | - Emílio Takase
- Laboratory of Brain Education (LEC), Department of Psychology, Federal University of Santa Catarina, Florianópolis, 88049-900, Brazil
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89
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Liddell BJ, Williams EN. Cultural Differences in Interpersonal Emotion Regulation. Front Psychol 2019; 10:999. [PMID: 31133934 PMCID: PMC6523987 DOI: 10.3389/fpsyg.2019.00999] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2018] [Accepted: 04/15/2019] [Indexed: 01/10/2023] Open
Abstract
Cultural differences exist in the use of emotion regulation (ER) strategies, but the focus to date has been on intrapersonal ER strategies such as cognitive reappraisal. An emerging literature highlights the importance of interpersonal ER, which utilizes social cues to facilitate the regulation of emotional states. In cultures that place high value on social interconnectedness as integral to their collectivistic self-construal, including East Asian cultures, interpersonal ER strategies may be particularly effective in reducing negative affect but this has not been previously tested. In this study, two groups comprising East Asian (n = 48) and Western European (n = 38) participants were randomly assigned to receive a priming narration depicting the use of either interpersonal (e.g., social modeling, perspective taking) or intrapersonal (e.g., cognitive reappraisal) ER strategies during a stressful experience. They were then instructed to utilize similar ER strategies in an emotion reactivity task during which they viewed high arousing negative pictorial stimuli while their heart rate (HR), heart rate variability (high frequency power - HF-HRV) and subjective affective states were measured. First we found that the East Asian group reported higher use of interpersonal ER strategies of social modeling and perspective taking in daily life. During the experimental interpersonal prime exposure, the East Asian group showed elevated HF-HRV (relative to baseline) compared to the Western European group, indicating more adaptive ER, but this pattern was not sustained during the reactivity or recovery phases. Instead, the East Asian group demonstrated increased HF-HRV and decreased HR across both prime conditions. The East Asian group also showed greater decreases in positive affect across the course of the experiment. Furthermore, individual differences in social modeling and individualistic self-construal moderated the effect of the ER prime in the East Asian group at trend levels, and main effects for perspective taking and reappraisal were observed in the Western European group. The findings support the notion that engaging in interpersonal ER strategies may be more beneficial for East Asian groups when immediately exposed to a stressful situation, as these strategies are congruent with cultural context and preferences, but our priming methodology may have limited the longer-term benefits.
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Affiliation(s)
- Belinda J. Liddell
- School of Psychology, University of New South Wales, Sydney, NSW, Australia
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90
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van der Stuijt W, Gal P, Kemme MJB, Burggraaf J. Effect of short-term fasting on electrocardiographic parameters. Ann Noninvasive Electrocardiol 2019; 24:e12643. [PMID: 30938028 PMCID: PMC6850084 DOI: 10.1111/anec.12643] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/10/2019] [Revised: 02/07/2019] [Accepted: 02/13/2019] [Indexed: 11/27/2022] Open
Abstract
INTRODUCTION During early drug development trials, electrocardiograms (ECGs) in healthy volunteers who are in a fasting state are evaluated to screen for possible adverse cardiac effects. However, the effect of the duration of fasting on electrocardiographic parameters is largely unknown. We compared the effects of fasting on standard 12-lead electrocardiographic recordings. METHODS Electrocardiograms were available for 432 healthy subjects (mean age 28.5 ± 12.5; 88.9% male) who participated in early drug development studies after 4- and 10-hr fasting. All ECGs were automatically analyzed for conduction intervals and wave amplitudes with the Marquette 12SL algorithm and compared among fasting duration. Mixed model analyses were used to identify confounding variables. RESULTS After 10 hr of fasting, compared to after 4 hr of fasting, mean P-wave duration and amplitude were reduced by 1.95 ± 1.48 ms and 2.18 ± 2.75 μV, mean R wave and S wave amplitude were decreased by 25.83 ± 31.16 μV and 55.39 ± 78.72 μV, mean QRS duration was decreased by 1.84 ± 6.61 ms, and mean T-wave duration and amplitude were decreased by 2.06 ± 0.72 ms and 9.36 ± 17.21 μV (lead II). The mean PR interval was prolonged by 4.26 ± 17.67 ms, the ventricular rate was reduced by 3.64 ± 8.61 min, and QTcF was reduced by 3.87 ± 14.50 ms. These observations persisted after correction for demographics, electrolytes, blood pressure, heart rate variability, and diurnal variation. CONCLUSION The present analysis showed that 10-hr fasting compared to 4-hr fasting resulted in changes to the surface ECG, consisting of a reduced wave amplitude and duration and increased isoelectric interval duration.
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Affiliation(s)
- Willeke van der Stuijt
- Leiden University Medical Centre, Leiden, The Netherlands.,Centre for Human Drug Research, Leiden, The Netherlands
| | - Pim Gal
- Centre for Human Drug Research, Leiden, The Netherlands
| | - Michiel J B Kemme
- Centre for Human Drug Research, Leiden, The Netherlands.,Cardiology Department, Vrije Universiteit Medical Centre, Amsterdam, The Netherlands
| | - Jacobus Burggraaf
- Leiden University Medical Centre, Leiden, The Netherlands.,Centre for Human Drug Research, Leiden, The Netherlands
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91
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Castaldo R, Montesinos L, Melillo P, James C, Pecchia L. Ultra-short term HRV features as surrogates of short term HRV: a case study on mental stress detection in real life. BMC Med Inform Decis Mak 2019; 19:12. [PMID: 30654799 PMCID: PMC6335694 DOI: 10.1186/s12911-019-0742-y] [Citation(s) in RCA: 80] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2017] [Accepted: 01/10/2019] [Indexed: 11/24/2022] Open
Abstract
Background This paper suggests a method to assess the extent to which ultra-short Heart Rate Variability (HRV) features (less than 5 min) can be considered as valid surrogates of short HRV features (nominally 5 min). Short term HRV analysis has been widely investigated for mental stress assessment, whereas the validity of ultra-short HRV features remains unclear. Therefore, this study proposes a method to explore the extent to which HRV excerpts can be shortened without losing their ability to automatically detect mental stress. Methods ECGs were acquired from 42 healthy subjects during a university examination and resting condition. 23 features were extracted from HRV excerpts of different lengths (i.e., 30 s, 1 min, 2 min, 3 min, and 5 min). Significant differences between rest and stress phases were investigated using non-parametric statistical tests at different time-scales. Features extracted from each ultra-short length were compared with the standard short HRV features, assumed as the benchmark, via Spearman’s rank correlation analysis and Bland-Altman plots during rest and stress phases. Using data-driven machine learning approaches, a model aiming to detect mental stress was trained, validated and tested using short HRV features, and assessed on the ultra-short HRV features. Results Six out of 23 ultra-short HRV features (MeanNN, StdNN, MeanHR, StdHR, HF, and SD2) displayed consistency across all of the excerpt lengths (i.e., from 5 to 1 min) and 3 out of those 6 ultra-short HRV features (MeanNN, StdHR, and HF) achieved good performance (accuracy above 88%) when employed in a well-dimensioned automatic classifier. Conclusion This study concluded that 6 ultra-short HRV features are valid surrogates of short HRV features for mental stress investigation. Electronic supplementary material The online version of this article (10.1186/s12911-019-0742-y) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- R Castaldo
- School of Engineering, University of Warwick, CV47AL, Coventry, UK.,Institute of Advanced Studies, University of Warwick, CV47AL, Coventry, UK
| | - L Montesinos
- School of Engineering, University of Warwick, CV47AL, Coventry, UK
| | - P Melillo
- Multidisciplinary Department of Medical, Surgical and Dental Sciences, University of Campania Luigi Vanvitelli, Naples, Italy
| | - C James
- School of Engineering, University of Warwick, CV47AL, Coventry, UK
| | - L Pecchia
- School of Engineering, University of Warwick, CV47AL, Coventry, UK.
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92
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Heart rate variability analysis under varied task difficulties in mental arithmetic performance. HEALTH AND TECHNOLOGY 2018. [DOI: 10.1007/s12553-018-0272-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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93
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Kumral D, Schaare HL, Beyer F, Reinelt J, Uhlig M, Liem F, Lampe L, Babayan A, Reiter A, Erbey M, Roebbig J, Loeffler M, Schroeter ML, Husser D, Witte AV, Villringer A, Gaebler M. The age-dependent relationship between resting heart rate variability and functional brain connectivity. Neuroimage 2018; 185:521-533. [PMID: 30312808 DOI: 10.1016/j.neuroimage.2018.10.027] [Citation(s) in RCA: 41] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2018] [Revised: 10/05/2018] [Accepted: 10/09/2018] [Indexed: 12/30/2022] Open
Abstract
Resting heart rate variability (HRV), an index of parasympathetic cardioregulation and an individual trait marker related to mental and physical health, decreases with age. Previous studies have associated resting HRV with structural and functional properties of the brain - mainly in cortical midline and limbic structures. We hypothesized that aging affects the relationship between resting HRV and brain structure and function. In 388 healthy subjects of three age groups (140 younger: 26.0 ± 4.2 years, 119 middle-aged: 46.3 ± 6.2 years, 129 older: 66.9 ± 4.7 years), gray matter volume (GMV, voxel-based morphometry) and resting state functional connectivity (eigenvector centrality mapping and exploratory seed-based functional connectivity) were related to resting HRV, measured as the root mean square of successive differences (RMSSD). Confirming previous findings, resting HRV decreased with age. For HRV-related GMV, there were no statistically significant differences between the age groups, nor similarities across all age groups. In whole-brain functional connectivity analyses, we found an age-dependent association between resting HRV and eigenvector centrality in the bilateral ventromedial prefrontal cortex (vmPFC), driven by the younger adults. Across all age groups, HRV was positively correlated with network centrality in the bilateral posterior cingulate cortex. Seed-based functional connectivity analysis using the vmPFC cluster revealed an HRV-related cortico-cerebellar network in younger but not in middle-aged or older adults. Our results indicate that the decrease of HRV with age is accompanied by changes in functional connectivity along the cortical midline. This extends our knowledge of brain-body interactions and their changes over the lifespan.
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Affiliation(s)
- D Kumral
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany; MindBrainBody Institute at the Berlin School of Mind and Brain, Humboldt-Universitaet zu Berlin, Berlin, Germany.
| | - H L Schaare
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany; International Max Planck Research School NeuroCom, Leipzig, Germany
| | - F Beyer
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany; Subproject A1, Collaborative Research Centre 1052 "Obesity Mechanisms", University of Leipzig, Leipzig, Germany
| | - J Reinelt
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - M Uhlig
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany; International Max Planck Research School NeuroCom, Leipzig, Germany
| | - F Liem
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - L Lampe
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - A Babayan
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - A Reiter
- Lifespan Developmental Neuroscience, Technical University of Dresden, Dresden, Germany; Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - M Erbey
- MindBrainBody Institute at the Berlin School of Mind and Brain, Humboldt-Universitaet zu Berlin, Berlin, Germany
| | - J Roebbig
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - M Loeffler
- LIFE - Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - M L Schroeter
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany; LIFE - Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany; Department of Cognitive Neurology, University of Leipzig, Leipzig, Germany
| | - D Husser
- Department of Electrophysiology, Leipzig Heart Centre, University of Leipzig, Leipzig, Germany
| | - A V Witte
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - A Villringer
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany; MindBrainBody Institute at the Berlin School of Mind and Brain, Humboldt-Universitaet zu Berlin, Berlin, Germany; Subproject A1, Collaborative Research Centre 1052 "Obesity Mechanisms", University of Leipzig, Leipzig, Germany; LIFE - Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany; Center for Stroke Research Berlin, Charité - Universitaetsmedizin Berlin, Berlin, Germany
| | - M Gaebler
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany; MindBrainBody Institute at the Berlin School of Mind and Brain, Humboldt-Universitaet zu Berlin, Berlin, Germany; LIFE - Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
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94
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Jungmann M, Vencatachellum S, Van Ryckeghem D, Vögele C. Effects of Cold Stimulation on Cardiac-Vagal Activation in Healthy Participants: Randomized Controlled Trial. JMIR Form Res 2018; 2:e10257. [PMID: 30684416 PMCID: PMC6334714 DOI: 10.2196/10257] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2018] [Revised: 06/14/2018] [Accepted: 07/28/2018] [Indexed: 11/20/2022] Open
Abstract
Background The experience of psychological stress has not yet been adequately tackled with digital technology by catering to healthy individuals who wish to reduce their acute stress levels. For the design of digitally mediated solutions, physiological mechanisms need to be investigated that have the potential to induce relaxation with the help of technology. Research has shown that physiological mechanisms embodied in the face and neck regions are effective for diminishing stress-related symptoms. Our study expands on these areas with the design for a wearable in mind. As this study charts new territory in research, it also is a first evaluation of the viability for a wearables concept to reduce stress. Objective The objectives of this study were to assess whether (1) heart rate variability would increase and (2) heart rate would decrease during cold stimulation using a thermode device compared with a (nonstimulated) control condition. We expected effects in particular in the neck and cheek regions and less in the forearm area. Methods The study was a fully randomized, within-participant design. Volunteer participants were seated in a laboratory chair and tested with cold stimulation on the right side of the body. A thermode was placed on the neck, cheek, and forearm. We recorded and subsequently analyzed participants’ electrocardiogram. The cold stimulation was applied in 16-second intervals over 4 trials per testing location. The control condition proceeded exactly like the cold condition, except we manipulated the temperature variable to remain at the baseline temperature. We measured heart rate as interbeat intervals in milliseconds and analyzed root mean square of successive differences to index heart rate variability. We analyzed data using a repeated-measures ANOVA (analysis of variance) approach with 2 repeated-measures factors: body location (neck, cheek, forearm) and condition (cold, control). Results Data analysis of 61 participants (after exclusion of outliers) showed a main effect and an interaction effect for body location and for condition, for both heart rate and heart rate variability. The results demonstrate a pattern of cardiovascular reactivity to cold stimulation, suggesting an increase in cardiac-vagal activation. The effect was significant for cold stimulation in the lateral neck area. Conclusions The results confirmed our main hypothesis that cold stimulation at the lateral neck region would result in higher heart rate variability and lower heart rate than in the control condition. This sets the stage for further investigations of stress reduction potential in the neck region by developing a wearable prototype that can be used for cold application. Future studies should include a stress condition, test for a range of temperatures and durations, and collect self-report data on perceived stress levels to advance findings.
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Affiliation(s)
- Manuela Jungmann
- Institute for Health and Behaviour, Faculty of Language and Literature, Humanities, Arts and Education, University of Luxembourg, Esch-sur-Alzette, Luxembourg
| | - Shervin Vencatachellum
- Institute for Health and Behaviour, Faculty of Language and Literature, Humanities, Arts and Education, University of Luxembourg, Esch-sur-Alzette, Luxembourg
| | - Dimitri Van Ryckeghem
- Institute for Health and Behaviour, Faculty of Language and Literature, Humanities, Arts and Education, University of Luxembourg, Esch-sur-Alzette, Luxembourg
| | - Claus Vögele
- Institute for Health and Behaviour, Faculty of Language and Literature, Humanities, Arts and Education, University of Luxembourg, Esch-sur-Alzette, Luxembourg
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95
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Nardelli M, Greco A, Bolea J, Valenza G, Scilingo EP, Bailon R. Investigation of Lagged Poincaré Plot reliability in ultra-short synthetic and experimental Heart Rate Variability series. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2018; 2017:2329-2332. [PMID: 29060364 DOI: 10.1109/embc.2017.8037322] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
This study reports on the reliability of Lagged Poincaré Plot (LPP) parameters calculated from ultra-short cardiovascular time series (from 30 to 180 seconds). ity (HRV) signals, whereas a few studies have studied nonlinear approaches. Particularly, methods derived from the phase-space theory, especially the ones employing multi-lag analyses, are usually considered to be inaccurate with a low number of samples. Here we propose a comprehensive study about LPP, using both synthetic and real RR series. Specifically, we considered 109 5-minutes HRV series: 60 synthetic series generated through the Integral Pulse Frequency Modulation (IPFM) model and 49 experimental series acquired from healthy subjects during resting-state. Three parameters have been extracted through the ellipse-fitting method, SD1, SD2 and S, using ten values of lag. All LPP parameters were estimated by averaging estimates gathered from segments of 30, 120 and 180 seconds, and compared with the once from 5-minute series. Results showed Spearman's correlation coefficients higher than 0.9 in both synthetic and real series. In conclusion, SD1 gave promising results in terms of percentage absolute error, when it was extracted from series with a duration less than three minutes.
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96
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Takahashi N, Kuriyama A, Kanazawa H, Takahashi Y, Nakayama T. Validity of spectral analysis based on heart rate variability from 1-minute or less ECG recordings. PACING AND CLINICAL ELECTROPHYSIOLOGY: PACE 2018; 40:1004-1009. [PMID: 28594089 DOI: 10.1111/pace.13138] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/27/2016] [Revised: 04/15/2017] [Accepted: 05/26/2017] [Indexed: 11/30/2022]
Abstract
BACKGROUND To broaden the utility of heart rate variability (HRV) in clinical medicine and mass screening, results based on shorter electrocardiogram (ECG) recordings require validation with those based on standard 5-minute recordings. We investigated the association between HRV variables obtained from 5-minute ECGs with those obtained from ECGs shorter than 5 minutes. METHODS Twenty-two participants aged 20-69 years underwent 5-minute resting ECG recordings in the supine position with natural breathing. Spectral analysis using MemCalc method was performed to calculate high-frequency (HF, which required at least 10 seconds) and low-frequency (LF, which required at least 30 seconds) components. Participants were not strictly preconditioned as in previous experimental studies in order to simulate a setting similar to that of a general health checkup. Associations of each variable between the 5-minute ECG recordings and those for shorter recordings were examined by Pearson's correlation coefficients and Bland-Altman plots. RESULTS HF and LF components were log-transformed based on their distributions. Correlation coefficients between 5-minute data and shorter recordings in the supine position with natural breathing ranged from 0.80 to 0.91 (HF by 10-second recording, 0.80; LF by 30-second recording, 0.83, respectively). Bland-Altman plots showed that gaps between the values from both methods slightly increased as the HF and LF component values increased. CONCLUSIONS Although slight proportional errors were possible, values from standard 5-minute and shorter recordings in the supine position were strongly correlated. Our findings suggest that shorter ECG data without strict preconditioning can be reliably used for spectral analysis.
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Affiliation(s)
- Naomi Takahashi
- Department of Health Informatics, Kyoto University School of Public Health, Kyoto, Japan
| | - Akira Kuriyama
- Department of Health Informatics, Kyoto University School of Public Health, Kyoto, Japan
| | - Hoshinori Kanazawa
- Department of Mechano-Informatics, Graduate School of Information Science and Technology, The University of Tokyo, Tokyo, Japan
| | - Yoshimitsu Takahashi
- Department of Health Informatics, Kyoto University School of Public Health, Kyoto, Japan
| | - Takeo Nakayama
- Department of Health Informatics, Kyoto University School of Public Health, Kyoto, Japan
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97
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Bourdon JL, Moore AA, Eastman M, Savage JE, Hazlett L, Vrana SR, Hettema JM, Roberson-Nay R. Resting Heart Rate Variability (HRV) in Adolescents and Young Adults from a Genetically-Informed Perspective. Behav Genet 2018; 48:386-396. [PMID: 29995284 DOI: 10.1007/s10519-018-9915-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2017] [Accepted: 07/04/2018] [Indexed: 02/06/2023]
Abstract
Reduced heart rate variability (HRV) is associated with cardiac morbidity, mortality, and negative psychopathology. Most research concerning genetic influences on HRV has focused on adult populations, with fewer studies investigating the developmental period of adolescence and emerging adulthood. The current study estimated the genetic and environmental contributions to resting HRV in a sample of twins using various HRV time domain metrics to assess autonomic function across two different time measurement intervals (2.5- and 10-min). Five metrics of resting HRV [mean interbeat interval (IBI), the standard deviation of normal IBIs (SDNN), root square mean of successive differences between IBIs (RMSSD), cardiac vagal index (CVI), and cardiac sympathetic index (CSI)] were assessed in 421 twin pairs aged 14-20 during a baseline electrocardiogram. This was done for four successive 2.5-min intervals as well as the overall 10-min interval. Heritability (h2) appeared consistent across intervals within each metric with the following estimates (collapsed across time intervals): mean IBI (h2 = 0.36-0.46), SDNN (h2 = 0.23-0.30), RMSSD (h2 = 0.36-0.39), CVI (h2 = 0.37-0.42), CSI (h2 = 0.33-0.46). Beyond additive genetic contributions, unique environment also was an important influence on HRV. Within each metric, a multivariate Cholesky decomposition further revealed evidence of genetic stability across the four successive 2.5-min intervals. The same models showed evidence for both genetic and environmental stability with some environmental attenuation and innovation. All measures of HRV were moderately heritable across time, with further analyses revealing consistent patterns of genetic and environmental influences over time. This study confirms that in an adolescent sample, the time interval used (2.5- vs. 10-min) to measure HRV time domain metrics does not affect the relative proportions of genetic and environmental influences.
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Affiliation(s)
- Jessica L Bourdon
- Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, 800 E. Leigh St, Biotech One, Suite 101, Richmond, VA, 23219, USA.
| | - Ashlee A Moore
- Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, 800 E. Leigh St, Biotech One, Suite 101, Richmond, VA, 23219, USA
| | - Meridith Eastman
- Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, 800 E. Leigh St, Biotech One, Suite 101, Richmond, VA, 23219, USA
| | - Jeanne E Savage
- Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, 800 E. Leigh St, Biotech One, Suite 101, Richmond, VA, 23219, USA
| | - Laura Hazlett
- Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, 800 E. Leigh St, Biotech One, Suite 101, Richmond, VA, 23219, USA
| | - Scott R Vrana
- Department of Psychology, Virginia Commonwealth University, Richmond, VA, USA
| | - John M Hettema
- Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, 800 E. Leigh St, Biotech One, Suite 101, Richmond, VA, 23219, USA.,Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
| | - Roxann Roberson-Nay
- Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, 800 E. Leigh St, Biotech One, Suite 101, Richmond, VA, 23219, USA.,Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
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98
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Aboab J, Mayaud L, Sebille V, de Oliveira R, Jourdain M, Annane D. Esmolol indirectly stimulates vagal nerve activity in endotoxemic pigs. Intensive Care Med Exp 2018; 6:14. [PMID: 29974363 PMCID: PMC6031554 DOI: 10.1186/s40635-018-0178-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2018] [Accepted: 05/20/2018] [Indexed: 12/16/2022] Open
Abstract
Background There is an increasing interest in beta-blockade as a therapeutic approach to sepsis following consistent experimental findings of attenuation of inflammation and improved survival with beta1 selective antagonist. However, the mechanism of these beneficial effects remains very uncertain. Thus, this study is aimed at investigating the effects of a beta-1 selective blockade on sympathetic/parasympathetic activity in endotoxin-challenged pigs using heart rate variability. The hypothesis is that an adrenergic blockade could promote parasympathetic activity. Indeed, the increase of parasympathetic activity is a mechanism recently described as beneficial in septic states. Methods Fifty-one endotoxin-challenged pigs were studied. After 30 min of endotoxin infusion and 30 min of evolution without intervention, the pigs were randomly assigned the placebo or esmolol treatment and were observed for 200 min. Overall heart rate variability was assessed continuously, in the temporal domain by standard deviation of RR intervals (SDNN, ms),and in the frequency domain by spectral powers of low frequency (LF, ms2 × 103/Hz) and high frequency (HF, ms2 × 103/Hz) bands. Results Variations of power in these frequency bands were interpreted as putative markers of sympathetic (LF) and parasympathetic (HF) activity. In LPS treated animals, Esmolol did not increase SDNN, but instead decreased LF and increased HF power. Conclusion These spectral modifications associated to a beta-blocker treatment after an endotoxemic challenge are interpreted as a significant decrease of sympathetic activity and an indirect increase of vagal autonomic tone. Electronic supplementary material The online version of this article (10.1186/s40635-018-0178-1) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Jerome Aboab
- Réanimation Polyvalente, Hôpital Raymond Poincaré, AP-HP, Université de Versailles Saint-Quentin-en-Yvelines (UVSQ), 104 bd. Raymond Poincaré, 92380, Garches, France. .,Laboratoire d'étude de la réponse neuroendocrine au sepsis, EA4342, Université de Versailles Saint-Quentin-en-Yvelines, 104, bd. Raymond Poincaré, 92380, Garches, France.
| | - Louis Mayaud
- Laboratoire d'étude de la réponse neuroendocrine au sepsis, EA4342, Université de Versailles Saint-Quentin-en-Yvelines, 104, bd. Raymond Poincaré, 92380, Garches, France.,Mensia technologies SA, 130 rue de Lourmel, 75015, Paris, France
| | - Veronique Sebille
- EA 4275, Faculté de Pharmacie, Université de NANTES, 1, rue Gaston Veil, 44035, Nantes Cedex 1, France
| | - Rodrigo de Oliveira
- Laboratoire d'ingénierie des systèmes de Versailles (LISV - UVSQ), 10-12 Avenue de l'Europe, 78140, Velizy, France
| | - Merce Jourdain
- Service de Réanimation Polyvalente, Hôpital Roger Salengro, Rue Emile Laine, 59037, Lille, France
| | - Djillali Annane
- Réanimation Polyvalente, Hôpital Raymond Poincaré, AP-HP, Université de Versailles Saint-Quentin-en-Yvelines (UVSQ), 104 bd. Raymond Poincaré, 92380, Garches, France.,Laboratoire d'étude de la réponse neuroendocrine au sepsis, EA4342, Université de Versailles Saint-Quentin-en-Yvelines, 104, bd. Raymond Poincaré, 92380, Garches, France
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99
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Varga B, Gergely A, Galambos Á, Kis A. Heart Rate and Heart Rate Variability during Sleep in Family Dogs ( Canis familiaris). Moderate Effect of Pre-Sleep Emotions. Animals (Basel) 2018; 8:ani8070107. [PMID: 30004461 PMCID: PMC6071078 DOI: 10.3390/ani8070107] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2018] [Revised: 06/06/2018] [Accepted: 06/23/2018] [Indexed: 12/11/2022] Open
Abstract
Simple Summary It is common knowledge that negative emotions in humans are accompanied by both impaired subjective experience as well as maladaptive changes in behavior and physiology. The present paper investigates heart rate—one of the most commonly used emotion-related physiology measures—in the family dog, with the aim of uncovering its potential relationship with emotions. Sleep recordings were conducted following a positive versus a negative social interaction, as sleep alternations are one of the most conspicuous changes in response to negative affect. We observed differences in heart rate following the positive versus negative interactions, however these were only apparent during wakefulness, but not during sleep. Abstract The domestic dog (Canis familiaris) has been shown to both excel in recognising human emotions and produce emotion-related vocalisations and postures that humans can easily recognise. However, little is known about the effect of emotional experiences on subsequent sleep physiology, a set of phenomena heavily interrelated with emotions in the case of humans. The present paper examines heart rate (HR) and heart rate variability (HRV) during dogs’ sleep, measures that are influenced by both positive and negative emotions in awake dogs. In Study I, descriptive HR and HRV data is provided on N = 12 dogs about the different sleep stages (wake, drowsiness, non-rapid eye movement (non-REM), REM; scoring based on electroencephalogram (EEG) data). We conclude that wakefulness is characterised by higher HR and lower HRV compared to all sleep stages. Furthermore, drowsiness is characterised by higher HR and lower HRV than non-REM and REM, but only if the electrocardiogram (ECG) samples are taken from the first occurrence of a given sleep stage, not when the longest periods of each sleep stage are analysed. Non-REM and REM sleep were not found to be different from each other in either HR or HRV parameters. In Study II, sleep HR and HRV measures are compared in N = 16 dogs after a positive versus negative social interaction (within-subject design). The positive social interaction consisted of petting and ball play, while the negative social interaction was a mixture of separation, threatening approach and still face test. Results are consistent with the two-dimensional emotion hypothesis in that following the intense positive interaction more elevated HR and decreased HRV is found compared to the mildly negative (lower intensity) interaction. However, although this trend can be observed in all sleep stages except for REM, the results only reach significance in the wake stage. In sum, the present findings suggest that HR and HRV are possible to measure during dogs’ sleep, and can potentially be used to study the effect of emotions not only during but also after such interactions.
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Affiliation(s)
- Bence Varga
- Institute of Cognitive Neuroscience and Psychology, Hungarian Academy of Sciences, 1117 Budapest, Hungary.
- Department of Cognitive Science, Budapest University of Technology and Economics, 1111 Budapest, Hungary.
| | - Anna Gergely
- Institute of Cognitive Neuroscience and Psychology, Hungarian Academy of Sciences, 1117 Budapest, Hungary.
| | - Ágoston Galambos
- Institute of Cognitive Neuroscience and Psychology, Hungarian Academy of Sciences, 1117 Budapest, Hungary.
- Department of Cognitive Psychology, Eötvös Loránd University, 1053 Budapest, Hungary.
| | - Anna Kis
- Institute of Cognitive Neuroscience and Psychology, Hungarian Academy of Sciences, 1117 Budapest, Hungary.
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100
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Melo HM, Martins TC, Nascimento LM, Hoeller AA, Walz R, Takase E. Ultra-short heart rate variability recording reliability: The effect of controlled paced breathing. Ann Noninvasive Electrocardiol 2018; 23:e12565. [PMID: 29863781 DOI: 10.1111/anec.12565] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/17/2017] [Revised: 04/16/2018] [Accepted: 04/19/2018] [Indexed: 12/30/2022] Open
Abstract
BACKGROUND Recent studies have reported that Heart Rate Variability (HRV) indices remain reliable even during recordings shorter than 5 min, suggesting the ultra-short recording method as a valuable tool for autonomic assessment. However, the minimum time-epoch to obtain a reliable record for all HRV domains (time, frequency, and Poincare geometric measures), as well as the effect of respiratory rate on the reliability of these indices remains unknown. METHODS Twenty volunteers had their HRV recorded in a seated position during spontaneous and controlled respiratory rhythms. HRV intervals with 1, 2, and 3 min were correlated with the gold standard period (6-min duration) and the mean values of all indices were compared in the two respiratory rhythm conditions. RESULTS rMSSD and SD1 were more reliable for recordings with ultra-short duration at all time intervals (r values from 0.764 to 0.950, p < 0.05) for spontaneous breathing condition, whereas the other indices require longer recording time to obtain reliable values. The controlled breathing rhythm evokes stronger r values for time domain indices (r values from 0.83 to 0.99, p < 0.05 for rMSSD), but impairs the mean values replicability of domains across most time intervals. Although the use of standardized breathing increases the correlations coefficients, all HRV indices showed an increase in mean values (t values from 3.79 to 14.94, p < 0.001) except the RR and HF that presented a decrease (t = 4.14 and 5.96, p < 0.0001). CONCLUSION Our results indicate that proper ultra-short-term recording method can provide a quick and reliable source of cardiac autonomic nervous system assessment.
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Affiliation(s)
- Hiago M Melo
- Laboratório de Educação Cerebral (LEC), Departamento de Psicologia, Universidade Federal de Santa Catarina, Florianópolis, Brazil.,Programa de Pós-Graduação em Neurociências, Universidade Federal de Santa Catarina, Florianópolis, Brazil.,Programa de Pós-Graduação em Ciências Médicas, Universidade Federal de Santa Catarina, Florianópolis, Brazil
| | - Thiago C Martins
- Laboratório de Educação Cerebral (LEC), Departamento de Psicologia, Universidade Federal de Santa Catarina, Florianópolis, Brazil
| | - Lucas M Nascimento
- Laboratório de Educação Cerebral (LEC), Departamento de Psicologia, Universidade Federal de Santa Catarina, Florianópolis, Brazil
| | - Alexandre A Hoeller
- Programa de Pós-Graduação em Ciências Médicas, Universidade Federal de Santa Catarina, Florianópolis, Brazil.,Centro de Neurociências Aplicadas (CeNAp), Departamento de Clínica Médica, Universidade Federal de Santa Catarina, Florianópolis, Brazil
| | - Roger Walz
- Programa de Pós-Graduação em Neurociências, Universidade Federal de Santa Catarina, Florianópolis, Brazil.,Programa de Pós-Graduação em Ciências Médicas, Universidade Federal de Santa Catarina, Florianópolis, Brazil.,Centro de Neurociências Aplicadas (CeNAp), Departamento de Clínica Médica, Universidade Federal de Santa Catarina, Florianópolis, Brazil
| | - Emílio Takase
- Laboratório de Educação Cerebral (LEC), Departamento de Psicologia, Universidade Federal de Santa Catarina, Florianópolis, Brazil
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