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Krause F, Linden DEJ, Hermans EJ. Getting stress-related disorders under control: the untapped potential of neurofeedback. Trends Neurosci 2024:S0166-2236(24)00150-4. [PMID: 39261131 DOI: 10.1016/j.tins.2024.08.007] [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: 02/29/2024] [Revised: 07/05/2024] [Accepted: 08/16/2024] [Indexed: 09/13/2024]
Abstract
Stress-related disorders are among the biggest global health challenges. Despite significant progress in understanding their neurocognitive basis, the promise of applying insights from fundamental research to prevention and treatment remains largely unfulfilled. We argue that neurofeedback - a method for training voluntary control over brain activity - has the potential to fill this translational gap. We provide a contemporary perspective on neurofeedback as endogenous neuromodulation that can target complex brain network dynamics, is transferable to real-world scenarios outside a laboratory or treatment facility, can be trained prospectively, and is individually adaptable. This makes neurofeedback a prime candidate for a personalized preventive neuroscience-based intervention strategy that focuses on the ecological momentary neuromodulation of stress-related brain networks in response to actual stressors in real life.
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Affiliation(s)
- Florian Krause
- Donders Institute for Brain, Cognition and Behaviour, Radboud university medical center, Nijmegen, The Netherlands.
| | - David E J Linden
- Faculty of Health, Medicine and Life Sciences, Mental Health and Neuroscience Research Institute, Maastricht University, Maastricht, The Netherlands
| | - Erno J Hermans
- Donders Institute for Brain, Cognition and Behaviour, Radboud university medical center, Nijmegen, The Netherlands
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Korapatti C, Vera L, Miller K. Biosound Therapy as a treatment for long COVID patients: A pre-post pilot study. Explore (NY) 2024; 20:103000. [PMID: 38697866 DOI: 10.1016/j.explore.2024.04.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Revised: 04/10/2024] [Accepted: 04/11/2024] [Indexed: 05/05/2024]
Abstract
BACKGROUND 43 % of people who are diagnosed with COVID-19 will experience persistent symptoms, also known as "long COVID," which lasts past the recovery of the acute infection. Long COVID symptoms overlap with symptoms that the Biosound Therapy System (BTS) has been shown to improve. The BTS is a multimodal treatment that includes biofeedback, vibroacoustic therapy synchronized with music that plays binaural beats, and video content. This study aimed to determine feasibility for a future full-scale Randomized Controlled Trial (RCT) and explore the impact of the BTS on long COVID symptoms. METHODS This pre-post pilot study was conducted in an outpatient mental health clinic. Adults aged 20-65 years old with persistent COVID-19 symptoms were screened and randomly assigned to the intervention or control group. The intervention group was given 8 Biosound Therapy sessions during a period of 4 weeks. All participants were assessed at baseline and at post-intervention using the Patient Health Questionnaire (PHQ-9), Generalized Anxiety Disorder 7-item scale (GAD-7), Cambridge Brain Sciences (CBS) tasks, and the COVID-19 Persistent Symptom Questionnaire. The feasibility outcomes were recruitment rates, retention rates, and open-ended questions about participants' experiences. RESULTS 15 participants enrolled in the study and 13 completed the study (9 intervention, 4 control). Trial recruitment ended prematurely due to the emergence of the Omicron variant of COVID-19. Participants responded to open-ended questions with only positive remarks and made no comments on the study not being feasible. A Wilcoxon signed-rank test indicated that compared to baseline, participants in the intervention group had significant improvement in their GAD-7 score, PHQ9 score, 2 Cambridge Brain Science tasks ("Odd" and "Double Trouble"), fatigue, and difficulties in concentrating or remembering (p < 0.05; 95 % CI). CONCLUSION The intervention group showed promising improvement without reported side effects. A full-scale RCT is feasible as long as the recruitment setting is changed to a location that allows access to more patients with long COVID. Results were limited due to the small sample size; therefore, a full-scale trial is needed.
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Affiliation(s)
| | | | - Keith Miller
- Department of Social Work, University of Indianapolis, Indianapolis, Indiana, USA
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Thoen A, Alaerts K, Prinsen J, Steyaert J, Van Damme T. The Physiological and Clinical-Behavioral Effects of Heart Rate Variability Biofeedback in Adolescents with Autism: A Pilot Randomized Controlled Trial. Appl Psychophysiol Biofeedback 2024; 49:419-438. [PMID: 38491260 DOI: 10.1007/s10484-024-09638-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/06/2024] [Indexed: 03/18/2024]
Abstract
Adolescents with autism present lower levels of cardiac vagal modulation. It was hypothesized that Heart Rate Variability Biofeedback (HRVB) increases cardiac vagal modulation in adolescents with autism, resulting in positive effects on physiological and psychosocial parameters. It was also hypothesized that home-based HRVB training is feasible. In a single-blind, randomized sham-controlled pilot trial, adolescents with autism performed supervised HRVB (n = 24) or sham training (n = 20). Subsequently, half of the adolescents received HRVB training at home, whereas the other subset did not practice. Physiological, cortisol and behavioral data were collected during stress-provoking assessments before and after each training period. Supervised HRVB resulted in a late increase in cardiac vagal modulation in adolescents with autism. Heart rate increased and cortisol decreased significantly immediately after supervised HRVB, but none of these effects remained after follow-up. Following supervised HRVB, no significant change in psychosocial functioning was found. Home-based HRVB was feasible, adolescents reported lower symptoms of stress, but a significant decrease in compliance rate was found. HRVB is feasible and effective in adolescents with autism given the late-emerging increases in cardiac vagal modulation and decrease in stress symptoms. Replicating this study with a larger sample and further exploration of the working mechanisms of HRVB are recommended. ClinicalTrials.gov , NCT04628715.
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Affiliation(s)
- Anoushka Thoen
- Department of Rehabilitation Sciences, Research Group for Adapted Physical Activity and Psychomotor Rehabilitation, KU Leuven, Herestraat 49 - box 1510, Leuven, 3000, Belgium.
- Leuven Autism Research (LAuRes), KU Leuven, Herestraat 49, Leuven, 3000, Belgium.
| | - Kaat Alaerts
- Leuven Autism Research (LAuRes), KU Leuven, Herestraat 49, Leuven, 3000, Belgium
- Department of Rehabilitation Sciences, Neuromotor Rehabilitation Research Group, KU Leuven, Tervuursevest 101 - box 1501, Leuven, 3001, Belgium
| | - Jellina Prinsen
- Leuven Autism Research (LAuRes), KU Leuven, Herestraat 49, Leuven, 3000, Belgium
- Department of Rehabilitation Sciences, Neuromotor Rehabilitation Research Group, KU Leuven, Tervuursevest 101 - box 1501, Leuven, 3001, Belgium
| | - Jean Steyaert
- Leuven Autism Research (LAuRes), KU Leuven, Herestraat 49, Leuven, 3000, Belgium
- Department of Child Psychiatry, UPC KU Leuven, Herestraat 49, Leuven, 3000, Belgium
- Department of Neurosciences, Research Group of Developmental Psychiatry, KU Leuven, Kapucijnenvoer 7h - box 7001, Leuven, 3000, Belgium
| | - Tine Van Damme
- Department of Rehabilitation Sciences, Research Group for Adapted Physical Activity and Psychomotor Rehabilitation, KU Leuven, Herestraat 49 - box 1510, Leuven, 3000, Belgium
- Leuven Autism Research (LAuRes), KU Leuven, Herestraat 49, Leuven, 3000, Belgium
- Department of Child Psychiatry, UPC KU Leuven, Herestraat 49, Leuven, 3000, Belgium
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Klęczek K, Rice A, Alimardani M. Robots as Mental Health Coaches: A Study of Emotional Responses to Technology-Assisted Stress Management Tasks Using Physiological Signals. SENSORS (BASEL, SWITZERLAND) 2024; 24:4032. [PMID: 39000810 PMCID: PMC11243909 DOI: 10.3390/s24134032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/17/2024] [Revised: 06/14/2024] [Accepted: 06/17/2024] [Indexed: 07/16/2024]
Abstract
The current study investigated the effectiveness of social robots in facilitating stress management interventions for university students by evaluating their physiological responses. We collected electroencephalogram (EEG) brain activity and Galvanic Skin Responses (GSRs) together with self-reported questionnaires from two groups of students who practiced a deep breathing exercise either with a social robot or a laptop. From GSR signals, we obtained the change in participants' arousal level throughout the intervention, and from the EEG signals, we extracted the change in their emotional valence using the neurometric of Frontal Alpha Asymmetry (FAA). While subjective perceptions of stress and user experience did not differ significantly between the two groups, the physiological signals revealed differences in their emotional responses as evaluated by the arousal-valence model. The Laptop group tended to show a decrease in arousal level which, in some cases, was accompanied by negative valence indicative of boredom or lack of interest. On the other hand, the Robot group displayed two patterns; some demonstrated a decrease in arousal with positive valence indicative of calmness and relaxation, and others showed an increase in arousal together with positive valence interpreted as excitement. These findings provide interesting insights into the impact of social robots as mental well-being coaches on students' emotions particularly in the presence of the novelty effect. Additionally, they provide evidence for the efficacy of physiological signals as an objective and reliable measure of user experience in HRI settings.
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Affiliation(s)
- Katarzyna Klęczek
- Faculty of Humanities, AGH University of Science and Technology, 30-059 Kraków, Poland
| | - Andra Rice
- Department of Computer Science, College of Science, Utah State University, Logan, UT 84322, USA
| | - Maryam Alimardani
- Departement of Computer Science, Faculty of Science, Vrije Universiteit Amsterdam, 1081 HV Amsterdam, The Netherlands
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Coulter HL, Donnelly MP, Yakkundi A, McAneney H, Barr OG, Kernohan WG. Heart rate variability biofeedback to reduce anxiety in autism spectrum disorder - a mini review. Front Psychiatry 2024; 15:1409173. [PMID: 38938467 PMCID: PMC11208699 DOI: 10.3389/fpsyt.2024.1409173] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/29/2024] [Accepted: 05/29/2024] [Indexed: 06/29/2024] Open
Abstract
There is a reported high prevalence of anxiety in people with autism spectrum disorder. This mini review appraises existing research investigating heart rate variability biofeedback to help manage symptoms of anxiety in people with autism spectrum disorder. A thorough search of electronic databases was conducted to find relevant literature. Consultation with experts and a librarian helped develop search terms following the PICO framework. Five databases were searched, and screening was undertaken using Covidence software, with the process outlined in a PRISMA flowchart. The latest review showed positive short-term effects but there is a need for long-term follow-up. Future investigations should consider device type, training settings, and control interventions. Accurate heart rate variability assessment independent of biofeedback devices is crucial. Additional measures like cortisol assessment and user feedback are recommended for comprehensive evaluation. The findings highlight progress in the evidence base and offer insight to future directions.
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Affiliation(s)
- Helen L. Coulter
- Doctoral College, Ulster University, Belfast, United Kingdom
- Institute of Nursing and Health Research, Faculty of Life and Health Sciences, Ulster University, Belfast, United Kingdom
| | - Mark P. Donnelly
- School of Computing, Faculty of Computing, Engineering and the Built Environment, Ulster University, Belfast, United Kingdom
| | - Anita Yakkundi
- School of Health Sciences, Faculty of Life and Health Sciences, Ulster University, Belfast, United Kingdom
- Northern Ireland Public Health Research Network, Belfast, United Kingdom
| | - Helen McAneney
- Northern Ireland Public Health Research Network, Belfast, United Kingdom
- School of Medicine, Faculty of Life and Health Sciences, University of Ulster, Belfast, United Kingdom
| | - Owen G. Barr
- Institute of Nursing and Health Research, Faculty of Life and Health Sciences, Ulster University, Belfast, United Kingdom
- School of Nursing and Paramedic Science, Faculty of Life and Health Sciences, Ulster University, Londonderry, United Kingdom
| | - W. George Kernohan
- Institute of Nursing and Health Research, Faculty of Life and Health Sciences, Ulster University, Belfast, United Kingdom
- School of Nursing and Paramedic Science, Faculty of Life and Health Sciences, Ulster University, Londonderry, United Kingdom
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Khaleghi A, Narimani A, Aghaei Z, Khorrami Banaraki A, Hassani-Abharian P. A Smartphone-Gamified Virtual Reality Exposure Therapy Augmented With Biofeedback for Ailurophobia: Development and Evaluation Study. JMIR Serious Games 2024; 12:e34535. [PMID: 38446522 PMCID: PMC10955409 DOI: 10.2196/34535] [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: 10/28/2021] [Revised: 10/17/2022] [Accepted: 07/10/2023] [Indexed: 03/07/2024] Open
Abstract
BACKGROUND To the best of our knowledge, no specialized research has been conducted to address ailurophobia (fear of cats) in Iran or globally. This has driven our project, along with the prevalence of ailurophobia and the absence of a gamified virtual reality exposure therapy (VRET) that incorporates affordable and easily accessible biofeedback (BF) tools. We hypothesize that a gamified VRET augmented with BF will yield more positive effects than a similar device lacking BF. OBJECTIVE This study primarily focuses on the development and preliminary evaluation of a smartphone-gamified VRET integrated with BF, targeting animal phobia, with a specific case study on ailurophobia. The secondary objectives are using affordable and readily available BF found in devices such as smart bands and smartwatches and creating a mobile virtual reality gamified app to improve patients' adherence to treatments while simultaneously enhancing the app's accessibility, scalability, and outreach. METHODS Evaluations encompassed 3 methods. First, we identified the tool's potential positive effects on phobia interventions, exploring 4 effects: intrinsic motivation, simulation of fearful situations, management of stressful circumstances without therapists' presence and mitigation of catastrophic thoughts, and preliminary effects on ailurophobia treatment. Participants were divided into BF and non-BF groups. Second, we gathered user preferences and opinions about the treatment. Third, we conducted heuristic evaluations using 44 heuristics from existing system usability scales assessing user interfaces, virtual reality platforms, and video games' playability. To interpret the data, mean scores; ANOVA, single factor; and ANOVA, 2-factor with replication were used. A total of 29 individuals were identified, of which 10 met the eligibility criteria or were accessible. RESULTS The smartphone-gamified VRET augmented with BF exhibited better results on the identified effects compared with the non-BF version and contributed to normalizing encounters with cats. Moreover, 41 of the 44 heuristics achieved a percentage above 62%, indicating its potential as a therapeutic product and its ability to enhance patient adherence to treatments. Patient preferences on the treatment and its strengths and weaknesses were provided for further improvement. CONCLUSIONS The tool has the potential to evolve into a comprehensive solution by incorporating various types of cats and their behaviors, simulating environments in which they are commonly found, and enhancing its appeal through an increased sense of adventure without inducing unrealistic fears. By adapting fear elements, the game can be tailored to treat various animal phobias. Phobia-focused games should avoid action and combat scenarios to prevent reinforcement of fear responses. After rigorous evaluation, further exploration is required to provide remote use beyond clinical settings.
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Affiliation(s)
- Ali Khaleghi
- Iranian Light Source Facility, Institute for Research in Fundamental Sciences, Tehran, Iran
| | - Abbas Narimani
- Department of Computer Engineering, Imam Khomeini International University, Qazvin, Iran
| | - Zahra Aghaei
- Department of Computer Engineering, Bu-Ali Sina University, Hamedan, Iran
| | - Anahita Khorrami Banaraki
- Brain and Cognition Clinic, Institute for Cognitive Science Studies, Tehran, Iran
- Department of Cognitive Psychology and Rehabilitation, Institute for Cognitive Science Studies, Tehran, Iran
| | - Peyman Hassani-Abharian
- Brain and Cognition Clinic, Institute for Cognitive Science Studies, Tehran, Iran
- Department of Cognitive Psychology and Rehabilitation, Institute for Cognitive Science Studies, Tehran, Iran
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Cortez-Vázquez G, Adriaanse M, Burchell GL, Ostelo R, Panayiotou G, Vlemincx E. Virtual Reality Breathing Interventions for Mental Health: A Systematic Review and Meta-Analysis of Randomized Controlled Trials. Appl Psychophysiol Biofeedback 2024; 49:1-21. [PMID: 38236355 PMCID: PMC10869395 DOI: 10.1007/s10484-023-09611-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/15/2023] [Indexed: 01/19/2024]
Abstract
Breathing exercises have been shown to reduce mental health problems among clinical and non-clinical populations. Although virtual reality (VR) breathing interventions are assumed to have potential benefits, it remains unclear whether VR breathing interventions are more effective at improving mental health than non-VR breathing interventions. We conducted a systematic literature search in six electronic databases (Web of Science, PsycINFO, Embase, Cochrane Central Register of Controlled Trials, Scopus, and PubMed) from inception to 30th September, 2022. We included randomized controlled trials in adults evaluating effects of VR compared to non-VR breathing interventions on primary outcomes of mental health (stress, anxiety and mood), and secondary outcomes of physiological stress measures (e.g., heart rate (HR), heart rate variability (HRV)). Within these selected studies, we explored differences in likeability and future use between VR and non-VR breathing interventions. 2.848 records were identified of which 65 full-text articles were assessed. Six RCTs were included, of which five were suitable for meta-analyses. Comparing VR to non-VR breathing interventions, there were no significant differences in overall mental health, stress, anxiety or mood, nor in HR or HRV. There was no evidence that participants liked VR breathing interventions more than non-VR, nor would use them more in the future. These results suggest that there is no evidence that VR breathing interventions are more effective than non-VR in improving mental health outcomes, HR, HRV. Further research is required to determine whether there may be advantages to longer-term VR-implementation and practice, and explore possible mechanisms.
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Affiliation(s)
- Gabriela Cortez-Vázquez
- Department of Health Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, Amsterdam, The Netherlands
| | - Marcel Adriaanse
- Department of Health Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, Amsterdam, The Netherlands
| | | | - Raymond Ostelo
- Department of Health Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Amsterdam Movement Sciences Research Institute, Amsterdam, The Netherlands
- Department of Epidemiology and Data Science, Amsterdam UMC location, Vrije Universiteit, Amsterdam, The Netherlands
| | - Georgia Panayiotou
- Department of Psychology and Center for Applied Neuroscience, University of Cyprus, Nicosia, Cyprus
| | - Elke Vlemincx
- Department of Health Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.
- Amsterdam Public Health Research Institute, Amsterdam, The Netherlands.
- Amsterdam Movement Sciences Research Institute, Amsterdam, The Netherlands.
- Health Psychology, KU Leuven, Leuven, Belgium.
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Macedo ABT, Vega EAU, Antoniolli L, Pinheiro JMG, Tavares JP, Souza SBCD. Effect of cardiovascular biofeedback on nursing staff stress: a randomized controlled clinical trial. Rev Bras Enferm 2023; 76:e20230069. [PMID: 38055492 DOI: 10.1590/0034-7167-2023-0069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Accepted: 08/07/2023] [Indexed: 12/08/2023] Open
Abstract
OBJECTIVE to assess the effect of cardiovascular biofeedback on nursing staff stress when compared to an activity without self-monitoring. METHOD a randomized controlled clinical trial, carried out with nursing professionals from a university hospital. The intervention group (n=58) performed cardiovascular biofeedback, and the control (n=57) performed an online puzzle without self-monitoring, totaling nine meetings over three weeks. The outcome was assessed using the Stress Symptoms and Work-Related Stress scales, and the biological marker heart rate variability. The generalized estimating equations method was used. RESULTS the intervention had no effect on self-reported instruments (p>0.050). However, there was an effect of time (p<0.050) on all heart rate variability indicators, demonstrating changes over the sessions. CONCLUSION cardiovascular biofeedback showed promising results in the biological marker, suggesting that it can be used in nursing staff as a complementary therapy by promoting better autonomic nervous system regulation.
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Affiliation(s)
| | | | - Liliana Antoniolli
- Universidade Federal do Rio Grande do Sul. Porto Alegre, Rio Grande do Sul, Brazil
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Lukenga MP, Billonnet L, Gaugue J, Denis J. Exploring female students' perceptions of the use of digital technologies in managing academic stress. Front Psychol 2023; 14:1199038. [PMID: 37333588 PMCID: PMC10274148 DOI: 10.3389/fpsyg.2023.1199038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2023] [Accepted: 05/16/2023] [Indexed: 06/20/2023] Open
Abstract
Objective The purpose of this research is to explore the perceptions of female students regarding the implementation of digital technologies for academic stress management. We aim to determine if the contribution of these technologies could offer to female students a better management of the stress related to their studies and thus, a better deployment of strategies to cope with academic difficulties. Method A qualitative study using the focus group methodology was conducted. Our inductive and exploratory approach allowed us to focus on the experience and perception of eleven female students from the University of Mons. The cohort was divided into two groups according to their score on the Perceived Stress Scale-10. Results The data collected was analyzed using the thematic analysis of which allowed us to identify fourteen sub-themes divided into three axes: coping strategies used to manage academic stress, students' needs to improve their management of academic stress, and the implementation of technology for managing academic stress. Conclusion Our results show that the issues present in the academic context lead students to use various coping strategies, some of which are harmful to their physical and mental health. The implementation of digital technologies and biofeedback seems to be an approach that could help students adopt more functional coping strategies and alleviate their daily difficulties in managing academic stress.
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Affiliation(s)
| | | | - Justine Gaugue
- Department of Clinical Psychology, University of Mons, Mons, Belgium
| | - Jennifer Denis
- Department of Clinical Psychology, University of Mons, Mons, Belgium
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Castro Ribeiro T, Sobregrau Sangrà P, García Pagès E, Badiella L, López-Barbeito B, Aguiló S, Aguiló J. Assessing effectiveness of heart rate variability biofeedback to mitigate mental health symptoms: a pilot study. Front Physiol 2023; 14:1147260. [PMID: 37234414 PMCID: PMC10206049 DOI: 10.3389/fphys.2023.1147260] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Accepted: 04/24/2023] [Indexed: 05/28/2023] Open
Abstract
Introduction: The increasing burden on mental health has become a worldwide concern especially due to its substantial negative social and economic impact. The implementation of prevention actions and psychological interventions is crucial to mitigate these consequences, and evidence supporting its effectiveness would facilitate a more assertive response. Heart rate variability biofeedback (HRV-BF) has been proposed as a potential intervention to improve mental wellbeing through mechanisms in autonomic functioning. The aim of this study is to propose and evaluate the validity of an objective procedure to assess the effectiveness of a HRV-BF protocol in mitigating mental health symptoms in a sample of frontline HCWs (healthcare workers) who worked in the COVID-19 pandemic. Methods: A prospective experimental study applying a HRV-BF protocol was conducted with 21 frontline healthcare workers in 5 weekly sessions. For PRE-POST intervention comparisons, two different approaches were used to evaluate mental health status: applying (a) gold-standard psychometric questionnaires and (b) electrophysiological multiparametric models for chronic and acute stress assessment. Results: After HRV-BF intervention, psychometric questionnaires showed a reduction in mental health symptoms and stress perception. The electrophysiological multiparametric also showed a reduction in chronic stress levels, while the acute stress levels were similar in PRE and POST conditions. A significant reduction in respiratory rate and an increase in some heart rate variability parameters, such as SDNN, LFn, and LF/HF ratio, were also observed after intervention. Conclusion: Our findings suggest that a 5-session HRV-BF protocol is an effective intervention for reducing stress and other mental health symptoms among frontline HCWs who worked during the COVID-19 pandemic. The electrophysiological multiparametric models provide relevant information about the current mental health state, being useful for objectively evaluating the effectiveness of stress-reducing interventions. Further research could replicate the proposed procedure to confirm its feasibility for different samples and specific interventions.
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Affiliation(s)
- Thais Castro Ribeiro
- Biomedical Research Network Center in Biogineering, Biomaterial and Nanomedicine (CIBER-BBN), Madrid, Spain
- Department of Microelectronics and Electronic Systems, Autonomous University of Barcelona, Barcelona, Spain
| | - Pau Sobregrau Sangrà
- Clínic Foundation for Biomedical Research, Hospital Clínic of Barcelona, Barcelona, Spain
| | - Esther García Pagès
- Department of Microelectronics and Electronic Systems, Autonomous University of Barcelona, Barcelona, Spain
| | - Llorenç Badiella
- Applied Statistics Service, Autonomous University of Barcelona, Barcelona, Spain
| | | | - Sira Aguiló
- Emergency Department, Hospital Clínic of Barcelona, Barcelona, Spain
| | - Jordi Aguiló
- Biomedical Research Network Center in Biogineering, Biomaterial and Nanomedicine (CIBER-BBN), Madrid, Spain
- Department of Microelectronics and Electronic Systems, Autonomous University of Barcelona, Barcelona, Spain
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Tanaka M, Kakuma T, Asada T. Utility of paced breathing tablet guidance apparatus with real-time feedback on autonomic function for individuals with mild cognitive impairment: a pilot study. Psychogeriatrics 2023; 23:434-441. [PMID: 36878855 DOI: 10.1111/psyg.12950] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/14/2022] [Revised: 01/25/2023] [Accepted: 02/16/2023] [Indexed: 03/08/2023]
Abstract
BACKGROUND Mild cognitive impairment (MCI) individuals also show significant parasympathetic deficits, while autonomic nervous system (ANS) flexibility can strengthen cognitive and brain function. Paced (or slow) breathing has significant effects on the ANS and is associated with relaxation and well-being. However, paced breathing requires considerable time and practice, a significant barrier to its widespread adoption. Feedback systems appear promising to make practice more time-efficient. A tablet guidance system providing real-time feedback on autonomic function was developed for MCI individuals and tested for efficacy. METHODS In this single-blind study, 14 outpatients with MCI practised with the device for 5 min twice a day for 2 weeks. The active group received feedback (FB+), whereas the placebo group (FB-) did not. Coefficient of variation of R-R intervals as the outcome indicator was measured immediately after the first intervention (T1 ), the end of the 2-week intervention (T2 ), and 2 weeks later (T3 ). RESULTS The mean outcome of the FB- group remained unchanged during the study period, whereas the outcome value of the FB+ group increased and retained the intervention effect for an additional 2 weeks. CONCLUSIONS Results indicate this FB system-integrated apparatus may be useful for MCI patients for effectively learning paced breathing.
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Affiliation(s)
| | - Tatsuyuki Kakuma
- Biostatistics Centre, Kurume University School of Medicine, Kurume, Japan
| | - Takashi Asada
- Tokyo Medical and Dental University, Tokyo, Japan.,Memory Clinic Ochanomizu, Tokyo, Japan
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12
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Natarajan A. Heart rate variability during mindful breathing meditation. Front Physiol 2023; 13:1017350. [PMID: 36756034 PMCID: PMC9899909 DOI: 10.3389/fphys.2022.1017350] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2022] [Accepted: 12/29/2022] [Indexed: 01/24/2023] Open
Abstract
We discuss Heart Rate Variability (HRV) measured during mindful breathing meditation. We provide a pedagogical computation of two commonly used heart rate variability metrics, i.e. the root mean square of successive differences (RMSSD) and the standard deviation of RR intervals (SDRR), in terms of Fourier components. It is shown that the root mean square of successive differences preferentially weights higher frequency Fourier modes, making it unsuitable as a biosignal for mindful breathing meditation which encourages slow breathing. We propose a new metric called the autonomic balance index (ABI) which uses Respiratory Sinus Arrhythmia to quantify the fraction of heart rate variability contributed by the parasympathetic nervous system. We apply this metric to heart rate variability data collected during two different meditation techniques, and show that the autonomic balance index is significantly elevated during mindful breathing, making it a good signal for biofeedback during meditation sessions.
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Minjoz S, Ottaviani E, Phalempin V, Barathon G, Pellissier S, Hot P. Reducing decision-making deficits in patients with brain injury: effect of slow-paced breathing. APPLIED NEUROPSYCHOLOGY. ADULT 2023:1-10. [PMID: 36645323 DOI: 10.1080/23279095.2023.2166838] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
Impairments in decision-making have been reported in brain-damaged (stroke/traumatic brain injury) patients with a wide range of lesion sites. Here, we propose that the performances of patients in complex sequential decision-making (DM) tasks can be explained by their negative affectivity, leading to deliberative processing associated with poor DM performances. We assumed that a slow-paced breathing (SPB) training, by reducing negative affectivity would improve performances in a complex DM task. For 24 days, 34 brain-damaged patients (16 males and 18 females; 12 had a hemorrhagic stroke, 17 with an ischemic stroke and 5 with a TBI), practiced either daily SPB or sham trainings for five min, three times a day. Before and after training, we assessed their vagal tone (electrocardiogram-ECG), affectivity (Positive and Negative Affect Schedule-PANAS) and certainty level (Dimensional Ratings Questionnaire-DRQ) and their performance on the Iowa Gambling Task. All participants showed initial weak performance, which improved only for patients in the SPB training condition. These results suggest that DM disorders in brain-damaged patients can be the consequence of their poor information processing strategy rather than an impairment in their DM abilities. Second, we showed that SPB could be efficient to normalize DM processes in brain injury patients.
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Affiliation(s)
- Séphora Minjoz
- Laboratoire de Psychologie et Neurocognition (LPNC), Université Grenoble Alpes, Université Savoie Mont Blanc, CNRS UMR 5105, Grenoble, France
- Laboratoire Interuniversitaire de Psychologie: Personnalité, Cognitions et Changement social (LIP-PC2S), Université Grenoble Alpes, Université Savoie Mont Blanc, Grenoble, France
| | - Elena Ottaviani
- Centre de médecine physique et réadaptation, Domaine Saint Alban, St Alban Leysse, France
| | - Valérian Phalempin
- Centre de médecine physique et réadaptation, Domaine Saint Alban, St Alban Leysse, France
| | - Gilles Barathon
- Centre de médecine physique et réadaptation, Domaine Saint Alban, St Alban Leysse, France
| | - Sonia Pellissier
- Laboratoire Interuniversitaire de Psychologie: Personnalité, Cognitions et Changement social (LIP-PC2S), Université Grenoble Alpes, Université Savoie Mont Blanc, Grenoble, France
| | - Pascal Hot
- Laboratoire de Psychologie et Neurocognition (LPNC), Université Grenoble Alpes, Université Savoie Mont Blanc, CNRS UMR 5105, Grenoble, France
- Institut Universitaire de France, Paris, France
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Weibel RP, Kerr JI, Naegelin M, Ferrario A, Schinazi VR, La Marca R, Hoelscher C, Nater UM, von Wangenheim F. Virtual reality-supported biofeedback for stress management: Beneficial effects on heart rate variability and user experience. COMPUTERS IN HUMAN BEHAVIOR 2022. [DOI: 10.1016/j.chb.2022.107607] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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15
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Dynamics of Physiological, Biochemical and Psychological Markers during Single Session of Virtual Reality-Based Respiratory Biofeedback Relaxation. Behav Sci (Basel) 2022; 12:bs12120482. [PMID: 36546965 PMCID: PMC9774569 DOI: 10.3390/bs12120482] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2022] [Revised: 11/22/2022] [Accepted: 11/24/2022] [Indexed: 12/02/2022] Open
Abstract
Psychological stress exposure is associated with long-lasting health effects including memory problems, depression, aches and pains, eating disorders, and alcohol or drug use. Thus, there is a need to develop effective stress management strategies that are easy to learn and practice. Respiratory biofeedback is an evidence-based stress management technique presenting breathing-related information to help subjects learn specific breathing skills for relaxation. It is suggested that the use of biofeedback techniques in conjunction with virtual reality makes biofeedback training an even more effective tool for stress management. The current study aimed to investigate dynamics of distinct stress indicators before, after, as well as during one brief virtual reality-based respiratory biofeedback session. Thirty-nine healthy volunteers participated in the study. Individuals provided their saliva samples and evaluated their mood status, fatigue, and strain level before and after the session. The subjects' heart and respiratory rate, heart rate variability, and galvanic skin response measures were recorded during the session. The results showed that after single 12 min relaxation session, there was a significant decrease in salivary cortisol concentration, heart and respiratory rate, as well as decrease in skin conductance values. Self-reported strain, fatigue level, and mood status also significantly improved. VR-based respiratory-biofeedback-assisted relaxation sessions might serve as an effective stress management strategy, as even single session had positive effects on subjects' autonomic nervous system (ANS) and hypothalamic-pituitary-adrenal (HPA) axis activity, as well as self-reported fatigue, strain level, and mood status.
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Rinella S, Massimino S, Fallica PG, Giacobbe A, Donato N, Coco M, Neri G, Parenti R, Perciavalle V, Conoci S. Emotion Recognition: Photoplethysmography and Electrocardiography in Comparison. BIOSENSORS 2022; 12:811. [PMID: 36290948 PMCID: PMC9599834 DOI: 10.3390/bios12100811] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Revised: 09/23/2022] [Accepted: 09/26/2022] [Indexed: 06/16/2023]
Abstract
Automatically recognizing negative emotions, such as anger or stress, and also positive ones, such as euphoria, can contribute to improving well-being. In real-life, emotion recognition is a difficult task since many of the technologies used for this purpose in both laboratory and clinic environments, such as electroencephalography (EEG) and electrocardiography (ECG), cannot realistically be used. Photoplethysmography (PPG) is a non-invasive technology that can be easily integrated into wearable sensors. This paper focuses on the comparison between PPG and ECG concerning their efficacy in detecting the psychophysical and affective states of the subjects. It has been confirmed that the levels of accuracy in the recognition of affective variables obtained by PPG technology are comparable to those achievable with the more traditional ECG technology. Moreover, the affective psychological condition of the participants (anxiety and mood levels) may influence the psychophysiological responses recorded during the experimental tests.
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Affiliation(s)
- Sergio Rinella
- Department of Educational Sciences, University of Catania, via Biblioteca 4, 95124 Catania, Italy
| | - Simona Massimino
- Department of Biomedical and Biotechnological Sciences, Section of Physiology, University of Catania, via S. Sofia 89, 95125 Catania, Italy
| | - Piero Giorgio Fallica
- INSTM (National Interuniversity Consortium of Science and Technology of Materials), via G. Giusti 9, 50121 Firenze, Italy
| | - Alberto Giacobbe
- Department of Engineering, University of Messina, Contrada Di Dio, 98158 Messina, Italy
| | - Nicola Donato
- Department of Engineering, University of Messina, Contrada Di Dio, 98158 Messina, Italy
| | - Marinella Coco
- Department of Educational Sciences, University of Catania, via Biblioteca 4, 95124 Catania, Italy
| | - Giovanni Neri
- Department of Engineering, University of Messina, Contrada Di Dio, 98158 Messina, Italy
| | - Rosalba Parenti
- Department of Biomedical and Biotechnological Sciences, Section of Physiology, University of Catania, via S. Sofia 89, 95125 Catania, Italy
| | - Vincenzo Perciavalle
- Department of Sciences of Life, Kore University of Enna, Cittadella Universitaria, 94100 Enna, Italy
| | - Sabrina Conoci
- Department of Chemical, Biological, Pharmaceutical and Environmental Science, University of Messina, Viale F. Stagno d’Alcontres 31, Vill. S. Agata, 98166 Messina, Italy
- LAB Sense Beyond Nano—URT Department of Sciences Physics and Technologies of Matter (DSFTM) CNR, Viale F. Stagno d’Alcontres 31, Vill. S. Agata, 98166 Messina, Italy
- Department of Chemistry ‘‘Giacomo Ciamician’’, University of Bologna, Via Selmi 2, 40126 Bologna, Italy
- Istituto per la Microelettronica e Microsistemi, Consiglio Nazionale delle Ricerche (CNR-IMM), Strada VIII n. 5, 95121 Catania, Italy
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Rajabalee N, Kozlowska K, Lee SY, Savage B, Hawkes C, Siciliano D, Porges SW, Pick S, Torbey S. Neuromodulation Using Computer-Altered Music to Treat a Ten-Year-Old Child Unresponsive to Standard Interventions for Functional Neurological Disorder. Harv Rev Psychiatry 2022; 30:303-316. [PMID: 35616609 PMCID: PMC9470039 DOI: 10.1097/hrp.0000000000000341] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
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18
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Coulter H, Donnelly M, Mallett J, Kernohan WG. Heart Rate Variability Biofeedback to Treat Anxiety in Young People With Autism Spectrum Disorder: Findings From a Home-Based Pilot Study. JMIR Form Res 2022; 6:e37994. [PMID: 36018712 PMCID: PMC9463620 DOI: 10.2196/37994] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Revised: 06/24/2022] [Accepted: 06/30/2022] [Indexed: 12/04/2022] Open
Abstract
Background People with autism spectrum disorder (ASD) frequently experience high levels of anxiety. Despite this, many clinical settings do not provide specialist ASD mental health services, and demand for professional support frequently outstrips supply. Across many sectors of health, investigators have explored digital health solutions to mitigate demand and extend the reach of professional practice beyond traditional clinical settings. Objective This critical appraisal and pilot feasibility study examines heart rate variability (HRV) biofeedback as an approach to help young people with ASD to manage anxiety symptoms outside of formal settings. The aim is to explore the use of portable biofeedback devices to manage anxiety, while also highlighting the risks and benefits of this approach with this population. Methods We assessed the feasibility of using home-based HRV biofeedback for self-management of anxiety in young people with ASD. We adopted coproduction, involving people with ASD, to facilitate development of the study design. Next, a separate pilot with 20 participants with ASD (n=16, 80% male participants and n=4, 20% female participants, aged 13-24 years; IQ>70) assessed adoption and acceptability of HRV biofeedback devices for home use over a 12-week period. Data were collected from both carers and participants through questionnaires and interviews; participants also provided single-lead electrocardiogram recordings as well as daily reports through smartphone on adoption and use of their device. Results Pre-post participant questionnaires indicated a significant reduction in anxiety in children (t6=2.55; P=.04; Cohen d=0.99) as well as adults (t7=3.95; P=.006; Cohen d=0.54). Participant age was significantly negatively correlated with all HRV variables at baseline, namely high-frequency heart rate variability (HF-HRV: P=.02), the root mean square of successive differences in normal heartbeat contractions (RMSSD: P=.02) and the variability of normal-to-normal interbeat intervals (SDNN: P=.04). At follow-up, only SDNN was significantly negatively correlated with age (P=.05). Levels of ASD symptoms were positively correlated with heart rate both before (P=.04) and after the intervention (P=.01). The majority (311/474, 65.6%) of reports from participants indicated that the devices helped when used. Difficulties with the use of some devices and problems with home testing of HRV were noted. These initial findings are discussed within the context of the strengths and challenges of remotely delivering a biofeedback intervention for people with ASD. Conclusions HRV biofeedback devices have shown promise in this pilot study. There is now a need for larger evaluation of biofeedback to determine which delivery methods achieve the greatest effect for people with ASD. Trial Registration ClinicalTrials.gov NCT04955093; https://clinicaltrials.gov/ct2/show/NCT04955093
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Affiliation(s)
- Helen Coulter
- South Eastern Health and Social Care Trust, County Down, United Kingdom
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Idrobo-Ávila E, Loaiza-Correa H, Muñoz-Bolaños F, van Noorden L, Vargas-Cañas R. Development of a biofeedback system using harmonic musical intervals to control heart rate variability with a generative adversarial network. Biomed Signal Process Control 2022. [DOI: 10.1016/j.bspc.2021.103095] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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20
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Abstract
Over the past decades, virtual reality (VR) has found its way into biofeedback (BF) therapy programs. Using VR promises to overcome challenges encountered in traditional BF such as low treatment motivation, low attentional focus and the difficulty of transferring learnt abilities to everyday life. Yet, a comprehensive research synthesis is still missing. Hence, this scoping review aims to provide an overview over empirical studies on VR based BF regarding key outcomes, included samples, used soft- and hardware, BF parameters, mode of application and potential limitations. We systematically searched Medline, PsycINFO, Scopus, CINAHL, Google Scholar and Open Grey for empirical research. Eighteen articles met the inclusion criteria. Samples mostly consisted of healthy (44.4%) and/or adult (77.7%) participants. Outcomes were mainly anxiety (44.4%), stress (44.4%) or pain reduction (11.1%), which were reduced by the VR-BF interventions at least as much as by classical BF. Participants in VR-BF interventions showed higher motivation and involvement as well as a better user experience. Heart rate or heart rate variability were the most frequently used BF parameters (50.0%), and most VR-BF interventions (72.2%) employed a natural environment (e.g., island). Currently, there is no clear evidence that VR-BF is more effective than traditional BF. Yet, results indicate that VR-BF may have advantages regarding motivation, user experience, involvement and attentional focus. Further research is needed to assess the specific impact of VR and gamification. Also, testing a broader range of clinical and younger samples would allow more far-reaching conclusions.
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Affiliation(s)
- Robin Lüddecke
- Department of Pediatrics and Adolescent Medicine, Division of Pediatric Pulmonology, Allergology and Endocrinology, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria
- Comprehensive Center for Pediatrics, CCP, Medical University of Vienna, Vienna, Austria
| | - Anna Felnhofer
- Department of Pediatrics and Adolescent Medicine, Division of Pediatric Pulmonology, Allergology and Endocrinology, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria.
- Comprehensive Center for Pediatrics, CCP, Medical University of Vienna, Vienna, Austria.
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21
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Dormal V, Vermeulen N, Mejias S. Is heart rate variability biofeedback useful in children and adolescents? A systematic review. J Child Psychol Psychiatry 2021; 62:1379-1390. [PMID: 34155631 DOI: 10.1111/jcpp.13463] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/03/2021] [Indexed: 12/18/2022]
Abstract
BACKGROUND Heart rate variability (HRV) is considered as an index of both physical and emotional health, and biofeedback aiming to increase the level of HRV has demonstrated extensive beneficial effects. Although HRV biofeedback is commonly and reliably applied in adults, the use of this technique, alone or in addition to other treatments, in children and adolescents has not been widely explored to date. METHODS This systematic review following PRISMA guidelines covers all human studies using HRV biofeedback in children and adolescents. A literature search was conducted in PsycINFO, PubMed and Scopus, and a standardized methodological quality assessment was performed. RESULTS Results showed the efficiency of HRV biofeedback sessions with children and adolescents to reduce physical and mental health-related symptoms and enhance well-being. CONCLUSIONS These findings underline the therapeutic value of using HRV biofeedback as a complement to more conventional behavioural and cognitive interventions to help children to manage stress and/or pain. Capitalizing on the identified strengths and shortcomings of available results, we propose research avenues as well as evidence-based clinical guidelines for using HRV biofeedback in clinical paediatric settings.
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Affiliation(s)
- Valérie Dormal
- Psychological Science Research Institute, Université catholique de Louvain, Louvain-la-Neuve, Belgium
| | - Nicolas Vermeulen
- Psychological Science Research Institute, Université catholique de Louvain, Louvain-la-Neuve, Belgium
| | - Sandrine Mejias
- UMR 9193 - SCALab - Sciences Cognitives et Sciences Affectives, Univ. Lille, CNRS, Lille, France
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22
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Jaiswal D, Chatterjee D, Gavas R, Kumar Ramakrishnan R, Pal A. Person and Stressor Independent Generic Model for Stress Detection Using GSR. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2021; 2021:7195-7198. [PMID: 34892760 DOI: 10.1109/embc46164.2021.9630615] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
Stress detection is a widely researched topic and is important for overall well-being of an individual. Several approaches are used for prediction/classification of stress. Most of these approaches perform well for subject and activity specific scenarios as stress is highly subjective. So, it is difficult to create a generic model for stress prediction. Here, we have proposed an approach for creating a generic stress prediction model by utilizing knowledge from three different datasets. Proposed model has been validated using two open datasets as well as on a set of data collected in our lab. Results show that the proposed generic model performs well across studies conducted independently and hence can be used for monitoring stress in real life scenarios and to create mass-market stress prediction products.
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23
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Yaghmour A, Rafiul Amin M, Faghih RT. Decoding a Music-Modulated Cognitive Arousal State using Electrodermal Activity and Functional Near-infrared Spectroscopy Measurements. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2021; 2021:1055-1060. [PMID: 34891470 DOI: 10.1109/embc46164.2021.9630879] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
Biofeedback systems sense different physiological activities and help with gaining self-awareness. Understanding music's impact on the arousal state is of great importance for biofeedback stress management systems. In this study, we investigate a cognitive-stress-related arousal state modulated by different types of music. During our experiments, each subject was presented with neurological stimuli that elicit a cognitive-stress-related arousal response in a working memory experiment. Moreover, this cognitive-stress-related arousal was modulated by calming and vexing music played in the background. Electrodermal activity and functional near-infrared spectroscopy (fNIRS) measurements both contain information related to cognitive arousal and were collected in our study. By considering various fNIRS features, we selected three features based on variance, root mean square, and local fNIRS peaks as the most informative fNIRS observations in terms of cognitive arousal. The rate of neural impulse occurrence underlying EDA was taken as a binary observation. To retain a low computational complexity for our decoder and select the best fNIRS-based observations, two features were chosen as fNIRS-based observations at a time. A decoder based on one binary and two continuous observations was utilized to estimate the hidden cognitive-stress-related arousal state. This was done by using a Bayesian filtering approach within an expectation-maximization framework. Our results indicate that the decoded cognitive arousal modulated by vexing music was higher than calming music. Among the three fNIRS observations selected, a combination of observations based on root mean square and local fNIRS peaks resulted in the best decoded states for our experimental settings. This study serves as a proof of concept for utilizing fNIRS and EDA measurements to develop a low-dimensional decoder for tracking cognitive-stress-related arousal levels.
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Feasibility and Efficacy of the Addition of Heart Rate Variability Biofeedback to a Remote Digital Health Intervention for Depression. Appl Psychophysiol Biofeedback 2021; 45:75-86. [PMID: 32246229 PMCID: PMC7250954 DOI: 10.1007/s10484-020-09458-z] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
A rise in the prevalence of depression underscores the need for accessible and effective interventions. The objectives of this study were to determine if the addition of a treatment component showing promise in treating depression, heart rate variability-biofeedback (HRV-B), to our original smartphone-based, 8-week digital intervention was feasible and whether patients in the HRV-B (“enhanced”) intervention were more likely to experience clinically significant improvements in depressive symptoms than patients in our original (“standard”) intervention. We used a quasi-experimental, non-equivalent (matched) groups design to compare changes in symptoms of depression in the enhanced group (n = 48) to historical outcome data from the standard group (n = 48). Patients in the enhanced group completed a total average of 3.86 h of HRV-B practice across 25.8 sessions, and were more likely to report a clinically significant improvement in depressive symptom score post-intervention than participants in the standard group, even after adjusting for differences in demographics and engagement between groups (adjusted OR 3.44, 95% CI [1.28–9.26], P = .015). Our findings suggest that adding HRV-B to an app-based, smartphone-delivered, remote intervention for depression is feasible and may enhance treatment outcomes.
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25
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Brammer JC, van Peer JM, Michela A, van Rooij MMJW, Oostenveld R, Klumpers F, Dorrestijn W, Granic I, Roelofs K. Breathing Biofeedback for Police Officers in a Stressful Virtual Environment: Challenges and Opportunities. Front Psychol 2021; 12:586553. [PMID: 33776830 PMCID: PMC7994769 DOI: 10.3389/fpsyg.2021.586553] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Accepted: 01/28/2021] [Indexed: 11/24/2022] Open
Abstract
As part of the Dutch national science program “Professional Games for Professional Skills” we developed a stress-exposure biofeedback training in virtual reality (VR) for the Dutch police. We aim to reduce the acute negative impact of stress on performance, as well as long-term consequences for mental health by facilitating physiological stress regulation during a demanding decision task. Conventional biofeedback applications mainly train physiological regulation at rest. This might limit the transfer of the regulation skills to stressful situations. In contrast, we provide the user with the opportunity to practice breathing regulation while they carry out a complex task in VR. This setting poses challenges from a technical – (real-time processing of noisy biosignals) as well as from a user-experience perspective (multi-tasking). We illustrate how we approach these challenges in our training and hope to contribute a useful reference for researchers and developers in academia or industry who are interested in using biosignals to control elements in a dynamic virtual environment.
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Affiliation(s)
- Jan C Brammer
- Behavioural Science Institute, Radboud University, Nijmegen, Netherlands
| | | | - Abele Michela
- Behavioural Science Institute, Radboud University, Nijmegen, Netherlands
| | | | - Robert Oostenveld
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands.,NatMEG, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Floris Klumpers
- Behavioural Science Institute, Radboud University, Nijmegen, Netherlands.,Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
| | - Wendy Dorrestijn
- Police Academy of the Netherlands, Apeldoorn, Netherlands.,Faculty of Law, Radboud University, Nijmegen, Netherlands
| | - Isabela Granic
- Behavioural Science Institute, Radboud University, Nijmegen, Netherlands
| | - Karin Roelofs
- Behavioural Science Institute, Radboud University, Nijmegen, Netherlands.,Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
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27
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Riordan P, Davis M. Anxiety and psychological management of heart disease and heart surgery. HANDBOOK OF CLINICAL NEUROLOGY 2021; 177:393-408. [PMID: 33632455 DOI: 10.1016/b978-0-12-819814-8.00026-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Anxiety is associated with many forms and facets of heart disease, and, by extension, neurologic manifestations of heart disease. Despite its seeming self-evidence, anxiety is challenging to consistently define, measure, and operationalize in the context of medical research. Various diagnostic nosologies have been defined and refined over time, but anxiety is also a universal human experience that may be "normal" in many circumstances, particularly in the face of major medical issues. For these and other reasons, the research on anxiety and heart disease is mixed, incomplete, and often characterized by challenging questions of causality. Nonetheless, a broad body of literature has established clear connections between anxiety and vascular risk factors, cardiac disease, and cardiac surgery. These relationships are often intuitive, with research suggesting, for example, that chronic activation of the sympathetic nervous system is associated with increased risk of heart disease. However, they are sometimes complexly reciprocal or even surprising (e.g., with high-anxiety individuals found to have better outcomes in some cardiac conditions by virtue of seeking evaluation and treatment earlier). This chapter reviews the construct of anxiety and its complexities, its associations with heart disease, and the established treatments for anxiety, concluding with questions about anxiety, heart disease, and their optimal management that still need to be answered.
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Affiliation(s)
- Patrick Riordan
- Department of Neurology, Loyola University Chicago, Stritch School of Medicine, Maywood, IL, United States.
| | - Matthew Davis
- Mental Health Service Line, Edward Hines Jr. VA Hospital, Hines, IL, United States
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28
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Ter Harmsel JF, Noordzij ML, Goudriaan AE, Dekker JJM, Swinkels LTA, van der Pol TM, Popma A. Biocueing and ambulatory biofeedback to enhance emotion regulation: A review of studies investigating non-psychiatric and psychiatric populations. Int J Psychophysiol 2020; 159:94-106. [PMID: 33248196 DOI: 10.1016/j.ijpsycho.2020.11.009] [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: 07/22/2020] [Revised: 11/17/2020] [Accepted: 11/19/2020] [Indexed: 10/22/2022]
Abstract
Over the last years, biofeedback applications are increasingly used to enhance interoceptive awareness and self-regulation, in psychiatry and beyond. These applications are used to strengthen emotion regulation skills by home training (ambulatory biofeedback) and real-time support in everyday life stressful situations (biocueing). Unfortunately, knowledge about the feasibility and effectivity of these applications is still scarce. Therefore, a systematic literature search was performed. In total, 30 studies (4 biocueing, 26 ambulatory biofeedback) were reviewed; 21 of these studies were conducted in non-psychiatric samples and 9 studies in psychiatric samples. Study characteristics, biofeedback characteristics, effectivity and feasibility outcomes were extracted. Despite the rapid advances in wearable technology, only a few biocueing studies were found. In the majority of the studies significant positive effects were found on self-reported (stress-related) psychological measures. Significant improvements on physiological measures were also reported, though these measures were used less frequently. Feasibility of the applications was often reported as sufficient, though not adequately assessed in most studies. Taken into account the small sample sizes and the limited quality of the majority of the studies in this recently emerging field, biocueing and ambulatory biofeedback interventions showed promising results. Future research is expected to be focusing on biocueing as a just-in-time adaptive intervention. To establish this research field, closer cooperation between research groups, use of more rigorous as well as individually tailored research designs and more valid feasibility and effectivity assessment are recommended.
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Affiliation(s)
- J F Ter Harmsel
- Inforsa, Forensic Mental Health Care, Amsterdam, the Netherlands; Amsterdam UMC, Department of Child and Adolescent Psychiatry and Psychology, Vrije Universiteit Amsterdam and Amsterdam Public Health Research Institute, Amsterdam, the Netherlands.
| | - M L Noordzij
- University of Twente, Department of Psychology, Health and Technology, Enschede, the Netherlands
| | - A E Goudriaan
- Arkin, Department of Research and Quality of Care, Amsterdam, the Netherlands; Amsterdam UMC, Department of Psychiatry, University of Amsterdam and Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
| | - J J M Dekker
- Arkin, Department of Research and Quality of Care, Amsterdam, the Netherlands; Vrije Universiteit Amsterdam, Faculty of Behavioral and Movement Sciences, Amsterdam, the Netherlands
| | - L T A Swinkels
- Inforsa, Forensic Mental Health Care, Amsterdam, the Netherlands; Amsterdam UMC, Department of Child and Adolescent Psychiatry and Psychology, Vrije Universiteit Amsterdam and Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
| | - T M van der Pol
- Inforsa, Forensic Mental Health Care, Amsterdam, the Netherlands; Amsterdam UMC, Department of Child and Adolescent Psychiatry and Psychology, Vrije Universiteit Amsterdam and Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
| | - A Popma
- Amsterdam UMC, Department of Child and Adolescent Psychiatry and Psychology, Vrije Universiteit Amsterdam and Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
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29
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Nicolò A, Massaroni C, Schena E, Sacchetti M. The Importance of Respiratory Rate Monitoring: From Healthcare to Sport and Exercise. SENSORS (BASEL, SWITZERLAND) 2020; 20:E6396. [PMID: 33182463 PMCID: PMC7665156 DOI: 10.3390/s20216396] [Citation(s) in RCA: 99] [Impact Index Per Article: 24.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Revised: 11/05/2020] [Accepted: 11/08/2020] [Indexed: 12/11/2022]
Abstract
Respiratory rate is a fundamental vital sign that is sensitive to different pathological conditions (e.g., adverse cardiac events, pneumonia, and clinical deterioration) and stressors, including emotional stress, cognitive load, heat, cold, physical effort, and exercise-induced fatigue. The sensitivity of respiratory rate to these conditions is superior compared to that of most of the other vital signs, and the abundance of suitable technological solutions measuring respiratory rate has important implications for healthcare, occupational settings, and sport. However, respiratory rate is still too often not routinely monitored in these fields of use. This review presents a multidisciplinary approach to respiratory monitoring, with the aim to improve the development and efficacy of respiratory monitoring services. We have identified thirteen monitoring goals where the use of the respiratory rate is invaluable, and for each of them we have described suitable sensors and techniques to monitor respiratory rate in specific measurement scenarios. We have also provided a physiological rationale corroborating the importance of respiratory rate monitoring and an original multidisciplinary framework for the development of respiratory monitoring services. This review is expected to advance the field of respiratory monitoring and favor synergies between different disciplines to accomplish this goal.
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Affiliation(s)
- Andrea Nicolò
- Department of Movement, Human and Health Sciences, University of Rome “Foro Italico”, 00135 Rome, Italy;
| | - Carlo Massaroni
- Unit of Measurements and Biomedical Instrumentation, Department of Engineering, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 21, 00128 Rome, Italy; (C.M.); (E.S.)
| | - Emiliano Schena
- Unit of Measurements and Biomedical Instrumentation, Department of Engineering, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 21, 00128 Rome, Italy; (C.M.); (E.S.)
| | - Massimo Sacchetti
- Department of Movement, Human and Health Sciences, University of Rome “Foro Italico”, 00135 Rome, Italy;
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30
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Blum J, Rockstroh C, Göritz AS. Development and Pilot Test of a Virtual Reality Respiratory Biofeedback Approach. Appl Psychophysiol Biofeedback 2020; 45:153-163. [PMID: 32361963 PMCID: PMC7391394 DOI: 10.1007/s10484-020-09468-x] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2020] [Revised: 04/18/2020] [Accepted: 04/26/2020] [Indexed: 02/07/2023]
Abstract
Breathing exercises with biofeedback have benefits over breathing exercises without biofeedback. However, the traditional measurement of respiratory signals that is required as part of feeding back the breath incurs high cost and effort. We propose a novel virtual reality (VR) based approach to respiratory biofeedback that utilizes the positionally tracked hand controllers integrated into modern VR systems to capture and feedback the respiration-induced abdominal movements. In a randomized controlled laboratory study, we investigated the feasibility and efficacy of the developed biofeedback algorithm. In total, 72 participants performed a short breathing exercise in VR with or without respiratory biofeedback. The feedback integration resulted in a satisfactory user experience, a heightened breath awareness, a greater focus on slow diaphragmatic breathing and an increased respiratory sinus arrhythmia. This evidences that the novel biofeedback approach is low-cost, unobtrusive, usable and effective in increasing breath awareness and promoting slow diaphragmatic breathing in the context of VR-based breathing exercises. Future studies need to investigate the broader applicability and long-term effects.
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Affiliation(s)
- Johannes Blum
- Department of Occupational and Consumer Psychology, Albert-Ludwigs-Universität Freiburg, Engelbergerstr. 41, 79106 Freiburg, Germany
| | - Christoph Rockstroh
- Department of Occupational and Consumer Psychology, Albert-Ludwigs-Universität Freiburg, Engelbergerstr. 41, 79106 Freiburg, Germany
| | - Anja S. Göritz
- Department of Occupational and Consumer Psychology, Albert-Ludwigs-Universität Freiburg, Engelbergerstr. 41, 79106 Freiburg, Germany
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31
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Herrera RR, Holloway C, Morgado Ramirez DZ, Zhang B, Cho Y. Breathing Biofeedback Relaxation Intervention for Wheelchair Users in City Navigation. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2020; 2020:4575-4578. [PMID: 33019012 DOI: 10.1109/embc44109.2020.9176144] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Manual wheelchair users experience numerous invisible barriers while navigating cities, often reporting how stressful journeys are. This stress affects a wheelchair user's quality of life. To alleviate such psychological burden, we propose a novel intervention strategy with a respiratory biofeedback interface which is designed to help users feel relaxed in urban navigation. We conducted a study in a real-world setting to explore its potential to provide real-time psychological support. From qualitative and quantitative analysis, we report on the strengths and weaknesses of the approach.
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32
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Biofeedback – A Promising Non Pharmacological Tool of Stress – Related Disorders. ACTA MEDICA MARTINIANA 2020. [DOI: 10.2478/acm-2020-0001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Abstract
Biofeedback is a therapeutic method of obtaining better awareness of physiological functions based on principles of operant conditioning and learning in general. While patient observes changes in physiological parameters in real-time (e.g. blood pressure, heart rate variability, temperature, electrodermal activity, etc.), he/she learns how to manipulate them at will. By means of this technique, individuals can improve their mental, emotional, and physical health. Clinical biofeedback training becomes popular for treating a variety of medical conditions, manage ment of disease symptoms, and improvement of overall health through training of stress management. There is no center or group to systematically deal with biofeedback methods in Slovakia, except the Slovak Institute of CBT (cognitive-behavioral therapy) that teaches biofeedback as a therapeutic method. However, biofeedback and its opportunities have a relatively long history of exploration and practice, which is the best precondition for positive changes in this area. The review article aims to provide an insight to biofeedback training as a non-pharmacological therapeutic tool in stress management and stress-related diseases and disorders. The article also describes biofeedback modalities and efficacy on various medical conditions.
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33
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Sato TG, Moriya T. Respiration rate change induced by controlling the phasic relationship between melodic sound and respiration. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2020; 2019:3123-3126. [PMID: 31946549 DOI: 10.1109/embc.2019.8856476] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
It has been suggested that the phasic relationship between sound and respiration (PRSR) is important. However, the effect that the relationship has on respiration rate is rarely studied. Here, by using our invented interface, we have developed a method of systematically controlling the PRSR and show that the respiration rate can be changed by controlling the PRSR. In concrete, when realized error of PRSR is large, respiration rate significantly increased. Since the effect appears with participants listening passively to melodic sounds without any instruction, the result could be utilized as a tool for managing everyday stress.
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34
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Michela A, van Rooij MMJW, Klumpers F, van Peer JM, Roelofs K, Granic I. Reducing the Noise of Reality. PSYCHOLOGICAL INQUIRY 2020. [DOI: 10.1080/1047840x.2019.1693872] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Affiliation(s)
- Abele Michela
- Behavioral Science Institute, Radboud University Nijmegen, Nijmegen, The Netherlands
| | | | - Floris Klumpers
- Behavioral Science Institute, Radboud University Nijmegen, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Nijmegen, Nijmegen, The Netherlands
| | - Jacobien M. van Peer
- Behavioral Science Institute, Radboud University Nijmegen, Nijmegen, The Netherlands
| | - Karin Roelofs
- Behavioral Science Institute, Radboud University Nijmegen, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Nijmegen, Nijmegen, The Netherlands
| | - Isabela Granic
- Behavioral Science Institute, Radboud University Nijmegen, Nijmegen, The Netherlands
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Blum J, Rockstroh C, Göritz AS. Heart Rate Variability Biofeedback Based on Slow-Paced Breathing With Immersive Virtual Reality Nature Scenery. Front Psychol 2019; 10:2172. [PMID: 31616353 PMCID: PMC6763967 DOI: 10.3389/fpsyg.2019.02172] [Citation(s) in RCA: 47] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2019] [Accepted: 09/09/2019] [Indexed: 01/20/2023] Open
Abstract
This study investigated the benefits of using a virtual nature environment to administer immersive heart rate variability biofeedback (HRV-BF) based on slow-paced breathing. We compared the virtual reality (VR)-based HRV-BF with a standard implementation in a randomized controlled experiment with 60 healthy employees. After a cognitive stress induction, the participants performed a single-session of HRV-BF before repeating the cognitive stressor task. VR-based versus standard HRV-BF was comparable in terms of biofeedback performance (cardiac coherence and cardiac vagal tone). However, the VR-based implementation buffered perceived stress in the subsequent stressor task, increased relaxation self-efficacy more, reduced mind wandering, helped participants focus on the present moment, and helped preserve attentional resources. Potential long-term effects and generalizability need to be assessed in future research.
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Affiliation(s)
- Johannes Blum
- Department of Occupational and Consumer Psychology, Institute of Psychology, Albert-Ludwigs-Universität Freiburg, Freiburg, Germany
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Cho Y, Julier SJ, Bianchi-Berthouze N. Instant Stress: Detection of Perceived Mental Stress Through Smartphone Photoplethysmography and Thermal Imaging. JMIR Ment Health 2019; 6:e10140. [PMID: 30964440 PMCID: PMC6477570 DOI: 10.2196/10140] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/15/2018] [Revised: 08/21/2018] [Accepted: 12/05/2018] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND A smartphone is a promising tool for daily cardiovascular measurement and mental stress monitoring. A smartphone camera-based photoplethysmography (PPG) and a low-cost thermal camera can be used to create cheap, convenient, and mobile monitoring systems. However, to ensure reliable monitoring results, a person must remain still for several minutes while a measurement is being taken. This is cumbersome and makes its use in real-life situations impractical. OBJECTIVE We proposed a system that combines PPG and thermography with the aim of improving cardiovascular signal quality and detecting stress responses quickly. METHODS Using a smartphone camera with a low-cost thermal camera added on, we built a novel system that continuously and reliably measures 2 different types of cardiovascular events: (1) blood volume pulse and (2) vasoconstriction/dilation-induced temperature changes of the nose tip. 17 participants, involved in stress-inducing mental workload tasks, measured their physiological responses to stressors over a short time period (20 seconds) immediately after each task. Participants reported their perceived stress levels on a 10-cm visual analog scale. For the instant stress inference task, we built novel low-level feature sets representing cardiovascular variability. We then used the automatic feature learning capability of artificial neural networks to improve the mapping between the extracted features and the self-reported ratings. We compared our proposed method with existing hand-engineered features-based machine learning methods. RESULTS First, we found that the measured PPG signals presented high quality cardiac cyclic information (mean pSQI: 0.755; SD 0.068). We also found that the measured thermal changes of the nose tip presented high-quality breathing cyclic information and filtering helped extract vasoconstriction/dilation-induced patterns with fewer respiratory effects (mean pSQI: from 0.714 to 0.157). Second, we found low correlations between the self-reported stress scores and the existing metrics of the cardiovascular signals (ie, heart rate variability and thermal directionality) from short measurements, suggesting they were not very dependent upon one another. Third, we tested the performance of the instant perceived stress inference method. The proposed method achieved significantly higher accuracies than existing precrafted features-based methods. In addition, the 17-fold leave-one-subject-out cross-validation results showed that combining both modalities produced higher accuracy than using PPG or thermal imaging only (PPG+Thermal: 78.33%; PPG: 68.53%; Thermal: 58.82%). The multimodal results are comparable to the state-of-the-art stress recognition methods that require long-term measurements. Finally, we explored effects of different data labeling strategies on the sensitivity of our inference methods. Our results showed the need for separation of and normalization between individual data. CONCLUSIONS The results demonstrate the feasibility of using smartphone-based imaging for instant stress detection. Given that this approach does not need long-term measurements requiring attention and reduced mobility, we believe it is more suitable for mobile mental health care solutions in the wild.
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Affiliation(s)
- Youngjun Cho
- Department of Computer Science, University College London, London, United Kingdom.,UCL Interaction Centre, Faculty of Brain Sciences, University College London, London, United Kingdom
| | - Simon J Julier
- Department of Computer Science, University College London, London, United Kingdom
| | - Nadia Bianchi-Berthouze
- UCL Interaction Centre, Faculty of Brain Sciences, University College London, London, United Kingdom
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