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Santistevan AC, Moadab G, Fiske O, Nord CM, Isaacowitz DM, Bliss-Moreau E. Cardiac psychophysiological tuning to socioaffective content is disrupted in aged rhesus monkeys (Macaca mulatta). Psychophysiology 2024; 61:e14410. [PMID: 37850617 PMCID: PMC10842326 DOI: 10.1111/psyp.14410] [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] [Received: 04/20/2022] [Revised: 03/31/2023] [Accepted: 04/30/2023] [Indexed: 10/19/2023]
Abstract
Aging ushers in numerous disruptions to autonomic nervous system (ANS) function. Although the effects of aging on ANS function at rest are well characterized, there is surprising variation in reports of age-related differences in ANS reactivity to psychosocial stressors, with some reports of decreases and other reports of increases in reactivity with age. The sources of variation in age-related differences are largely unknown. Nonhuman primate models of socioaffective aging may help to uncover sources of this variation as nonhuman primates share key features of human ANS structure and function and researchers have precise control over the environments in which they age. In this report, we assess how response patterns to dynamic socioaffective stimuli in the parasympathetic and sympathetic branches of rhesus monkeys (Macaca mulatta) ANS differ in aged compared to middle-aged monkeys. We find that respiratory sinus arrhythmia, a cardiac indicator of activity in the parasympathetic branch of the ANS, exhibits age-related disruptions in responding while monkeys view videos of conspecifics. This suggests that there are evolutionarily conserved mechanisms responsible for the patterns of affective aging observed in humans and that aged rhesus monkeys are a robust translational model for human affective aging.
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Affiliation(s)
- Anthony C Santistevan
- Department of Psychology, University of California, Davis, Davis, California, USA
- California National Primate Research Center, University of California, Davis, Davis, California, USA
| | - Gilda Moadab
- Department of Psychology, University of California, Davis, Davis, California, USA
- California National Primate Research Center, University of California, Davis, Davis, California, USA
| | - Olivia Fiske
- California National Primate Research Center, University of California, Davis, Davis, California, USA
| | - Christina M Nord
- California National Primate Research Center, University of California, Davis, Davis, California, USA
| | - Derek M Isaacowitz
- Department of Psychology, Northeastern University, Boston, Massachusetts, USA
| | - Eliza Bliss-Moreau
- Department of Psychology, University of California, Davis, Davis, California, USA
- California National Primate Research Center, University of California, Davis, Davis, California, USA
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de Oliveira MDCS, Távora-Mehta MZP, Mehta N, Magajevski AS, Concato L, Ortiz MR, Doubrawa E, Lofrano-Alves MS. Distinct Hemodynamic Responses That Culminate With Postural Orthostatic Tachycardia Syndrome. Am J Cardiol 2023; 197:3-12. [PMID: 37104891 DOI: 10.1016/j.amjcard.2023.03.027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Revised: 03/08/2023] [Accepted: 03/26/2023] [Indexed: 04/29/2023]
Abstract
It is of paramount importance to characterize the individual hemodynamic response of patients with postural orthostatic tachycardia syndrome (POTS) to select the best therapeutic intervention. Our aim in this study was to describe the hemodynamic changes in 40 patients with POTS during the head-up tilt test and compare them with 48 healthy patients. Hemodynamic parameters were obtained by cardiac bioimpedance. Patients were compared in supine position and after 5, 10, 15, and 20 minutes of orthostatic position. Patients with POTS demonstrated higher heart rate (74 beats per minute [64 to 80] vs 67 [62 to 72], p <0.001) and lower stroke volume (SV) (83.0 ml [72 to 94] vs 90 [79 to 112], p <0.001) at supine position. The response to orthostatic challenge was characterized by a decrease in SV index (SVI) in both groups (ΔSVI in ml/m2: -16 [-25 to -7.] vs -11 [-17 to -6.1], p = NS). Peripheral vascular resistance (PVR) was reduced only in POTS (ΔPVR in dyne.seg/cm5:-52 [-279 to 163] vs 326 [58 to 535], p <0.001). According to the best cut-off points obtained using the receiver operating characteristic analysis for the variation of SVI (-15.5%) and PVR index (PVRI) (-5.5%), we observed 4 distinct groups of POTS: 10% presented an increase in both SVI and PVRI after the orthostatic challenge, 35% presented a PVRI decrease with SVI maintenance or increase, 37.5% presented an SVI decrease with PVRI maintenance or elevation, and 17.5% presented a reduction in both variables. Body mass index, ΔSVI, and ΔPVRI were strongly correlated with POTS (area under the curve = 0.86 [95% confidence interval 0.77 to 0.92], p <0.0001). In conclusion, the use of appropriate cut-off points for hemodynamic parameters using bioimpedance cardiography during the head-up tilt test could be a useful strategy to identify the main mechanism involved and to select the best individual therapeutic strategy in POTS.
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Affiliation(s)
| | - Maria Zildany P Távora-Mehta
- Postgraduate Program in Internal Medicine, Internal Medicine Department, Federal University of Parana, Curitiba, Parana, Brazil
| | - Niraj Mehta
- Postgraduate Program in Internal Medicine, Internal Medicine Department, Federal University of Parana, Curitiba, Parana, Brazil
| | - Adriano Senter Magajevski
- Postgraduate Program in Internal Medicine, Internal Medicine Department, Federal University of Parana, Curitiba, Parana, Brazil
| | - Leticia Concato
- Postgraduate Program in Internal Medicine, Internal Medicine Department, Federal University of Parana, Curitiba, Parana, Brazil
| | - Marcio Rogerio Ortiz
- Postgraduate Program in Internal Medicine, Internal Medicine Department, Federal University of Parana, Curitiba, Parana, Brazil
| | - Eduardo Doubrawa
- Postgraduate Program in Internal Medicine, Internal Medicine Department, Federal University of Parana, Curitiba, Parana, Brazil
| | - Marco Stephan Lofrano-Alves
- Postgraduate Program in Internal Medicine, Internal Medicine Department, Federal University of Parana, Curitiba, Parana, Brazil.
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Evaluation of the Advantages of Myocardial Blood Flow Index in the Diagnosis of Chronic Obstructive Coronary Artery Disease Versus Coronary Computed Tomography Angiography: A Feasibility Study. IRANIAN JOURNAL OF RADIOLOGY 2022. [DOI: 10.5812/iranjradiol-123693] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background: There is a hidden relationship between the degree of coronary artery stenosis and downstream myocardial remodeling. The mutual influence in myocardial ischemia and myocardial remodeling provides an index for quantifying the myocardial blood flow based on the principles of physics. Objectives: This study aimed to evaluate the advantages of myocardial blood flow index (MBFI) in the diagnosis of chronic obstructive coronary artery disease (CAD). Patients and Methods: The data of 68 patients (39 males; mean age: 57.0 ± 10.20 years) with suspected CAD were analyzed retrospectively, including the imaging findings of coronary computed tomography angiography (CCTA) and invasive coronary angiography (ICA) within one week. The MBFI was also calculated for the patients. After determining the optimal cut-off value based on ICA (stenosis ≥ 70%) as the gold standard test, the diagnostic performance of MBFI and CCTA was compared. The diagnostic accuracy was examined by the receiver operating characteristic (ROC) curve. For statistical analysis, chi-square test was performed to analyze influence data, and a P-value less than 0.05 was considered statistically significant. Results: In 68 cases evaluated in this study, the average scan dose of CCTA was 3.02 ± 1.15 mSv. There were 28 cases with stenosis ≥ 70%. The optimal cutoff value of MBFI and CCTA was 0.111 and 70%, respectively. Also, the area under the curve (AUC) for MBFI and CCTA was 0.857 and 0.621 (Z = 2.091, P = 0.0365), respectively. The sensitivity, specificity, positive predictive value, and negative predictive value were 92.31%, 92.86%, 88.89%, and 95.12% for MBFI and 61.54%, 78.57%, 64.00%, and 76.74% for CCTA, respectively. The diagnostic accuracy was also estimated at 92.65% for MBFI and 72.06% for CCTA (χ2 = 9.844, P = 0.0017). Conclusion: In this study, MBFI performed better than CCTA in identifying lesions with stenosis ≥ 70%. A lower MBFI indicated the need for an upcoming active intervention, while a higher MBFI suggested avoiding unnecessary invasive testing.
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Suglia SF, Hardy ST, Cammack AL, Kim YJ, Pearce BD, Shah AJ, Sullivan S, Wittbrodt M, Bremner JD, Vaccarino V. Child Maltreatment and Inflammatory Response to Mental Stress Among Adults Who Have Survived a Myocardial Infarction. Psychosom Med 2022; 84:1013-1020. [PMID: 35980788 PMCID: PMC9643601 DOI: 10.1097/psy.0000000000001114] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE Experiences of child maltreatment are associated with cardiovascular risk and disease in adulthood; however, the mechanisms underlying these associations are poorly understood. METHODS We examined associations between retrospectively self-reported exposure to child maltreatment (Early Trauma Inventory Self-Report Short Form) and inflammatory responses to mental stress among adults (mean age = 50 years) who recently had a myocardial infarction ( n = 227). Inflammation was assessed as blood interleukin-6 (IL-6), matrix metalloproteinase-9 (MMP-9), and monocyte chemoattractant protein-1 concentrations, measured before and after a standardized public speaking stress task. We used mixed linear regression models adjusting for cardiovascular disease severity, medication usage, and psychosocial, demographic, and life-style factors. RESULTS In women, increases in IL-6 levels and MMP-9 levels with stress were smaller in those exposed to sexual abuse, relative to those unexposed (IL-6 geometric mean increases = 1.6 [95% confidence interval {CI} = 1.4-1.9] pg/ml versus 2.1 [95% CI = 1.8-2.4] pg/ml; MMP-9 geometric mean increases = 1.0 [95% CI = 0.9-1.2] ng/ml versus 1.2 [95% CI = 1.1-1.4] ng/ml). No differences were noted for emotional or physical abuse. By contrast in men, individuals exposed to sexual abuse had larger IL-6 responses than those not exposed to abuse. CONCLUSIONS These findings suggest sex differences in stress response among survivors of a myocardial infarction exposed to abuse early in life. They also underscore the importance of examining sex as an effect modifier of relationships between exposure to early life adversity and inflammatory responses to mental stressors in midlife.
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Affiliation(s)
- Shakira F Suglia
- From the Department of Epidemiology, Rollins School of Public Health (Suglia, Cammack, Kim, Pearce, Shah, Sullivan, Vaccarino), Emory University, Atlanta, Georgia; Department of Epidemiology (Hardy), University of Alabama at Birmingham, Birmingham, Alabama; Department of Medicine, Division of Cardiology (Shah, Wittbrodt, Vaccarino), Emory University, Atlanta, Georgia; Department of Epidemiology, Human Genetics and Environmental Health (Sullivan), University of Texas Health Science Center, Houston, Texas; Departments of Psychiatry and Radiology (Bremner), Emory University School of Medicine, Atlanta; and Atlanta VA Medical Center (Bremner), Decatur, Georgia
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Ishii M, Ishiyama G, Ishiyama A, Kato Y, Mochizuki F, Ito Y. Relationship Between the Onset of Ménière's Disease and Sympathetic Hyperactivity. Front Neurol 2022; 13:804777. [PMID: 35370896 PMCID: PMC8970286 DOI: 10.3389/fneur.2022.804777] [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: 10/29/2021] [Accepted: 02/21/2022] [Indexed: 12/03/2022] Open
Abstract
Objective The pathogenesis of Ménière's disease is still largely unknown; however, it is known to be strongly associated with stress. Excessive stress can cause hyperactivity of the sympathetic autonomic nervous system. With the aim of understanding changes in sympathetic hyperactivity before and after Ménière's disease, we compared autonomic nervous function in patients in a stable phase of Ménière's disease and that in healthy adults. We also gathered data over about 10 years on autonomic nervous function immediately before a Ménière's attack. Study Design Prospective study. Patients Autonomic nervous function was analyzed in 129 patients in a stable phase of Ménière's disease 31 healthy adult volunteers. In nine patients, autonomic nervous function was also measured immediately before and after treatment of a vertigo attack. Main Outcome Measure Power spectrum analysis of heart rate variability (HRV) of EEG/ECG and an infrared electronic pupillometer were used. Sympathetic and parasympathetic nervous function was measured. Results There were no statistically significant differences in autonomic nervous function determined by HRV and electronic pupillometry between patients in a stable phase of Ménière's disease and healthy adults. Sympathetic function as measured by electronic pupillometry parameters VD and T5 showed no difference between the affected and unaffected sides in the baseline data measured in the stable phase (VD: affected side is 31.02 ± 6.16 mm/sec, unaffected side is 29.25 ± 5.73 mm/sec; T5: affected side is 3.37 ± 0.43 msec, unaffected side is 3.25 ± 0.39 msec). In contrast, all nine patients whose HRV data had been obtained just before an attack showed marked suppression of the parasympathetic nervous system and activation of the sympathetic nervous system. Electronic pupillometry also revealed an overactivation of the sympathetic nervous system on the affected side, just before the attacks. Analysis of sequential changes after the onset of an attack revealed that overactivation on the affected side was reduced after treatment, and no difference between affected and unaffected sides was observed 3 days after treatment. Conclusion Detailed analysis of autonomic nervous function showed that immediately before an attack of Ménière's disease, the sympathetic nervous system on the affected side was strongly overactivated.
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Affiliation(s)
- Masanori Ishii
- Department of Otorhinolaryngology, Japan Community Health Care Organization (JCHO) Tokyo Shinjuku Medical Center, Tokyo, Japan
- Department of Otorhinolaryngology and Head & Neck Surgery, The Jikei University School of Medicine, Tokyo, Japan
- *Correspondence: Masanori Ishii
| | - Gail Ishiyama
- Department of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, CA, United States
| | - Akira Ishiyama
- Department of Head & Neck Surgery, David Geffen School of Medicine at UCLA, Los Angeles, CA, United States
| | - Yujin Kato
- Department of Otorhinolaryngology and Head & Neck Surgery, The Jikei University School of Medicine, Tokyo, Japan
| | - Fumihiro Mochizuki
- Department of Otorhinolaryngology, St. Marianna University School of Medicine, Kanagawa, Japan
| | - Yusuke Ito
- Department of Otorhinolaryngology, St. Marianna University School of Medicine, Kanagawa, Japan
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Cardiovascular pathophysiology from the cardioneural perspective and its clinical applications. Trends Cardiovasc Med 2021; 32:172-177. [PMID: 33711428 PMCID: PMC8426431 DOI: 10.1016/j.tcm.2021.03.001] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/07/2019] [Revised: 03/01/2021] [Accepted: 03/01/2021] [Indexed: 12/24/2022]
Abstract
Coronary heart disease and psychological stress factors such as depression are prevalent and associated with high morbidity/mortality; they are also challenging to manage, especially when treated in isolation of each other. Recent advances support an integrated approach to their management that is built on a foundation of an extensive, multi-component network of neurological structures. In this review, we describe this extensive cardioneural network that encompasses the heart, brain, spinal cord, and ganglia throughout the body, and then discuss ambulatory and laboratory-based non-invasive measures of this network that both measure psychological stress and heart disease severity. Lastly, we discuss their potential transformative clinical and public health applications, and also possible cardioneural interventions such as exercise and biofeedback.
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Susanty E, Sijbrandij M, Srisayekti W, Huizink AC. Eye Movement Desensitization (EMD) to reduce posttraumatic stress disorder-related stress reactivity in Indonesia PTSD patients: a study protocol for a randomized controlled trial. Trials 2021; 22:181. [PMID: 33663549 PMCID: PMC7931595 DOI: 10.1186/s13063-021-05100-3] [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: 03/04/2020] [Accepted: 02/05/2021] [Indexed: 11/17/2022] Open
Abstract
Background Posttraumatic stress disorder (PTSD) may develop after exposure to a traumatic event. Eye Movement Desensitization and Reprocessing (EMDR) is an evidence-based psychological treatment for PTSD. It is yet unclear whether eye movements also reduce stress reactivity in PTSD patients. This study aims to test whether eye movements, as provided during Eye Movement Desensitization (EMD), are more effective in reducing stress reactivity in PTSD patients as compared to a retrieval-only control condition. Methods The study includes participants who meet criteria of PTSD of the public psychological services in Jakarta and Bandung, Indonesia. One hundred and ten participants are randomly assigned to either an (1) Eye Movement Desensitization group (n = 55) or (2) retrieval-only control group (n = 55). Participants are assessed at baseline (T0), post-treatment (T1), 1 month (T2), and at 3 months follow-up (T3). Participants are exposed to a script-driven imagery procedure at T0 and T1. The primary outcome is heart rate variability (HRV) stress reactivity during script-driven imagery. Secondary outcomes include heart rate (HR), pre-ejection period (PEP), saliva cortisol levels, PTSD symptoms, neurocognitive functioning, symptoms of anxiety and depression, perceived stress level, and quality of life. Discussion If the EMD intervention is effective in reducing stress reactivity outcomes, this would give us more insight into the underlying mechanisms of EMDR’s effectiveness in PTSD symptom reduction. Trial registration ISRCTN registry ISRCTN55239132. Registered on 19 December 2017. Supplementary Information The online version contains supplementary material available at 10.1186/s13063-021-05100-3.
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Affiliation(s)
- Eka Susanty
- Faculty of Psychology, Universitas Jenderal Achmad Yani, Cimahi, Indonesia. .,Department of Clinical, Neuro and Developmental Psychology, Faculty Behaviour and Movement Sciences, Vrije Universiteit Amsterdam, Van der Boechorststraat 7, 1081 BT, Amsterdam, The Netherlands.
| | - Marit Sijbrandij
- Department of Clinical, Neuro and Developmental Psychology, Faculty Behaviour and Movement Sciences, Vrije Universiteit Amsterdam, Van der Boechorststraat 7, 1081 BT, Amsterdam, The Netherlands
| | - Wilis Srisayekti
- Department of General and Experimental Psychology, Faculty of Psychology, Universitas Padjadjaran, Bandung, Indonesia
| | - Anja C Huizink
- Department of Clinical, Neuro and Developmental Psychology, Faculty Behaviour and Movement Sciences, Vrije Universiteit Amsterdam, Van der Boechorststraat 7, 1081 BT, Amsterdam, The Netherlands
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Gurel NZ, Wittbrodt MT, Jung H, Ladd SL, Shah AJ, Vaccarino V, Bremner JD, Inan OT. Automatic Detection of Target Engagement in Transcutaneous Cervical Vagal Nerve Stimulation for Traumatic Stress Triggers. IEEE J Biomed Health Inform 2020; 24:1917-1925. [PMID: 32175881 PMCID: PMC7393996 DOI: 10.1109/jbhi.2020.2981116] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Transcutaneous cervical vagal nerve stimulation (tcVNS) devices are attractive alternatives to surgical implants, and can be applied for a number of conditions in ambulatory settings, including stress-related neuropsychiatric disorders. Transferring tcVNS technologies to at-home settings brings challenges associated with the assessment of therapy response. The ability to accurately detect whether tcVNS has been effectively delivered in a remote setting such as the home has never been investigated. We designed and conducted a study in which 12 human subjects received active tcVNS and 14 received sham stimulation in tandem with traumatic stress, and measured continuous cardiopulmonary signals including the electrocardiogram (ECG), photoplethysmogram (PPG), seismocardiogram (SCG), and respiratory effort (RSP). We extracted physiological parameters related to autonomic nervous system activity, and created a feature set from these parameters to: 1) detect active (vs. sham) tcVNS stimulation presence with machine learning methods, and 2) determine which sensing modalities and features provide the most salient markers of tcVNS-based changes in physiological signals. Heart rate (ECG), vasomotor activity (PPG), and pulse arrival time (ECG+PPG) provided sufficient information to determine target engagement (compared to sham) in addition to other combinations of sensors. resulting in 96% accuracy, precision, and recall with a receiver operator characteristics area of 0.96. Two commonly utilized sensing modalities (ECG and PPG) that are suitable for home use can provide useful information on therapy response for tcVNS. The methods presented herein could be deployed in wearable devices to quantify adherence for at-home use of tcVNS technologies.
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Gurel NZ, Huang M, Wittbrodt MT, Jung H, Ladd SL, Shandhi MMH, Ko YA, Shallenberger L, Nye JA, Pearce B, Vaccarino V, Shah AJ, Bremner JD, Inan OT. Quantifying acute physiological biomarkers of transcutaneous cervical vagal nerve stimulation in the context of psychological stress. Brain Stimul 2020; 13:47-59. [PMID: 31439323 PMCID: PMC8252146 DOI: 10.1016/j.brs.2019.08.002] [Citation(s) in RCA: 43] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2019] [Revised: 07/24/2019] [Accepted: 08/04/2019] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND Stress is associated with activation of the sympathetic nervous system, and can lead to lasting alterations in autonomic function and in extreme cases symptoms of posttraumatic stress disorder (PTSD). Vagal nerve stimulation (VNS) is a potentially useful tool as a modulator of autonomic nervous system function, however currently available implantable devices are limited by cost and inconvenience. OBJECTIVE The purpose of this study was to assess the effects of transcutaneous cervical VNS (tcVNS) on autonomic responses to stress. METHODS Using a double-blind approach, we investigated the effects of active or sham tcVNS on peripheral cardiovascular and autonomic responses to stress using wearable sensing devices in 24 healthy human participants with a history of exposure to psychological trauma. Participants were exposed to acute stressors over a three-day period, including personalized scripts of traumatic events, public speech, and mental arithmetic tasks. RESULTS tcVNS relative to sham applied immediately after traumatic stress resulted in a decrease in sympathetic function and modulated parasympathetic/sympathetic autonomic tone as measured by increased pre-ejection period (PEP) of the heart (a marker of cardiac sympathetic function) of 4.2 ms (95% CI 1.6-6.8 ms, p < 0.01), decreased peripheral sympathetic function as measured by increased photoplethysmogram (PPG) amplitude (decreased vasoconstriction) by 47.9% (1.4-94.5%, p < 0.05), a 9% decrease in respiratory rate (-14.3 to -3.7%, p < 0.01). Similar effects were seen when tcVNS was applied after other stressors and in the absence of a stressor. CONCLUSION Wearable sensing modalities are feasible to use in experiments in human participants, and tcVNS modulates cardiovascular and peripheral autonomic responses to stress.
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Affiliation(s)
- Nil Z Gurel
- School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA.
| | - Minxuan Huang
- Department of Epidemiology, Rollins School of Public Health, Atlanta, GA, USA
| | - Matthew T Wittbrodt
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Hewon Jung
- School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA
| | - Stacy L Ladd
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA; Department of Radiology, Emory University School of Medicine, Atlanta, GA, USA
| | - Md Mobashir H Shandhi
- School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA
| | - Yi-An Ko
- Department of Biostatistics and Bioinformatics, Rollins School of Public Health, Atlanta, GA, USA
| | - Lucy Shallenberger
- Department of Epidemiology, Rollins School of Public Health, Atlanta, GA, USA
| | - Jonathon A Nye
- Department of Radiology, Emory University School of Medicine, Atlanta, GA, USA
| | - Bradley Pearce
- Department of Epidemiology, Rollins School of Public Health, Atlanta, GA, USA
| | - Viola Vaccarino
- Department of Epidemiology, Rollins School of Public Health, Atlanta, GA, USA; Department of Internal Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Amit J Shah
- Department of Epidemiology, Rollins School of Public Health, Atlanta, GA, USA; Department of Internal Medicine, Emory University School of Medicine, Atlanta, GA, USA; Atlanta VA Medical Center, Decatur, GA, USA
| | - J Douglas Bremner
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA; Department of Radiology, Emory University School of Medicine, Atlanta, GA, USA; Atlanta VA Medical Center, Decatur, GA, USA
| | - Omer T Inan
- School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA; Coulter Department of Bioengineering, Georgia Institute of Technology, Atlanta, GA, USA
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