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Chen J, Kuang H, Chen A, Dungan J, Cousin L, Cong X, Patel P, Starkweather A. Transcutaneous Auricular Vagus Nerve Stimulation for Managing Pain: A Scoping Review. Pain Manag Nurs 2024:S1524-9042(24)00309-6. [PMID: 39690039 DOI: 10.1016/j.pmn.2024.11.006] [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: 04/21/2024] [Revised: 09/27/2024] [Accepted: 11/17/2024] [Indexed: 12/19/2024]
Abstract
OBJECTIVES To examine the pain conditions that have been studied using transcutaneous auricular vagus nerve stimulation (taVNS), the various methods and dosage configurations used, as well as identify current gaps in the literature. DESIGN Scoping review with the literature search and reporting guided by the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) statement-extension for scoping reviews. REVIEW METHODS A systematic search was conducted across four databases-Pubmed/Medline (n = 24), PsycInfo (n = 218), CINAHL (n = 114), and Scopus (n = 52)-comprising a total of 408 publications from peer-reviewed journals. The MeSH terms used for the search were: "transcutaneous nerve stimulation AND vagus nerve stimulation" along with "transcutaneous vagus nerve stimulation OR taVNS AND pain" with filters placed for clinical trials published between 2014 to March 2024. RESULTS A total of 26 publications met eligibility for inclusion in this scoping review. The most common types of pain that have been used to evaluate the efficacy of taVNS include episodic migraine without aura, rheumatoid arthritis, fibromyalgia, irritable bowel syndrome, and chronic low back pain. The device type and settings, dosage, and placement of electrodes varied across studies. Identified research gaps include the need to determine optimal dosage for the pain condition under study, inclusion of measures to evaluate intervention fidelity, long-term outcomes and symptoms that co-occur with pain, and subanalyses to examine outcomes among various sociodemographic variables. CONCLUSIONS There is increasing evidence supporting the potential of taVNS in pain management. Further research is necessary to comprehensively evaluate its efficacy, underlying mechanisms, and to optimize its clinical application. NURSING PRACTICE IMPLICATIONS The findings indicate a growing body of evidence for effective use of taVNS for pain management, along with reducing co-occurring symptoms, such as depression. Nurses should be knowledgeable about this treatment option and collaborate with other healthcare professionals to develop best practices for the use of this technology in practice.
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Affiliation(s)
- Jie Chen
- College of Nursing, Florida State University, Tallahassee, FL
| | - Huan Kuang
- Department of Educational Psychology and Learning Systems (EPLS), College of Education Health, and Human Sciences, Florida State University, Tallahassee, FL
| | - Aokun Chen
- Department of Health Outcomes and Biomedical Informatics, College of Medicine, University of Florida, Gainesville, FL
| | | | | | | | - Param Patel
- School of Medicine, University of Connecticut, Farmington, CT
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Schiweck C, Sausmekat S, Zhao T, Jacobsen L, Reif A, Edwin Thanarajah S. No consistent evidence for the anti-inflammatory effect of vagus nerve stimulation in humans: A systematic review and meta-analysis. Brain Behav Immun 2024; 116:237-258. [PMID: 38070618 DOI: 10.1016/j.bbi.2023.12.008] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Revised: 11/17/2023] [Accepted: 12/04/2023] [Indexed: 12/21/2023] Open
Abstract
Vagus nerve stimulation (VNS) has been identified as an innovative immunosuppressive treatment strategy in rodent studies. However, its' clinical potential is still unclear. Therefore, we aimed to assess whether VNS can reduce inflammatory proteins and/or immune cells in humans, through a pre-registered systematic review and meta-analysis according to PRISMA guidelines. The databases Cochrane, Pubmed and World of Knowledge were searched in duplicate up to the 3rd of March 2022 and publications from identified clinical trial registrations were identified until 20th of August 2023. Studies were included if they provided peer-reviewed data for humans who received VNS as short-term (<=1 day) or long-term (>=2 days-365 days) stimulation and reported at least one cytokine or immune cell after treatment.Screening of title, abstract, full text, and data extraction was performed in duplicate by two independent reviewers. Data were pooled using a random-effects model and meta-regression was performed for moderating factors. Reporting bias was assessed. The standardized mean difference (Hedge's g) was used to indicate overall differences of cytokine data (mean and standard deviation or median and interquartile range at the study level) to test our a-priori hypothesis. The systematic review of 36 studies with 1135 participants (355 receiving a control/sham condition and 780 receiving VNS) revealed anti-inflammatory effects of VNS for cytokines in several reports, albeit often in subgroup analyses, but our meta-analyses of 26 studies did not confirm these findings. Although most cytokines were numerically reduced, the reduction did not reach statistical significance after VNS: not in the between-group comparisons (short-term: TNF-α: g = -0.21, p = 0.359; IL-6: g = -0.94, p = 0.112; long-term: TNF-α: g = -0.13, p = 0.196; IL-6: g = -0.67, p = 0.306); nor in the within-study designs (short-term: TNF-α: g = -0.45, p = 0.630; IL-6: g = 0.28, p = 0.840; TNF-α: g = -0.53, p = 0.297; IL-6:g = -0.02, p = 0.954). Only the subgroup analysis of 4 long-term studies with acute inflammation was significant: VNS decreased CRP significantly more than sham stimulation. Additional subgroup analyses including stimulation duration, stimulation method (invasive/non-invasive), immune stimulation, and study quality did not alter results. However, heterogeneity was high, and most studies had poor to fair quality. Given the low number of studies for each disease, a disease-specific analysis was not possible. In conclusion, while numeric effects were reported in individual studies, the current evidence does not substantiate the claim that VNS impacts inflammatory cytokines in humans. However, it may be beneficial during acute inflammatory events. To assess its full potential, high-quality studies and technological advances are required.
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Affiliation(s)
- Carmen Schiweck
- Department of Psychiatry, Psychotherapy and Psychosomatics, Goethe University Frankfurt, Germany
| | - Sonja Sausmekat
- Department of Psychiatry, Psychotherapy and Psychosomatics, Goethe University Frankfurt, Germany
| | - Tong Zhao
- Department of Psychiatry, Psychotherapy and Psychosomatics, Goethe University Frankfurt, Germany
| | - Leona Jacobsen
- Department of Psychiatry, Psychotherapy and Psychosomatics, Goethe University Frankfurt, Germany
| | - Andreas Reif
- Department of Psychiatry, Psychotherapy and Psychosomatics, Goethe University Frankfurt, Germany
| | - Sharmili Edwin Thanarajah
- Department of Psychiatry, Psychotherapy and Psychosomatics, Goethe University Frankfurt, Germany; Max Planck Institute for Metabolism Research, Cologne, Germany.
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Aranow C, Datta-Chadhuri T, Andersson U, Chavan S, Tracey KJ. A randomized, double-blind, sham-controlled, clinical trial of auricular vagus nerve stimulation for the treatment of active rheumatoid arthritis: comment on the article by Baker et al. Arthritis Rheumatol 2023. [PMID: 37899500 DOI: 10.1002/art.42739] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Accepted: 10/16/2023] [Indexed: 10/31/2023]
Affiliation(s)
- Cynthia Aranow
- Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY
| | | | | | - Sangeeta Chavan
- Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY
| | - Kevin J Tracey
- Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY
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Fang YT, Lin YT, Tseng WL, Tseng P, Hua GL, Chao YJ, Wu YJ. Neuroimmunomodulation of vagus nerve stimulation and the therapeutic implications. Front Aging Neurosci 2023; 15:1173987. [PMID: 37484689 PMCID: PMC10358778 DOI: 10.3389/fnagi.2023.1173987] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2023] [Accepted: 06/12/2023] [Indexed: 07/25/2023] Open
Abstract
Vagus nerve stimulation (VNS) is a technology that provides electrical stimulation to the cervical vagus nerve and can be applied in the treatment of a wide variety of neuropsychiatric and systemic diseases. VNS exerts its effect by stimulating vagal afferent and efferent fibers, which project upward to the brainstem nuclei and the relayed circuits and downward to the internal organs to influence the autonomic, neuroendocrine, and neuroimmunology systems. The neuroimmunomodulation effect of VNS is mediated through the cholinergic anti-inflammatory pathway that regulates immune cells and decreases pro-inflammatory cytokines. Traditional and non-invasive VNS have Food and Drug Administration (FDA)-approved indications for patients with drug-refractory epilepsy, treatment-refractory major depressive disorders, and headaches. The number of clinical trials and translational studies that explore the therapeutic potentials and mechanisms of VNS is increasing. In this review, we first introduced the anatomical and physiological bases of the vagus nerve and the immunomodulating functions of VNS. We covered studies that investigated the mechanisms of VNS and its therapeutic implications for a spectrum of brain disorders and systemic diseases in the context of neuroimmunomodulation.
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Affiliation(s)
- Yi-Ting Fang
- Department of Neurology, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Ye-Ting Lin
- Department of Surgery, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Wu-Lung Tseng
- Institute of Clinical Medicine, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Philip Tseng
- Cross College Elite Program, National Cheng Kung University, Tainan, Taiwan
- Research Center for Mind, Brain and Learning, National Chengchi University, Taipei, Taiwan
| | - Gia-Linh Hua
- School of Medicine, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Ying-Jui Chao
- Department of Surgery, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Yi-Jen Wu
- Department of Neurology, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
- Institute of Clinical Medicine, College of Medicine, National Cheng Kung University, Tainan, Taiwan
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Salm DC, Horewicz VV, Tanaka F, Ferreira JK, de Oliveira BH, Maio JMB, Donatello NN, Ludtke DD, Mazzardo-Martins L, Dutra AR, Mack JM, de C H Kunzler D, Cargnin-Ferreira E, Salgado ASI, Bittencourt EB, Bianco G, Piovezan AP, Bobinski F, Moré AOO, Martins DF. Electrical Stimulation of the Auricular Branch Vagus Nerve Using Random and Alternating Frequencies Triggers a Rapid Onset and Pronounced Antihyperalgesia via Peripheral Annexin A1-Formyl Peptide Receptor 2/ALX Pathway in a Mouse Model of Persistent Inflammatory Pain. Mol Neurobiol 2023; 60:2889-2909. [PMID: 36745336 DOI: 10.1007/s12035-023-03237-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2022] [Accepted: 01/13/2023] [Indexed: 02/07/2023]
Abstract
This study evaluated the antihyperalgesic and anti-inflammatory effects of percutaneous vagus nerve electrical stimulation (pVNS) by comparing the effects of alternating and random frequencies in an animal model of persistent inflammatory hyperalgesia. The model was induced by Freund's complete adjuvant (CFA) intraplantar (i.pl.) injection. Mice were treated with different protocols of time (10, 20, or 30 min), ear laterality (right, left or both), and frequency (alternating or random). Mechanical hyperalgesia was evaluated, and some groups received i.pl. WRW4 (FPR2/ALX antagonist) to determine the involvement. Edema, paw surface temperature, and spontaneous locomotor activity were evaluated. Interleukin-1β, IL-6, IL-10, and IL4 levels were verified by enzyme-linked immunosorbent assay. AnxA1, FPR2/ALX, neutrophil, M1 and M2 phenotype macrophage, and apoptotic cells markers were identified using western blotting. The antihyperalgesic effect pVNS with alternating and random frequency effect is depending on the type of frequency, time, and ear treated. The pVNS random frequency in the left ear for 10 min had a longer lasting antihyperalgesic effect, superior to classical stimulation using alternating frequency and the FPR2/ALX receptor was involved in this effect. There was a reduction in the levels of pro-inflammatory cytokines and an increase in the immunocontent of AnxA1 and CD86 in mice paw. pVNS with a random frequency in the left ear for 10 min showed to be optimal for inducing an antihyperalgesic effect. Thus, the random frequency was more effective than the alternating frequency. Therefore, pVNS may be an important adjunctive treatment for persistent inflammatory pain.
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Affiliation(s)
- Daiana C Salm
- Experimental Neuroscience Laboratory (LaNEx), University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
- Postgraduate Program in Health Sciences, University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
| | - Verônica V Horewicz
- Experimental Neuroscience Laboratory (LaNEx), University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
- Postgraduate Program in Health Sciences, University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
| | - Fernanda Tanaka
- Experimental Neuroscience Laboratory (LaNEx), University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
- Postgraduate Program in Neuroscience, Center of Biological Sciences, Federal University of Santa Catarina, Florianópolis, Santa Catarina, Brazil
| | - Júlia K Ferreira
- Experimental Neuroscience Laboratory (LaNEx), University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
| | - Bruna H de Oliveira
- Experimental Neuroscience Laboratory (LaNEx), University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
- Postgraduate Program in Health Sciences, University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
| | - Julia Maria Batista Maio
- Experimental Neuroscience Laboratory (LaNEx), University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
| | - Nathalia N Donatello
- Experimental Neuroscience Laboratory (LaNEx), University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
- Postgraduate Program in Health Sciences, University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
| | - Daniela D Ludtke
- Experimental Neuroscience Laboratory (LaNEx), University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
- Postgraduate Program in Health Sciences, University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
| | - Leidiane Mazzardo-Martins
- Experimental Neuroscience Laboratory (LaNEx), University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
- Postgraduate Program in Neuroscience, Center of Biological Sciences, Federal University of Santa Catarina, Florianópolis, Santa Catarina, Brazil
| | - Aline R Dutra
- Experimental Neuroscience Laboratory (LaNEx), University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
| | - Josiel M Mack
- Experimental Neuroscience Laboratory (LaNEx), University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
| | - Deborah de C H Kunzler
- Department of Physiotherapy, State University of Santa Catarina, Florianópolis, Santa Catarina, Brazil
| | | | | | | | - Gianluca Bianco
- Research Laboratory of Posturology and Neuromodulation RELPON, Department of Human Neuroscience, Sapienza University, Rome, Italy
- Istituto Di Formazione in Agopuntura E Neuromodulazione IFAN, Rome, Italy
| | - Anna Paula Piovezan
- Experimental Neuroscience Laboratory (LaNEx), University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
- Postgraduate Program in Health Sciences, University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
| | - Franciane Bobinski
- Experimental Neuroscience Laboratory (LaNEx), University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
- Postgraduate Program in Health Sciences, University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
| | - Ari O O Moré
- Experimental Neuroscience Laboratory (LaNEx), University of South Santa Catarina, Palhoça, Santa Catarina, Brazil
- Integrative Medicine and Acupuncture Division, University Hospital, Federal University of Santa Catarina, Florianópolis, Santa Catarina, Brazil
| | - Daniel F Martins
- Experimental Neuroscience Laboratory (LaNEx), University of South Santa Catarina, Palhoça, Santa Catarina, Brazil.
- Postgraduate Program in Health Sciences, University of South Santa Catarina, Palhoça, Santa Catarina, Brazil.
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Pikov V. Bioelectronic medicine for restoring autonomic balance in autoimmune diseases. GUT MICROBIOTA AND INTEGRATIVE WELLNESS 2023; 1:182. [PMID: 37155473 PMCID: PMC10125261 DOI: 10.54844/gmiw.2022.0182] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
The aim of this mini-review is to introduce most prevalent autoimmune diseases, emphasize the importance of sympatho-parasympathetic imbalance in these autoimmune diseases, demonstrate how such imbalance can be effectively treated using the bioelectronic medicine, and describe potential mechanisms of bioelectronic medicine effects on the autoimmune activity at the cellular and molecular levels.
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Goggins E, Mitani S, Tanaka S. Clinical perspectives on vagus nerve stimulation: present and future. Clin Sci (Lond) 2022; 136:695-709. [PMID: 35536161 PMCID: PMC9093220 DOI: 10.1042/cs20210507] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2021] [Revised: 04/15/2022] [Accepted: 04/22/2022] [Indexed: 12/30/2022]
Abstract
The vagus nerve, the great wanderer, is involved in numerous processes throughout the body and vagus nerve stimulation (VNS) has the potential to modulate many of these functions. This wide-reaching capability has generated much interest across a range of disciplines resulting in several clinical trials and studies into the mechanistic basis of VNS. This review discusses current preclinical and clinical evidence supporting the efficacy of VNS in different diseases and highlights recent advancements. Studies that provide insights into the mechanism of VNS are considered.
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Affiliation(s)
- Eibhlin Goggins
- Division of Nephrology and Center for Immunity, Inflammation, and Regenerative Medicine, University of Virginia, Charlottesville, VA, U.S.A
| | - Shuhei Mitani
- Division of Nephrology and Endocrinology, The University of Tokyo Graduate School of Medicine, Tokyo, Japan
| | - Shinji Tanaka
- Division of Nephrology and Endocrinology, The University of Tokyo Graduate School of Medicine, Tokyo, Japan
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Jankauskaite L, Malinauskas M, Mickeviciute GC. HMGB1: A Potential Target of Nervus Vagus Stimulation in Pediatric SARS-CoV-2-Induced ALI/ARDS. Front Pediatr 2022; 10:884539. [PMID: 35633962 PMCID: PMC9132499 DOI: 10.3389/fped.2022.884539] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Accepted: 04/11/2022] [Indexed: 12/19/2022] Open
Abstract
From the start of pandemics, children were described as the ones who were less affected by SARS-Cov-2 or COVID-19, which was mild in most of the cases. However, with the growing vaccination rate of the adult population, children became more exposed to the virus and more cases of severe SARS-CoV-2-induced ARDS are being diagnosed with the disabling consequences or lethal outcomes associated with the cytokine storm. Thus, we do hypothesize that some of the children could benefit from nervus vagus stimulation during COVID-19 ARDS through the inhibition of HMGB1 release and interaction with the receptor, resulting in decreased neutrophil accumulation, oxidative stress, and coagulopathy as well as lung vascular permeability. Moreover, stimulation through alpha-7 nicotinic acetylcholine receptors could boost macrophage phagocytosis and increase the clearance of DAMPs and PAMPs. Further rise of FGF10 could contribute to lung stem cell proliferation and potential regeneration of the injured lung. However, this stimulation should be very specific, timely, and of proper duration, as it could lead to such adverse effects as increased viral spread and systemic infection, especially in small children or infants due to specific pediatric immunity state and anatomical features of the respiratory system.
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Affiliation(s)
- Lina Jankauskaite
- Lithuanian University of Health Sciences, Medical Academy, Pediatric Department, Kaunas, Lithuania
- Lithuanian University of Health Sciences, Medical Academy, Institute of Physiology and Pharmacology, Kaunas, Lithuania
| | - Mantas Malinauskas
- Lithuanian University of Health Sciences, Medical Academy, Institute of Physiology and Pharmacology, Kaunas, Lithuania
| | - Goda-Camille Mickeviciute
- Lithuanian University of Health Sciences, Medical Academy, Pediatric Department, Kaunas, Lithuania
- Lithuanian University of Health Sciences, Medical Academy, Institute of Physiology and Pharmacology, Kaunas, Lithuania
- Rehabilitation Center “Palangos Linas”, Palanga, Lithuania
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Zhu S, Zhang X, Zhou M, Kendrick KM, Zhao W. Therapeutic applications of transcutaneous auricular vagus nerve stimulation with potential for application in neurodevelopmental or other pediatric disorders. Front Endocrinol (Lausanne) 2022; 13:1000758. [PMID: 36313768 PMCID: PMC9596914 DOI: 10.3389/fendo.2022.1000758] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/22/2022] [Accepted: 09/27/2022] [Indexed: 11/13/2022] Open
Abstract
Non-invasive transcutaneous auricular vagus nerve stimulation (taVNS) as a newly developed technique involves stimulating the cutaneous receptive field formed by the auricular branch of the vagus nerve in the outer ear, with resulting activation of vagal connections to central and peripheral nervous systems. Increasing evidence indicates that maladaptive neural plasticity may underlie the pathology of several pediatric neurodevelopmental and psychiatric disorders, such as autism spectrum disorder, attention deficit hyperactivity disorder, disruptive behavioral disorder and stress-related disorder. Vagal stimulation may therefore provide a useful intervention for treating maladaptive neural plasticity. In the current review we summarize the current literature primarily on therapeutic use in adults and discuss the prospects of applying taVNS as a therapeutic intervention in specific pediatric neurodevelopmental and other psychiatric disorders. Furthermore, we also briefly discuss factors that would help optimize taVNS protocols in future clinical applications. We conclude from these initial findings that taVNS may be a promising alternative treatment for pediatric disorders which do not respond to other interventions.
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Affiliation(s)
- Siyu Zhu
- The Clinical Hospital of Chengdu Brain Science Institute, Key Laboratory for NeuroInformation of Ministry of Education, Center for Information in Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Xiaolu Zhang
- The Clinical Hospital of Chengdu Brain Science Institute, Key Laboratory for NeuroInformation of Ministry of Education, Center for Information in Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Menghan Zhou
- The Clinical Hospital of Chengdu Brain Science Institute, Key Laboratory for NeuroInformation of Ministry of Education, Center for Information in Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Keith M. Kendrick
- The Clinical Hospital of Chengdu Brain Science Institute, Key Laboratory for NeuroInformation of Ministry of Education, Center for Information in Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Weihua Zhao
- The Clinical Hospital of Chengdu Brain Science Institute, Key Laboratory for NeuroInformation of Ministry of Education, Center for Information in Medicine, University of Electronic Science and Technology of China, Chengdu, China
- Institute of Electronic and Information Engineering of University of Electronic Science and Technology of China (UESTC) in Guangdong, Dongguan, China
- *Correspondence: Weihua Zhao,
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