The autonomic response following taVNS predicts changes in level of consciousness in DoC patients
Abstract Advancements in emergency medicine and critical care have significantly improved survival rates for patients with severe acquired brain injuries(sABI), subsequently increasing the prevalence of disorders of consciousness (DoC) such as Unresponsive Wakefulness Syndrome (UWS) and Minimally Co...
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Nature Portfolio
2025-03-01
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| Online Access: | https://doi.org/10.1038/s41598-024-84029-4 |
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| author | Yan Li Francesco Riganello Jing Yu Martina Vatrano Mingquan Shen Lijuan Cheng Xiaohua Hu Chengcheng Ni Feiyang Wang Bo Zheng ChengCheng Zhang Chaoyi Xie Meiqi Li Wangshan Huang Fangfang Shou Nantu Hu Steven Laureys Haibo Di |
| author_facet | Yan Li Francesco Riganello Jing Yu Martina Vatrano Mingquan Shen Lijuan Cheng Xiaohua Hu Chengcheng Ni Feiyang Wang Bo Zheng ChengCheng Zhang Chaoyi Xie Meiqi Li Wangshan Huang Fangfang Shou Nantu Hu Steven Laureys Haibo Di |
| author_sort | Yan Li |
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| description | Abstract Advancements in emergency medicine and critical care have significantly improved survival rates for patients with severe acquired brain injuries(sABI), subsequently increasing the prevalence of disorders of consciousness (DoC) such as Unresponsive Wakefulness Syndrome (UWS) and Minimally Conscious State (MCS). However, the assessment of conscious states relies on the observation of behavioral responses, the interpretation of which may vary from evaluator to evaluator, as well as the high rate of misdiagnosis, which together pose significant challenges for clinical diagnosis. The study investigates the utility of transcutaneous auricular vagus nerve stimulation (taVNS) in modulating autonomic responses, as evidenced through heart rate variability (HRV), for distinguishing between healthy individuals and DoC patients and for prognosticating patient outcomes. A prospective randomized clinical trial was conducted from Februry 9, 2022, to February 4, 2024, at Hangzhou Armed Police Hospital in China. Healthy controls (HC) and DoC patients were enrolled in this study. The taVNS was administered to each subject for ten minutes. There electrocardiogram (ECG) signals were recorded for the analysis of HRV both during the stimulation and the ten minutes of rest that preceded and followed the stimulation. Subsequent investigations utilized Support Vector Machine (SVM) modeling, enhanced by a Radial Basis Function (RBF) kernel, to explore potential predictors of patient outcomes. This approach aimed to differentiate HC from DoC and MCS from UWS patients. 26 HC and 36 patients diagnosed with DoC were included in the analysis,. The DoC group consisted of 17 patients with a diagnosis of MCS and 19 with diagnosis of UWS/VS. Significant modulations in HRV parameters (HF, VLF, SampEn) were observed, indicating variations in autonomic response between the control group and DoC patients. Using the VLF, LF, and SampEn features in SVM model, DoC and HC were correctly classified with an accuracy of 86%. Similarly, MCS and UWS were classified with an accuracy of 78%. The SVM modeling achieved an 86% accuracy rate in predicting outcomes three months post-intervention, with a 71% confirmation rate at six months.The results highlight taVNS’s potential as a therapeutic modality in managing DoC by demonstrating its impact on autonomic regulation and suggesting pathways for enhancing recovery, which accentuates the significance of exploring brain-heart dynamics in DoC, presenting a novel approach to therapeutic strategies. Trial Registration Information: URL: chictr.org.cn; Unique identifier: ChiCTR2100045161. Date of the first registration: 9th/ April/ 2021. |
| format | Article |
| id | doaj-art-bdc473b917e44b17aee1187546ed2b2c |
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| issn | 2045-2322 |
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| publishDate | 2025-03-01 |
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| spelling | doaj-art-bdc473b917e44b17aee1187546ed2b2c2025-08-20T02:16:48ZengNature PortfolioScientific Reports2045-23222025-03-0115111310.1038/s41598-024-84029-4The autonomic response following taVNS predicts changes in level of consciousness in DoC patientsYan Li0Francesco Riganello1Jing Yu2Martina Vatrano3Mingquan Shen4Lijuan Cheng5Xiaohua Hu6Chengcheng Ni7Feiyang Wang8Bo Zheng9ChengCheng Zhang10Chaoyi Xie11Meiqi Li12Wangshan Huang13Fangfang Shou14Nantu Hu15Steven Laureys16Haibo Di17International Vegetative State and Consciousness Science Institute, Hangzhou Normal UniversityS. Anna InstituteSchool of Basic Medicine, Hangzhou Normal UniversityS. Anna InstituteSchool of Basic Medicine, Hangzhou Normal UniversitySchool of Basic Medicine, Hangzhou Normal UniversityDepartment of Rehabilitation, Hospital of Zhejiang Provincial Armed Police CropsSchool of Basic Medicine, Hangzhou Normal UniversitySchool of Basic Medicine, Hangzhou Normal UniversitySchool of Basic Medicine, Hangzhou Normal UniversitySchool of Basic Medicine, Hangzhou Normal UniversitySchool of Basic Medicine, Hangzhou Normal UniversityInternational Vegetative State and Consciousness Science Institute, Hangzhou Normal UniversityInternational Vegetative State and Consciousness Science Institute, Hangzhou Normal UniversityInternational Vegetative State and Consciousness Science Institute, Hangzhou Normal UniversityInternational Vegetative State and Consciousness Science Institute, Hangzhou Normal UniversityComa Science Group, GIGA-Consciousness, University of LiègeInternational Vegetative State and Consciousness Science Institute, Hangzhou Normal UniversityAbstract Advancements in emergency medicine and critical care have significantly improved survival rates for patients with severe acquired brain injuries(sABI), subsequently increasing the prevalence of disorders of consciousness (DoC) such as Unresponsive Wakefulness Syndrome (UWS) and Minimally Conscious State (MCS). However, the assessment of conscious states relies on the observation of behavioral responses, the interpretation of which may vary from evaluator to evaluator, as well as the high rate of misdiagnosis, which together pose significant challenges for clinical diagnosis. The study investigates the utility of transcutaneous auricular vagus nerve stimulation (taVNS) in modulating autonomic responses, as evidenced through heart rate variability (HRV), for distinguishing between healthy individuals and DoC patients and for prognosticating patient outcomes. A prospective randomized clinical trial was conducted from Februry 9, 2022, to February 4, 2024, at Hangzhou Armed Police Hospital in China. Healthy controls (HC) and DoC patients were enrolled in this study. The taVNS was administered to each subject for ten minutes. There electrocardiogram (ECG) signals were recorded for the analysis of HRV both during the stimulation and the ten minutes of rest that preceded and followed the stimulation. Subsequent investigations utilized Support Vector Machine (SVM) modeling, enhanced by a Radial Basis Function (RBF) kernel, to explore potential predictors of patient outcomes. This approach aimed to differentiate HC from DoC and MCS from UWS patients. 26 HC and 36 patients diagnosed with DoC were included in the analysis,. The DoC group consisted of 17 patients with a diagnosis of MCS and 19 with diagnosis of UWS/VS. Significant modulations in HRV parameters (HF, VLF, SampEn) were observed, indicating variations in autonomic response between the control group and DoC patients. Using the VLF, LF, and SampEn features in SVM model, DoC and HC were correctly classified with an accuracy of 86%. Similarly, MCS and UWS were classified with an accuracy of 78%. The SVM modeling achieved an 86% accuracy rate in predicting outcomes three months post-intervention, with a 71% confirmation rate at six months.The results highlight taVNS’s potential as a therapeutic modality in managing DoC by demonstrating its impact on autonomic regulation and suggesting pathways for enhancing recovery, which accentuates the significance of exploring brain-heart dynamics in DoC, presenting a novel approach to therapeutic strategies. Trial Registration Information: URL: chictr.org.cn; Unique identifier: ChiCTR2100045161. Date of the first registration: 9th/ April/ 2021.https://doi.org/10.1038/s41598-024-84029-4Disorders of consciousnessTranscutaneous auricular vagus nerve stimulationHeart rate variabilityPrognosisSupport vector machine |
| spellingShingle | Yan Li Francesco Riganello Jing Yu Martina Vatrano Mingquan Shen Lijuan Cheng Xiaohua Hu Chengcheng Ni Feiyang Wang Bo Zheng ChengCheng Zhang Chaoyi Xie Meiqi Li Wangshan Huang Fangfang Shou Nantu Hu Steven Laureys Haibo Di The autonomic response following taVNS predicts changes in level of consciousness in DoC patients Scientific Reports Disorders of consciousness Transcutaneous auricular vagus nerve stimulation Heart rate variability Prognosis Support vector machine |
| title | The autonomic response following taVNS predicts changes in level of consciousness in DoC patients |
| title_full | The autonomic response following taVNS predicts changes in level of consciousness in DoC patients |
| title_fullStr | The autonomic response following taVNS predicts changes in level of consciousness in DoC patients |
| title_full_unstemmed | The autonomic response following taVNS predicts changes in level of consciousness in DoC patients |
| title_short | The autonomic response following taVNS predicts changes in level of consciousness in DoC patients |
| title_sort | autonomic response following tavns predicts changes in level of consciousness in doc patients |
| topic | Disorders of consciousness Transcutaneous auricular vagus nerve stimulation Heart rate variability Prognosis Support vector machine |
| url | https://doi.org/10.1038/s41598-024-84029-4 |
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