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Heart rate variability is not suitable as surrogate marker for pain intensity in patients with chronic pain. Pain 2023:00006396-990000000-00252. [PMID: 36722463 DOI: 10.1097/j.pain.0000000000002868] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Accepted: 01/03/2023] [Indexed: 02/02/2023]
Abstract
ABSTRACT The search towards more objective outcome measurements and consequently surrogate markers for pain started decades ago; however, no generally accepted biomarker for pain has qualified yet. The goal is to explore the value of heart rate variability (HRV) as surrogate marker for pain intensity chronic pain setting. Pain intensity scores and HRV were collected in 366 patients with chronic pain, through a cross-sectional multicenter study. Pain intensity was measured with both the Visual Analogue Scale and Numeric Rating Scale, while 16 statistical HRV parameters were derived. Canonical correlation analysis was performed to evaluate the correlation between the dependent pain variables and the HRV parameters. Surrogacy was determined for each HRV parameter with point estimates between 0 and 1 whereby values close to 1 indicate a strong association between the surrogate and the true endpoint at the patient level. Weak correlations were revealed between HRV parameters and pain intensity scores. The highest surrogacy point estimate was found for mean heart rate as marker for average pain intensity on the Numeric Rating Scale with point estimates of 0.0961 (95% CI from 0.0384 to 0.1537) and 0.0209 (95% CI from 0 to 0.05) for patients without medication use, and medication use respectively. This study indicated that HRV parameters as separate entities are no suitable surrogacy candidates for pain intensity, in a population of chronic pain patients. Further potential surrogate candidates and clinical robust true endpoints should be explored, in order to find a surrogate measure for the highly individual pain experience.
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Cui Z, Li Y, Huang S, Wu X, Fu X, Liu F, Wan X, Wang X, Zhang Y, Qiu H, Chen F, Yang P, Zhu S, Li J, Chen W. BCI system with lower-limb robot improves rehabilitation in spinal cord injury patients through short-term training: a pilot study. Cogn Neurodyn 2022; 16:1283-1301. [PMID: 36408074 PMCID: PMC9666612 DOI: 10.1007/s11571-022-09801-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2021] [Revised: 07/27/2021] [Accepted: 11/04/2021] [Indexed: 12/27/2022] Open
Abstract
In the recent years, the increasing applications of brain-computer interface (BCI) in rehabilitation programs have enhanced the chances of functional recovery for patients with neurological disorders. We presented and validated a BCI system with a lower-limb robot for short-term training of patients with spinal cord injury (SCI). The cores of this system included: (1) electroencephalogram (EEG) features related to motor intention reported through experiments and used to drive the robot; (2) a decision tree to determine the training mode provided for patients with different degrees of injuries. Seven SCI patients (one American Spinal Injury Association Impairment Scale (AIS) A, three AIS B, and three AIS C) participated in the short-term training with this system. All patients could learn to use the system rapidly and maintained a high intensity during the training program. The strength of the lower limb key muscles of the patients was improved. Four AIS A/B patients were elevated to AIS C. The cumulative results indicate that clinical application of the BCI system with lower-limb robot is feasible and safe, and has potentially positive effects on SCI patients. Supplementary Information The online version contains supplementary material available at 10.1007/s11571-022-09801-6.
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Affiliation(s)
- Zhengzhe Cui
- School of Mechanical Engineering, Zhejiang University, Hangzhou, China
| | - Yongqiang Li
- The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Sisi Huang
- The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Xixi Wu
- The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Xiangxiang Fu
- School of Mechanical Engineering, Zhejiang University, Hangzhou, China
| | - Fei Liu
- The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Xiaojiao Wan
- School of Mechanical Engineering, Zhejiang University, Hangzhou, China
| | - Xue Wang
- The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Yuting Zhang
- The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Huaide Qiu
- The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Fang Chen
- The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Peijin Yang
- School of Mechanical Engineering, Zhejiang University, Hangzhou, China
| | - Shiqiang Zhu
- School of Mechanical Engineering, Zhejiang University, Hangzhou, China
| | - Jianan Li
- The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Weidong Chen
- Qiushi Academy for Advanced Studies, Zhejiang University, Hangzhou, China
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Nie C, Chen K, Chen J, Zhu Y, Jiang J, Jin X, Xia X, Zheng C. Altered central pain processing assessed by quantitative sensory testing in patients with failed back surgery syndrome. Neurophysiol Clin 2022; 52:427-435. [DOI: 10.1016/j.neucli.2022.10.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Revised: 10/24/2022] [Accepted: 10/24/2022] [Indexed: 11/21/2022] Open
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Exploration of the Supraspinal Hypotheses about Spinal Cord Stimulation and Dorsal Root Ganglion Stimulation: A Systematic Review. J Clin Med 2021; 10:jcm10132766. [PMID: 34201877 PMCID: PMC8268298 DOI: 10.3390/jcm10132766] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Revised: 06/19/2021] [Accepted: 06/20/2021] [Indexed: 12/27/2022] Open
Abstract
Despite the established efficacy and effectiveness of Spinal Cord Stimulation (SCS), there is still no consensus on the supraspinal mechanisms of action of this therapy. The purpose of this study was to systematically review previously raised hypotheses concerning supraspinal mechanisms of action of SCS based on human, animal and computational studies. Searches were conducted using four electronic databases (PubMed, EMBASE, SCOPUS and Web of Science), backward reference searching and consultation with experts. The study protocol was registered prior to initiation of the review process (PROSPERO CRD42020161531). A total of 54 publications were included, 21 of which were animal studies, and 33 were human studies. The supraspinal hypotheses (n = 69) identified from the included studies could be categorized into six groups concerning the proposed supraspinal hypothesis, namely descending pathways (n = 24); ascending medial pathway (n = 13); ascending lateral pathway (n = 10); affective/motivational influences (n = 8); spinal–cerebral (thalamic)-loop (n = 3) and miscellaneous (n = 11). Scientific support is provided for the hypotheses identified. Modulation of the descending nociceptive inhibitory pathways, medial and lateral pathways were the most frequently reported hypotheses about the supraspinal mechanisms of action of SCS. These hypotheses were mainly supported by studies with a high or moderate confidence in the body of evidence.
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De Groote S, Goudman L, Van Schuerbeek P, Peeters R, Sunaert S, Linderoth B, De Andrés J, Rigoard P, De Jaeger M, Moens M. Effects of spinal cord stimulation on voxel-based brain morphometry in patients with failed back surgery syndrome. Clin Neurophysiol 2020; 131:2578-2587. [PMID: 32927213 DOI: 10.1016/j.clinph.2020.07.024] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2020] [Revised: 06/30/2020] [Accepted: 07/26/2020] [Indexed: 11/27/2022]
Abstract
OBJECTIVE Despite the clinical effectiveness of Spinal Cord Stimulation (SCS), potential structural brain modifications have not been explored. Our aim was to identify structural volumetric changes during subsensory SCS, in patients with Failed Back Surgery Syndrome (FBSS). METHODS In this cohort study, twenty-two FBSS patients underwent a magnetic resonance imaging protocol before SCS and 3 months after SCS. Clinical parameters were correlated with volumetric changes, calculated with voxel-based morphometry. RESULTS After 3 months, a significant volume decrease was found in the inferior frontal gyrus, precuneus, cerebellar posterior lobe and middle temporal gyrus. Significant increases were found in the inferior temporal gyrus, precentral gyrus and the middle frontal gyrus after SCS. Additionally, significant increases in volume of superior frontal and parietal white matter and a significant decrease in volume of white matter underlying the premotor/middle frontal gyrus were revealed after SCS. A significant correlation was highlighted between white matter volume underlying premotor/middle frontal gyrus and leg pain relief. CONCLUSIONS This study revealed for the first time that SCS is able to induce volumetric changes in gray and white matter, suggesting the reversibility of brain alterations after chronic pain treatment. SIGNIFICANCE Volumetric brain alterations are observable after 3 months of subsensory SCS in FBSS patients.
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Affiliation(s)
- Sander De Groote
- Department of Neurosurgery, Universitair Ziekenhuis Brussel, Laarbeeklaan 101, 1090 Brussels, Belgium
| | - Lisa Goudman
- Department of Neurosurgery, Universitair Ziekenhuis Brussel, Laarbeeklaan 101, 1090 Brussels, Belgium; STIMULUS consortium (reSearch and TeachIng neuroModULation Uz bruSsel), Universitair Ziekenhuis Brussel, Laarbeeklaan 101, 1090 Brussels, Belgium.; Pain in Motion International Research Group, Belgium; Center for Neurosciences (C4N), Vrije Universiteit Brussel (VUB), Laarbeeklaan 103, 1090 Brussels, Belgium
| | - Peter Van Schuerbeek
- Department of Radiology, Universitair Ziekenhuis Brussel, Laarbeeklaan 101, 1090 Brussels, Belgium
| | - Ronald Peeters
- Department of Radiology, Universitair Ziekenhuis Leuven, UZ Herestraat 49-bus 7003 54, 3000 Leuven, Belgium
| | - Stefan Sunaert
- Department of Radiology, Universitair Ziekenhuis Leuven, UZ Herestraat 49-bus 7003 54, 3000 Leuven, Belgium
| | - Bengt Linderoth
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Jose De Andrés
- Surgical Specialties Department Valencia University Medical School, and Department of Anesthesiology Critical Care and Pain Management, General University Hospital, Valencia, Spain
| | - Philippe Rigoard
- Department of Neurosurgery, Poitiers University Hospital, Poitiers, France; Institut Pprime UPR 3346, CNRS, University of Poitiers, Poitiers, ISAE-ENSMA, France; PRISMATICS Lab (Predictive Research in Spine/Neuromodulation Management and Thoracic Innovation/Cardiac Surgery), Poitiers University Hospital, Poitiers, France
| | - Mats De Jaeger
- Department of Neurosurgery, Universitair Ziekenhuis Brussel, Laarbeeklaan 101, 1090 Brussels, Belgium
| | - Maarten Moens
- Department of Neurosurgery, Universitair Ziekenhuis Brussel, Laarbeeklaan 101, 1090 Brussels, Belgium; STIMULUS consortium (reSearch and TeachIng neuroModULation Uz bruSsel), Universitair Ziekenhuis Brussel, Laarbeeklaan 101, 1090 Brussels, Belgium.; Department of Radiology, Universitair Ziekenhuis Brussel, Laarbeeklaan 101, 1090 Brussels, Belgium; Center for Neurosciences (C4N), Vrije Universiteit Brussel (VUB), Laarbeeklaan 103, 1090 Brussels, Belgium.
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De Groote S, Goudman L, Peeters R, Linderoth B, Van Schuerbeek P, Sunaert S, De Jaeger M, De Smedt A, De Andrés J, Moens M. The influence of High Dose Spinal Cord Stimulation on the descending pain modulatory system in patients with failed back surgery syndrome. NEUROIMAGE-CLINICAL 2019; 24:102087. [PMID: 31795057 PMCID: PMC6978217 DOI: 10.1016/j.nicl.2019.102087] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/31/2019] [Revised: 11/04/2019] [Accepted: 11/09/2019] [Indexed: 12/22/2022]
Abstract
For the first time, the influence of HD-SCS on the descending pathways was tested. rsfMRI and functional connectivity were used to evaluate this a priori hypothesis. HD-SCS does influence the descending pain modulatory system.
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Affiliation(s)
- Sander De Groote
- Department of Neurosurgery, Universitair Ziekenhuis Brussel, Laarbeeklaan 101, Brussels 1090, Belgium
| | - Lisa Goudman
- Department of Neurosurgery, Universitair Ziekenhuis Brussel, Laarbeeklaan 101, Brussels 1090, Belgium; Pain in Motion International Research Group, www.paininmotion.be and Department of Physiotherapy, Human Physiology and Anatomy, Faculty of Physical Education & Physiotherapy, Vrije Universiteit Brussel, Brussels, Belgium
| | - Ronald Peeters
- Department of Radiology, Universitair Ziekenhuis Leuven, UZ Herestraat 49-bus 7003, Leuven 3000, Belgium
| | - Bengt Linderoth
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Peter Van Schuerbeek
- Department of Radiology, Universitair Ziekenhuis Brussel, Laarbeeklaan 101, Brussels 1090, Belgium
| | - Stefan Sunaert
- Department of Radiology, Universitair Ziekenhuis Leuven, UZ Herestraat 49-bus 7003, Leuven 3000, Belgium
| | - Mats De Jaeger
- Department of Neurosurgery, Universitair Ziekenhuis Brussel, Laarbeeklaan 101, Brussels 1090, Belgium
| | - Ann De Smedt
- Department of Neurology, Universitair Ziekenhuis Brussel, Laarbeeklaan 101, Brussels 1090, Belgium
| | - José De Andrés
- Surgical Specialties Department Valencia University Medical School, Department of Anesthesiology Critical Care and Pain Management, General University Hospital, Valencia, Spain
| | - Maarten Moens
- Department of Neurosurgery, Universitair Ziekenhuis Brussel, Laarbeeklaan 101, Brussels 1090, Belgium; Department of Radiology, Universitair Ziekenhuis Brussel, Laarbeeklaan 101, Brussels 1090, Belgium; Center for Neurosciences (C4N), Vrije Universiteit Brussel (VUB), Laarbeeklaan 103, Brussels 1090, Belgium.
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