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Pescador AM, Lavrador JP, Lejarde A, Bleil C, Vergani F, Baamonde AD, Soumpasis C, Bhangoo R, Kailaya-Vasan A, Tolias CM, Ashkan K, Zebian B, Carrión JR. Bayesian networks for Risk Assessment and postoperative deficit prediction in intraoperative neurophysiology for brain surgery. J Clin Monit Comput 2024; 38:1043-1055. [PMID: 38722406 DOI: 10.1007/s10877-024-01159-w] [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: 07/26/2023] [Accepted: 03/30/2024] [Indexed: 09/27/2024]
Abstract
PURPOSE To this day there is no consensus regarding evidence of usefulness of Intraoperative Neurophysiological Monitoring (IONM). Randomized controlled trials have not been performed in the past mainly because of difficulties in recruitment control subjects. In this study, we propose the use of Bayesian Networks to assess evidence in IONM. METHODS Single center retrospective study from January 2020 to January 2022. Patients admitted for cranial neurosurgery with intraoperative neuromonitoring were enrolled. We built a Bayesian Network with utility calculation using expert domain knowledge based on logistic regression as potential causal inference between events in surgery that could lead to central nervous system injury and postoperative neurological function. RESULTS A total of 267 patients were included in the study: 198 (73.9%) underwent neuro-oncology surgery and 69 (26.1%) neurovascular surgery. 50.7% of patients were female while 49.3% were male. Using the Bayesian Network´s original state probabilities, we found that among patients who presented with a reversible signal change that was acted upon, 59% of patients would wake up with no new neurological deficits, 33% with a transitory deficit and 8% with a permanent deficit. If the signal change was permanent, in 16% of the patients the deficit would be transitory and in 51% it would be permanent. 33% of patients would wake up with no new postoperative deficit. Our network also shows that utility increases when corrective actions are taken to revert a signal change. CONCLUSIONS Bayesian Networks are an effective way to audit clinical practice within IONM. We have found that IONM warnings can serve to prevent neurological deficits in patients, especially when corrective surgical action is taken to attempt to revert signals changes back to baseline properties. We show that Bayesian Networks could be used as a mathematical tool to calculate the utility of conducting IONM, which could save costs in healthcare when performed.
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Affiliation(s)
- Ana Mirallave Pescador
- Department of Neurosurgery, King's College Hospital NHS Foundation Trust, ISIN AI Committee Chair, London, England.
| | - José Pedro Lavrador
- Department of Neurosurgery, King's College Hospital NHS Foundation Trust, ISIN AI Committee Chair, London, England
| | - Arjel Lejarde
- Department of Neurosurgery, King's College Hospital NHS Foundation Trust, ISIN AI Committee Chair, London, England
| | - Cristina Bleil
- Department of Neurosurgery, King's College Hospital NHS Foundation Trust, ISIN AI Committee Chair, London, England
| | - Francesco Vergani
- Department of Neurosurgery, King's College Hospital NHS Foundation Trust, ISIN AI Committee Chair, London, England
| | - Alba Díaz Baamonde
- Department of Neurosurgery, King's College Hospital NHS Foundation Trust, ISIN AI Committee Chair, London, England
| | - Christos Soumpasis
- Department of Neurosurgery, King's College Hospital NHS Foundation Trust, ISIN AI Committee Chair, London, England
| | - Ranjeev Bhangoo
- Department of Neurosurgery, King's College Hospital NHS Foundation Trust, ISIN AI Committee Chair, London, England
| | - Ahilan Kailaya-Vasan
- Department of Neurosurgery, King's College Hospital NHS Foundation Trust, ISIN AI Committee Chair, London, England
| | - Christos M Tolias
- Department of Neurosurgery, King's College Hospital NHS Foundation Trust, ISIN AI Committee Chair, London, England
| | - Keyoumars Ashkan
- Department of Neurosurgery, King's College Hospital NHS Foundation Trust, ISIN AI Committee Chair, London, England
| | - Bassel Zebian
- Department of Neurosurgery, King's College Hospital NHS Foundation Trust, ISIN AI Committee Chair, London, England
| | - Jesús Requena Carrión
- School of Electronic Engineering and Computer Science, Queen Mary University of London, London, England
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Fehlings MG, Alvi MA, Evaniew N, Tetreault LA, Martin AR, McKenna SL, Rahimi-Movaghar V, Ha Y, Kirshblum S, Hejrati N, Srikandarajah N, Quddusi A, Moghaddamjou A, Malvea A, Pinto RR, Marco RAW, Newcombe VFJ, Basu S, Strantzas S, Zipser CM, Douglas S, Laufer I, Chou D, Saigal R, Arnold PM, Hawryluk GWJ, Skelly AC, Kwon BK. A Clinical Practice Guideline for Prevention, Diagnosis and Management of Intraoperative Spinal Cord Injury: Recommendations for Use of Intraoperative Neuromonitoring and for the Use of Preoperative and Intraoperative Protocols for Patients Undergoing Spine Surgery. Global Spine J 2024; 14:212S-222S. [PMID: 38526921 DOI: 10.1177/21925682231202343] [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] [Indexed: 03/27/2024] Open
Abstract
STUDY DESIGN Development of a clinical practice guideline following the Grading of Recommendations, Assessment, Development and Evaluation (GRADE) process. OBJECTIVE The objectives of this study were to develop guidelines that outline the utility of intraoperative neuromonitoring (IONM) to detect intraoperative spinal cord injury (ISCI) among patients undergoing spine surgery, to define a subset of patients undergoing spine surgery at higher risk for ISCI and to develop protocols to prevent, diagnose, and manage ISCI. METHODS All systematic reviews were performed according to PRISMA standards and registered on PROSPERO. A multidisciplinary, international Guidelines Development Group (GDG) reviewed and discussed the evidence using GRADE protocols. Consensus was defined by 80% agreement among GDG members. A systematic review and diagnostic test accuracy (DTA) meta-analysis was performed to synthesize pooled evidence on the diagnostic accuracy of IONM to detect ISCI among patients undergoing spinal surgery. The IONM modalities evaluated included somatosensory evoked potentials (SSEPs), motor evoked potentials (MEPs), electromyography (EMG), and multimodal neuromonitoring. Utilizing this knowledge and their clinical experience, the multidisciplinary GDG created recommendations for the use of IONM to identify ISCI in patients undergoing spine surgery. The evidence related to existing care pathways to manage ISCI was summarized and based on this a novel AO Spine-PRAXIS care pathway was created. RESULTS Our recommendations are as follows: (1) We recommend that intraoperative neurophysiological monitoring be employed for high risk patients undergoing spine surgery, and (2) We suggest that patients at "high risk" for ISCI during spine surgery be proactively identified, that after identification of such patients, multi-disciplinary team discussions be undertaken to manage patients, and that an intraoperative protocol including the use of IONM be implemented. A care pathway for the prevention, diagnosis, and management of ISCI has been developed by the GDG. CONCLUSION We anticipate that these guidelines will promote the use of IONM to detect and manage ISCI, and promote the use of preoperative and intraoperative checklists by surgeons and other team members for high risk patients undergoing spine surgery. We welcome teams to implement and evaluate the care pathway created by our GDG.
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Affiliation(s)
- Michael G Fehlings
- Division of Neurosurgery and Spine Program, Department of Surgery, University of Toronto, Toronto, ON, Canada
- Division of Neurosurgery, Krembil Neuroscience Centre, Toronto Western Hospital, University Health Network, Toronto, ON, Canada
- Institute of Medical Science, University of Toronto, Toronto, ON, Canada
| | - Mohammed Ali Alvi
- Institute of Medical Science, University of Toronto, Toronto, ON, Canada
| | - Nathan Evaniew
- Department of Surgery, Orthopaedic Surgery, Cumming School of Medicine, McCaig Institute for Bone and Joint Health, University of Calgary, Calgary, AB, Canada
| | | | - Allan R Martin
- Department of Neurological Surgery, University of California, Davis, Davis, CA, USA
| | | | - Vafa Rahimi-Movaghar
- Sina Trauma and Surgery Research Center, Tehran University of Medical Sciences, Tehran, Iran
| | - Yoon Ha
- Department of Neurosurgery, College of Medicine, Yonsei University, Seoul, Korea
| | - Steven Kirshblum
- Kessler Institute for Rehabilitation, Rutgers New Jersey Medical School, Newark, NJ, USA
| | - Nader Hejrati
- Division of Neurosurgery, Krembil Neuroscience Centre, Toronto Western Hospital, University Health Network, Toronto, ON, Canada
| | - Nisaharan Srikandarajah
- Division of Neurosurgery, Krembil Neuroscience Centre, Toronto Western Hospital, University Health Network, Toronto, ON, Canada
| | - Ayesha Quddusi
- Institute of Medical Science, University of Toronto, Toronto, ON, Canada
| | - Ali Moghaddamjou
- Division of Neurosurgery and Spine Program, Department of Surgery, University of Toronto, Toronto, ON, Canada
- Institute of Medical Science, University of Toronto, Toronto, ON, Canada
| | - Anahita Malvea
- Division of Neurosurgery and Spine Program, Department of Surgery, University of Toronto, Toronto, ON, Canada
| | - Ricardo Rodrigues Pinto
- Spinal Unit (UVM), Centro Hospitalar Universitário de Santo António, Hospital CUF Trindade, Porto, Portugal
| | - Rex A W Marco
- Department of Orthopedic Surgery, Houston Methodist Hospital, Houston, TX, USA
| | - Virginia F J Newcombe
- Department of Medicine, University Division of Anaesthesia and PACE, University of Cambridge, Cambridge, UK
| | | | - Samuel Strantzas
- Division of Neurosurgery, Department of Surgery, The Hospital for Sick Children, University of Toronto, Toronto, ON, Canada
| | - Carl M Zipser
- Spinal Cord Injury Center, Balgrist University Hospital, Zurich, Switzerland
| | - Sam Douglas
- Praxis Spinal Cord Institute, Vancouver, BC, Canada
| | - Ilya Laufer
- Department of Neurosurgery, NYU Grossman School of Medicine, New York, NY, USA
| | - Dean Chou
- Department of Neurosurgery, Columbia University, New York, NY, USA
| | - Rajiv Saigal
- Department of Neurological Surgery, University of Washington, Seattle, WA, USA
| | - Paul M Arnold
- Department of Neurosurgery, University of Illinois Champaign-Urbana, Urbana, IL, USA
| | - Gregory W J Hawryluk
- Department of Neurosurgery, Cleveland Clinic Akron GeneralHospital, Akron, OH, USA
| | | | - Brian K Kwon
- Department of Orthopaedics, University of British Columbia, Vancouver, BC, Canada
- International Collaboration on Repair Discoveries (ICORD), University of British Columbia, Vancouver, BC, Canada
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Alvi MA, Kwon BK, Hejrati N, Tetreault LA, Evaniew N, Skelly AC, Fehlings MG. Accuracy of Intraoperative Neuromonitoring in the Diagnosis of Intraoperative Neurological Decline in the Setting of Spinal Surgery-A Systematic Review and Meta-Analysis. Global Spine J 2024; 14:105S-149S. [PMID: 38632716 PMCID: PMC10964897 DOI: 10.1177/21925682231196514] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/19/2024] Open
Abstract
STUDY DESIGN Systematic review and meta-analysis. OBJECTIVES In an effort to prevent intraoperative neurological injury during spine surgery, the use of intraoperative neurophysiological monitoring (IONM) has increased significantly in recent years. Using IONM, spinal cord function can be evaluated intraoperatively by recording signals from specific nerve roots, motor tracts, and sensory tracts. We performed a systematic review and meta-analysis of diagnostic test accuracy (DTA) studies to evaluate the efficacy of IONM among patients undergoing spine surgery for any indication. METHODS The current systematic review and meta-analysis was performed using the Preferred Reporting Items for a Systematic Review and Meta-analysis statement for Diagnostic Test Accuracy Studies (PRISMA-DTA) and was registered on PROSPERO. A comprehensive search was performed using MEDLINE, EMBASE and SCOPUS for all studies assessing the diagnostic accuracy of neuromonitoring, including somatosensory evoked potential (SSEP), motor evoked potential (MEP) and electromyography (EMG), either on their own or in combination (multimodal). Studies were included if they reported raw numbers for True Positives (TP), False Negatives (FN), False Positives (FP) and True Negative (TN) either in a 2 × 2 contingency table or in text, and if they used postoperative neurologic exam as a reference standard. Pooled sensitivity and specificity were calculated to evaluate the overall efficacy of each modality type using a bivariate model adapted by Reitsma et al, for all spine surgeries and for individual disease groups and regions of spine. The risk of bias (ROB) of included studies was assessed using the quality assessment tool for diagnostic accuracy studies (QUADAS-2). RESULTS A total of 163 studies were included; 52 of these studies with 16,310 patients reported data for SSEP, 68 studies with 71,144 patients reported data for MEP, 16 studies with 7888 patients reported data for EMG and 69 studies with 17,968 patients reported data for multimodal monitoring. The overall sensitivity, specificity, DOR and AUC for SSEP were 71.4% (95% CI 54.8-83.7), 97.1% (95% CI 95.3-98.3), 41.9 (95% CI 24.1-73.1) and .899, respectively; for MEP, these were 90.2% (95% CI 86.2-93.1), 96% (95% CI 94.3-97.2), 103.25 (95% CI 69.98-152.34) and .927; for EMG, these were 48.3% (95% CI 31.4-65.6), 92.9% (95% CI 84.4-96.9), 11.2 (95% CI 4.84-25.97) and .773; for multimodal, these were found to be 83.5% (95% CI 81-85.7), 93.8% (95% CI 90.6-95.9), 60 (95% CI 35.6-101.3) and .895, respectively. Using the QUADAS-2 ROB analysis, of the 52 studies reporting on SSEP, 13 (25%) were high-risk, 10 (19.2%) had some concerns and 29 (55.8%) were low-risk; for MEP, 8 (11.7%) were high-risk, 21 had some concerns and 39 (57.3%) were low-risk; for EMG, 4 (25%) were high-risk, 3 (18.75%) had some concerns and 9 (56.25%) were low-risk; for multimodal, 14 (20.3%) were high-risk, 13 (18.8%) had some concerns and 42 (60.7%) were low-risk. CONCLUSIONS These results indicate that all neuromonitoring modalities have diagnostic utility in successfully detecting impending or incident intraoperative neurologic injuries among patients undergoing spine surgery for any condition, although it is clear that the accuracy of each modality differs.PROSPERO Registration Number: CRD42023384158.
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Affiliation(s)
- Mohammed Ali Alvi
- Institute of Medical Science, University of Toronto, Toronto, ON, Canada
| | - Brian K Kwon
- International Collaboration on Repair Discoveries (ICORD), University of British Columbia, Vancouver, BC, Canada
- Department of Orthopaedics, University of British Columbia, Vancouver, BC, Canada
| | - Nader Hejrati
- Division of Neurosurgery, Krembil Neuroscience Centre, Toronto Western Hospital, University Health Network, Toronto, ON, Canada
| | | | - Nathan Evaniew
- McCaig Institute for Bone and Joint Health, Department of Surgery, Orthopaedic Surgery, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | | | - Michael G Fehlings
- Institute of Medical Science, University of Toronto, Toronto, ON, Canada
- Division of Neurosurgery, Krembil Neuroscience Centre, Toronto Western Hospital, University Health Network, Toronto, ON, Canada
- Division of Neurosurgery and Spine Program, Department of Surgery, University of Toronto, Toronto, ON, Canada
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Segura MJ, Talarico ME, Miranda MÁ, Noel MA. Analysis of Intraoperative Motor Evoked Potential Changes and Surgical Interventions in 513 Pediatric Spine Surgeries. J Clin Neurophysiol 2024; 41:161-168. [PMID: 35512207 DOI: 10.1097/wnp.0000000000000944] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
PURPOSE (1) To determine probabilities of immediate postoperative new motor deficits after no, reversible, and irreversible motor evoked potentials (MEP) deteriorations and (2) to calculate the same outcome considering whether MEP deteriorations were followed by surgical interventions in the absence of confounding factors. METHODS We analyzed MEPs from 513 surgeries. Four-limb MEPs were evoked by transcranial electrical stimulation. Baseline recordings were obtained before skin incision and updated before instrumentation. Motor evoked potentials deteriorations were considered significant whenever they showed a persistent, reversible, or irreversible amplitude decrease of >80% of the baseline values. RESULTS Nine patients showed postoperative new motor deficits. Probabilities of postoperative new motor deficits were null, 2.8%, and 36.8% with no, reversible, and irreversible MEP deteriorations, respectively. The risk of immediate postoperative new motor deficits was significantly lower ( P = 0.0002) in reversible MEP compared with irreversible MEP deteriorations. In patients showing reversible/irreversible MEP deteriorations in the absence of confounding factors, surgical interventions compared with nonsurgical interventions significantly decreased the risk of immediate postoperative new motor deficits ( P = 0.0216). CONCLUSIONS This study shows that probabilities of immediate postoperative new motor deficits increase with the severity of intraoperative MEP changes. In addition, our results support the value of surgical interventions triggered by MEP deteriorations to reduce postoperative adverse motor outcomes.
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Affiliation(s)
| | | | | | - Mariano Augusto Noel
- Spine Surgery, National Pediatric Hospital "Dr. Juan P. Garrahan", Combate de los Pozos, Buenos Aires, Argentina
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Iorio C, Koucheki R, Strantzas S, Vandenberk M, Lewis SJ, Zeller R, Camp M, Rocos B, Lebel DE. Utility of intraoperative neurophysiological monitoring in detecting motor and sensory nerve injuries in pediatric high-grade spondylolisthesis. Spine J 2023; 23:1920-1927. [PMID: 37572881 DOI: 10.1016/j.spinee.2023.08.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Revised: 07/30/2023] [Accepted: 08/05/2023] [Indexed: 08/14/2023]
Abstract
BACKGROUND CONTEXT Intraoperative neuromonitoring (IONM) during surgical correction of spinal deformity has been shown to reduce iatrogenic injury in pediatric and adult populations. Although motor-evoked potentials (MEP), somatosensory-evoked potentials (SSEP), and electromyography (EMG) have been shown to be highly sensitive and specific in detecting spinal cord and nerve root injuries, their utility in detecting motor and sensory nerve root injury in pediatric high-grade spondylolisthesis (HGS) remains unknown. PURPOSE We aim to assess the diagnostic accuracy and therapeutic impact of unimodal and multimodal IONM in the surgical management of HGS. STUDY DESIGN/SETTING Retrospective cohort study. PATIENT SAMPLE Pediatric patients undergoing posterior spinal fusion (PSF) for treatment of HGS. OUTCOME MEASURES Data on patient demographics, spinopelvic and spondylolisthesis parameters, and the presence of pre-and postoperative neurological deficits were collected. METHODS Intraoperative MEP, SSEP, and EMG alerts were recorded. Alert criteria were defined as a change in amplitude of more than 50% for MEP and/or SSEP, with or without change in latency, and more than 10 seconds of sustained EMG activity. Sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and accuracy were calculated for each modality and the combination of MEP and SSEP. The 95% confidence intervals (CIs) were calculated using the exact (Clopper-Pearson) method. RESULTS Fifty-four pediatric patients with HGS undergoing PSF between 2003 and 2021 in a single tertiary center were included. Seventy-two percent (39/54) of patients were female; the average age of patients was 13.7±2.3 years. The sensitivity of MEP in detecting new postoperative neurologic deficit was 92.3% (95% CI [64.0-99.8]), SSEP 77.8% (95% CI [40.0-97.2]), EMG 69.2% (95% CI [38.6-90.9]), and combination MEP and SSEP 100% (95% CI [73.5-100]). The specificity of MEP was 80.0% (95% CI [64.4-91.0]), SSEP 95.1% (95% CI [83.5-99.4]), EMG 65.9% (95% CI [49.4-79.9]), and combination MEP and SSEP 82.9% (95% CI [67.9-92.9]). The accuracy of SSEP was 92.0% (95% CI [80.8%-97.8%]), and the combination of MEP and SSEP was 86.8% (95% CI [74.7%-94.5%]). Twelve (22.2%) patients had a new motor or sensory deficit diagnosed immediately postoperatively. Nine patients made a full recovery, and 3 had some neurologic deficit on final follow-up. CONCLUSION Unimodal IONM using SSEP and MEP alone were accurate in diagnosing sensory and motor nerve root injuries, respectively. The diagnostic accuracy in predicting motor and sensory nerve injuries in pediatric HGS improved further with the use of multimodal IONM (combining MEP and SEP). We recommend the utilization of multimodal IONM in all HGS PSF surgeries.
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Affiliation(s)
- Carlo Iorio
- The Hospital for Sick Children, 555 University Ave, Toronto, Ontario, Canada; Division of Orthopaedic Surgery, Department of Surgery, University of Toronto, Toronto, Ontario, Canada; Spine Surgery Unit, Department of Surgery, Bambino Gesù Children's Hospital, Rome, Italy
| | - Robert Koucheki
- Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada; Institute of Biomedical Engineering, University of Toronto, Toronto, Ontario, Canada
| | - Samuel Strantzas
- The Hospital for Sick Children, 555 University Ave, Toronto, Ontario, Canada
| | - Michael Vandenberk
- The Hospital for Sick Children, 555 University Ave, Toronto, Ontario, Canada; Division of Orthopaedic Surgery, Department of Surgery, University of Toronto, Toronto, Ontario, Canada
| | - Stephen J Lewis
- The Hospital for Sick Children, 555 University Ave, Toronto, Ontario, Canada; Division of Orthopaedic Surgery, Department of Surgery, University of Toronto, Toronto, Ontario, Canada
| | - Reinhard Zeller
- The Hospital for Sick Children, 555 University Ave, Toronto, Ontario, Canada; Division of Orthopaedic Surgery, Department of Surgery, University of Toronto, Toronto, Ontario, Canada
| | - Mark Camp
- The Hospital for Sick Children, 555 University Ave, Toronto, Ontario, Canada; Division of Orthopaedic Surgery, Department of Surgery, University of Toronto, Toronto, Ontario, Canada
| | - Brett Rocos
- The Hospital for Sick Children, 555 University Ave, Toronto, Ontario, Canada; Division of Orthopaedic Surgery, Department of Surgery, University of Toronto, Toronto, Ontario, Canada; Department of Orthopedic Surgery, Division of Spine, Duke University, Durham, NC, USA
| | - David E Lebel
- The Hospital for Sick Children, 555 University Ave, Toronto, Ontario, Canada; Division of Orthopaedic Surgery, Department of Surgery, University of Toronto, Toronto, Ontario, Canada.
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Matabele MN, Kille TL, Gorelik M, Van Beek-King J, Legare JM, Stadler JA, Iskandar BJ, Wheeler BJ, Puricelli MD. Intraoperative neural monitoring during head and neck surgery in patients with concern for cervical spine instability. Int J Pediatr Otorhinolaryngol 2023; 175:111749. [PMID: 37839292 DOI: 10.1016/j.ijporl.2023.111749] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/01/2023] [Revised: 09/26/2023] [Accepted: 09/28/2023] [Indexed: 10/17/2023]
Abstract
Cervical and craniocervical instability are associated with catastrophic procedural outcomes. We discuss three individuals who required otolaryngologic surgical intervention: two with symptomatic spinal instability and one in whom spinal stability was unable to be assessed. Two cases were managed with procedural positioning precautions and evoked potential monitoring, and the other with procedural positioning precautions alone. Methods of monitoring and triggers for repositioning are discussed. This series is intended to discuss the approach and potential added value of evoked potential monitoring for risk mitigation in pediatric patients with concern for cervical spine instability.
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Affiliation(s)
- Maya N Matabele
- University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Tony L Kille
- Division of Otolaryngology - Head and Neck Surgery, University of Wisconsin-Madison, Madison, WI, USA
| | - Michael Gorelik
- Division of Otolaryngology - Head and Neck Surgery, University of Wisconsin-Madison, Madison, WI, USA
| | - Jessica Van Beek-King
- Division of Otolaryngology - Head and Neck Surgery, University of Wisconsin-Madison, Madison, WI, USA
| | - Janet M Legare
- Department of Pediatrics, University of Wisconsin-Madison, Madison, WI, USA
| | - James A Stadler
- Department of Neurological Surgery, University of Wisconsin-Madison, Madison, WI, USA
| | - Bermans J Iskandar
- Department of Neurological Surgery, University of Wisconsin-Madison, Madison, WI, USA
| | - Bryan J Wheeler
- Department of Neurology, University of Wisconsin Health, Madison, WI, USA
| | - Michael D Puricelli
- Division of Otolaryngology - Head and Neck Surgery, University of Wisconsin-Madison, Madison, WI, USA.
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Sun Q, Zheng T, Zheng X, Cao M, Zhang B, Jiang S. Causal interpretation for groundwater exploitation strategy in a coastal aquifer. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 867:161443. [PMID: 36640884 DOI: 10.1016/j.scitotenv.2023.161443] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Revised: 12/23/2022] [Accepted: 01/03/2023] [Indexed: 06/17/2023]
Abstract
Machine learning models (ML), as a collection of nonparametric or semiparametric estimation methods, can successfully encode the distribution of the problems into its trainable parameters based on observation data. However, the distributions of hydrological variables may change suddenly under complex environmental conditions, leading to biased estimates when using ML models. This work is the first attempt to solve this issue using structural causal models (SCM). Specifically, two SCM were constructed based on hydrological conditions and monitoring data. Then the Propensity Score estimator and the Double Machine Learning estimator were employed to estimate the causal effects of four treatments on the mean Cl- concentration (MCL) in the coastal aquifer. The results showed that pumping groundwater from area A1 or increasing the river level directly leads to a decrease in MCL, while pumping area A3 directly leads to an increase in MCL. Moreover, MCL can be effectively controlled by cooperative-treatment strategies. Finally, two practical exploitation strategies are derived. In the planting month, it should increase groundwater pumping from area A1, limit groundwater pumping from A2, and prohibit groundwater pumping from A3. For the normal month, it is proposed to increase the height of the rubber dam to raise the river level and reduce groundwater pumping from A1 and A2.
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Affiliation(s)
- Qiguo Sun
- Key Laboratory of Marine Environment and Ecological Education, Ocean University of China, Qingdao 266100, Shandong, China; College of Environmental Science and Engineering, Ocean University of China, Qingdao 266100, Shandong, China
| | - Tianyuan Zheng
- Key Laboratory of Marine Environment and Ecological Education, Ocean University of China, Qingdao 266100, Shandong, China; College of Environmental Science and Engineering, Ocean University of China, Qingdao 266100, Shandong, China.
| | - Xilai Zheng
- Key Laboratory of Marine Environment and Ecological Education, Ocean University of China, Qingdao 266100, Shandong, China; College of Environmental Science and Engineering, Ocean University of China, Qingdao 266100, Shandong, China.
| | - Min Cao
- Qingdao Hydrological Center, Qingdao 266101, Shandong, China
| | - Bo Zhang
- Key Laboratory of Marine Environment and Ecological Education, Ocean University of China, Qingdao 266100, Shandong, China; College of Environmental Science and Engineering, Ocean University of China, Qingdao 266100, Shandong, China; College of Marine Geosciences, Ocean University of China, Qingdao 266100, Shandong, China
| | - Shiqiang Jiang
- Qingdao Hydrological Center, Qingdao 266101, Shandong, China
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Jesse CM, Alvarez Abut P, Wermelinger J, Raabe A, Schär RT, Seidel K. Functional Outcome in Spinal Meningioma Surgery and Use of Intraoperative Neurophysiological Monitoring. Cancers (Basel) 2022; 14:cancers14163989. [PMID: 36010979 PMCID: PMC9406403 DOI: 10.3390/cancers14163989] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2022] [Revised: 08/12/2022] [Accepted: 08/16/2022] [Indexed: 11/16/2022] Open
Abstract
Data on intraoperative neurophysiological monitoring (IOM) during spinal meningioma (SM) surgery are scarce. The aim of this study was to assess the role of IOM and its impact on post-operative functional outcome. Eighty-six consecutive surgically treated SM patients were included. We assessed pre and post-operative Modified McCormick Scale (mMCS), radiological and histopathological data and IOM findings. Degree of cord compression was associated with preoperative mMCS and existence of motor or sensory deficits (p < 0.001). IOM was used in 51 (59.3%) patients (IOM-group). Median pre and post-operative mMCS was II and I, respectively (p < 0.001). Fifty-seven (66.3%) patients showed an improvement of at least one grade in the mMCS one year after surgery. In the IOM group, only one patient had worsened neurological status, and this was correctly predicted by alterations in evoked potentials. Analysis of both groups found no significantly better neurological outcome in the IOM group, but IOM led to changes in surgical strategy in complex cases. Resection of SM is safe and leads to improved neurological outcome in most cases. Both complication and tumor recurrence rates were low. We recommend the use of IOM in surgically challenging cases, such as completely ossified or large ventrolateral SM.
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Maeda Y, Takeda M, Mitsuhara T, Okazaki T, Shimizu K, Kuwabara M, Hosogai M, Yuge L, Horie N. Longitudinal electrophysiological changes after mesenchymal stem cell transplantation in a spinal cord injury rat model. PLoS One 2022; 17:e0272526. [PMID: 35930554 PMCID: PMC9355172 DOI: 10.1371/journal.pone.0272526] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2022] [Accepted: 07/21/2022] [Indexed: 11/19/2022] Open
Abstract
Transcranial electrically stimulated motor-evoked potentials (tcMEPs) are widely used to evaluate motor function in humans and animals. However, the relationship between tcMEPs and the recovery of paralysis remains unclear. We previously reported that transplantation of mesenchymal stem cells to a spinal cord injury (SCI) rat model resulted in various degrees of recovery from paraplegia. As a continuation of this work, in the present study, we aimed to establish the longitudinal electrophysiological changes in this SCI rat model after mesenchymal stem cell transplantation. SCI rats were established using the weight-drop method. The model rats were transvenously transplanted with two types of mesenchymal stem cells (MSCs), one derived from rat cranial bones and the other from the bone marrow of the femur and tibia bone, 24 h after SCI. A phosphate-buffered saline (PBS) group that received only PBS was also created for comparison. The degree of paralysis was evaluated over 28 days using the Basso–Beattie–Bresnahan (BBB) scale and inclined plane task score. Extended tcMEPs were recorded using a previously reported bone-thinning technique, and the longitudinal electrophysiological changes in tcMEPs were investigated. In addition, the relationship between the time course of recovery from paralysis and reappearance of tcMEPs was revealed. The appearance of the tcMEP waveform was earlier in MSC-transplanted rats than in PBS-administered rats (earliest date was 7 days after SCI). The MEP waveforms also appeared at approximately the same level on the BBB scale (average score, 11 points). Ultimately, this study can help enhance our understanding of the relationship between neural regeneration and tcMEP recording. Further application of tcMEP in regenerative medicine research is expected.
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Affiliation(s)
- Yuyo Maeda
- Department of Neurosurgery, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
- * E-mail:
| | - Masaaki Takeda
- Department of Neurosurgery, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Takafumi Mitsuhara
- Department of Neurosurgery, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Takahito Okazaki
- Department of Neurosurgery, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Kiyoharu Shimizu
- Department of Neurosurgery, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Masashi Kuwabara
- Department of Neurosurgery, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Masahiro Hosogai
- Department of Neurosurgery, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Louis Yuge
- Division of Bio-Environmental Adaptation Sciences, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Nobutaka Horie
- Department of Neurosurgery, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
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10
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McDevitt WM, Quinn L, Wimalachandra W, Carver E, Stendall C, Solanki GA, Lawley A. Amplitude-reduction alert criteria and intervention during complex paediatric cervical spine surgery. Clin Neurophysiol Pract 2022; 7:239-244. [PMID: 36043151 PMCID: PMC9420322 DOI: 10.1016/j.cnp.2022.07.003] [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: 03/24/2022] [Revised: 07/05/2022] [Accepted: 07/24/2022] [Indexed: 11/25/2022] Open
Abstract
Alert criteria breaches occur frequently and are reversed following intervention during complex paediatric cervical spine surgery. All patients with worsening sensorimotor function had irreversible alert criteria breaches. Evoked potential amplitude reduction may provide an early warning to worsening sensorimotor function.
Objective To determine the utility of widely used intraoperative neuromonitoring (IONM) alert criteria and intervention for predicting postoperative outcome following paediatric spinal surgery. Methods Retrospective analysis of somatosensory evoked potentials (SSEP) and motor evoked potentials (MEP) in consecutive cervical spine fixations. An intervention protocol followed amplitude-reductions in SSEPs (≥50 %) and/or MEPs (≥80 %). Alert breaches were reversed when SSEP/MEP amplitude was restored to > 50 %/20 % of baseline. Sensorimotor function was assessed preoperatively and 3-months postoperatively via the Modified McCormick Scale score (MMS). We explored associations between postoperative outcome, demographic/surgical and IONM variables. Results Forty-five procedures in 38 children (mean age:9 ± 4 years;55 % female) were monitored, 42 %of which breached alert criteria. Instrumentation (6/19,32 %) and hypotension (5/19,26 %) were common causes for alert and the majority (13/19,68 %) were reversed following intervention. There was an association between pre- and post-MMS and the type of breach (p = 0.002). All children with worse postoperative MMS (3/38,8%) had irreversible breaches. Conclusions IONM in this small sample accurately detected neurological injury. The majority of breaches reversed following an intervention protocol. Irreversible breaches frequently led to worse postoperative sensorimotor function. Significance An intervention protocol which reversed IONM alerts never resulted in postoperative worsening of sensorimotor function.
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Affiliation(s)
- William M. McDevitt
- Department of Neurophysiology, Birmingham Children’s Hospital, Birmingham, United Kingdom
- Corresponding author at: Department of Neurophysiology, Birmingham Children’s Hospital, Steelhouse Lane, Birmingham, West Midlands, B4 6NH, United Kingdom.
| | - Laura Quinn
- Institute of Applied Health Research, University of Birmingham, United Kingdom
- Birmingham Biomedical Research Centre, University Hospitals Birmingham NHS Foundation Trust and University of Birmingham, United Kingdom
| | - W.S.B. Wimalachandra
- Department of Neurosurgery, Birmingham Children’s Hospital, Birmingham, United Kingdom
| | - Edmund Carver
- Department of Anaesthesiology, Birmingham Children’s Hospital, Birmingham, United Kingdom
| | - Catalina Stendall
- Department of Anaesthesiology, Birmingham Children’s Hospital, Birmingham, United Kingdom
| | - Guirish A. Solanki
- Department of Neurosurgery, Birmingham Children’s Hospital, Birmingham, United Kingdom
| | - Andrew Lawley
- Department of Neurophysiology, Birmingham Children’s Hospital, Birmingham, United Kingdom
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11
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Intraoperative neurophysiologic monitoring in thoracoabdominal aortic aneurysm surgery can provide real-time feedback for strategic decision making. Neurophysiol Clin 2022; 52:232-241. [PMID: 34998631 DOI: 10.1016/j.neucli.2021.12.006] [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: 06/08/2021] [Revised: 12/19/2021] [Accepted: 12/20/2021] [Indexed: 11/22/2022] Open
Abstract
OBJECTIVES Despite the introduction of several adjuncts to improve spinal perfusion, spinal cord ischemia (SCI) remains a devastating complication of thoracoabdominal aortic aneurysm (TAAA) repair. Our aim was to assess the effects on clinical outcome of interventions triggered by motor evoked potentials (MEP) alerts. Furthermore, we want to assess whether a multimodal intraoperative neurophysiologic monitoring (IONM) protocol is helpful for stratifying patients according to the risk of SCI at the end of the vascular phase of surgery. METHODS We prospectively studied one-hundred consecutive patients who underwent TAAA repair. We applied a multimodal IONM including MEP, somatosensory evoked potentials (SEP) and peripheral nerve monitoring techniques. Signal deteriorations were classified as reversible/irreversible according to whether they recovered or not at the end of monitoring (EOM), set at the end of the vascular phase of surgery. Significant MEP changes drove a series of corrective measures aimed to improve spinal perfusion. RESULTS The rate of immediate postoperative motor deficits consistent with SCI was significantly higher with irreversible MEP deteriorations compared to reversible ones. The interpretation of MEP findings at the EOM led to the development of risk categories for SCI, based on the association between MEP results and motor outcome. CONCLUSIONS Our data seem to justify interventions made to reverse MEP deterioration in order to improve the clinical outcome. A multimodal IONM protocol could improve MEP interpretation at the end of the vascular phase of surgery, supporting the surgeon in their decision-making, before concluding vascular maneuvers.
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12
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Skinner S, Guo L. Intraoperative neuromonitoring during surgery for lumbar stenosis. HANDBOOK OF CLINICAL NEUROLOGY 2022; 186:205-227. [PMID: 35772887 DOI: 10.1016/b978-0-12-819826-1.00005-3] [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: 06/15/2023]
Abstract
The indications for neuromonitoring during lumbar stenosis surgery are defined by the risks associated with patient positioning, the approach, decompression of neural elements, deformity correction, and instrument implantation. The routine use of EMG and SEP alone during lumbar stenosis surgery is no longer supported by the literature. Lateral approach neuromonitoring with EMG only is also suspect. Lumbar stenosis patients often present with multiple co-morbidities which put them at risk during routine pre-surgical positioning. Frequently encountered morbid obesity and/or diabetes mellitus may play a role in monitorable and preventable brachial plexopathy after "superman" positioning or femoral neuropathy from groin pressure after prone positioning, for example. Deformity correction in lumbar stenosis surgery often demands advanced implementation of multiple neuromonitoring modalities: EMG, SEP, and MEP. Because the bulbocavernosus reflex detects the function of the conus medullaris and sacral somato afferent/efferent fibers of the cauda equina, it may also be recorded. The recommendation to record pedicle screw thresholds has become more nuanced as surgeon dependence on 3D imaging, navigation, and robotics has increased. Neuromonitoring in lumbar stenosis surgery has been subject mainly to uncontrolled case series; prospective cohort trials are also needed.
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Affiliation(s)
- Stanley Skinner
- Department of Intraoperative Neurophysiology, Abbott Northwestern Hospital, Minneapolis, MN, United States.
| | - Lanjun Guo
- Department of Surgical Neuromonitoring, University of California San Francisco, San Francisco, CA, United States
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13
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Szelényi A, Fernández-Conejero I, Kodama K. Surgery and intraoperative neurophysiologic monitoring for aneurysm clipping. HANDBOOK OF CLINICAL NEUROLOGY 2022; 186:375-393. [PMID: 35772896 DOI: 10.1016/b978-0-12-819826-1.00008-9] [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: 06/15/2023]
Abstract
This chapter describes the feasibility, utilization, and value of intraoperative neurophysiologic monitoring (IONM) in cerebrovascular cases. Practical advice on the integration of these adjunct methods into the modern neurosurgical operating room is based on our own neurophysiologic and neurosurgical experience. Most IONM is done for anterior circulation aneurysms. Somatosensory and motor evoked potentials are the modalities of choice covering vascular territories of the internal, anterior, and middle cerebral arteries. While monitoring both hemispheres with the unoperated side as control, monitoring focus is laid upon those territories at risk and bearing the aneurysm. The specificity of IONM is close to 1, and sensitivity ranges from 0.2 to 1, depending on the categorization of transient changes. The overall likelihood of worsened neurologic outcome after any intraoperative signal deterioration (transient or permanent) is 0.4.
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Affiliation(s)
- Andrea Szelényi
- Department of Neurosurgery, University Hospital, Ludwig-Maximilians-University (LMU), Munich, Germany.
| | - Isabel Fernández-Conejero
- Unit of Intraoperative Neurophysiology, Department of Neurology, University Hospital of Bellvitge, Barcelona, Spain
| | - Kunihiko Kodama
- Department of Neurosurgery, Shinshu University School of Medicine, Matsumoto, Japan
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14
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Holdefer RN, Seubert CN, Skinner SA, Humbert AT. Letter to the Editor. What are the odds: worse outcomes with IONM? J Neurosurg 2022; 136:321-322. [PMID: 34479195 DOI: 10.3171/2021.4.jns21918] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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15
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Maeda Y, Otsuka T, Mitsuhara T, Okazaki T, Yuge L, Takeda M. A novel bone-thinning technique for transcranial stimulation motor-evoked potentials in rats. Sci Rep 2021; 11:12496. [PMID: 34127706 PMCID: PMC8203740 DOI: 10.1038/s41598-021-91780-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2021] [Accepted: 06/01/2021] [Indexed: 12/11/2022] Open
Abstract
Transcranial electrical stimulated motor-evoked potentials (tcMEPs) are widely used to evaluate motor function in humans, and even in animal studies, tcMEPs are used to evaluate neurological dysfunction. However, there is a dearth of reports on extended tcMEP recordings in both animal models and humans. Therefore, this study examined a new technique for stably recording tcMEPs over several weeks in six healthy female Sprague–Dawley rats. We thinned the skull bone using the skull base and spinal surgery technique to reduce electrical resistance for electrical stimulation. tcMEPs were recorded on days 1, 7, 14, 21, and 28 after surgery. The onset latency and amplitude of tcMEPs from the hindlimbs were recorded and evaluated, and histological analysis was performed. Stable amplitude and onset latency could be recorded over several weeks, and histological analysis indicated no complications attributable to the procedure. Thus, our novel technique allows for less invasive, safer, easier, and more stable extended tcMEP recordings than previously reported techniques. The presently reported technique may be applied to the study of various nerve injury models in rats: specifically, to evaluate the degree of nerve dysfunction and recovery in spinal cord injury, cerebral infarction, and brain contusion models.
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Affiliation(s)
- Yuyo Maeda
- Department of Neurosurgery, Graduate School of Biomedical and Health Sciences, Hiroshima University, Kasumi 1-2-3, Minami-ku, Hiroshima, 734-8553, Japan.
| | - Takashi Otsuka
- Division of Bio-Environmental Adaptation Sciences, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Takafumi Mitsuhara
- Department of Neurosurgery, Graduate School of Biomedical and Health Sciences, Hiroshima University, Kasumi 1-2-3, Minami-ku, Hiroshima, 734-8553, Japan
| | - Takahito Okazaki
- Department of Neurosurgery, Graduate School of Biomedical and Health Sciences, Hiroshima University, Kasumi 1-2-3, Minami-ku, Hiroshima, 734-8553, Japan
| | - Louis Yuge
- Division of Bio-Environmental Adaptation Sciences, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Masaaki Takeda
- Department of Neurosurgery, Graduate School of Biomedical and Health Sciences, Hiroshima University, Kasumi 1-2-3, Minami-ku, Hiroshima, 734-8553, Japan.
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16
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Rao S, Kurfess J, Treggiari MM. Basics of Neuromonitoring and Anesthetic Considerations. Anesthesiol Clin 2021; 39:195-209. [PMID: 33563382 DOI: 10.1016/j.anclin.2020.11.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
It is important anesthesiologists understand the pharmacologic interactions of anesthetics and monitoring of evoked potentials or electroencephalography. Intravenous and inhaled anesthetics have varying degrees of influence on different monitoring modalities and can affect amplitude and latency of evoked potentials or voltage and frequency of electroencephalography. Sudden and abrupt changes in monitoring are concerning and should be evaluated promptly. The source of the changes is related to sudden modifications of anesthesia delivery, variations in vital parameters, or the result of surgical manipulation. Identifying sources of abnormal signals and determining the reason for the change should be addressed immediately and corrected accordingly.
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Affiliation(s)
- Shilpa Rao
- Division of Neuroanesthesia, Department of Anesthesiology, Yale School of Medicine, Yale University, PO Box 208051, 333 Cedar Street, TMP 3, New Haven, CT 06510, USA.
| | - James Kurfess
- Department of Anesthesiology, Yale University, PO Box 208051, 333 Cedar Street, TMP 3, New Haven, CT 06510, USA
| | - Miriam M Treggiari
- Department of Anesthesiology, Yale School of Medicine, Yale University, PO Box 208051, 333 Cedar Street, TMP 3, New Haven, CT 06510, USA
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17
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Arestova YS, Sayfutdinov MS, Savin DM, Nasyrov MZ, Ryabykh TV, Ryabykh SO. Intraoperative Neurophysiological Monitoring during Surgical Correction of Scoliosis for Postoperative Recovery of the Patient's Motor Function. Sovrem Tekhnologii Med 2021; 13:55-60. [PMID: 35265350 PMCID: PMC8858412 DOI: 10.17691/stm2021.13.5.07] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2021] [Indexed: 11/24/2022] Open
Abstract
The aim of the investigation was to study the effect of adverse intraoperative events on the subclinical decrease in the functional state of the sensorimotor system of patients with scoliosis and their early postoperative rehabilitation.
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Affiliation(s)
- Yu S Arestova
- Specialist, Clinic for Spine Pathology and Rare Diseases National Ilizarov Medical Research Center for Traumatology and Orthopedics, Ministry of Health of the Russian Federation, 6 M. Ulyanova St., Kurgan, 640014, Russia
| | - M S Sayfutdinov
- Leading Researcher National Ilizarov Medical Research Center for Traumatology and Orthopedics, Ministry of Health of the Russian Federation, 6 M. Ulyanova St., Kurgan, 640014, Russia
| | - D M Savin
- Head of Traumatology and Orthopedics Department No.9 National Ilizarov Medical Research Center for Traumatology and Orthopedics, Ministry of Health of the Russian Federation, 6 M. Ulyanova St., Kurgan, 640014, Russia
| | - M Z Nasyrov
- Head of the Department of Rehabilitation National Ilizarov Medical Research Center for Traumatology and Orthopedics, Ministry of Health of the Russian Federation, 6 M. Ulyanova St., Kurgan, 640014, Russia
| | - T V Ryabykh
- Doctor of Functional Diagnostics National Ilizarov Medical Research Center for Traumatology and Orthopedics, Ministry of Health of the Russian Federation, 6 M. Ulyanova St., Kurgan, 640014, Russia
| | - S O Ryabykh
- Deputy Director National Ilizarov Medical Research Center for Traumatology and Orthopedics, Ministry of Health of the Russian Federation, 6 M. Ulyanova St., Kurgan, 640014, Russia
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