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Chen R, Dadario NB, Cook B, Sun L, Wang X, Li Y, Hu X, Zhang X, Sughrue ME. Connectomic insight into unique stroke patient recovery after rTMS treatment. Front Neurol 2023; 14:1063408. [PMID: 37483442 PMCID: PMC10359072 DOI: 10.3389/fneur.2023.1063408] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2022] [Accepted: 06/13/2023] [Indexed: 07/25/2023] Open
Abstract
An improved understanding of the neuroplastic potential of the brain has allowed advancements in neuromodulatory treatments for acute stroke patients. However, there remains a poor understanding of individual differences in treatment-induced recovery. Individualized information on connectivity disturbances may help predict differences in treatment response and recovery phenotypes. We studied the medical data of 22 ischemic stroke patients who received MRI scans and started repetitive transcranial magnetic stimulation (rTMS) treatment on the same day. The functional and motor outcomes were assessed at admission day, 1 day after treatment, 30 days after treatment, and 90 days after treatment using four validated standardized stroke outcome scales. Each patient underwent detailed baseline connectivity analyses to identify structural and functional connectivity disturbances. An unsupervised machine learning (ML) agglomerative hierarchical clustering method was utilized to group patients according to outcomes at four-time points to identify individual phenotypes in recovery trajectory. Differences in connectivity features were examined between individual clusters. Patients were a median age of 64, 50% female, and had a median hospital length of stay of 9.5 days. A significant improvement between all time points was demonstrated post treatment in three of four validated stroke scales utilized. ML-based analyses identified distinct clusters representing unique patient trajectories for each scale. Quantitative differences were found to exist in structural and functional connectivity analyses of the motor network and subcortical structures between individual clusters which could explain these unique trajectories on the Barthel Index (BI) scale but not on other stroke scales. This study demonstrates for the first time the feasibility of using individualized connectivity analyses in differentiating unique phenotypes in rTMS treatment responses and recovery. This personalized connectomic approach may be utilized in the future to better understand patient recovery trajectories with neuromodulatory treatment.
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Affiliation(s)
- Rong Chen
- The First Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China
| | - Nicholas B. Dadario
- Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ, United States
| | - Brennan Cook
- Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ, United States
| | - Lichun Sun
- The First Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China
| | - Xiaolong Wang
- The First Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China
| | - Yujie Li
- The First Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China
| | - Xiaorong Hu
- Xijia Medical Technology Company Limited, Shenzhen, China
| | - Xia Zhang
- Xijia Medical Technology Company Limited, Shenzhen, China
- International Joint Research Center on Precision Brain Medicine, XD Group Hospital, Xi'an, Shaanxi, China
| | - Michael E. Sughrue
- International Joint Research Center on Precision Brain Medicine, XD Group Hospital, Xi'an, Shaanxi, China
- Omniscient Neurotechnology, Sydney, NSW, Australia
- Cingulum Health, Sydney, NSW, Australia
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Dadario NB, Tanglay O, Sughrue ME. Deconvoluting human Brodmann area 8 based on its unique structural and functional connectivity. Front Neuroanat 2023; 17:1127143. [PMID: 37426900 PMCID: PMC10323427 DOI: 10.3389/fnana.2023.1127143] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Accepted: 05/23/2023] [Indexed: 07/11/2023] Open
Abstract
Brodmann area 8 (BA8) is traditionally defined as the prefrontal region of the human cerebrum just anterior to the premotor cortices and enveloping most of the superior frontal gyrus. Early studies have suggested the frontal eye fields are situated at its most caudal aspect, causing many to consider BA8 as primarily an ocular center which controls contralateral gaze and attention. However, years of refinement in cytoarchitectural studies have challenged this traditional anatomical definition, providing a refined definition of its boundaries with neighboring cortical areas and the presence of meaningful subdivisions. Furthermore, functional imaging studies have suggested its involvement in a diverse number of higher-order functions, such as motor, cognition, and language. Thus, our traditional working definition of BA8 has likely been insufficient to truly understand the complex structural and functional significance of this area. Recently, large-scale multi-modal neuroimaging approaches have allowed for improved mapping of the neural connectivity of the human brain. Insight into the structural and functional connectivity of the brain connectome, comprised of large-scale brain networks, has allowed for greater understanding of complex neurological functioning and pathophysiological diseases states. Simultaneously, the structural and functional connectivity of BA8 has recently been highlighted in various neuroimaging studies and detailed anatomic dissections. However, while Brodmann's nomenclature is still widely used today, such as for clinical discussions and the communication of research findings, the importance of the underlying connectivity of BA8 requires further review.
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Affiliation(s)
- Nicholas B. Dadario
- Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ, United States
| | - Onur Tanglay
- Omniscient Neurotechnology, Sydney, NSW, Australia
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Silverstein JW, Doron O, Ellis JA. Temporary vessel occlusion in cerebral aneurysm surgery guided by direct cortical motor evoked potentials. Acta Neurochir (Wien) 2023; 165:645-646. [PMID: 36534185 DOI: 10.1007/s00701-022-05447-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Accepted: 11/24/2022] [Indexed: 12/23/2022]
Affiliation(s)
- Justin W Silverstein
- Department of Neurology, Lenox Hill Hospital, Zucker School of Medicine at Hofstra/Northwell, New York, NY, USA
- Neuro Protective Solutions, New York, NY, USA
| | - Omer Doron
- Department of Neurosurgery, Lenox Hill Hospital, Zucker School of Medicine at Hofstra/Northwell, 130 East 77Th Street, Black Hall Bldg, Third Floor, New York, NY, 10075, USA
- Biomedical Engineering Department, The Iby and Aladar, Fleischman Faculty of Engineering, Tel Aviv University, Tel Aviv, Israel
| | - Jason A Ellis
- Department of Neurosurgery, Lenox Hill Hospital, Zucker School of Medicine at Hofstra/Northwell, 130 East 77Th Street, Black Hall Bldg, Third Floor, New York, NY, 10075, USA.
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Silverstein JW, Shah HA, Unadkat P, Vilaysom S, Boockvar JA, Langer DJ, Ellis JA, D'Amico RS. Short and long-term prognostic value of intraoperative motor evoked potentials in brain tumor patients: a case series of 121 brain tumor patients. J Neurooncol 2023; 161:127-133. [PMID: 36629962 DOI: 10.1007/s11060-022-04229-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2022] [Accepted: 12/24/2022] [Indexed: 01/12/2023]
Abstract
PURPOSE Iatrogenic neurologic deficits adversely affect patient outcomes following brain tumor resection. Motor evoked potential (MEP) monitoring allows surgeons to assess the integrity of motor-eloquent areas in real-time during tumor resection to lessen the risk of iatrogenic insult. We retrospectively associate intraoperative transcranial and direct cortical MEPs (TC-MEPs, DC-MEPs) to early and late post-operative motor function to prognosticate short- and long-term motor recovery in brain tumor patients undergoing surgical resection in peri-eloquent regions. METHODS We reviewed 121 brain tumor patients undergoing craniotomies with DC-MEP and/or TC-MEP monitoring. Motor function scores were recorded at multiple time-points up to 1 year postoperatively. Sensitivity, specificity, and positive and negative predictive values (PPV, NPV) were calculated at each time point. RESULTS The sensitivity, specificity, PPV, and NPV of TC-MEP in the immediate postoperative period was 17.5%, 100%, 100%, and 69.4%, respectively. For DC-MEP monitoring, the respective values were 25.0%, 100%, 100%, and 68.8%. By discharge, sensitivity had increased for both TC-MEP and DC MEPs to 43.8%, and 50.0% respectively. Subset analysis on patients without tumor recurrence/progression at long term follow-up (n = 62 pts, 51.2%) found that all patients with stable monitoring maintained or improved from preoperative status. One patient with transient intraoperative TC-MEP loss and permanent DC-MEP loss suffered a permanent deficit. CONCLUSION Brain tumor patients who undergo surgery with intact MEP monitoring and experience new postoperative deficits likely suffer transient deficits that will improve over the postoperative course in the absence of disease progression.
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Affiliation(s)
- Justin W Silverstein
- Lenox Hill Hospital, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, New York, NY, USA
| | - Harshal A Shah
- Department of Neurological Surgery, Lenox Hill Hospital, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, 500 Hofstra Blvd, Hempstead, New York, NY, 11549, USA.
| | - Prashin Unadkat
- Department of Neurosurgery, Zucker School of Medicine at Hofstra/ Northwell Health & The Elmezzi Graduate School of Molecular Medicine, Manhasset, NY, USA
| | - Sabena Vilaysom
- Department of Clinical Neurophysiology, Neuro Protective Solutions, New York, NY, USA
| | - John A Boockvar
- Department of Neurological Surgery, Lenox Hill Hospital, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell Health, New York, NY, USA
| | - David J Langer
- Department of Neurological Surgery, Lenox Hill Hospital, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell Health, New York, NY, USA
| | - Jason A Ellis
- Department of Neurological Surgery, Lenox Hill Hospital, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell Health, New York, NY, USA
| | - Randy S D'Amico
- Department of Neurological Surgery, Lenox Hill Hospital, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell Health, New York, NY, USA
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Palmisciano P, Haider AS, Balasubramanian K, Dadario NB, Robertson FC, Silverstein JW, D'Amico RS. Supplementary Motor Area Syndrome after Brain Tumor Surgery: A Systematic Review. World Neurosurg 2022; 165:160-171.e2. [PMID: 35752423 DOI: 10.1016/j.wneu.2022.06.080] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2022] [Revised: 06/14/2022] [Accepted: 06/15/2022] [Indexed: 11/28/2022]
Abstract
BACKGROUND Supplementary motor area syndrome (SMAS) may occur after frontal tumor surgery, with variable presentation and outcomes. We reviewed the literature on postoperative SMAS following brain tumor resection. METHODS PubMed, Web-of-Science, Scopus, and Cochrane were searched following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines to include studies reporting SMAS after brain tumor resection. RESULTS We included 31 studies encompassing 236 patients. Most tumors were gliomas (94.5%), frequently of low-grade (61.4%). Most lesions were located on the left hemisphere (64.4%), involving the supplementary motor area (61.4%) and the cingulate gyrus (20.8%). Tractography and functional MRI evaluation were completed in 45 (19.1%) and 26 (11%) patients. Gross total resection was achieved in 46.3% cases and complete SMA resection in 69.4%. 215 procedures (91.1%) utilized intraoperative neuromonitoring mostly consisting of direct cortical/subcortical stimulation (56.4%), motor (33.9%), and somatosensory (25.4%) evoked potentials. Postoperative SMAS symptoms occurred within 24 hours after surgery, characterized by motor deficits (97%) including paresis (68.6%) and hemiplegia (16.1%), and speech disorders (53%) including hesitancy (24.2%) and mutism (22%). Average SMAS duration was 45 days (range, 1-365), with total resolution occurring in 188 patients (79.7%) and partial improvement in 46 (19.5%). 48 patients (20.3%) had persisting symptoms, mostly speech hesitancy (60.4%) and fine motor disorders (45.8%). CONCLUSION Postoperative SMAS may occur within the first 24 hours after mesial frontal tumor surgery. Preoperative mapping and intraoperative neuromonitoring may assist resection and predict outcomes. Neuroplasticity and interhemispheric connectivity play a major role in resolution.
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Affiliation(s)
- Paolo Palmisciano
- Department of Neurosurgery, University of Cincinnati College of Medicine, Cincinnati, OH, USA.
| | - Ali S Haider
- Department of Neurosurgery, The University of Texas M.D. Anderson Cancer Center
| | | | - Nicholas B Dadario
- Department of Neurological Surgery, Northwell Health, Lenox Hill Hospital/Donald and Barbara Zucker School of Medicine at Hofstra, New York, NY, USA
| | - Faith C Robertson
- Department of Neurological Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Justin W Silverstein
- Department of Neurology, Northwell Health, Lenox Hill Hospital/Donald and Barbara Zucker School of Medicine at Hofstra, New York, NY, USA; Neuro Protective Solutions, New York, NY, USA
| | - Randy S D'Amico
- Department of Neurological Surgery, Northwell Health, Lenox Hill Hospital/Donald and Barbara Zucker School of Medicine at Hofstra, New York, NY, USA
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