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Shiramba A, Lane S, Ray N, Gilbertson T, Srinivasaiah R, Panicker J, Radon M, Osman-Farah J, Macerollo A. Efficacy and Safety of Magnetic Resonance-Guided Focused Ultrasound Thalamotomy in Essential Tremor: A Systematic Review and Metanalysis. Mov Disord 2025. [PMID: 40243386 DOI: 10.1002/mds.30188] [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: 11/20/2024] [Revised: 02/05/2025] [Accepted: 03/17/2025] [Indexed: 04/18/2025] Open
Abstract
BACKGROUND Magnetic resonance-guided focused ultrasound (MRgFUS) is an established surgical treatment for essential tremor, providing tremor relief without the need for an incision or general anesthesia. Meta-analyses have been limited in their exploration of the durability of the treatment effect. OBJECTIVES The study aimed to assess the treatment effect and safety of this procedure over time. Different to other meta-analyses, this study assessed the durability of efficacy over time from 1 month to 5 years follow-up. Investigating the recurrence of tremor was an important target of this work. METHODS A systematic search of the literature utilizing set search criteria was conducted with the PubMed, Scopus, Web of Science, and Cochrane library databases, in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Data analysis was conducted in R, utilizing a random-effects model for meta-analysis and a mixed-effects model for meta-regression. RESULTS Forty-five studies met the inclusion criteria, of which 42 were included in the analyses. Significant changes in hand tremor, total tremor, disability scores, and quality of life scores were demonstrated across the time points investigated, the pooled standardized mean differences being -2.36 (P < 0.0001), -2.08 (P < 0.0001), -2.85 (P < 0.0001), and -1.41 (P < 0.0001) 1 year post-operation. Sensory symptoms and unsteadiness adverse events were frequently observed, with pooled proportions of 22% (95% CI 15%; 31%) and 23% (95% CI 16%; 31%) 1 month post-MRgFUS. CONCLUSION Although the procedure demonstrated efficacy and safety across the studies evaluated, meta-regression analysis suggests a decrease in treatment effect over time that requires further investigation. © 2025 The Author(s). Movement Disorders published by Wiley Periodicals LLC on behalf of International Parkinson and Movement Disorder Society.
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Affiliation(s)
- Alyssa Shiramba
- School of Medicine, University of Liverpool, Liverpool, UK
- The Walton Centre NHS Foundation Trust for Neurology and Neurosurgery, Liverpool, UK
| | - Steven Lane
- Institute of Data Health Sciences, University of Liverpool, Liverpool, UK
| | - Nicola Ray
- Department of Psychology, Manchester Metropolitan University, Manchester, UK
| | - Tom Gilbertson
- Department of Neurology, Ninewells Hospital & Medical School, Dundee, UK
- Division of Imaging Science and Technology, Medical School, University of Dundee, Dundee, UK
| | - Rajesha Srinivasaiah
- The Walton Centre NHS Foundation Trust for Neurology and Neurosurgery, Liverpool, UK
| | - Jay Panicker
- The Walton Centre NHS Foundation Trust for Neurology and Neurosurgery, Liverpool, UK
| | - Mark Radon
- The Walton Centre NHS Foundation Trust for Neurology and Neurosurgery, Liverpool, UK
| | - Jibril Osman-Farah
- The Walton Centre NHS Foundation Trust for Neurology and Neurosurgery, Liverpool, UK
| | - Antonella Macerollo
- The Walton Centre NHS Foundation Trust for Neurology and Neurosurgery, Liverpool, UK
- Department of Psychology, Manchester Metropolitan University, Manchester, UK
- Institute of Systems, Molecular and Integrative Biology, The University of Liverpool, Liverpool, UK
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Krauss J, Upadhyay N, Purrer V, Borger V, Daamen M, Maurer A, Schmeel C, Radbruch A, Wüllner U, Boecker H. Beyond the cerebello-thalamo-cortical tract: Remote structural changes after VIM-MRgFUS in essential tremor. Parkinsonism Relat Disord 2025; 132:107318. [PMID: 39913957 DOI: 10.1016/j.parkreldis.2025.107318] [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: 11/10/2024] [Revised: 01/24/2025] [Accepted: 02/01/2025] [Indexed: 02/24/2025]
Abstract
INTRODUCTION Essential tremor (ET) is a progressive disorder characterized by altered network connectivity between the cerebellum, thalamus, and cortical regions. Magnetic Resonance-guided Focused Ultrasound (MRgFUS) of the ventral intermediate nucleus (VIM) is an effective, minimally invasive treatment for ET. The impact of MRgFUS interventions on regional Gray Matter Volume (GMV) are as yet not well understood. METHODS Forty-six patients with medication-resistant ET underwent unilateral VIM-MRgFUS. Voxel-based morphometry was applied to investigate GMV changes over a time span of 6 months in the whole brain and the thalamus in particular to investigate local and distant effects. RESULTS Clinically, contralateral tremor significantly decreased by 68 % at 6 months following MRgFUS. In addition to local GMV decreases in thalamic nuclei (VIM, ventral lateral posterior, centromedian thalamus and pulvinar), VBM revealed remote GMV decreases in the ipsilesional insula and the anterior cingulate cortex as well as the contralesional middle occipital gyrus. Increased GMV was found in the right superior and middle temporal gyrus, as well as in the left inferior temporal gyrus. There was no significant correlation between regional GMV declines and tremor improvement. However, temporal volume increases were associated with improved motor-related functional abilities and quality of life outcomes. CONCLUSION Our findings implicate distributed structural changes following unilateral VIM-MRgFUS. Structural losses could reflect Wallerian degeneration of VIM output neurons or plasticity due to decreased sensory input following tremor improvement.
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Affiliation(s)
- Jonas Krauss
- Clinical Functional Imaging Group, Department of Diagnostic and Interventional Radiology and Department of Nuclear Medicine, University Hospital Bonn, Bonn, Germany; Department of Parkinson, Sleep and Movement Disorders, University Hospital Bonn, Germany.
| | - Neeraj Upadhyay
- Clinical Functional Imaging Group, Department of Diagnostic and Interventional Radiology and Department of Nuclear Medicine, University Hospital Bonn, Bonn, Germany
| | - Veronika Purrer
- German Center for Neurodegenerative Diseases (DZNE) Bonn, Germany; Department of Parkinson, Sleep and Movement Disorders, University Hospital Bonn, Germany
| | - Valeri Borger
- Department of Neurosurgery, University Hospital Bonn, Germany
| | - Marcel Daamen
- Clinical Functional Imaging Group, Department of Diagnostic and Interventional Radiology and Department of Nuclear Medicine, University Hospital Bonn, Bonn, Germany
| | - Angelika Maurer
- Clinical Functional Imaging Group, Department of Diagnostic and Interventional Radiology and Department of Nuclear Medicine, University Hospital Bonn, Bonn, Germany
| | - Carsten Schmeel
- Department of Neuroradiology, University Hospital Bonn, Germany
| | - Alexander Radbruch
- German Center for Neurodegenerative Diseases (DZNE) Bonn, Germany; Department of Neuroradiology, University Hospital Bonn, Germany
| | - Ullrich Wüllner
- German Center for Neurodegenerative Diseases (DZNE) Bonn, Germany; Department of Parkinson, Sleep and Movement Disorders, University Hospital Bonn, Germany
| | - Henning Boecker
- Clinical Functional Imaging Group, Department of Diagnostic and Interventional Radiology and Department of Nuclear Medicine, University Hospital Bonn, Bonn, Germany; German Center for Neurodegenerative Diseases (DZNE) Bonn, Germany
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Qiu L, Pomeraniec IJ, Howard SD, Ajmera S, Bagley LJ, Cajigas I, Kennedy BC, Halpern CH. Intraprocedural Three-Dimensional Imaging Registration Optimizes Magnetic Resonance Imaging-Guided Focused Ultrasound and Facilitates Novel Applications. Oper Neurosurg (Hagerstown) 2024:01787389-990000000-01418. [PMID: 39883868 DOI: 10.1227/ons.0000000000001457] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2024] [Accepted: 10/06/2024] [Indexed: 02/01/2025] Open
Abstract
BACKGROUND AND OBJECTIVE Transcranial magnetic resonance-guided focused ultrasound (MRgFUS) has revolutionized ablative treatment of essential tremor in recent years. However, limitations in precision targeting may account for suboptimal efficacy and significant side effects. We describe a simple intraprocedural three-dimensional image-guided lesion shaping technique that can improve overall outcomes of MRgFUS for essential tremor and facilitate expansion to novel indications. METHODS A retrospective review of 84 consecutive MRgFUS procedures performed at Pennsylvania Hospital was performed. Comparison of patient demographics, treatment parameters, and clinical outcomes before and after implementation of this protocol was conducted. Further application of this technique in pallidotomy treatments and ablative disconnection of hypothalamic hamartoma are described. RESULTS After implementation, the median of total number of sonications (7 vs 9, P = .001), number of therapeutic sonications (3 vs 4, P < .0001), and interval time between the first and last sonication (46:10 vs 68:53 minutes, P = .0004) were significantly reduced. Patients expressed greater satisfaction of treatment (94.1% vs 82.4%, P = .018), greater global impression of change (CGI) (7 vs 6, P = .033), and reduced median number of side effects at 6 months (0 vs 1, P = .026). We also successfully implemented this protocol for novel indications. CONCLUSION Intraprocedural lesion shaping for MRgFUS is a simple and versatile imaging protocol augmentation that improves ablation precision and can improve treatment efficacy and broader neurological application.
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Affiliation(s)
- Liming Qiu
- Department of Neurosurgery, University of Pennsylvania Health System, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - I Jonathan Pomeraniec
- Department of Neurosurgery, University of Pennsylvania Health System, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Susanna D Howard
- Department of Neurosurgery, University of Pennsylvania Health System, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Sonia Ajmera
- Department of Neurosurgery, University of Pennsylvania Health System, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Linda J Bagley
- Department of Neurosurgery, University of Pennsylvania Health System, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
- Department of Radiology, University of Pennsylvania Health System, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Iahn Cajigas
- Department of Neurosurgery, University of Pennsylvania Health System, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Benjamin C Kennedy
- Department of Neurosurgery, University of Pennsylvania Health System, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
- Division of Neurosurgery, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Casey H Halpern
- Department of Neurosurgery, University of Pennsylvania Health System, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
- Department of Surgery, Corporal Michael J. Crescenz Veterans Affairs Medical Center, Philadelphia, Pennsylvania, USA
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Kindler C, Upadhyay N, Purrer V, Schmeel FC, Borger V, Scheef L, Wüllner U, Boecker H. MRgFUS of the nucleus ventralis intermedius in essential tremor modulates functional connectivity within the classical tremor network and beyond. Parkinsonism Relat Disord 2023; 115:105845. [PMID: 37717502 DOI: 10.1016/j.parkreldis.2023.105845] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Revised: 08/24/2023] [Accepted: 09/02/2023] [Indexed: 09/19/2023]
Abstract
BACKGROUND Magnetic resonance-guided focused ultrasound (MRgFUS) of the thalamic ventral intermediate nucleus is an incisionless lesional treatment for essential tremor. OBJECTIVE To examine relationships between tremor severity and functional connectivity in patients with essential tremor and to assess long-term changes in the tremor network after sonication of the ventral intermediate nucleus. METHODS Twenty-one patients with essential tremor (70.33 ± 11.32 years) were included in the final analysis and underwent resting state functional magnetic resonance imaging at 3 T before and 6 months after treatment. Tremor severity (Fahn-Tolosa-Marin Clinical Rating Scale) was evaluated and functional connectivity was investigated using independent component analysis. RESULTS MRgFUS of the thalamic ventral intermediate nucleus reduced contralateral tremor effectively. Multiple regression analysis revealed exclusively negative correlations between FC and tremor severity, notably in the right cerebellar lobe VI and the left cerebellar lobe VIIIa (cerebellar network), in the left occipital fusiform gyrus (lateral visual network), the anterior division of the left superior temporal gyrus (fronto-parieto-temporal network), and in the posterior division of the left parahippocampal gyrus and the bilateral lingual gyri (default mode network). Six months after treatment, increased functional connectivity was observed in almost all tremor-associated clusters, except the cluster localized in the left cerebellum. CONCLUSIONS Our findings suggest that tremor-related activity in essential tremor extends beyond the classical cerebellar network, additionally involving areas related to visual processing. Functional restoration of network activity after sonication of the ventral intermediate nucleus is observed within the classical tremor network (cerebellum) and notably also in visual processing areas.
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Affiliation(s)
- Christine Kindler
- Department of Neurology, University Hospital Bonn, Bonn, Germany; German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany.
| | - Neeraj Upadhyay
- German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany; Division 'Clinical Functional Imaging', Department of Diagnostic and Interventional Radiology, University Hospital Bonn, Bonn, Germany
| | - Veronika Purrer
- Department of Neurology, University Hospital Bonn, Bonn, Germany; German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
| | | | - Valeri Borger
- Department of Neurosurgery, University Hospital Bonn, Bonn, Germany
| | - Lukas Scheef
- Division 'Clinical Functional Imaging', Department of Diagnostic and Interventional Radiology, University Hospital Bonn, Bonn, Germany
| | - Ullrich Wüllner
- Department of Neurology, University Hospital Bonn, Bonn, Germany; German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
| | - Henning Boecker
- German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany; Division 'Clinical Functional Imaging', Department of Diagnostic and Interventional Radiology, University Hospital Bonn, Bonn, Germany
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Lueckel JM, Upadhyay N, Purrer V, Maurer A, Borger V, Radbruch A, Attenberger U, Wuellner U, Panda R, Boecker H. Whole-brain network transitions within the framework of ignition and transfer entropy following VIM-MRgFUS in essential tremor patients. Brain Stimul 2023; 16:879-888. [PMID: 37230462 DOI: 10.1016/j.brs.2023.05.006] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Revised: 03/30/2023] [Accepted: 05/08/2023] [Indexed: 05/27/2023] Open
Abstract
Magnetic resonance-guided focused ultrasound (MRgFUS) lesioning of the ventralis intermedius nucleus (VIM) has shown promise in treating drug-refractory essential tremor (ET). It remains unknown whether focal VIM lesions by MRgFUS have broader restorative effects on information flow within the whole-brain network of ET patients. We applied an information-theoretical approach based on intrinsic ignition and the concept of transfer entropy (TE) to assess the spatiotemporal dynamics after VIM-MRgFUS. Eighteen ET patients (mean age 71.44 years) underwent repeated 3T resting-state functional magnetic resonance imaging combined with Clinical Rating Scale for Tremor (CRST) assessments one day before (T0) and one month (T1) and six months (T2) post-MRgFUS, respectively. We observed increased whole brain ignition-driven mean integration (IDMI) at T1 (p < 0.05), along with trend increases at T2. Further, constraining to motor network nodes, we identified significant increases in information-broadcasting (bilateral supplementary motor area (SMA) and left cerebellar lobule III) and information-receiving (right precentral gyrus) at T1. Remarkably, increased information-broadcasting in bilateral SMA was correlated with relative improvement of the CRST in the treated hand. In addition, causal TE-based effective connectivity (EC) at T1 showed an increase from right SMA to left cerebellar lobule crus II and from left cerebellar lobule III to right thalamus. In conclusion, results suggest a change in information transmission capacity in ET after MRgFUS and a shift towards a more integrated functional state with increased levels of global and directional information flow.
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Affiliation(s)
- Julia M Lueckel
- Clinical Functional Imaging Group, Department of Diagnostic and Interventional Radiology, University Hospital Bonn, Bonn, Germany.
| | - Neeraj Upadhyay
- Clinical Functional Imaging Group, Department of Diagnostic and Interventional Radiology, University Hospital Bonn, Bonn, Germany
| | - Veronika Purrer
- German Center for Neurodegenerative Diseases, Bonn, Germany; Department of Neurology, University Hospital Bonn, Bonn, Germany
| | - Angelika Maurer
- Clinical Functional Imaging Group, Department of Diagnostic and Interventional Radiology, University Hospital Bonn, Bonn, Germany
| | - Valeri Borger
- Department of Neurosurgery, University Hospital Bonn, Bonn, Germany
| | - Alexander Radbruch
- German Center for Neurodegenerative Diseases, Bonn, Germany; Department of Neuroradiology, University Hospital Bonn, Bonn, Germany
| | - Ulrike Attenberger
- Department of Diagnostic and Interventional Radiology, University Hospital Bonn, Bonn, Germany
| | - Ullrich Wuellner
- German Center for Neurodegenerative Diseases, Bonn, Germany; Department of Neurology, University Hospital Bonn, Bonn, Germany
| | - Rajanikant Panda
- Coma Science Group, GIGA-Consciousness, University of Liège, Liège, Belgium
| | - Henning Boecker
- Clinical Functional Imaging Group, Department of Diagnostic and Interventional Radiology, University Hospital Bonn, Bonn, Germany; German Center for Neurodegenerative Diseases, Bonn, Germany.
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Swytink-Binnema CA, Rockel CP, Martino D, Dukelow SP, Pike GB, Kiss ZHT. Limb Preference Changes after Focused-Ultrasound Thalamotomy for Tremor. Mov Disord 2023. [PMID: 36947685 DOI: 10.1002/mds.29350] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Accepted: 01/30/2023] [Indexed: 03/24/2023] Open
Abstract
BACKGROUND Magnetic resonance-guided focused-ultrasound (MRgFUS) thalamotomy is an effective treatment for essential and other tremors. It targets the ventrointermedius (Vim) nucleus, which is the thalamic relay in a proprioceptive pathway, and contains kinesthetic cells. Although MRgFUS thalamotomy reduces some risks associated with more invasive surgeries, it still has side effects, such as balance and gait disturbances; these may be caused by the lesion impacting proprioception. OBJECTIVES Our aim was to quantitatively measure the effects of MRgFUS on proprioception and limb use in essential tremor patients. We hypothesized that this thalamotomy alters proprioception, because the sensorimotor Vim thalamus is lesioned. METHODS Proprioception was measured using the Kinarm exoskeleton robot in 18 patients. Data were collected pre-operatively, and then 1 day, 3 months, and 1 year after surgery. Patients completed four tasks, assessing motor coordination and postural control, goal-directed movement and bimanual planning, position sense, and kinesthesia. RESULTS Immediately after surgery there were changes in posture speed (indicating tremor improvement), and in bimanual hand use, with the untreated limb being preferred. However, these measures returned to pre-operative baseline over time. There were no changes in parameters related to proprioception. None of these measures correlated with lesion size or lesion-overlap with the dentato-rubro-thalamic tract. CONCLUSIONS This is the first quantitative assessment of proprioception and limb preference following MRgFUS thalamotomy. Our results suggest that focused-ultrasound lesioning of the Vim thalamus does not degrade proprioception but alters limb preference. This change may indicate a required "relearning" in the treated limb, because the effect is transient. © 2023 The Authors. Movement Disorders published by Wiley Periodicals LLC on behalf of International Parkinson and Movement Disorder Society.
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Affiliation(s)
- Catherine A Swytink-Binnema
- Department of Biomedical Engineering, Schulich School of Engineering, University of Calgary, Calgary, Alberta, Canada
- Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Conrad P Rockel
- Department of Radiology, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Davide Martino
- Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Sean P Dukelow
- Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - G Bruce Pike
- Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Department of Radiology, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Zelma H T Kiss
- Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
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Visani E, Panzica F, Eleopra R, Rossi Sebastiano D, Lanteri P, Devigili G, Dotta S, Rinaldo S, Franceschetti S. MRI-guided focused-ultrasound thalamotomy in essential tremor: Immediate and delayed changes in cortico-muscular coherence and cortico-cortical out-strength. Clin Neurophysiol 2022; 144:67-71. [PMID: 36283222 DOI: 10.1016/j.clinph.2022.10.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Revised: 09/30/2022] [Accepted: 10/05/2022] [Indexed: 11/26/2022]
Abstract
OBJECTIVE Drug-resistant essential tremor (ET) can be treated by Magnetic-Resonance-guided Focused-Ultrasound (MRgFUS) targeted to thalamic ventralis-intermediate nucleus (ViM). We are presenting the results obtained in ET patients by evaluating the cortico-muscular coherence (CMC) and the out-strength among cortical areas. METHODS We recorded MEG-EMG signals in 16 patients with predominant tremor on the right upper limb. The examination was performed the day before MRgFUS (T0) treatment, 24 hours (T1), and 3-months (T2) after lesioning the left ViM. Normalized CMC (nCMC) and cortico-cortical out-strength among cortical areas were assessed during isometric extension of the right hand. RESULTS According to the Essential Tremor Rating Assessment Scale, 13 of 16 patients were considered responders. At T1, in the beta-band, nCMC increased in the left hemisphere, namely in the areas directly involved in motor functions. At T2, the nCMC in non-motor areas decreased and the out-strength from other examined cortical areas toward the left motor-area decreased. CONCLUSIONS In patients positively responding to MRgFUS, the CMC increased in the motor-area of the treated hemisphere immediately after the treatment, while the reorganization of CMC and cortico-cortical out-strength toward the cortical motor area occurred with a delay. SIGNIFICANCE The effective treatment with MRgFUS corresponds with a readjustment of the CMC and of the communication between cortical areas.
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Affiliation(s)
- Elisa Visani
- Unit of Biomedical Engineering, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Ferruccio Panzica
- Clinical Engineering, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Roberto Eleopra
- Movement Disorders Unit, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Davide Rossi Sebastiano
- Department of Neurophysiology, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Paola Lanteri
- Department of Neurophysiology, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Grazia Devigili
- Movement Disorders Unit, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Sara Dotta
- Department of Neurophysiology, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Sara Rinaldo
- Movement Disorders Unit, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Silvana Franceschetti
- Department of Neurophysiology, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy.
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Kobeleva X, Varoquaux G, Dagher A, Adhikari M, Grefkes C, Gilson M. Advancing brain network models to reconcile functional neuroimaging and clinical research. Neuroimage Clin 2022; 36:103262. [PMID: 36451365 PMCID: PMC9723311 DOI: 10.1016/j.nicl.2022.103262] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Revised: 10/26/2022] [Accepted: 11/06/2022] [Indexed: 11/09/2022]
Abstract
Functional magnetic resonance imaging (fMRI) captures information on brain function beyond the anatomical alterations that are traditionally visually examined by neuroradiologists. However, the fMRI signals are complex in addition to being noisy, so fMRI still faces limitations for clinical applications. Here we review methods that have been proposed as potential solutions so far, namely statistical, biophysical and decoding models, with their strengths and weaknesses. We especially evaluate the ability of these models to directly predict clinical variables from their parameters (predictability) and to extract clinically relevant information regarding biological mechanisms and relevant features for classification and prediction (interpretability). We then provide guidelines for useful applications and pitfalls of such fMRI-based models in a clinical research context, looking beyond the current state of the art. In particular, we argue that the clinical relevance of fMRI calls for a new generation of models for fMRI data, which combine the strengths of both biophysical and decoding models. This leads to reliable and biologically meaningful model parameters, which thus fulfills the need for simultaneous interpretability and predictability. In our view, this synergy is fundamental for the discovery of new pharmacological and interventional targets, as well as the use of models as biomarkers in neurology and psychiatry.
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Affiliation(s)
- Xenia Kobeleva
- Department of Neurology, University of Bonn, Bonn, Germany; German Center for Neurodegenerative Diseases (DZNE) Bonn, Bonn, Germany
| | | | - Alain Dagher
- Montreal Neurological Institute, McGill University, Montréal, Canada
| | - Mohit Adhikari
- Bio-imaging Lab, University of Antwerp, Antwerp, Belgium
| | - Christian Grefkes
- Department of Neurology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany; Institute of Neuroscience and Medicine (INM-1, INM-3), Research Centre Juelich, Juelich, Germany; Department of Neurology, Goethe University Frankfurt, Frankfurt, Germany
| | - Matthieu Gilson
- Institute of Neuroscience and Medicine (INM-6) and Institute for Advanced Simulation (IAS-6) and JARA Institute Brain Structure-Function Relationships (INM-10), Jülich Research Centre, Jülich, Germany; Center for Brain and Cognition, Department of Information and Telecommunication Technologies, Universitat Pompeu Fabra, Barcelona, Spain; Institut de Neurosciences des Systèmes, Aix-Marseille University, Marseille, France.
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