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Azimzadeh M, Mohd Azmi MAN, Reisi P, Cheah PS, Ling KH. Step-by-step approach: Stereotaxic surgery for in vivo extracellular field potential recording at the rat Schaffer collateral-CA1 synapse using the eLab system. MethodsX 2024; 12:102544. [PMID: 38283759 PMCID: PMC10820282 DOI: 10.1016/j.mex.2023.102544] [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: 11/30/2023] [Accepted: 12/28/2023] [Indexed: 01/30/2024] Open
Abstract
In vivo extracellular field potential recording is a commonly used technique in modern neuroscience research. The success of long-term electrophysiological recordings often depends on the quality of the implantation surgery. However, there is limited use of visually guided stereotaxic neurosurgery and the application of the eLab/ePulse electrophysiology system in rodent models. This study presents a practical and functional manual guide for surgical electrode implantation in rodent models using the eLab/ePulse electrophysiology system for recording and stimulation purposes to assess neuronal functionality and synaptic plasticity. The evaluation parameters included the input/output function (IO), paired-pulse facilitation or depression (PPF/PPD), long-term potentiation (LTP), and long-term depression (LTD).•Provides a detailed picture-guided procedure for conducting in vivo stereotaxic neurosurgery.•Specifically covers the insertion of hippocampal electrodes and the recording of evoked extracellular field potentials.
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Affiliation(s)
- Mansour Azimzadeh
- Department of Biomedical Sciences Department of Human Anatomy, Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, UPM Serdang, Selangor 43400, Malaysia
| | - Mohd Amirul Najwa Mohd Azmi
- Deputy Dean's Office (Research and Internationalization), Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, UPM Serdang, Selangor 43400, Malaysia
| | - Parham Reisi
- Department of Physiology, School of Medicine, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Pike-See Cheah
- Department of Human Anatomy, Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, UPM Serdang, Selangor 43400, Malaysia
- Malaysian Research Institute on Ageing (MyAgeing™), Universiti Putra Malaysia, UPM Serdang, Selangor 43400, Malaysia
| | - King-Hwa Ling
- Department of Biomedical Sciences Department of Human Anatomy, Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, UPM Serdang, Selangor 43400, Malaysia
- Malaysian Research Institute on Ageing (MyAgeing™), Universiti Putra Malaysia, UPM Serdang, Selangor 43400, Malaysia
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Watson M, Chaves AR, Gebara A, Desforges M, Broomfield A, Landry N, Lemoyne A, Shim S, Drodge J, Cuda J, Kiaee N, Nasr Y, Carleton C, Daskalakis ZJ, Taylor R, Tuominen L, Brender R, Antochi R, McMurray L, Tremblay S. A naturalistic study comparing the efficacy of unilateral and bilateral sequential theta burst stimulation in treating major depression - the U-B-D study protocol. BMC Psychiatry 2023; 23:739. [PMID: 37817124 PMCID: PMC10566125 DOI: 10.1186/s12888-023-05243-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/14/2023] [Accepted: 10/01/2023] [Indexed: 10/12/2023] Open
Abstract
BACKGROUND Major depressive disorder (MDD) is a prevalent mental health condition affecting millions worldwide, leading to disability and reduced quality of life. MDD poses a global health priority due to its early onset and association with other disabling conditions. Available treatments for MDD exhibit varying effectiveness, and a substantial portion of individuals remain resistant to treatment. Repetitive transcranial magnetic stimulation (rTMS), applied to the left and/or right dorsolateral prefrontal cortex (DLPFC), is an alternative treatment strategy for those experiencing treatment-resistant MDD. The objective of this study is to investigate whether this newer form of rTMS, namely theta burst stimulation (TBS), when performed unilaterally or bilaterally, is efficacious in treatment-resistant MDD. METHODS In this naturalistic, randomized double-blinded non-inferiority trial, participants with a major depressive episode will be randomized to receive either unilateral (i.e., continuous TBS [cTBS] to the right and sham TBS to the left DLPFC) or bilateral sequential TBS (i.e., cTBS to the right and intermittent TBS [iTBS] to the left DLPFC) delivered 5 days a week for 4-6 weeks. Responders will move onto a 6-month flexible maintenance phase where TBS treatment will be delivered at a decreasing frequency depending on degree of symptom mitigation. Several clinical assessments and neuroimaging and neurophysiological biomarkers will be collected to investigate treatment response and potential associated biomarkers. A non-inferiority analysis will investigate whether bilateral sequential TBS is non-inferior to unilateral TBS and regression analyses will investigate biomarkers of treatment response. We expect to recruit a maximal of 256 participants. This trial is approved by the Research Ethics Board of The Royal's Institute of Mental Health Research (REB# 2,019,071) and will follow the Declaration of Helsinki. Findings will be published in peer-reviewed journals. DISCUSSION Comprehensive assessment of symptoms and neurophysiological biomarkers will contribute to understanding the differential efficacy of the tested treatment protocols, identifying biomarkers for treatment response, and shedding light into underlying mechanisms of TBS. Our findings will inform future clinical trials and aid in personalizing treatment selection and scheduling for individuals with MDD. TRIAL REGISTRATION The trial is registered on https://clinicaltrials.gov/ct2/home (#NCT04142996).
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Affiliation(s)
- Molly Watson
- University of Ottawa Institute of Mental Health Research at The Royal, 1145 Carling Ave, Ottawa, ON, K1Z 7K4, Canada
- Department of Neuroscience, Carleton University, 1125 Colonel By Drive, Ottawa, ON, K1S 5B6, Canada
| | - Arthur R Chaves
- University of Ottawa Institute of Mental Health Research at The Royal, 1145 Carling Ave, Ottawa, ON, K1Z 7K4, Canada
- Faculty of Health Sciences, University of Ottawa, 125 University, Ottawa, ON, K1N6N5, Canada
| | - Abir Gebara
- School of Medicine, Stanford University, 300 Pasteur Drive, Stanford, CA, 94305, USA
| | - Manon Desforges
- University of Ottawa Institute of Mental Health Research at The Royal, 1145 Carling Ave, Ottawa, ON, K1Z 7K4, Canada
- Département de Psychoéducation Et Psychologie, Université du Québec en Outaouais, 283 Alexandre-Taché Boul, Gatineau, QC, J8X 3X7, Canada
| | - Antoinette Broomfield
- University of Ottawa Institute of Mental Health Research at The Royal, 1145 Carling Ave, Ottawa, ON, K1Z 7K4, Canada
| | - Noémie Landry
- University of Ottawa Institute of Mental Health Research at The Royal, 1145 Carling Ave, Ottawa, ON, K1Z 7K4, Canada
- Département de Psychoéducation Et Psychologie, Université du Québec en Outaouais, 283 Alexandre-Taché Boul, Gatineau, QC, J8X 3X7, Canada
| | - Alexandra Lemoyne
- University of Ottawa Institute of Mental Health Research at The Royal, 1145 Carling Ave, Ottawa, ON, K1Z 7K4, Canada
- Département de Psychoéducation Et Psychologie, Université du Québec en Outaouais, 283 Alexandre-Taché Boul, Gatineau, QC, J8X 3X7, Canada
| | - Stacey Shim
- University of Ottawa Institute of Mental Health Research at The Royal, 1145 Carling Ave, Ottawa, ON, K1Z 7K4, Canada
| | - Jessica Drodge
- University of Ottawa Institute of Mental Health Research at The Royal, 1145 Carling Ave, Ottawa, ON, K1Z 7K4, Canada
| | - Jennifer Cuda
- University of Ottawa Institute of Mental Health Research at The Royal, 1145 Carling Ave, Ottawa, ON, K1Z 7K4, Canada
| | - Nasim Kiaee
- University of Ottawa Institute of Mental Health Research at The Royal, 1145 Carling Ave, Ottawa, ON, K1Z 7K4, Canada
- Department of Neuroscience, Carleton University, 1125 Colonel By Drive, Ottawa, ON, K1S 5B6, Canada
| | - Youssef Nasr
- University of Ottawa Institute of Mental Health Research at The Royal, 1145 Carling Ave, Ottawa, ON, K1Z 7K4, Canada
| | - Christophe Carleton
- University of Ottawa Institute of Mental Health Research at The Royal, 1145 Carling Ave, Ottawa, ON, K1Z 7K4, Canada
- Département de Psychoéducation Et Psychologie, Université du Québec en Outaouais, 283 Alexandre-Taché Boul, Gatineau, QC, J8X 3X7, Canada
| | - Zafiris J Daskalakis
- Department of Psychiatry, University California San Diego, 9500 Gilman Dr, La Jolla, CA, 92093, USA
| | - Reggie Taylor
- University of Ottawa Institute of Mental Health Research at The Royal, 1145 Carling Ave, Ottawa, ON, K1Z 7K4, Canada
- Department of Physics, Carleton University, 1125 Colonel By Drive, Ottawa, ON, K1S 5B6, Canada
| | - Lauri Tuominen
- University of Ottawa Institute of Mental Health Research at The Royal, 1145 Carling Ave, Ottawa, ON, K1Z 7K4, Canada
- Department of Psychiatry, University of Ottawa, 451 Smyth Road, Ottawa, ON, K1H 8M5, Canada
| | - Ram Brender
- Department of Psychiatry, University of Ottawa, 451 Smyth Road, Ottawa, ON, K1H 8M5, Canada
- Royal Ottawa Mental Health Centre, 1145 Carling Ave, Ottawa, ON, K1Z 7K4, Canada
| | - Ruxandra Antochi
- Department of Psychiatry, University of Ottawa, 451 Smyth Road, Ottawa, ON, K1H 8M5, Canada
- Royal Ottawa Mental Health Centre, 1145 Carling Ave, Ottawa, ON, K1Z 7K4, Canada
| | - Lisa McMurray
- Department of Psychiatry, University of Ottawa, 451 Smyth Road, Ottawa, ON, K1H 8M5, Canada
- Royal Ottawa Mental Health Centre, 1145 Carling Ave, Ottawa, ON, K1Z 7K4, Canada
| | - Sara Tremblay
- University of Ottawa Institute of Mental Health Research at The Royal, 1145 Carling Ave, Ottawa, ON, K1Z 7K4, Canada.
- Department of Neuroscience, Carleton University, 1125 Colonel By Drive, Ottawa, ON, K1S 5B6, Canada.
- Département de Psychoéducation Et Psychologie, Université du Québec en Outaouais, 283 Alexandre-Taché Boul, Gatineau, QC, J8X 3X7, Canada.
- Department of Cellular and Molecular Medicine, University of Ottawa, 451 Smyth Road, Ottawa, ON, K1H 8M5, Canada.
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van den Bos MAJ, Menon P, Vucic S. Cortical hyperexcitability and plasticity in Alzheimer's disease: developments in understanding and management. Expert Rev Neurother 2022; 22:981-993. [PMID: 36683586 DOI: 10.1080/14737175.2022.2170784] [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: 01/24/2023]
Abstract
INTRODUCTION Transcranial magnetic stimulation (TMS) is a non-invasive neurophysiological tool that provides important insights into Alzheimer's Disease (AD). A significant body of work utilizing TMS techniques has explored the pathophysiological relevance of cortical hyperexcitability and plasticity in AD and their modulation in novel therapies. AREAS COVERED This review examines the technique of TMS, the use of TMS to examine specific features of cortical excitability and the use of TMS techniques to modulate cortical function. A search was performed utilizing the PubMed database to identify key studies utilizing TMS to examine cortical hyperexcitability and plasticity in Alzheimer's dementia. We then translate this understanding to the study of Alzheimer's disease pathophysiology, examining the underlying neurophysiologic links contributing to these twin signatures, cortical hyperexcitability and abnormal plasticity, in the cortical dysfunction characterizing AD. Finally, we examine utilization of TMS excitability to guide targeted therapies and, through the use of repetitive TMS (rTMS), modulate cortical plasticity. EXPERT OPINION The examination of cortical hyperexcitability and plasticity with TMS has potential to optimize and expand the window of therapeutic interventions in AD, though remains at relatively early stage of development.
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Affiliation(s)
- Mehdi A J van den Bos
- Brain and Nerve Research Centre, Concord Repatriation General Hospital, Sydney, Australia
| | - Parvathi Menon
- Brain and Nerve Research Centre, Concord Repatriation General Hospital, Sydney, Australia
| | - Steve Vucic
- Brain and Nerve Research Centre, Concord Repatriation General Hospital, Sydney, Australia
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Intraclass Correlation in Paired Associative Stimulation and Metaplasticity. NEUROSCI 2022. [DOI: 10.3390/neurosci3040042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Paired associative stimulation (PAS) is a widely used noninvasive brain stimulation protocol to assess neural plasticity. Its reproducibility, however, has been rarely tested and with mixed results. With two consecutive studies, we aimed to provide further tests and a more systematic assessment of PAS reproducibility. We measured intraclass correlation coefficients (ICCs)—a widely used tool to assess whether groups of measurements resemble each other—in two PAS studies on healthy volunteers. The first study included five PAS sessions recording 10 MEPS every 10 min for an hour post-PAS. The second study included two PAS sessions recording 50 MEPS at 20 and 50 min post-PAS, based on analyses from the first study. In both studies PAS sessions were spaced one week apart. Within sessions ICC was fair to excellent for both studies, yet between sessions ICC was poor for both studies. We suggest that long term meta-plasticity effects (longer than one week) may interfere with between sessions reproducibility.
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5
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Chou YH, Sundman M, Ton That V, Green J, Trapani C. Cortical excitability and plasticity in Alzheimer's disease and mild cognitive impairment: A systematic review and meta-analysis of transcranial magnetic stimulation studies. Ageing Res Rev 2022; 79:101660. [PMID: 35680080 DOI: 10.1016/j.arr.2022.101660] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Revised: 05/13/2022] [Accepted: 05/30/2022] [Indexed: 11/01/2022]
Abstract
BACKGROUND Transcranial magnetic stimulation (TMS) is a non-invasive neuromodulation technique. When stimulation is applied over the primary motor cortex and coupled with electromyography measures, TMS can probe functions of cortical excitability and plasticity in vivo. The purpose of this meta-analysis is to evaluate the utility of TMS-derived measures for differentiating patients with Alzheimer's disease (AD) and mild cognitive impairment (MCI) from cognitively normal older adults (CN). METHODS Databases searched included PubMed, Embase, APA PsycInfo, Medline, and CINAHL Plus from inception to July 2021. RESULTS Sixty-one studies with a total of 2728 participants (1454 patients with AD, 163 patients with MCI, and 1111 CN) were included. Patients with AD showed significantly higher cortical excitability, lower cortical inhibition, and impaired cortical plasticity compared to the CN cohorts. Patients with MCI exhibited increased cortical excitability and reduced plasticity compared to the CN cohort. Additionally, lower cognitive performance was significantly associated with higher cortical excitability and lower inhibition. No seizure events due to TMS were reported, and the mild adverse response rate is approximately 3/1000 (i.e., 9/2728). CONCLUSIONS Findings of our meta-analysis demonstrate the potential of using TMS-derived cortical excitability and plasticity measures as diagnostic biomarkers and therapeutic targets for AD and MCI.
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Affiliation(s)
- Ying-Hui Chou
- Brain Imaging and TMS Laboratory, Department of Psychology, University of Arizona, Tucson, USA; Evelyn F McKnight Brain Institute, Arizona Center on Aging, and BIO5 Institute, University of Arizona, Tucson, USA.
| | - Mark Sundman
- Brain Imaging and TMS Laboratory, Department of Psychology, University of Arizona, Tucson, USA
| | - Viet Ton That
- Brain Imaging and TMS Laboratory, Department of Psychology, University of Arizona, Tucson, USA
| | - Jacob Green
- Brain Imaging and TMS Laboratory, Department of Psychology, University of Arizona, Tucson, USA
| | - Chrisopher Trapani
- Brain Imaging and TMS Laboratory, Department of Psychology, University of Arizona, Tucson, USA
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6
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Database of 25 validated coil models for electric field simulations for TMS. Brain Stimul 2022; 15:697-706. [DOI: 10.1016/j.brs.2022.04.017] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2022] [Revised: 04/25/2022] [Accepted: 04/25/2022] [Indexed: 12/30/2022] Open
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Weiler M, Moreno-Castilla P, Starnes HM, Melendez ELR, Stieger KC, Long JM, Rapp PR. Effects of repetitive Transcranial Magnetic Stimulation in aged rats depend on pre-treatment cognitive status: Toward individualized intervention for successful cognitive aging. Brain Stimul 2021; 14:1219-1225. [PMID: 34400378 DOI: 10.1016/j.brs.2021.08.008] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2021] [Revised: 08/02/2021] [Accepted: 08/09/2021] [Indexed: 01/23/2023] Open
Abstract
BACKGROUND Repetitive Transcranial Magnetic Stimulation (rTMS) has shown initial promise in combating age-related cognitive decline and dementia. The nature and severity of cognitive aging, however, varies markedly between individuals. OBJECTIVE/HYPOTHESIS We hypothesized that the distinct constellation of brain changes responsible for individual differences in cognitive aging might influence the response to rTMS. METHODS Cognitive effects of rTMS were evaluated using a rat model of cognitive aging in which aged rats are classified as Aged-Impaired (AI) or -Unimpaired (AU) relative to young (Y) according to their performance in the Morris water maze. Several weeks later, following presentation of a sample odor in an olfactory recognition task, rats received either sham (Y, n = 9; AU, n = 8; AI, n = 9) or intermittent Theta Burst Stimulation (Y, n = 8; AU, n = 8; AI, n = 9). Memory was tested 24 h later. RESULTS Recognition memory in the sham and stimulated conditions depended on pre-treatment cognitive status in the aged rats. Y and AU sham rats displayed robust odor recognition, whereas sham-treated AI rats exhibited no retention. In contrast, rTMS treated AI rats showed robust retention, comparable in magnitude to Y, whereas the AU stimulated scored at chance. CONCLUSION Our results are consistent with a perspective that the unique neurobiology associated with variability in cognitive aging modulates the response to rTMS. Protocols with documented efficacy in young adults may have unexpected outcomes in aging or neurodegenerative conditions, requiring individualized approaches.
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Affiliation(s)
- Marina Weiler
- Neurocognitive Aging Section, Laboratory of Behavioral Neuroscience, National Institute on Aging, Intramural Research Program, USA
| | - Perla Moreno-Castilla
- Neurocognitive Aging Section, Laboratory of Behavioral Neuroscience, National Institute on Aging, Intramural Research Program, USA
| | - Hannah M Starnes
- Neurocognitive Aging Section, Laboratory of Behavioral Neuroscience, National Institute on Aging, Intramural Research Program, USA
| | - Edward L R Melendez
- Neurocognitive Aging Section, Laboratory of Behavioral Neuroscience, National Institute on Aging, Intramural Research Program, USA
| | - Kevin C Stieger
- Neurocognitive Aging Section, Laboratory of Behavioral Neuroscience, National Institute on Aging, Intramural Research Program, USA
| | - Jeffrey M Long
- Neurocognitive Aging Section, Laboratory of Behavioral Neuroscience, National Institute on Aging, Intramural Research Program, USA
| | - Peter R Rapp
- Neurocognitive Aging Section, Laboratory of Behavioral Neuroscience, National Institute on Aging, Intramural Research Program, USA.
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Armijo E, Edwards G, Flores A, Vera J, Shahnawaz M, Moda F, Gonzalez C, Sanhueza M, Soto C. Induced Pluripotent Stem Cell-Derived Neural Precursors Improve Memory, Synaptic and Pathological Abnormalities in a Mouse Model of Alzheimer's Disease. Cells 2021; 10:cells10071802. [PMID: 34359972 PMCID: PMC8303262 DOI: 10.3390/cells10071802] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2021] [Revised: 06/23/2021] [Accepted: 06/28/2021] [Indexed: 01/01/2023] Open
Abstract
Alzheimer’s disease (AD) is the most common type of dementia in the elderly population. The disease is characterized by progressive memory loss, cerebral atrophy, extensive neuronal loss, synaptic alterations, brain inflammation, extracellular accumulation of amyloid-β (Aβ) plaques, and intracellular accumulation of hyper-phosphorylated tau (p-tau) protein. Many recent clinical trials have failed to show therapeutic benefit, likely because at the time in which patients exhibit clinical symptoms the brain is irreversibly damaged. In recent years, induced pluripotent stem cells (iPSCs) have been suggested as a promising cell therapy to recover brain functionality in neurodegenerative diseases such as AD. To evaluate the potential benefits of iPSCs on AD progression, we stereotaxically injected mouse iPSC-derived neural precursors (iPSC-NPCs) into the hippocampus of aged triple transgenic (3xTg-AD) mice harboring extensive pathological abnormalities typical of AD. Interestingly, iPSC-NPCs transplanted mice showed improved memory, synaptic plasticity, and reduced AD brain pathology, including a reduction of amyloid and tangles deposits. Our findings suggest that iPSC-NPCs might be a useful therapy that could produce benefit at the advanced clinical and pathological stages of AD.
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Affiliation(s)
- Enrique Armijo
- Mitchell Center for Alzheimer’s Disease and Related Brain Disorders, Department of Neurology, Mc Govern Medical School, University of Texas, Houston, TX 77030, USA; (E.A.); (G.E.); (A.F.); (M.S.); (F.M.); (C.G.)
- Facultad de Medicina, Universidad de los Andes, Av. San Carlos de Apoquindo 2200, Las Condes, Santiago 7550000, Chile
| | - George Edwards
- Mitchell Center for Alzheimer’s Disease and Related Brain Disorders, Department of Neurology, Mc Govern Medical School, University of Texas, Houston, TX 77030, USA; (E.A.); (G.E.); (A.F.); (M.S.); (F.M.); (C.G.)
| | - Andrea Flores
- Mitchell Center for Alzheimer’s Disease and Related Brain Disorders, Department of Neurology, Mc Govern Medical School, University of Texas, Houston, TX 77030, USA; (E.A.); (G.E.); (A.F.); (M.S.); (F.M.); (C.G.)
| | - Jorge Vera
- Department of Biology, Faculty of Sciences, University of Chile, Santiago 7800024, Chile; (J.V.); (M.S.)
| | - Mohammad Shahnawaz
- Mitchell Center for Alzheimer’s Disease and Related Brain Disorders, Department of Neurology, Mc Govern Medical School, University of Texas, Houston, TX 77030, USA; (E.A.); (G.E.); (A.F.); (M.S.); (F.M.); (C.G.)
| | - Fabio Moda
- Mitchell Center for Alzheimer’s Disease and Related Brain Disorders, Department of Neurology, Mc Govern Medical School, University of Texas, Houston, TX 77030, USA; (E.A.); (G.E.); (A.F.); (M.S.); (F.M.); (C.G.)
- Fondazione IRCCS Istituto Neurologico Carlo Besta, Division of Neurology 5 and Neuropathology, 20133 Milan, Italy
| | - Cesar Gonzalez
- Mitchell Center for Alzheimer’s Disease and Related Brain Disorders, Department of Neurology, Mc Govern Medical School, University of Texas, Houston, TX 77030, USA; (E.A.); (G.E.); (A.F.); (M.S.); (F.M.); (C.G.)
- Facultad de Medicina y Ciencias, Universidad San Sebastián, Puerto Montt 5480000, Chile
| | - Magdalena Sanhueza
- Department of Biology, Faculty of Sciences, University of Chile, Santiago 7800024, Chile; (J.V.); (M.S.)
| | - Claudio Soto
- Mitchell Center for Alzheimer’s Disease and Related Brain Disorders, Department of Neurology, Mc Govern Medical School, University of Texas, Houston, TX 77030, USA; (E.A.); (G.E.); (A.F.); (M.S.); (F.M.); (C.G.)
- Facultad de Medicina, Universidad de los Andes, Av. San Carlos de Apoquindo 2200, Las Condes, Santiago 7550000, Chile
- Correspondence:
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Mohammad Mahdi Alavi S, Goetz SM, Saif M. Input-output slope curve estimation in neural stimulation based on optimal sampling principles . J Neural Eng 2021; 18:10.1088/1741-2552/abffe5. [PMID: 33975287 PMCID: PMC8384062 DOI: 10.1088/1741-2552/abffe5] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2021] [Accepted: 05/11/2021] [Indexed: 11/11/2022]
Abstract
This paper discusses some of the practical limitations and issues, which exist for the input-output (IO) slope curve estimation (SCE) in neural, brain and spinal, stimulation techniques. The drawbacks of the SCE techniques by using existing uniform sampling and Fisher-information-based optimal IO curve estimation (FO-IOCE) methods are elaborated. A novel IO SCE technique is proposed with a modified sampling strategy and stopping rule which improve the SCE performance compared to these methods. The effectiveness of the proposed IO SCE is tested on 1000 simulation runs in transcranial magnetic stimulation (TMS), with a realistic model of motor evoked potentials. The results show that the proposed IO SCE method successfully satisfies the stopping rule, before reaching the maximum number of TMS pulses in 79.5% of runs, while the estimation based on the uniform sampling technique never converges and satisfies the stopping rule. At the time of successful termination, the proposed IO SCE method decreases the 95th percentile (mean value in the parentheses) of the absolute relative estimation errors (AREs) of the slope curve parameters up to 7.45% (2.2%), with only 18 additional pulses on average compared to that of the FO-IOCE technique. It also decreases the 95th percentile (mean value in the parentheses) of the AREs of the IO slope curve parameters up to 59.33% (16.71%), compared to that of the uniform sampling method. The proposed IO SCE also identifies the peak slope with higher accuracy, with the 95th percentile (mean value in the parentheses) of AREs reduced by up to 9.96% (2.01%) compared to that of the FO-IOCE method, and by up to 46.29% (13.13%) compared to that of the uniform sampling method.
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Affiliation(s)
- Seyed Mohammad Mahdi Alavi
- Department of Applied Computing and Engineering, School of Technologies, Cardiff Metropolitan University, Llandaff Campus, Western Avenue, Cardiff CF5 2YB, United Kingdom
| | - Stefan M Goetz
- Departments of Psychiatry and Behavioral Sciences, Electrical and Computer Engineering, and Neurosurgery as well as the Duke Brain Initiative, Duke University, Durham, NC 27708, United States of America
- Department of Engineering, University of Cambridge, Cambridge CB2 1PZ, United Kingdom
| | - Mehrdad Saif
- Department of Electrical Engineering, University of Windsor, Windsor, ON N9B 3P4, Canada
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