1
|
Gilbert Z, Mason X, Sebastian R, Tang AM, Martin Del Campo-Vera R, Chen KH, Leonor A, Shao A, Tabarsi E, Chung R, Sundaram S, Kammen A, Cavaleri J, Gogia AS, Heck C, Nune G, Liu CY, Kellis SS, Lee B. A review of neurophysiological effects and efficiency of waveform parameters in deep brain stimulation. Clin Neurophysiol 2023; 152:93-111. [PMID: 37208270 DOI: 10.1016/j.clinph.2023.04.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Revised: 02/09/2023] [Accepted: 04/15/2023] [Indexed: 05/21/2023]
Abstract
Neurostimulation has diverse clinical applications and potential as a treatment for medically refractory movement disorders, epilepsy, and other neurological disorders. However, the parameters used to program electrodes-polarity, pulse width, amplitude, and frequency-and how they are adjusted have remained largely untouched since the 1970 s. This review summarizes the state-of-the-art in Deep Brain Stimulation (DBS) and highlights the need for further research to uncover the physiological mechanisms of neurostimulation. We focus on studies that reveal the potential for clinicians to use waveform parameters to selectively stimulate neural tissue for therapeutic benefit, while avoiding activating tissue associated with adverse effects. DBS uses cathodic monophasic rectangular pulses with passive recharging in clinical practice to treat neurological conditions such as Parkinson's Disease. However, research has shown that stimulation efficiency can be improved, and side effects reduced, through modulating parameters and adding novel waveform properties. These developments can prolong implantable pulse generator lifespan, reducing costs and surgery-associated risks. Waveform parameters can stimulate neurons based on axon orientation and intrinsic structural properties, providing clinicians with more precise targeting of neural pathways. These findings could expand the spectrum of diseases treatable with neuromodulation and improve patient outcomes.
Collapse
Affiliation(s)
- Zachary Gilbert
- Department of Neurological Surgery, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States.
| | - Xenos Mason
- Department of Neurological Surgery, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States; USC Neurorestoration Center, Keck School of Medicine of USC, Los Angeles, CA, United States
| | - Rinu Sebastian
- Department of Neurological Surgery, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States
| | - Austin M Tang
- Department of Neurological Surgery, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States
| | - Roberto Martin Del Campo-Vera
- Department of Neurological Surgery, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States
| | - Kuang-Hsuan Chen
- Department of Neurological Surgery, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States
| | - Andrea Leonor
- Department of Neurological Surgery, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States
| | - Arthur Shao
- Department of Neurological Surgery, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States
| | - Emiliano Tabarsi
- Department of Neurological Surgery, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States
| | - Ryan Chung
- Department of Neurological Surgery, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States
| | - Shivani Sundaram
- Department of Neurological Surgery, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States
| | - Alexandra Kammen
- Department of Neurological Surgery, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States
| | - Jonathan Cavaleri
- Department of Neurological Surgery, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States
| | - Angad S Gogia
- Department of Neurological Surgery, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States
| | - Christi Heck
- Department of Neurology, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States; USC Neurorestoration Center, Keck School of Medicine of USC, Los Angeles, CA, United States
| | - George Nune
- Department of Neurology, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States; USC Neurorestoration Center, Keck School of Medicine of USC, Los Angeles, CA, United States
| | - Charles Y Liu
- Department of Neurological Surgery, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States; Department of Neurology, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States; USC Neurorestoration Center, Keck School of Medicine of USC, Los Angeles, CA, United States
| | - Spencer S Kellis
- Department of Neurological Surgery, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States; USC Neurorestoration Center, Keck School of Medicine of USC, Los Angeles, CA, United States
| | - Brian Lee
- Department of Neurological Surgery, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States; USC Neurorestoration Center, Keck School of Medicine of USC, Los Angeles, CA, United States
| |
Collapse
|
3
|
Caciagli L, Allen LA, He X, Trimmel K, Vos SB, Centeno M, Galovic M, Sidhu MK, Thompson PJ, Bassett DS, Winston GP, Duncan JS, Koepp MJ, Sperling MR. Thalamus and focal to bilateral seizures: A multiscale cognitive imaging study. Neurology 2020; 95:e2427-e2441. [PMID: 32847951 PMCID: PMC7682917 DOI: 10.1212/wnl.0000000000010645] [Citation(s) in RCA: 42] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2019] [Accepted: 06/01/2020] [Indexed: 12/18/2022] Open
Abstract
OBJECTIVE To investigate the functional correlates of recurrent secondarily generalized seizures in temporal lobe epilepsy (TLE) using task-based fMRI as a framework to test for epilepsy-specific network rearrangements. Because the thalamus modulates propagation of temporal lobe onset seizures and promotes cortical synchronization during cognition, we hypothesized that occurrence of secondarily generalized seizures, i.e., focal to bilateral tonic-clonic seizures (FBTCS), would relate to thalamic dysfunction, altered connectivity, and whole-brain network centrality. METHODS FBTCS occur in a third of patients with TLE and are a major determinant of disease severity. In this cross-sectional study, we analyzed 113 patients with drug-resistant TLE (55 left/58 right), who performed a verbal fluency fMRI task that elicited robust thalamic activation. Thirty-three patients (29%) had experienced at least one FBTCS in the year preceding the investigation. We compared patients with TLE-FBTCS to those without FBTCS via a multiscale approach, entailing analysis of statistical parametric mapping (SPM) 12-derived measures of activation, task-modulated thalamic functional connectivity (psychophysiologic interaction), and graph-theoretical metrics of centrality. RESULTS Individuals with TLE-FBTCS had less task-related activation of bilateral thalamus, with left-sided emphasis, and left hippocampus than those without FBTCS. In TLE-FBTCS, we also found greater task-related thalamotemporal and thalamomotor connectivity, and higher thalamic degree and betweenness centrality. Receiver operating characteristic curves, based on a combined thalamic functional marker, accurately discriminated individuals with and without FBTCS. CONCLUSIONS In TLE-FBTCS, impaired task-related thalamic recruitment coexists with enhanced thalamotemporal connectivity and whole-brain thalamic network embedding. Altered thalamic functional profiles are proposed as imaging biomarkers of active secondary generalization.
Collapse
Affiliation(s)
- Lorenzo Caciagli
- From the Department of Clinical and Experimental Epilepsy (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.) and Neuroradiological Academic Unit (S.B.V.), UCL Queen Square Institute of Neurology, London; MRI Unit (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.), Epilepsy Society, Chalfont St Peter, Buckinghamshire, UK; Departments of Bioengineering (L.C., X.H., D.S.B.), Physics and Astronomy (D.S.B.), Electrical and Systems Engineering (D.S.B.), Neurology (D.S.B.), and Psychiatry (D.S.B.), University of Pennsylvania, Philadelphia; Department of Neurology (K.T.), Medical University of Vienna, Austria; Centre for Medical Image Computing (S.B.V.), University College London, UK; Department of Neurology (M.G.), University Hospital Zurich, Switzerland; Santa Fe Institute (D.S.B.), NM; Department of Medicine, Division of Neurology (G.P.W.), Queen's University, Kingston, Canada; and Department of Neurology (M.R.S.), Thomas Jefferson University, Philadelphia, PA.
| | - Luke A Allen
- From the Department of Clinical and Experimental Epilepsy (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.) and Neuroradiological Academic Unit (S.B.V.), UCL Queen Square Institute of Neurology, London; MRI Unit (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.), Epilepsy Society, Chalfont St Peter, Buckinghamshire, UK; Departments of Bioengineering (L.C., X.H., D.S.B.), Physics and Astronomy (D.S.B.), Electrical and Systems Engineering (D.S.B.), Neurology (D.S.B.), and Psychiatry (D.S.B.), University of Pennsylvania, Philadelphia; Department of Neurology (K.T.), Medical University of Vienna, Austria; Centre for Medical Image Computing (S.B.V.), University College London, UK; Department of Neurology (M.G.), University Hospital Zurich, Switzerland; Santa Fe Institute (D.S.B.), NM; Department of Medicine, Division of Neurology (G.P.W.), Queen's University, Kingston, Canada; and Department of Neurology (M.R.S.), Thomas Jefferson University, Philadelphia, PA
| | - Xiaosong He
- From the Department of Clinical and Experimental Epilepsy (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.) and Neuroradiological Academic Unit (S.B.V.), UCL Queen Square Institute of Neurology, London; MRI Unit (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.), Epilepsy Society, Chalfont St Peter, Buckinghamshire, UK; Departments of Bioengineering (L.C., X.H., D.S.B.), Physics and Astronomy (D.S.B.), Electrical and Systems Engineering (D.S.B.), Neurology (D.S.B.), and Psychiatry (D.S.B.), University of Pennsylvania, Philadelphia; Department of Neurology (K.T.), Medical University of Vienna, Austria; Centre for Medical Image Computing (S.B.V.), University College London, UK; Department of Neurology (M.G.), University Hospital Zurich, Switzerland; Santa Fe Institute (D.S.B.), NM; Department of Medicine, Division of Neurology (G.P.W.), Queen's University, Kingston, Canada; and Department of Neurology (M.R.S.), Thomas Jefferson University, Philadelphia, PA
| | - Karin Trimmel
- From the Department of Clinical and Experimental Epilepsy (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.) and Neuroradiological Academic Unit (S.B.V.), UCL Queen Square Institute of Neurology, London; MRI Unit (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.), Epilepsy Society, Chalfont St Peter, Buckinghamshire, UK; Departments of Bioengineering (L.C., X.H., D.S.B.), Physics and Astronomy (D.S.B.), Electrical and Systems Engineering (D.S.B.), Neurology (D.S.B.), and Psychiatry (D.S.B.), University of Pennsylvania, Philadelphia; Department of Neurology (K.T.), Medical University of Vienna, Austria; Centre for Medical Image Computing (S.B.V.), University College London, UK; Department of Neurology (M.G.), University Hospital Zurich, Switzerland; Santa Fe Institute (D.S.B.), NM; Department of Medicine, Division of Neurology (G.P.W.), Queen's University, Kingston, Canada; and Department of Neurology (M.R.S.), Thomas Jefferson University, Philadelphia, PA
| | - Sjoerd B Vos
- From the Department of Clinical and Experimental Epilepsy (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.) and Neuroradiological Academic Unit (S.B.V.), UCL Queen Square Institute of Neurology, London; MRI Unit (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.), Epilepsy Society, Chalfont St Peter, Buckinghamshire, UK; Departments of Bioengineering (L.C., X.H., D.S.B.), Physics and Astronomy (D.S.B.), Electrical and Systems Engineering (D.S.B.), Neurology (D.S.B.), and Psychiatry (D.S.B.), University of Pennsylvania, Philadelphia; Department of Neurology (K.T.), Medical University of Vienna, Austria; Centre for Medical Image Computing (S.B.V.), University College London, UK; Department of Neurology (M.G.), University Hospital Zurich, Switzerland; Santa Fe Institute (D.S.B.), NM; Department of Medicine, Division of Neurology (G.P.W.), Queen's University, Kingston, Canada; and Department of Neurology (M.R.S.), Thomas Jefferson University, Philadelphia, PA
| | - Maria Centeno
- From the Department of Clinical and Experimental Epilepsy (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.) and Neuroradiological Academic Unit (S.B.V.), UCL Queen Square Institute of Neurology, London; MRI Unit (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.), Epilepsy Society, Chalfont St Peter, Buckinghamshire, UK; Departments of Bioengineering (L.C., X.H., D.S.B.), Physics and Astronomy (D.S.B.), Electrical and Systems Engineering (D.S.B.), Neurology (D.S.B.), and Psychiatry (D.S.B.), University of Pennsylvania, Philadelphia; Department of Neurology (K.T.), Medical University of Vienna, Austria; Centre for Medical Image Computing (S.B.V.), University College London, UK; Department of Neurology (M.G.), University Hospital Zurich, Switzerland; Santa Fe Institute (D.S.B.), NM; Department of Medicine, Division of Neurology (G.P.W.), Queen's University, Kingston, Canada; and Department of Neurology (M.R.S.), Thomas Jefferson University, Philadelphia, PA
| | - Marian Galovic
- From the Department of Clinical and Experimental Epilepsy (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.) and Neuroradiological Academic Unit (S.B.V.), UCL Queen Square Institute of Neurology, London; MRI Unit (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.), Epilepsy Society, Chalfont St Peter, Buckinghamshire, UK; Departments of Bioengineering (L.C., X.H., D.S.B.), Physics and Astronomy (D.S.B.), Electrical and Systems Engineering (D.S.B.), Neurology (D.S.B.), and Psychiatry (D.S.B.), University of Pennsylvania, Philadelphia; Department of Neurology (K.T.), Medical University of Vienna, Austria; Centre for Medical Image Computing (S.B.V.), University College London, UK; Department of Neurology (M.G.), University Hospital Zurich, Switzerland; Santa Fe Institute (D.S.B.), NM; Department of Medicine, Division of Neurology (G.P.W.), Queen's University, Kingston, Canada; and Department of Neurology (M.R.S.), Thomas Jefferson University, Philadelphia, PA
| | - Meneka K Sidhu
- From the Department of Clinical and Experimental Epilepsy (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.) and Neuroradiological Academic Unit (S.B.V.), UCL Queen Square Institute of Neurology, London; MRI Unit (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.), Epilepsy Society, Chalfont St Peter, Buckinghamshire, UK; Departments of Bioengineering (L.C., X.H., D.S.B.), Physics and Astronomy (D.S.B.), Electrical and Systems Engineering (D.S.B.), Neurology (D.S.B.), and Psychiatry (D.S.B.), University of Pennsylvania, Philadelphia; Department of Neurology (K.T.), Medical University of Vienna, Austria; Centre for Medical Image Computing (S.B.V.), University College London, UK; Department of Neurology (M.G.), University Hospital Zurich, Switzerland; Santa Fe Institute (D.S.B.), NM; Department of Medicine, Division of Neurology (G.P.W.), Queen's University, Kingston, Canada; and Department of Neurology (M.R.S.), Thomas Jefferson University, Philadelphia, PA
| | - Pamela J Thompson
- From the Department of Clinical and Experimental Epilepsy (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.) and Neuroradiological Academic Unit (S.B.V.), UCL Queen Square Institute of Neurology, London; MRI Unit (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.), Epilepsy Society, Chalfont St Peter, Buckinghamshire, UK; Departments of Bioengineering (L.C., X.H., D.S.B.), Physics and Astronomy (D.S.B.), Electrical and Systems Engineering (D.S.B.), Neurology (D.S.B.), and Psychiatry (D.S.B.), University of Pennsylvania, Philadelphia; Department of Neurology (K.T.), Medical University of Vienna, Austria; Centre for Medical Image Computing (S.B.V.), University College London, UK; Department of Neurology (M.G.), University Hospital Zurich, Switzerland; Santa Fe Institute (D.S.B.), NM; Department of Medicine, Division of Neurology (G.P.W.), Queen's University, Kingston, Canada; and Department of Neurology (M.R.S.), Thomas Jefferson University, Philadelphia, PA
| | - Danielle S Bassett
- From the Department of Clinical and Experimental Epilepsy (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.) and Neuroradiological Academic Unit (S.B.V.), UCL Queen Square Institute of Neurology, London; MRI Unit (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.), Epilepsy Society, Chalfont St Peter, Buckinghamshire, UK; Departments of Bioengineering (L.C., X.H., D.S.B.), Physics and Astronomy (D.S.B.), Electrical and Systems Engineering (D.S.B.), Neurology (D.S.B.), and Psychiatry (D.S.B.), University of Pennsylvania, Philadelphia; Department of Neurology (K.T.), Medical University of Vienna, Austria; Centre for Medical Image Computing (S.B.V.), University College London, UK; Department of Neurology (M.G.), University Hospital Zurich, Switzerland; Santa Fe Institute (D.S.B.), NM; Department of Medicine, Division of Neurology (G.P.W.), Queen's University, Kingston, Canada; and Department of Neurology (M.R.S.), Thomas Jefferson University, Philadelphia, PA
| | - Gavin P Winston
- From the Department of Clinical and Experimental Epilepsy (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.) and Neuroradiological Academic Unit (S.B.V.), UCL Queen Square Institute of Neurology, London; MRI Unit (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.), Epilepsy Society, Chalfont St Peter, Buckinghamshire, UK; Departments of Bioengineering (L.C., X.H., D.S.B.), Physics and Astronomy (D.S.B.), Electrical and Systems Engineering (D.S.B.), Neurology (D.S.B.), and Psychiatry (D.S.B.), University of Pennsylvania, Philadelphia; Department of Neurology (K.T.), Medical University of Vienna, Austria; Centre for Medical Image Computing (S.B.V.), University College London, UK; Department of Neurology (M.G.), University Hospital Zurich, Switzerland; Santa Fe Institute (D.S.B.), NM; Department of Medicine, Division of Neurology (G.P.W.), Queen's University, Kingston, Canada; and Department of Neurology (M.R.S.), Thomas Jefferson University, Philadelphia, PA
| | - John S Duncan
- From the Department of Clinical and Experimental Epilepsy (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.) and Neuroradiological Academic Unit (S.B.V.), UCL Queen Square Institute of Neurology, London; MRI Unit (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.), Epilepsy Society, Chalfont St Peter, Buckinghamshire, UK; Departments of Bioengineering (L.C., X.H., D.S.B.), Physics and Astronomy (D.S.B.), Electrical and Systems Engineering (D.S.B.), Neurology (D.S.B.), and Psychiatry (D.S.B.), University of Pennsylvania, Philadelphia; Department of Neurology (K.T.), Medical University of Vienna, Austria; Centre for Medical Image Computing (S.B.V.), University College London, UK; Department of Neurology (M.G.), University Hospital Zurich, Switzerland; Santa Fe Institute (D.S.B.), NM; Department of Medicine, Division of Neurology (G.P.W.), Queen's University, Kingston, Canada; and Department of Neurology (M.R.S.), Thomas Jefferson University, Philadelphia, PA
| | - Matthias J Koepp
- From the Department of Clinical and Experimental Epilepsy (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.) and Neuroradiological Academic Unit (S.B.V.), UCL Queen Square Institute of Neurology, London; MRI Unit (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.), Epilepsy Society, Chalfont St Peter, Buckinghamshire, UK; Departments of Bioengineering (L.C., X.H., D.S.B.), Physics and Astronomy (D.S.B.), Electrical and Systems Engineering (D.S.B.), Neurology (D.S.B.), and Psychiatry (D.S.B.), University of Pennsylvania, Philadelphia; Department of Neurology (K.T.), Medical University of Vienna, Austria; Centre for Medical Image Computing (S.B.V.), University College London, UK; Department of Neurology (M.G.), University Hospital Zurich, Switzerland; Santa Fe Institute (D.S.B.), NM; Department of Medicine, Division of Neurology (G.P.W.), Queen's University, Kingston, Canada; and Department of Neurology (M.R.S.), Thomas Jefferson University, Philadelphia, PA
| | - Michael R Sperling
- From the Department of Clinical and Experimental Epilepsy (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.) and Neuroradiological Academic Unit (S.B.V.), UCL Queen Square Institute of Neurology, London; MRI Unit (L.C., L.A.A., K.T., S.B.V., M.C., M.G., M.K.S., P.J.T., G.P.W., J.S.D., M.J.K.), Epilepsy Society, Chalfont St Peter, Buckinghamshire, UK; Departments of Bioengineering (L.C., X.H., D.S.B.), Physics and Astronomy (D.S.B.), Electrical and Systems Engineering (D.S.B.), Neurology (D.S.B.), and Psychiatry (D.S.B.), University of Pennsylvania, Philadelphia; Department of Neurology (K.T.), Medical University of Vienna, Austria; Centre for Medical Image Computing (S.B.V.), University College London, UK; Department of Neurology (M.G.), University Hospital Zurich, Switzerland; Santa Fe Institute (D.S.B.), NM; Department of Medicine, Division of Neurology (G.P.W.), Queen's University, Kingston, Canada; and Department of Neurology (M.R.S.), Thomas Jefferson University, Philadelphia, PA
| |
Collapse
|