Artificial intelligence for classification of temporal lobe epilepsy with ROI-level MRI data: A worldwide ENIGMA-Epilepsy study.
Journal: NeuroImage. Clinical
Volume: 31
Issue:
Year of Publication: 2021
Affiliated Institutions:
Department of Neurology, Medical University of South Carolina, Charleston, SC, USA. Electronic address: gleichge@musc.edu.
Department of Psychiatry, University of North Carolina at Chapel Hill, NC, USA; Department of Computer Science, University of North Carolina at Chapel Hill, NC, USA.
Neurology Department, Yale University School of Medicine, New Haven, CT, USA; Department of Molecular and Cellular Therapeutics, The Royal College of Surgeons in Ireland, Dublin, Ireland.
Department of Neurology and Neuroimaging Laboratory, University of Campinas - UNICAMP, Campinas, SP, Brazil.
Magnetic Resonance Image Core Facility, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Universitat de Barcelona, Barcelona, Spain; Department of Radiology of Center of Image Diagnosis (CDIC), Hospital Clinic de Barcelona, Barcelona, Spain.
Department of Diagnostic and Interventional Neuroradiology, University Hospital Tübingen, Tübingen, Germany.
Neuroimaging of Epilepsy Laboratory, Montreal Neurological Institute, McGill University, Montreal, QC, Canada.
McConnell Brain Imaging Center, Montreal Neurological Institute, McGill University, Montreal, QC, Canada.
Psychiatry and Psychology, Mayo Clinic, Jacksonville, FL, USA.
Neuroscience Research Center, Department of Medical and Surgical Sciences, University "Magna Græcia" of Catanzaro, Catanzaro, Italy.
Instituto de Neurobiología, Universidad Nacional Autónoma de México, Querétaro, Mexico.
Department of Radiology, Royal Melbourne Hospital, University of Melbourne, Melbourne, VIC, Australia.
Department of Neurology, Langone School of Medicine, New York University, New York, NY, USA.
Trinity College Dublin, School of Medicine, Dublin, Ireland; FutureNeuro SFI Research Centre for Rare and Chronic Neurological Diseases, Dublin, Ireland.
Functional Imaging Unit, Department of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany.
Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology, London, UK.
University Medicine Göttingen, Clinical Neurophysiology, Göttingen, Germany.
Neuroscience Research Center, Department of Medical and Surgical Sciences, University "Magna Græcia" of Catanzaro, Catanzaro, Italy; Institute of Neurology, University "Magna Græcia" of Catanzaro, Catanzaro, Italy.
Department of Radiology, BC Children's Hospital, University of British Columbia, Vancouver, BC, Canada.
Neuroscience Department, University of Florence, Florence, Italy.
Center for Multimodal Imaging and Genetics, University of California, San Diego, La Jolla, CA, USA.
Kuopio University Hospital, Member of EpiCARE ERN, Kuopio, Finland; Institute of Clinical Medicine, Neurology, University of Eastern Finland, Kuopio, Finland.
Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool, UK; The Walton Centre NHS Foundation Trust, Liverpool, UK.
Department of Psychiatry, University of Maryland School of Medicine, Baltimore, MD, USA.
Department of Diagnostic and Interventional Neuroradiology, University Hospital Tübingen, Tübingen, Germany; Department of Clinical Neurophysiology, University Hospital Göttingen, Goettingen, Germany; Department of Neurology and Epileptology, Hertie Institute for Clinical Brain Research, University Hospital Tübingen, Tübingen, Germany.
University Medicine Göttingen, Clinical Neurophysiology, Göttingen, Germany; Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool, UK.
Institute for Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany; Institute for Diagnostic and Interventional Radiology, Pediatric and Neuroradiology, University Medical Centre Rostock, Rostock, Germany.
Pediatric Neurology, Neurogenetics and Neurobiology Unit and Laboratories, Children's Hospital A. Meyer-University of Florence, Florence, Italy; Functional and Epilepsy Neurosurgery Unit, Neurosurgery Department, Children's Hospital A. Meyer-University of Florence, Florence, Italy.
Department of Neurology and Epileptology, Hertie Institute for Clinical Brain Research, University Hospital Tübingen, Tübingen, Germany.
'Mario Serio' Department of Clinical and Experimental Medica Sciences, University of Florence, Florence, Italy.
Department of Biomedical, Metabolic, and Neural Sciences, University of Modena and Reggio Emilia, Modena, Italy; Neurology Unit, OCB Hospital, AOU Modena, Modena, Italy.
Department of Neuroscience, Monash University, Melbourne, VIC, Australia; The Department of Medicine (The Royal Melbourne Hospital), The University of Melbourne, Parkville, VIC, Australia; Department of Neurology, Alfred Health, Melbourne, VIC, Australia.
Magnetic Resonance Image Core Facility, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Universitat de Barcelona, Barcelona, Spain.
Department of Psychiatry, University of California San Diego, La Jolla, CA, USA.
Division of Neuroscience, King's College London, London, UK.
Instituto de Neurobiología, Universidad Nacional Autónoma de México, Querétaro, Mexico; Montreal Neurological Institute and Hospital, McGill University, Montreal, QC, Canada.
Department of Epileptology, University Hospital Bonn, Bonn, Germany.
Radiology and Research Administration, Henry Ford Health System, Detroit, MI, USA; School of Electrical and Computer Engineering, College of Engineering, University of Tehran, Tehran, Iran.
SA MRC Unit on Risk & Resilience in Mental Disorders, Department of Psychiatry & Neuroscience Institute, University of Cape Town, Cape Town, South Africa.
IRCCS Istituto 'G. Gaslini', Genova, Italy; Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genova, Italy.
Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genova, Italy; School of Computing, Newcastle University, Newcastle Upon Tyne, UK.
Institute of Translational and Clinical Research, Newcastle University, Newcastle Upon Tyne, UK.
Department of Neurology, Epilepsy Center, University Medicine Greifswald, Greifswald, Germany.
Centre for Medical Image Computing, Department of Computer Science, University College London, London, UK; Neuroradiological Academic Unit, UCL Queen Square Institute of Neurology, University College London, London, UK.
Institute of Experimental Epileptology and Cognition Research, University of Bonn, Bonn, Germany.
Cognitive Science Department, School of Informatics, Xiamen University, Xiamen, China.
Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging and Informatics, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA.
UCL Queen Square Institute of Neurology, London, UK; Chalfont Centre for Epilepsy, Bucks, UK.
Department of Neurology, Medical University of South Carolina, Charleston, SC, USA.