The ENIGMA-Epilepsy working group: Mapping disease from large data sets.

DTI MRI covariance deep learning event-based modeling gene expression genetics imaging quantitative rsfMRI

Journal

Human brain mapping
ISSN: 1097-0193
Titre abrégé: Hum Brain Mapp
Pays: United States
ID NLM: 9419065

Informations de publication

Date de publication:
29 May 2020
Historique:
received: 16 12 2019
revised: 01 05 2020
accepted: 03 05 2020
pubmed: 30 5 2020
medline: 30 5 2020
entrez: 30 5 2020
Statut: aheadofprint

Résumé

Epilepsy is a common and serious neurological disorder, with many different constituent conditions characterized by their electro clinical, imaging, and genetic features. MRI has been fundamental in advancing our understanding of brain processes in the epilepsies. Smaller-scale studies have identified many interesting imaging phenomena, with implications both for understanding pathophysiology and improving clinical care. Through the infrastructure and concepts now well-established by the ENIGMA Consortium, ENIGMA-Epilepsy was established to strengthen epilepsy neuroscience by greatly increasing sample sizes, leveraging ideas and methods established in other ENIGMA projects, and generating a body of collaborating scientists and clinicians to drive forward robust research. Here we review published, current, and future projects, that include structural MRI, diffusion tensor imaging (DTI), and resting state functional MRI (rsfMRI), and that employ advanced methods including structural covariance, and event-based modeling analysis. We explore age of onset- and duration-related features, as well as phenomena-specific work focusing on particular epilepsy syndromes or phenotypes, multimodal analyses focused on understanding the biology of disease progression, and deep learning approaches. We encourage groups who may be interested in participating to make contact to further grow and develop ENIGMA-Epilepsy.

Identifiants

pubmed: 32468614
doi: 10.1002/hbm.25037
pmc: PMC8675408
doi:

Types de publication

Journal Article Review

Langues

eng

Sous-ensembles de citation

IM

Subventions

Organisme : European Union
ID : 602102
Organisme : University of Tübingen
ID : F1315030
Organisme : FAPESP-BRAINN
ID : 403726/2016-6
Organisme : Health Research Board
Pays : Ireland
Organisme : Medical Research Council
ID : MR/N008324/1
Pays : United Kingdom
Organisme : Medical Research Council
ID : MR/L016311/1
Pays : United Kingdom
Organisme : National Health and Medical Research Council
ID : 1081151
Organisme : National Health and Medical Research Council
ID : 1091593
Organisme : Mexican Council of Science and Technology
ID : 181508; 232676; 251216; 280283
Organisme : Monash University
Organisme : FAPESP-BRAINN
ID : 2013/07599-3
Organisme : NIA NIH HHS
ID : R01 AG059874
Pays : United States
Organisme : Schweizerischer Nationalfonds zur Forderung der Wissenschaftlichen Forschung (SNF)
ID : 180365
Organisme : FAPESP-BRAINN
ID : 2013/07559-3
Organisme : NINDS NIH HHS
ID : R21 NS107739
Pays : United States
Organisme : NIH/NINDS
ID : R01NS110347
Organisme : Department of Health
Pays : United Kingdom
Organisme : Ministry of Health
ID : NET-2013-02355313
Organisme : NINDS NIH HHS
ID : 1R21NS107739-01A1
Pays : United States
Organisme : University of Tübingen
ID : R01 NS065838; R21 NS107739
Organisme : NIBIB NIH HHS
ID : R01 EB015611
Pays : United States
Organisme : FAPESP-BRAINN
ID : 07559-3
Organisme : Medical Research Council
ID : MR/S00355X/1
Pays : United Kingdom
Organisme : National Nature Science Foundation of China
ID : 61772440
Organisme : NIH
Organisme : Medical Research Council
ID : MR/K013998/1
Pays : United Kingdom
Organisme : CIHR
ID : MOP-57840
Organisme : NINDS NIH HHS
ID : R01 NS122827
Pays : United States
Organisme : NINDS NIH HHS
ID : R01 NS065838
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH116147
Pays : United States
Organisme : UNAM-DGAPA
ID : IB201712
Organisme : Medical Research Council
ID : L016311/1
Pays : United Kingdom
Organisme : CIHR
ID : FDN-154298
Organisme : NIBIB NIH HHS
ID : U54 EB020403
Pays : United States
Organisme : National Institute for Health Research (NIHR)
Organisme : NIA NIH HHS
ID : R56 AG058854
Pays : United States
Organisme : SickKids Foundation
ID : NI17-039
Organisme : National Health and Medical Research Council
ID : R01 AG059874; R01 MH117601
Organisme : Swiss National Science Foundation
ID : 180365
Pays : Switzerland
Organisme : Medical Research Council
ID : MR/S00355X/1; MR/K023152/1
Pays : United Kingdom
Organisme : Tenure-track Clinician Scientist Fellowship
ID : MR/N008324/1
Organisme : University of Melbourne
ID : MRFF1136427
Organisme : FAPESP
Organisme : European Regional Development Fund
Organisme : Epilepsy Research UK
ID : 1085
Organisme : NSERC
ID : Discovery-1304413
Organisme : São Paulo Research Foundation
ID : 2013/07559-3
Organisme : FRQS
Organisme : Science Foundation Ireland
ID : 16/RC/3948; 08/RFP/GEN1538
Pays : Ireland
Organisme : Medical Research Council
ID : MR/K023152/1
Pays : United Kingdom
Organisme : NIH HHS
ID : S10 OD023696
Pays : United States
Organisme : Schweizerischer Nationalfonds zur Forderung der Wissenschaftlichen Forschung (SNF)
ID : 163398
Organisme : NINDS NIH HHS
ID : R01 NS110347
Pays : United States
Organisme : South African Medical Research Council
Organisme : CIHR
ID : MOP-123520; MOP-130516
Organisme : National Health and Medical Research Council
ID : S10OD023696; R01EB015611
Organisme : Deutsche Forschungsgemeinschaft (DFG)
ID : FO750/5-1

Informations de copyright

© 2020 The Authors. Human Brain Mapping published by Wiley Periodicals, Inc.

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Auteurs

Sanjay M Sisodiya (SM)

Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology, London, UK.
Chalfont Centre for Epilepsy, Bucks, UK.

Christopher D Whelan (CD)

Department of Molecular and Cellular Therapeutics, The Royal College of Surgeons in Ireland, Dublin, Ireland.

Sean N Hatton (SN)

Center for Multimodal Imaging and Genetics, University of California San Diego, La Jolla, California, USA.

Khoa Huynh (K)

Center for Multimodal Imaging and Genetics, University of California San Diego, La Jolla, California, USA.

Andre Altmann (A)

Centre for Medical Image Computing, Department of Medical Physics and Biomedical Engineering, University College London, London, UK.

Mina Ryten (M)

UCL Queen Square Institute of Neurology, London, UK.

Annamaria Vezzani (A)

Department of Neuroscience, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy.

Maria Eugenia Caligiuri (ME)

Neuroscience Research Center, Department of Medical and Surgical Sciences, University "Magna Graecia" of Catanzaro, Catanzaro, Italy.

Angelo Labate (A)

Neuroscience Research Center, Department of Medical and Surgical Sciences, University "Magna Graecia" of Catanzaro, Catanzaro, Italy.
Institute of Neurology, University "Magna Graecia" of Catanzaro, Catanzaro, Italy.

Antonio Gambardella (A)

Neuroscience Research Center, Department of Medical and Surgical Sciences, University "Magna Graecia" of Catanzaro, Catanzaro, Italy.
Institute of Neurology, University "Magna Graecia" of Catanzaro, Catanzaro, Italy.

Victoria Ives-Deliperi (V)

Neuroscience Institute, University of Cape Town, Cape Town, South Africa.

Stefano Meletti (S)

Department of Biomedical, Metabolic, and Neural Sciences, University of Modena and Reggio Emilia, Modena, Italy.
Neurology Unit, OCB Hospital, AOU Modena, Modena, Italy.

Brent C Munsell (BC)

Department of Psychiatry, University of North Carolina, Chapel Hill, North Carolina, USA.
Department of Computer Science, University of North Carolina, Chapel Hill, North Carolina, USA.

Leonardo Bonilha (L)

Department of Neurology, Medical University of South Carolina, Charleston, South Carolina, USA.

Manuela Tondelli (M)

Neurology Unit, OCB Hospital, AOU Modena, Modena, Italy.

Michael Rebsamen (M)

Support Center for Advanced Neuroimaging, University Institute of Diagnostic and Interventional Neuroradiology, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland.

Christian Rummel (C)

Support Center for Advanced Neuroimaging, University Institute of Diagnostic and Interventional Neuroradiology, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland.

Anna Elisabetta Vaudano (AE)

Department of Biomedical, Metabolic, and Neural Sciences, University of Modena and Reggio Emilia, Modena, Italy.
Neurology Unit, OCB Hospital, AOU Modena, Modena, Italy.

Roland Wiest (R)

Support Center for Advanced Neuroimaging, University Institute of Diagnostic and Interventional Neuroradiology, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland.

Akshara R Balachandra (AR)

Center for Multimodal Imaging and Genetics, University of California San Diego, La Jolla, California, USA.
Boston University School of Medicine, Boston, Massachusetts, USA.

Núria Bargalló (N)

Magnetic Resonance Image Core Facility, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Universitat de Barcelona, Barcelona, Spain.
Radiology Department of Center of Image Diagnosis, Hospital Clinic de Barcelona, Barcelona, Spain.

Emanuele Bartolini (E)

Neurology Unit, USL Centro Toscana, Nuovo Ospedale Santo Stefano, Prato, Italy.

Andrea Bernasconi (A)

Neuroimaging of Epilepsy Laboratory, Montreal Neurological Institute, McGill University, Montreal, Québec, Canada.

Neda Bernasconi (N)

Neuroimaging of Epilepsy Laboratory, Montreal Neurological Institute, McGill University, Montreal, Québec, Canada.

Boris Bernhardt (B)

McConnell Brain Imaging Center, Montreal Neurological Institute, McGill University, Montreal, Québec, Canada.

Benoit Caldairou (B)

Neuroimaging of Epilepsy Laboratory, Montreal Neurological Institute, McGill University, Montreal, Québec, Canada.

Sarah J A Carr (SJA)

Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, London, UK.

Gianpiero L Cavalleri (GL)

School of Pharmacy and Biomolecular Sciences, The Royal College of Surgeons in Ireland, Dublin, Ireland.
FutureNeuro SFI Research Centre, Dublin, Ireland.

Fernando Cendes (F)

Department of Neurology and Neuroimaging Laboratory, University of Campinas - UNICAMP, Campinas, São Paulo, Brazil.

Luis Concha (L)

Instituto de Neurobiología, Universidad Nacional Autónoma de México, Querétaro, Mexico.

Patricia M Desmond (PM)

Department of Radiology, Royal Melbourne Hospital, University of Melbourne, Melbourne, Victoria, Australia.

Martin Domin (M)

Functional Imaging Unit, Department of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany.

John S Duncan (JS)

Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology, London, UK.
Chalfont Centre for Epilepsy, Bucks, UK.

Niels K Focke (NK)

University Medicine Göttingen, Clinical Neurophysiology, Göttingen, Germany.

Renzo Guerrini (R)

Pediatric Neurology, Neurogenetics and Neurobiology Unit and Laboratories, Children's Hospital A. Meyer-University of Florence, Florence, Italy.

Khalid Hamandi (K)

The Wales Epilepsy Unit, Department of Neurology, University Hospital of Wales, Cardiff, UK.
Cardiff University Brain Research Imaging Centre, School of Psychology, Cardiff University, Cardiff, UK.

Graeme D Jackson (GD)

Department of Neurology, Austin Health, Heidelberg, Victoria, Australia.
Florey Department of Neuroscience and Mental Health, University of Melbourne, Victoria, Australia.

Neda Jahanshad (N)

Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging and Informatics, Keck School of Medicine, University of Southern California, Marina del Rey, California, USA.

Reetta Kälviäinen (R)

Kuopio University Hospital, Member of EpiCARE ERN, Kuopio, Finland.
Institute of Clinical Medicine, Neurology, University of Eastern Finland, Kuopio, Finland.

Simon S Keller (SS)

Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool, UK.
The Walton Centre, NHS Foundation Trust, Liverpool, UK.

Peter Kochunov (P)

Department of Psychiatry, University of Maryland School of Medicine, Baltimore, Maryland, USA.

Magdalena A Kowalczyk (MA)

Florey Department of Neuroscience and Mental Health, University of Melbourne, Victoria, Australia.

Barbara A K Kreilkamp (BAK)

Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool, UK.
The Walton Centre, NHS Foundation Trust, Liverpool, UK.

Patrick Kwan (P)

Department of Neuroscience, Central Clinical School, Monash University, Melbourne, Victoria, Australia.

Sara Lariviere (S)

McConnell Brain Imaging Center, Montreal Neurological Institute, McGill University, Montreal, Québec, Canada.

Matteo Lenge (M)

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.

Seymour M Lopez (SM)

Centre for Medical Image Computing, Department of Medical Physics and Biomedical Engineering, University College London, London, UK.

Pascal Martin (P)

Department of Neurology and Epileptology, Hertie Institute for Clinical Brain Research, University Hospital Tübingen, Tübingen, Germany.

Mario Mascalchi (M)

'Mario Serio' Department of Clinical and Experimental Medical Sciences, University of Florence, Florence, Italy.

José C V Moreira (JCV)

Department of Neurology and Neuroimaging Laboratory, University of Campinas - UNICAMP, Campinas, São Paulo, Brazil.

Marcia E Morita-Sherman (ME)

Department of Neurology and Neuroimaging Laboratory, University of Campinas - UNICAMP, Campinas, São Paulo, Brazil.
Cleveland Clinic Neurological Institute, Cleveland, Ohio, USA.

Heath R Pardoe (HR)

Department of Neurology, New York University School of Medicine, New York, New York, USA.

Jose C Pariente (JC)

Magnetic Resonance Image Core Facility, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Universitat de Barcelona, Barcelona, Spain.

Kotikalapudi Raviteja (K)

Department of Neurology and Epileptology, Hertie Institute for Clinical Brain Research, University Hospital Tübingen, Tübingen, Germany.
Department of Diagnostic and Interventional Neuroradiology, University Hospitals Tübingen, Tübingen, Germany.
Department of Clinical Neurophysiology, University Hospital Göttingen, Goettingen, Germany.

Cristiane S Rocha (CS)

Department of Neurology and Neuroimaging Laboratory, University of Campinas - UNICAMP, Campinas, São Paulo, Brazil.

Raúl Rodríguez-Cruces (R)

Instituto de Neurobiología, Universidad Nacional Autónoma de México, Querétaro, Mexico.
Montreal Neurological Institute and Hospital, McGill University, Montreal, Québec, Canada.

Margitta Seeck (M)

EEG and Epilepsy Unit, Geneva, Switzerland.

Mira K H G Semmelroch (MKHG)

Florey Department of Neuroscience and Mental Health, University of Melbourne, Victoria, Australia.
The Florey Institute of Neuroscience and Mental Health, Austin Campus, Heidelberg, Victoria, Australia.

Benjamin Sinclair (B)

Department of Neuroscience, Monash University, Melbourne, Victoria, Australia.
Alfred Health, Melbourne, Victoria, Australia.

Hamid Soltanian-Zadeh (H)

Radiology and Research Administration, Henry Ford Health System, Detroit, Michigan, USA.
School of Electrical and Computer Engineering, College of Engineering, University of Tehran, Tehran, Iran.

Dan J Stein (DJ)

South African Medical Research Council Unit on Risk & Resilience in Mental Disorders, Dept of Psychiatry & Neuroscience Institute, University of Cape Townon Risk & Resilience in Mental Disorders, Cape Town, South Africa.

Pasquale Striano (P)

Pediatric Neurology and Muscular Diseases Unit, IRCCS Istituto 'G. Gaslini', Genova, Italy.
Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Italy.

Peter N Taylor (PN)

School of Computing, Newcastle University, Newcastle upon Tyne, UK.

Rhys H Thomas (RH)

Institute of Translational and Clinical Research, Newcastle University, Newcastle upon Tyne, UK.

Sophia I Thomopoulos (SI)

Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging and Informatics, Keck School of Medicine, University of Southern California, Marina del Rey, California, USA.

Dennis Velakoulis (D)

Department of Medicine, Royal Melbourne Hospital, University of Melbourne, Parkville, Victoria, UK.
Department of Neuropsychiatry, Royal Melbourne Hospital, Parkville, Victoria, Australia.

Lucy Vivash (L)

Department of Neuroscience, Monash University, Melbourne, Victoria, Australia.
Department of Neurology, Royal Melbourne Hospital, Melbourne, Victoria, Australia.

Bernd Weber (B)

Institute of Experimental Epileptology and Cognition Research, University of Bonn, Bonn, Germany.

Clarissa Lin Yasuda (CL)

Department of Neurology and Neuroimaging Laboratory, University of Campinas - UNICAMP, Campinas, São Paulo, Brazil.

Junsong Zhang (J)

Cognitive Science Department, School of Informatics, Xiamen University, Xiamen, China.

Paul M Thompson (PM)

Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging and Informatics, Keck School of Medicine, University of Southern California, Marina del Rey, California, USA.

Carrie R McDonald (CR)

Department of Psychiatry, University of California San Diego, La Jolla, California, USA.

Classifications MeSH