Multicenter Evaluation of AI-generated DIR and PSIR for Cortical and Juxtacortical Multiple Sclerosis Lesion Detection.

Humans Female Middle Aged Multiple Sclerosis / diagnostic imaging Artificial Intelligence Retrospective Studies Reproducibility of Results Magnetic Resonance Imaging / methods

Journal

Radiology
ISSN: 1527-1315
Titre abrégé: Radiology
Pays: United States
ID NLM: 0401260

Informations de publication

Date de publication:
04 2023
Historique:
pmc-release: 01 04 2024
medline: 12 4 2023
pubmed: 8 2 2023
entrez: 7 2 2023
Statut: ppublish

Résumé

Background Cortical multiple sclerosis lesions are clinically relevant but inconspicuous at conventional clinical MRI. Double inversion recovery (DIR) and phase-sensitive inversion recovery (PSIR) are more sensitive but often unavailable. In the past 2 years, artificial intelligence (AI) was used to generate DIR and PSIR from standard clinical sequences (eg, T1-weighted, T2-weighted, and fluid-attenuated inversion-recovery sequences), but multicenter validation is crucial for further implementation. Purpose To evaluate cortical and juxtacortical multiple sclerosis lesion detection for diagnostic and disease monitoring purposes on AI-generated DIR and PSIR images compared with MRI-acquired DIR and PSIR images in a multicenter setting. Materials and Methods Generative adversarial networks were used to generate AI-based DIR (

Identifiants

DOI: 10.1148/radiol.221425 PMID: 36749211 PMC: PMC10102645
pubmed: 36749211
doi: 10.1148/radiol.221425
pmc: PMC10102645
doi:

Types de publication

Multicenter Study Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

e221425

Commentaires et corrections

Type : CommentIn

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Auteurs

Piet M Bouman (PM)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).
ORCID: 0000-0003-2698-4004

Samantha Noteboom (S)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).
ORCID: 0000-0003-4796-8636

Fernando A Nobrega Santos (FA)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).

Erin S Beck (ES)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).
ORCID: 0000-0001-7839-7958

Gregory Bliault (G)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).
ORCID: 0000-0002-1193-2941

Marco Castellaro (M)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).
ORCID: 0000-0002-1203-2670

Massimiliano Calabrese (M)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).

Declan T Chard (DT)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).
ORCID: 0000-0003-3076-2682

Paul Eichinger (P)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).

Massimo Filippi (M)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).
ORCID: 0000-0002-5485-0479

Matilde Inglese (M)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).

Caterina Lapucci (C)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).
ORCID: 0000-0002-3527-6520

Andrzej Marciniak (A)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).
ORCID: 0000-0002-3652-9163

Bastiaan Moraal (B)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).
ORCID: 0000-0003-4559-1118

Alfredo Morales Pinzon (A)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).
ORCID: 0000-0001-7598-5260

Mark Mühlau (M)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).
ORCID: 0000-0002-9545-2709

Paolo Preziosa (P)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).
ORCID: 0000-0002-7826-0019

Daniel S Reich (DS)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).
ORCID: 0000-0002-2628-4334

Maria A Rocca (MA)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).
ORCID: 0000-0003-2358-4320

Menno M Schoonheim (MM)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).
ORCID: 0000-0002-2504-6959

Jos W R Twisk (JWR)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).

Benedict Wiestler (B)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).
ORCID: 0000-0002-2963-7772

Laura E Jonkman (LE)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).
ORCID: 0000-0003-1479-3649

Charles R G Guttmann (CRG)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).

Jeroen J G Geurts (JJG)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).

Martijn D Steenwijk (MD)

From the MS Center Amsterdam, Anatomy & Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands (P.M.B., S.N., F.A.N.S., M.M.S., J.J.G.G., M.D.S.); Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Md (E.S.B., D.S.R.); Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY (E.S.B.); Bio-imaging Institute, University of Bordeaux, Bordeaux, France (G.B.); Neurology Section, Department of Neuroscience, Biomedicine and Movement Sciences, University of Verona, Verona, Italy (M. Castellaro, M. Calabrese); Department of Information Engineering, University of Padova, Padova, Italy (M. Castellaro); NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK (D.T.C.); National Institute for Health Research University College London Hospitals Biomedical Research Centre, London, UK (D.T.C.); Departments of Neuroradiology (P.E., B.W.) and Neurology (M.M.), School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany; Neuroimaging Research Unit, Division of Neuroscience Neurology Unit, IRCCS San Raffaele Scientific Institute Vita-Salute San Raffaele University, Milan, Italy (M.F., P.P., M.A.R.); Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genoa, Italy (M.I., C.L.); IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi, Genoa, Italy (M.I., C.L.); Center for Neurologic Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., A.M.P., C.R.G.G.); Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (B.M.); Department of Epidemiology and Data Science, Amsterdam University Medical Center, Amsterdam, the Netherlands (J.W.R.T.); Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands (L.E.J.); and Amsterdam Neuroscience, Brain Imaging and Neurodegeneration, Amsterdam, the Netherlands (L.E.J.).
ORCID: 0000-0002-8346-9044

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Classifications MeSH

questionsmedicales.fr › Eucaryotes › Animaux › Chordés › Vertébrés › Mammifères › Eutheria › Primates › Haplorhini › Catarrhini › Hominidae › Humains › Multicenter Evaluation of AI-generated DIR and...
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questionsmedicales.fr › Diagnostic › Techniques et procédures diagnostiques › Imagerie diagnostique › Tomographie › Imagerie par résonance magnétique › Multicenter Evaluation of AI-generated DIR and...