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Structure-function multilayer network integration and cognition in multiple sclerosis.

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Title: Structure-function multilayer network integration and cognition in multiple sclerosis.
Authors: Breedt LC; Department of Anatomy and Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands., Pontillo G; MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.; Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom.; Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.; Departments of Advanced Biomedical Sciences and Electrical Engineering and Information Technology, University of Naples 'Federico II,' Naples, Italy., Santos FAN; Department of Anatomy and Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.; Dutch Institute for Emergent Phenomena (DIEP), Institute for Advanced Studies, University of Amsterdam, Amsterdam, The Netherlands., Vriend C; Department of Anatomy and Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.; Department of Psychiatry, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands., Prados F; MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.; Centre for Medical Image Computing, Department of Medical Physics and Biomedical Engineering, University College London, London, United Kingdom.; E-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain., Wink AM; MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.; Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands., Bisecco A; Department of Advanced Medical and Surgical Sciences, University of Campania 'Luigi Vanvitelli,' Naples, Italy., Cagol A; Translational Imaging in Neurology (ThINK) Basel, Department of Biomedical Engineering, Faculty of Medicine, University Hospital Basel and University of Basel, Basel, Switzerland.; Department of Neurology, University Hospital Basel, Basel, Switzerland.; Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland.; Dipartimento di Scienze della Salute, Università degli Studi di Genova., Calabrese M; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy., Castellaro M; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy.; Department of Information Engineering, University of Padova, Padova, Italy., Collorone S; Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom., Cortese R; Department of Medicine, Surgery and Neuroscience, University of Siena, Siena, Italy., De Stefano N; Department of Medicine, Surgery and Neuroscience, University of Siena, Siena, Italy., Enzinger C; Department of Neurology, Medical University of Graz, Graz, Austria., Filippi M; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurorehabilitation Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurophysiology Service, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Vita-Salute San Raffaele University, Milan, Italy., Foster MA; Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom., Gallo A; Department of Advanced Medical and Surgical Sciences, University of Campania 'Luigi Vanvitelli,' Naples, Italy., Gonzalez-Escamilla G; Movement Disorders, Neurostimulation and Neuroimaging, University Medicine Mainz, Mainz, Germany., Granziera C; Translational Imaging in Neurology (ThINK) Basel, Department of Biomedical Engineering, Faculty of Medicine, University Hospital Basel and University of Basel, Basel, Switzerland.; Department of Neurology, University Hospital Basel, Basel, Switzerland.; Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland., Groppa S; Movement Disorders, Neurostimulation and Neuroimaging, University Medicine Mainz, Mainz, Germany., Høgestøl EA; Department of Neurology, Oslo University Hospital, Oslo, Norway.; Department of Psychology, University of Oslo, Oslo, Norway.; Institute of Clinical Medicine, University of Oslo, Oslo, Norway., Llufriu S; Neuroimmunology and Multiple Sclerosis Unit and Laboratory of Advanced Imaging in Neuroimmunological Diseases (ImaginEM), Hospital Clinic and Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), University of Barcelona, Barcelona, Spain., Martinez-Heras E; Neuroimmunology and Multiple Sclerosis Unit and Laboratory of Advanced Imaging in Neuroimmunological Diseases (ImaginEM), Hospital Clinic and Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), University of Barcelona, Barcelona, Spain., Solana E; Neuroimmunology and Multiple Sclerosis Unit and Laboratory of Advanced Imaging in Neuroimmunological Diseases (ImaginEM), Hospital Clinic and Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), University of Barcelona, Barcelona, Spain., Messina S; Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom., Moccia M; Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom.; Department of Molecular Medicine and Medical Biotechnology, University of Naples 'Federico II,' Naples, Italy., Nygaard GO; Department of Neurology, Oslo University Hospital, Oslo, Norway.; Institute of Clinical Medicine, University of Oslo, Oslo, Norway., Palace J; Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom., Pinter D; Department of Neurology, Medical University of Graz, Graz, Austria., Rocca MA; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Vita-Salute San Raffaele University, Milan, Italy., Toosy A; Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom., Valsasina P; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy., Ciccarelli O; Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom., Strijbis EM; MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.; Department of Neurology, MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands., Barkhof F; MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.; Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom.; Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.; Centre for Medical Image Computing, Department of Medical Physics and Biomedical Engineering, University College London, London, United Kingdom.; Dementia Research Centre, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom., Schoonheim MM; Department of Anatomy and Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.; MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands., Douw L; Department of Anatomy and Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.
Corporate Authors: MAGNIMS study group
Source: Network neuroscience (Cambridge, Mass.) [Netw Neurosci] 2026 Apr 22; Vol. 10 (2), pp. 400-417. Date of Electronic Publication: 2026 Apr 22 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: MIT Press Country of Publication: United States NLM ID: 101719149 Publication Model: eCollection Cited Medium: Internet ISSN: 2472-1751 (Electronic) Linking ISSN: 24721751 NLM ISO Abbreviation: Netw Neurosci Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Structure-function multilayer network integration and cognition in multiple sclerosis.
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  Data: <searchLink fieldCode="AU" term="%22Breedt+LC%22">Breedt LC</searchLink>; Department of Anatomy and Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Pontillo+G%22">Pontillo G</searchLink>; MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.; Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom.; Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.; Departments of Advanced Biomedical Sciences and Electrical Engineering and Information Technology, University of Naples 'Federico II,' Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Santos+FAN%22">Santos FAN</searchLink>; Department of Anatomy and Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.; Dutch Institute for Emergent Phenomena (DIEP), Institute for Advanced Studies, University of Amsterdam, Amsterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Vriend+C%22">Vriend C</searchLink>; Department of Anatomy and Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.; Department of Psychiatry, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Prados+F%22">Prados F</searchLink>; MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.; Centre for Medical Image Computing, Department of Medical Physics and Biomedical Engineering, University College London, London, United Kingdom.; E-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Wink+AM%22">Wink AM</searchLink>; MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.; Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Bisecco+A%22">Bisecco A</searchLink>; Department of Advanced Medical and Surgical Sciences, University of Campania 'Luigi Vanvitelli,' Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Cagol+A%22">Cagol A</searchLink>; Translational Imaging in Neurology (ThINK) Basel, Department of Biomedical Engineering, Faculty of Medicine, University Hospital Basel and University of Basel, Basel, Switzerland.; Department of Neurology, University Hospital Basel, Basel, Switzerland.; Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland.; Dipartimento di Scienze della Salute, Università degli Studi di Genova.<br /><searchLink fieldCode="AU" term="%22Calabrese+M%22">Calabrese M</searchLink>; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Castellaro+M%22">Castellaro M</searchLink>; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy.; Department of Information Engineering, University of Padova, Padova, Italy.<br /><searchLink fieldCode="AU" term="%22Collorone+S%22">Collorone S</searchLink>; Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Cortese+R%22">Cortese R</searchLink>; Department of Medicine, Surgery and Neuroscience, University of Siena, Siena, Italy.<br /><searchLink fieldCode="AU" term="%22De+Stefano+N%22">De Stefano N</searchLink>; Department of Medicine, Surgery and Neuroscience, University of Siena, Siena, Italy.<br /><searchLink fieldCode="AU" term="%22Enzinger+C%22">Enzinger C</searchLink>; Department of Neurology, Medical University of Graz, Graz, Austria.<br /><searchLink fieldCode="AU" term="%22Filippi+M%22">Filippi M</searchLink>; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurorehabilitation Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurophysiology Service, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Vita-Salute San Raffaele University, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Foster+MA%22">Foster MA</searchLink>; Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Gallo+A%22">Gallo A</searchLink>; Department of Advanced Medical and Surgical Sciences, University of Campania 'Luigi Vanvitelli,' Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Gonzalez-Escamilla+G%22">Gonzalez-Escamilla G</searchLink>; Movement Disorders, Neurostimulation and Neuroimaging, University Medicine Mainz, Mainz, Germany.<br /><searchLink fieldCode="AU" term="%22Granziera+C%22">Granziera C</searchLink>; Translational Imaging in Neurology (ThINK) Basel, Department of Biomedical Engineering, Faculty of Medicine, University Hospital Basel and University of Basel, Basel, Switzerland.; Department of Neurology, University Hospital Basel, Basel, Switzerland.; Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland.<br /><searchLink fieldCode="AU" term="%22Groppa+S%22">Groppa S</searchLink>; Movement Disorders, Neurostimulation and Neuroimaging, University Medicine Mainz, Mainz, Germany.<br /><searchLink fieldCode="AU" term="%22Høgestøl+EA%22">Høgestøl EA</searchLink>; Department of Neurology, Oslo University Hospital, Oslo, Norway.; Department of Psychology, University of Oslo, Oslo, Norway.; Institute of Clinical Medicine, University of Oslo, Oslo, Norway.<br /><searchLink fieldCode="AU" term="%22Llufriu+S%22">Llufriu S</searchLink>; Neuroimmunology and Multiple Sclerosis Unit and Laboratory of Advanced Imaging in Neuroimmunological Diseases (ImaginEM), Hospital Clinic and Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), University of Barcelona, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Martinez-Heras+E%22">Martinez-Heras E</searchLink>; Neuroimmunology and Multiple Sclerosis Unit and Laboratory of Advanced Imaging in Neuroimmunological Diseases (ImaginEM), Hospital Clinic and Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), University of Barcelona, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Solana+E%22">Solana E</searchLink>; Neuroimmunology and Multiple Sclerosis Unit and Laboratory of Advanced Imaging in Neuroimmunological Diseases (ImaginEM), Hospital Clinic and Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), University of Barcelona, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Messina+S%22">Messina S</searchLink>; Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Moccia+M%22">Moccia M</searchLink>; Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom.; Department of Molecular Medicine and Medical Biotechnology, University of Naples 'Federico II,' Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Nygaard+GO%22">Nygaard GO</searchLink>; Department of Neurology, Oslo University Hospital, Oslo, Norway.; Institute of Clinical Medicine, University of Oslo, Oslo, Norway.<br /><searchLink fieldCode="AU" term="%22Palace+J%22">Palace J</searchLink>; Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Pinter+D%22">Pinter D</searchLink>; Department of Neurology, Medical University of Graz, Graz, Austria.<br /><searchLink fieldCode="AU" term="%22Rocca+MA%22">Rocca MA</searchLink>; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Vita-Salute San Raffaele University, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Toosy+A%22">Toosy A</searchLink>; Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Valsasina+P%22">Valsasina P</searchLink>; 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Department of Radiology and Nuclear Medicine, MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.; Centre for Medical Image Computing, Department of Medical Physics and Biomedical Engineering, University College London, London, United Kingdom.; Dementia Research Centre, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Schoonheim+MM%22">Schoonheim MM</searchLink>; Department of Anatomy and Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.; MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Douw+L%22">Douw L</searchLink>; Department of Anatomy and Neurosciences, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.
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