Multiscale networks in multiple sclerosis

• Keith E. Kennedy,

  Roles Conceptualization, Data curation, Formal analysis, Software, Visualization, Writing – original draft

  Affiliation Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain

  https://orcid.org/0000-0001-5551-7304

  ⨯
• Nicole Kerlero de Rosbo,

  Roles Data curation, Investigation, Methodology

  Affiliations Department of Neurology, Ospedale Policlinico San Martino-IRCCS and Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Genoa Italy, TomaLab, Institute of Nanotechnology, Consiglio Nazionale delle Ricerche (CNR), Rome, Italy

  ⨯
• Antonio Uccelli,

  Roles Conceptualization, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Writing – original draft

  Affiliation Department of Neurology, Ospedale Policlinico San Martino-IRCCS and Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Genoa Italy

  ⨯
• Maria Cellerino,

  Roles Data curation, Investigation

  Affiliation Department of Neurology, Ospedale Policlinico San Martino-IRCCS and Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Genoa Italy

  ⨯
• Federico Ivaldi,

  Roles Data curation, Formal analysis, Investigation, Methodology

  Affiliation Department of Neurology, Ospedale Policlinico San Martino-IRCCS and Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Genoa Italy

  ⨯
• Paola Contini,

  Roles Data curation, Formal analysis, Investigation, Methodology

  Affiliation Department of Neurology, Ospedale Policlinico San Martino-IRCCS and Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Genoa Italy

  ⨯
• Raffaele De Palma,

  Roles Data curation, Investigation, Methodology

  Affiliation Department of Neurology, Ospedale Policlinico San Martino-IRCCS and Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Genoa Italy

  ⨯
• Hanne F. Harbo,

  Roles Conceptualization, Data curation, Funding acquisition, Investigation, Project administration, Supervision, Validation, Writing – original draft

  Affiliations Department of Neurology, University of Oslo, Oslo, Norway, Department of Neurology, Oslo University Hospital, Oslo, Norway

  ⨯
• Tone Berge,

  Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Writing – original draft

  Affiliations Department of Neurology, Oslo University Hospital, Oslo, Norway, Oslo Metropolitan University, Oslo, Norway

  ⨯
• Steffan D. Bos,

  Roles Data curation, Formal analysis, Investigation, Methodology

  Affiliations Department of Neurology, University of Oslo, Oslo, Norway, Department of Neurology, Oslo University Hospital, Oslo, Norway

  ⨯
• Einar A. Høgestøl,

  Roles Data curation, Investigation, Methodology

  Affiliations Department of Neurology, University of Oslo, Oslo, Norway, Department of Neurology, Oslo University Hospital, Oslo, Norway

  https://orcid.org/0000-0001-8446-2111

  ⨯
• Synne Brune-Ingebretsen,

  Roles Data curation, Formal analysis, Investigation

  Affiliations Department of Neurology, University of Oslo, Oslo, Norway, Department of Neurology, Oslo University Hospital, Oslo, Norway

  ⨯
• Sigrid A. de Rodez Benavent,

  Roles Data curation, Formal analysis, Investigation, Methodology

  Affiliations Department of Neurology, University of Oslo, Oslo, Norway, Department of Neurology, Oslo University Hospital, Oslo, Norway

  ⨯
• Friedemann Paul,

  Roles Conceptualization, Funding acquisition, Investigation, Methodology, Project administration, Validation, Writing – original draft

  Affiliation Department of Neurology, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, and Max Delbrueck Center for Molecular Medicine, Berlin, Germany

  ⨯
• Alexander U. Brandt,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Supervision, Writing – original draft

  Affiliations Department of Neurology, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, and Max Delbrueck Center for Molecular Medicine, Berlin, Germany, Department of Neurology, University of California, Irvine, California, United States of America

  ⨯
• Priscilla Bäcker-Koduah,

  Roles Data curation, Investigation

  Affiliation Department of Neurology, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, and Max Delbrueck Center for Molecular Medicine, Berlin, Germany

  ⨯
• Janina Behrens,

  Roles Data curation, Investigation, Methodology

  Affiliation Department of Neurology, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, and Max Delbrueck Center for Molecular Medicine, Berlin, Germany

  ⨯
• Joseph Kuchling,

  Roles Data curation, Investigation, Methodology

  Affiliation Department of Neurology, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, and Max Delbrueck Center for Molecular Medicine, Berlin, Germany

  ⨯
• Susanna Asseyer,

  Roles Data curation, Investigation, Methodology

  Affiliation Department of Neurology, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, and Max Delbrueck Center for Molecular Medicine, Berlin, Germany

  ⨯
• Michael Scheel,

  Roles Investigation, Methodology, Validation

  Affiliation Department of Neurology, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, and Max Delbrueck Center for Molecular Medicine, Berlin, Germany

  ⨯
• Claudia Chien,

  Roles Data curation, Investigation, Methodology

  Affiliation Department of Neurology, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, and Max Delbrueck Center for Molecular Medicine, Berlin, Germany

  https://orcid.org/0000-0001-8280-9513

  ⨯
• Hanna Zimmermann,

  Roles Data curation, Investigation, Methodology

  Affiliation Department of Neurology, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, and Max Delbrueck Center for Molecular Medicine, Berlin, Germany

  ⨯
• Seyedamirhosein Motamedi,

  Roles Data curation, Investigation, Methodology

  Affiliation Department of Neurology, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, and Max Delbrueck Center for Molecular Medicine, Berlin, Germany

  ⨯
• Josef Kauer-Bonin,

  Roles Data curation, Investigation, Methodology

  Affiliation Department of Neurology, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, and Max Delbrueck Center for Molecular Medicine, Berlin, Germany

  ⨯
• Julio Saez-Rodriguez,

  Roles Conceptualization, Formal analysis, Funding acquisition, Methodology, Project administration, Validation, Writing – original draft

  Affiliation Institute for Computational Biomedicine, University of Heidelberg, Heidelberg, Germany

  ⨯
• Melanie Rinas,

  Roles Data curation, Investigation, Methodology

  Affiliation Institute for Computational Biomedicine, University of Heidelberg, Heidelberg, Germany

  ⨯
• Leonidas G. Alexopoulos,

  Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Supervision, Validation, Writing – original draft

  Affiliations ProtATonce Ltd, Athens, Greece, School of Mechanical Engineering, National Technical University of Athens, Zografou, Greece

  ⨯
• Magi Andorra,

  Roles Data curation, Formal analysis, Methodology, Software

  Affiliation Center of Neuroimmunology, Hospital Clinic Barcelona, and Institut d’Investigacions Biomediques August Pi i Sunyer, Barcelona, Spain

  ⨯
• Sara Llufriu,

  Roles Data curation, Investigation, Methodology

  Affiliation Center of Neuroimmunology, Hospital Clinic Barcelona, and Institut d’Investigacions Biomediques August Pi i Sunyer, Barcelona, Spain

  ⨯
• Albert Saiz,

  Roles Data curation, Investigation

  Affiliation Center of Neuroimmunology, Hospital Clinic Barcelona, and Institut d’Investigacions Biomediques August Pi i Sunyer, Barcelona, Spain

  ⨯
• Yolanda Blanco,

  Roles Data curation, Investigation, Resources

  Affiliation Center of Neuroimmunology, Hospital Clinic Barcelona, and Institut d’Investigacions Biomediques August Pi i Sunyer, Barcelona, Spain

  ⨯
• Eloy Martinez-Heras,

  Roles Data curation, Formal analysis, Investigation, Methodology, Software

  Affiliation Center of Neuroimmunology, Hospital Clinic Barcelona, and Institut d’Investigacions Biomediques August Pi i Sunyer, Barcelona, Spain

  ⨯
• Elisabeth Solana,

  Roles Data curation, Investigation

  Affiliation Center of Neuroimmunology, Hospital Clinic Barcelona, and Institut d’Investigacions Biomediques August Pi i Sunyer, Barcelona, Spain

  ⨯
• Irene Pulido-Valdeolivas,

  Roles Data curation, Formal analysis, Investigation, Methodology, Resources

  Affiliation Center of Neuroimmunology, Hospital Clinic Barcelona, and Institut d’Investigacions Biomediques August Pi i Sunyer, Barcelona, Spain

  ⨯
• Elena H. Martinez-Lapiscina,

  Roles Conceptualization, Investigation, Methodology, Resources, Validation

  Affiliation Center of Neuroimmunology, Hospital Clinic Barcelona, and Institut d’Investigacions Biomediques August Pi i Sunyer, Barcelona, Spain

  ⨯
• Jordi Garcia-Ojalvo ,

  Roles Formal analysis, Investigation, Methodology, Project administration, Software, Supervision, Validation, Writing – original draft

  * E-mail: jordi.g.ojalvo@upf.edu (JGO); pablo.villoslada@upf.edu (PV)

  ¶‡ These authors are joint senior authors on this work.

  Affiliation Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain

  https://orcid.org/0000-0002-3716-7520

  ⨯
•  [ ... ],
• Pablo Villoslada

  Roles Conceptualization, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: jordi.g.ojalvo@upf.edu (JGO); pablo.villoslada@upf.edu (PV)

  ¶‡ These authors are joint senior authors on this work.

  Affiliations Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain, Department of Neurology, Hospital del Mar Research Institute, Barcelona, Spain

  https://orcid.org/0000-0002-8735-6119

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