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Cellerino M, Ivaldi F, Pardini M, Rotta G, Vila G, Bäcker-Koduah P, Berge T, Laroni A, Lapucci C, Novi G, Boffa G, Sbragia E, Palmeri S, Asseyer S, Høgestøl E, Campi C, Piana M, Inglese M, Paul F, Harbo HF, Villoslada P, Kerlero de Rosbo N, Uccelli A. Impact of treatment on cellular immunophenotype in MS: A cross-sectional study. NEUROLOGY-NEUROIMMUNOLOGY & NEUROINFLAMMATION 2020; 7:7/3/e693. [PMID: 32139439 PMCID: PMC7136062 DOI: 10.1212/nxi.0000000000000693] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/30/2019] [Accepted: 01/05/2020] [Indexed: 12/22/2022]
Abstract
Objective To establish cytometry profiles associated with disease stages and immunotherapy in MS. Methods Demographic/clinical data and peripheral blood samples were collected from 227 patients with MS and 82 sex- and age-matched healthy controls (HCs) enrolled in a cross-sectional study at 4 European MS centers (Spain, Italy, Germany, and Norway). Flow cytometry of isolated peripheral blood mononuclear cells was performed in each center using specifically prepared antibody-cocktail Lyotubes; data analysis was centralized at the Genoa center. Differences in immune cell subsets were assessed between groups of untreated patients with relapsing-remitting or progressive MS (RRMS or PMS) and HCs and between groups of patients with RRMS taking 6 commonly used disease-modifying drugs. Results In untreated patients with MS, significantly higher frequencies of Th17 cells in the RRMS population compared with HC and lower frequencies of B-memory/B-regulatory cells as well as higher percentages of B-mature cells in patients with PMS compared with HCs emerged. Overall, the greatest deviation in immunophenotype in MS was observed by treatment rather than disease course, with the strongest impact found in fingolimod-treated patients. Fingolimod induced a decrease in total CD4+ T cells and in B-mature and B-memory cells and increases in CD4+ and CD8+ T-regulatory and B-regulatory cells. Conclusions Our highly standardized, multisite cytomics data provide further understanding of treatment impact on MS immunophenotype and could pave the way toward monitoring immune cells to help clinical management of MS individuals.
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Affiliation(s)
- Maria Cellerino
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Federico Ivaldi
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Matteo Pardini
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Gianluca Rotta
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Gemma Vila
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Priscilla Bäcker-Koduah
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Tone Berge
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Alice Laroni
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Caterina Lapucci
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Giovanni Novi
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Giacomo Boffa
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Elvira Sbragia
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Serena Palmeri
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Susanna Asseyer
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Einar Høgestøl
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Cristina Campi
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Michele Piana
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Matilde Inglese
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Friedemann Paul
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Hanne F Harbo
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Pablo Villoslada
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Nicole Kerlero de Rosbo
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy
| | - Antonio Uccelli
- From the Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (M.C., F.I., M.P., A.L., C.L., G.N., G.B., E.S., S.P., M.I., N.K.d.R.) and Center of Excellence for Biomedical Research (A.U.), University of Genoa, Italy; BD Biosciences Italy (G.R.), Milan; Institut d'Investigacions Biomediques August Pi Sunyer (G.V., P.V.), Barcelona, Spain; Charité Universitaetsmedizin Berlin and Max Delbrueck Center for Molecular Medicine (P.B.-K., S.A., F.P.), Germany; Department of Research, Innovation and Education (T.B.), Neuroscience Research Unit, Oslo University Hospital; Department of Mechanical Electronics and Chemical Engineering (T.B.), Oslo Metropolitan University, Norway; University of Oslo (E.H., H.F.H.) and Oslo University Hospital (H.F.H.), Norway; Department of Mathematics and Padova Neuroscience Center (C.C.), University of Padua, Italy; Department of Mathematics (M.P.), University of Genoa, Italy; and IRCCS Ospedale Policlinico San Martino (A.L., M.P., M.I., A.U.), Genoa, Italy.
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