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Kirschner P, Pawlitzki M, Hartung HP, Meuth SG. Immunology of multiple sclerosis: an update. Curr Opin Neurol 2025; 38:180-187. [PMID: 40326581 DOI: 10.1097/wco.0000000000001361] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/07/2025]
Abstract
PURPOSE OF REVIEW The immunological processes that lead to multiple sclerosis (MS) and occur during the progressive phase of the disease are manifold and still not well understood. This review summarizes new insights on this topic that were gained through recent studies with diverse scientific approaches. RECENT FINDINGS While genetic risk clearly contributes to MS, external factors play a key role in its pathogenesis as well. Epstein-Barr virus infection correlates significantly with MS risk and seems to be a major causal factor. Even though our knowledge on the human gut microbiome and its connection to the central nervous system is far from being complete, several studies have proven that the gut-brain axis influences neuroinflammation and disease progression in MS. It has become much clearer that MS is not solely a T cell-mediated disease but is also strongly driven by B cells and pathogenic antibodies. Beyond the peripheral immune cells, glial cells and their interactions with neurons are important players contributing to disease activity and progression in MS. SUMMARY Taken together, recent publications on immunological processes in the context of MS implicate a multitude of noncanonical mechanisms that need to be further explored regarding their interplay and contribution to the degenerative course of the disease.
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Affiliation(s)
- Patricia Kirschner
- Department of Neurology, Medical Faculty University Hospital Düsseldorf, Düsseldorf, Germany
| | - Marc Pawlitzki
- Department of Neurology, Medical Faculty University Hospital Düsseldorf, Düsseldorf, Germany
| | - Hans-Peter Hartung
- Department of Neurology, Medical Faculty University Hospital Düsseldorf, Düsseldorf, Germany
- Brain and Mind Center, University of Sydney, Sydney NSW, Australia
- Department of Neurology, Palacky University Olomouc, Olomouc, Czech Republic
| | - Sven G Meuth
- Department of Neurology, Medical Faculty University Hospital Düsseldorf, Düsseldorf, Germany
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Blok KM, Klein Kranenbarg RAM, Ananth K, Engelenburg HJ, van den Bosch A, Giannini LAA, de Beukelaar J, Seelaar H, Huitinga I, Green A, Wokke B, Abdelhak A, Smolders J. Multifaceted Biomarkers Suggest a Similar Profile of CNS Pathology in Relapsing and Progressive MS. Eur J Neurol 2025; 32:e70052. [PMID: 39907163 PMCID: PMC11795420 DOI: 10.1111/ene.70052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2024] [Revised: 01/09/2025] [Accepted: 01/10/2025] [Indexed: 02/06/2025]
Abstract
BACKGROUND Relapsing-remitting (RR) and primary progressive (PP) multiple sclerosis (MS) have distinct clinical courses, but underlying pathophysiological differences remain unclear. We compared pathological components between RRMS, PPMS, and other inflammatory and neurodegenerative disorders, leveraging soluble biomarkers and post-mortem pathology. METHODS Serum and cerebrospinal fluid (CSF) of people diagnosed with (pw) PPMS (n = 104), RRMS (n = 38), Alzheimer's disease (AD, n = 22), neuromyelitis optica spectrum disorder (NMOSD, n = 10), and myelin oligodendrocyte glycoprotein-associated disease (MOGAD, n = 10) were collected. B-cell maturation antigen (BCMA), soluble CD27 (sCD27), osteopontin (OPN), chitinase-3-like-1 (CHI3L1), glial fibrillary acidic protein (GFAP), neurofilament light chain (NfL) and synaptosomal-associated protein-25 (SNAP25) were measured. Lymphocytes (CD20+, CD138+, CD3+) and pyramidal-tract axonal density in RR-onset (n = 86) and PPMS (n = 45) post-mortem brain tissue were quantified. RESULTS Soluble and post-mortem tissue biomarkers did not differ between pwRRMS and pwPPMS. Compared to AD, MS had higher CSF sCD27 (p < 0.001) but lower serum CHI3L1 and GFAP, and CSF OPN and SNAP25 (all p < 0.05). Serum OPN was lower in RRMS than NMOSD (p = 0.013). Principal component analyses and K-means clustering showed substantial overlap of RRMS and PPMS biomarkers, distinct from AD. In all pwMS, serum NfL and CSF BCMA correlated with clinical/radiological disease activity, CSF BCMA and sCD27 with inflammatory parameters, and serum GFAP, CSF GFAP, and CSF NfL with Expanded Disability Status Scale (EDSS) score. CONCLUSIONS Serum and CSF soluble biomarker profiles and post-mortem pathology do not differentiate RRMS from PPMS diagnoses but reflect the extent of inflammation and tissue damage. Detailed assessment of MS-associated inflammation and tissue damage may enhance classification and therapeutic strategies.
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Affiliation(s)
- Katelijn M. Blok
- Department of Neurology, MS Center ErasMSErasmus MC, University Medical Center RotterdamRotterdamThe Netherlands
- Department of NeurologyAlbert Schweitzer HospitalDordrechtThe Netherlands
| | - Romy A. M. Klein Kranenbarg
- Department of Neurology, MS Center ErasMSErasmus MC, University Medical Center RotterdamRotterdamThe Netherlands
- Department of NeurologyAlbert Schweitzer HospitalDordrechtThe Netherlands
| | - Kirtana Ananth
- Division of Neuroinflammation and Glial Biology, Department of NeurologyUniversity of California San FranciscoSan FranciscoCaliforniaUSA
| | - Hendrik J. Engelenburg
- Neuroimmunology ResearchgroupNetherlands Institute for NeuroscienceAmsterdamThe Netherlands
| | - Aletta van den Bosch
- Neuroimmunology ResearchgroupNetherlands Institute for NeuroscienceAmsterdamThe Netherlands
| | - Lucia A. A. Giannini
- Department of Neurology and Alzheimer Center RotterdamErasmus MC , University Medical Center RotterdamRotterdamThe Netherlands
| | - Janet de Beukelaar
- Department of NeurologyAlbert Schweitzer HospitalDordrechtThe Netherlands
| | - Harro Seelaar
- Department of Neurology and Alzheimer Center RotterdamErasmus MC , University Medical Center RotterdamRotterdamThe Netherlands
| | - Inge Huitinga
- Neuroimmunology ResearchgroupNetherlands Institute for NeuroscienceAmsterdamThe Netherlands
| | - Ari Green
- Division of Neuroinflammation and Glial Biology, Department of NeurologyUniversity of California San FranciscoSan FranciscoCaliforniaUSA
| | - Beatrijs Wokke
- Department of Neurology, MS Center ErasMSErasmus MC, University Medical Center RotterdamRotterdamThe Netherlands
| | - Ahmed Abdelhak
- Division of Neuroinflammation and Glial Biology, Department of NeurologyUniversity of California San FranciscoSan FranciscoCaliforniaUSA
| | - Joost Smolders
- Department of Neurology, MS Center ErasMSErasmus MC, University Medical Center RotterdamRotterdamThe Netherlands
- Neuroimmunology ResearchgroupNetherlands Institute for NeuroscienceAmsterdamThe Netherlands
- Department of Immunology, MS Center ErasMSErasmus MC University Medical Center RotterdamRotterdamThe Netherlands
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Cobanovic S, Blaabjerg M, Illes Z, Nissen MS, Nielsen CH, Kondziella D, Buhelt S, Mahler MR, Sellebjerg F, Romme Christensen J. Cerebrospinal fluid soluble CD27 is a sensitive biomarker of inflammation in autoimmune encephalitis. J Neurol Sci 2024; 466:123226. [PMID: 39278170 DOI: 10.1016/j.jns.2024.123226] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Revised: 09/06/2024] [Accepted: 09/08/2024] [Indexed: 09/17/2024]
Abstract
BACKGROUND Autoimmune encephalitis (AE) comprises a group of rare, severe neuroinflammatory conditions. Current biomarkers of neuroinflammation are often normal in AE which therefore can be difficult to rule out in patients with seizures, cognitive and/or neuropsychiatric symptoms. Cerebrospinal fluid (CSF) soluble CD27 (sCD27) and soluble B-cell maturation antigen (sBCMA) have high sensitivity for neuroinflammation in other neuroinflammatory conditions. In this exploratory study we investigate the potential of sCD27 and sBCMA in CSF as biomarkers of neuroinflammation in AE. METHODS Concentrations of sCD27 and sBCMA were measured in CSF from 40 AE patients (20 patients were untreated (12 with anti-N-Methyl-d-Aspartate receptor antibodies (NMDA) and 8 with anti-Leucine-rich Glioma-Inactivated 1 antibodies (LGI1)), and 37 symptomatic controls (SCs). RESULTS CSF concentrations of sCD27 were increased in untreated NMDA AE patients (median 1571 pg/ml; p < 0.001) and untreated LGI1 AE patients (median 551 pg/ml; p < 0.05) compared to SCs (median 250 pg/ml). CSF sBCMA was increased in untreated NMDA AE patients (median 832 pg/ml) compared to SCs (median 429 pg/ml). CSF sCD27 and sBCMA correlated with the CSF cell count. Receiver operating characteristic curve analysis of untreated AE patients versus SCs showed an area under the curve of 0.97 for sCD27 and 0.76 for sBCMA. CONCLUSION CSF sCD27 is a suitable biomarker of neuroinflammation in AE with an ability to discriminate patients with NMDA AE and LGI1 AE from symptomatic controls. CSF sCD27 may be suited for ruling out AE and other neuroinflammatory conditions in the early phase of the diagnostic work-up.
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Affiliation(s)
- Stefan Cobanovic
- Danish Multiple Sclerosis Center, Department of Neurology, Copenhagen University Hospital - Rigshospitalet, Valdemar Hansens Vej 1-23, 2600 Glostrup, Denmark
| | - Morten Blaabjerg
- Department of Neurology, Odense University Hospital, J. B. Winsløws Vej 4, 5000 Odense, Denmark; Department of Clinical Research, University of Southern Denmark, Campusvej 55, 5220, Odense, Denmark
| | - Zsolt Illes
- Department of Neurology, Odense University Hospital, J. B. Winsløws Vej 4, 5000 Odense, Denmark; Department of Clinical Research, University of Southern Denmark, Campusvej 55, 5220, Odense, Denmark
| | - Mette Scheller Nissen
- Department of Neurology, Odense University Hospital, J. B. Winsløws Vej 4, 5000 Odense, Denmark; Department of Clinical Research, University of Southern Denmark, Campusvej 55, 5220, Odense, Denmark
| | - Claus Henrik Nielsen
- Institute for Inflammation Research, Department of Rheumatology and Spine Disease, Copenhagen University Hospital, Ole Maaløes Vej 26, 2200 Copenhagen, Denmark
| | - Daniel Kondziella
- Department of Neurology, Rigshospitalet, Copenhagen University Hospital - Rigshospitalet, Inge Lehmanns Vej 8, 2100 Copenhagen, Denmark; Department of Clinical Medicine, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen, Denmark
| | - Sophie Buhelt
- Danish Multiple Sclerosis Center, Department of Neurology, Copenhagen University Hospital - Rigshospitalet, Valdemar Hansens Vej 1-23, 2600 Glostrup, Denmark
| | - Mie Reith Mahler
- Danish Multiple Sclerosis Center, Department of Neurology, Copenhagen University Hospital - Rigshospitalet, Valdemar Hansens Vej 1-23, 2600 Glostrup, Denmark
| | - Finn Sellebjerg
- Danish Multiple Sclerosis Center, Department of Neurology, Copenhagen University Hospital - Rigshospitalet, Valdemar Hansens Vej 1-23, 2600 Glostrup, Denmark; Department of Clinical Medicine, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen, Denmark
| | - Jeppe Romme Christensen
- Danish Multiple Sclerosis Center, Department of Neurology, Copenhagen University Hospital - Rigshospitalet, Valdemar Hansens Vej 1-23, 2600 Glostrup, Denmark.
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Cencioni MT, Magliozzi R, Palmisano I, Suwan K, Mensi A, Fuentes-Font L, Villar LM, Fernández-Velasco JI, Migallón NV, Costa-Frossard L, Monreal E, Ali R, Romozzi M, Mazarakis N, Reynolds R, Nicholas R, Muraro PA. Soluble CD27 is an intrathecal biomarker of T-cell-mediated lesion activity in multiple sclerosis. J Neuroinflammation 2024; 21:91. [PMID: 38609999 PMCID: PMC11015621 DOI: 10.1186/s12974-024-03077-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2023] [Accepted: 03/27/2024] [Indexed: 04/14/2024] Open
Abstract
OBJECTIVE Soluble CD27 is a promising cerebrospinal fluid inflammatory biomarker in multiple sclerosis. In this study, we investigate relevant immune and neuro-pathological features of soluble CD27 in multiple sclerosis. METHODS Protein levels of soluble CD27 were correlated to inflammatory cell subpopulations and inflammatory cytokines and chemokines detected in cerebrospinal fluid of 137 patients with multiple sclerosis and 47 patients with inflammatory and non-inflammatory neurological disease from three independent cohorts. Production of soluble CD27 was investigated in cell cultures of activated T and B cells and CD27-knockout T cells. In a study including matched cerebrospinal fluid and post-mortem brain tissues of patients with multiple sclerosis and control cases, levels of soluble CD27 were correlated with perivascular and meningeal infiltrates and with neuropathological features. RESULTS We demonstrate that soluble CD27 favours the differentiation of interferon-γ-producing T cells and is released through a secretory mechanism activated by TCR engagement and regulated by neutral sphingomyelinase. We also show that the levels of soluble CD27 correlate with the representation of inflammatory T cell subsets in the CSF of patients with relapsing-remitting multiple sclerosis and with the magnitude of perivascular and meningeal CD27 + CD4 + and CD8 + T cell infiltrates in post-mortem central nervous system tissue, defining a subgroup of patients with extensive active inflammatory lesions. INTERPRETATION Our results demonstrate that soluble CD27 is a biomarker of disease activity, potentially informative for personalized treatment and monitoring of treatment outcomes.
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Affiliation(s)
- Maria T Cencioni
- Department of Brain Sciences, Imperial College London, Du Cane Road 160, London, W12 0NN, UK.
| | - Roberta Magliozzi
- Department of Brain Sciences, Imperial College London, Du Cane Road 160, London, W12 0NN, UK
- Department of Biotechnology, University of Verona, Verona, Italy
| | - Ilaria Palmisano
- Department of Brain Sciences, Imperial College London, Du Cane Road 160, London, W12 0NN, UK
- Department of Neuroscience, Department of plastic and reconstructive surgery, The Ohio State University College of Medicine, Columbus, OH, US
| | - Keittisak Suwan
- Department of Brain Sciences, Imperial College London, Du Cane Road 160, London, W12 0NN, UK
| | - Antonella Mensi
- Department of Biotechnology, University of Verona, Verona, Italy
| | - Laura Fuentes-Font
- Department of Brain Sciences, Imperial College London, Du Cane Road 160, London, W12 0NN, UK
| | - Luisa M Villar
- Department of Immunology, Hospital Universitario Ramón y Cajal, REEM, IRYCIS, Madrid, Spain
| | | | | | | | - Enric Monreal
- Department of Neurology, Hospital Universitario Ramón y Cajal, Madrid, Spain
| | - Rehiana Ali
- Department of Brain Sciences, Imperial College London, Du Cane Road 160, London, W12 0NN, UK
| | - Marina Romozzi
- Department of Neuroscience, Universita'Cattolica del Sacro Cuore, Rome, Italy
- Department of Neuroscience, Organi di Senso e Torace, Fondazione Policlinico Universtario Agostino Gemelli IRCCS, Rome, Italy
| | - Nicholas Mazarakis
- Department of Brain Sciences, Imperial College London, Du Cane Road 160, London, W12 0NN, UK
| | - Richard Reynolds
- Department of Brain Sciences, Imperial College London, Du Cane Road 160, London, W12 0NN, UK
| | - Richard Nicholas
- Department of Brain Sciences, Imperial College London, Du Cane Road 160, London, W12 0NN, UK
| | - Paolo A Muraro
- Department of Brain Sciences, Imperial College London, Du Cane Road 160, London, W12 0NN, UK.
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Carlson AK, Amin M, Cohen JA. Drugs Targeting CD20 in Multiple Sclerosis: Pharmacology, Efficacy, Safety, and Tolerability. Drugs 2024; 84:285-304. [PMID: 38480630 PMCID: PMC10982103 DOI: 10.1007/s40265-024-02011-w] [Citation(s) in RCA: 15] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/14/2024] [Indexed: 04/02/2024]
Abstract
Currently, there are four monoclonal antibodies (mAbs) that target the cluster of differentiation (CD) 20 receptor available to treat multiple sclerosis (MS): rituximab, ocrelizumab, ofatumumab, and ublituximab. B-cell depletion therapy has changed the therapeutic landscape of MS through robust efficacy on clinical manifestations and MRI lesion activity, and the currently available anti-CD20 mAb therapies for use in MS are a cornerstone of highly effective disease-modifying treatment. Ocrelizumab is currently the only therapy with regulatory approval for primary progressive MS. There are currently few data regarding the relative efficacy of these therapies, though several clinical trials are ongoing. Safety concerns applicable to this class of therapeutics relate primarily to immunogenicity and mechanism of action, and include infusion-related or injection-related reactions, development of hypogammaglobulinemia (leading to increased infection and malignancy risk), and decreased vaccine response. Exploration of alternative dose/dosing schedules might be an effective strategy for mitigating these risks. Future development of biosimilar medications might make these therapies more readily available. Although anti-CD20 mAb therapies have led to significant improvements in disease outcomes, CNS-penetrant therapies are still needed to more effectively address the compartmentalized inflammation thought to play an important role in disability progression.
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Affiliation(s)
- Alise K Carlson
- Mellen Center, Neurologic Institute, Cleveland Clinic, 9500 Euclid Ave U10, Cleveland, OH, 44195, USA
| | - Moein Amin
- Mellen Center, Neurologic Institute, Cleveland Clinic, 9500 Euclid Ave U10, Cleveland, OH, 44195, USA
| | - Jeffrey A Cohen
- Mellen Center, Neurologic Institute, Cleveland Clinic, 9500 Euclid Ave U10, Cleveland, OH, 44195, USA.
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Tang C, Lei X, Ding Y, Yang S, Ma Y, He D. Causal relationship between immune cells and neurodegenerative diseases: a two-sample Mendelian randomisation study. Front Immunol 2024; 15:1339649. [PMID: 38348026 PMCID: PMC10859421 DOI: 10.3389/fimmu.2024.1339649] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Accepted: 01/08/2024] [Indexed: 02/15/2024] Open
Abstract
Background There is increasing evidence that the types of immune cells are associated with various neurodegenerative diseases. However, it is currently unclear whether these associations reflect causal relationships. Objective To elucidate the causal relationship between immune cells and neurodegenerative diseases, we conducted a two-sample Mendelian randomization (MR) analysis. Materials and methods The exposure and outcome GWAS data used in this study were obtained from an open-access database (https://gwas.mrcieu.ac.uk/), the study employed two-sample MR analysis to assess the causal relationship between 731 immune cell features and four neurodegenerative diseases, including Alzheimer's disease (AD), Parkinson's disease (PD), amyotrophic lateral sclerosis (ALS) and multiple sclerosis (MS). All immune cell data was obtained from Multiple MR methods were used to minimize bias and obtain reliable estimates of the causal relationship between the variables of interest and the outcomes. Instrumental variable selection criteria were restricted to ensure the accuracy and effectiveness of the causal relationship between species of immune cells and the risk of these neurodegenerative diseases. Results The study identified potential causal relationships between various immune cells and different neurodegenerative diseases. Specifically, we found that 8 different types of immune cells have potential causal relationships with AD, 1 type of immune cells has potential causal relationships with PD, 6 different types of immune cells have potential causal relationships with ALS, and 6 different types of immune cells have potential causal relationships with MS. Conclusion Our study, through genetic means, demonstrates close causal associations between the specific types of immune cells and AD, PD, ALS and MS, providing useful guidance for future clinical researches.
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Affiliation(s)
| | | | | | | | | | - Dian He
- Department of Neurology, Affiliated Hospital of Guizhou Medical University, Guiyang, Guizhou, China
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Åkesson J, Hojjati S, Hellberg S, Raffetseder J, Khademi M, Rynkowski R, Kockum I, Altafini C, Lubovac-Pilav Z, Mellergård J, Jenmalm MC, Piehl F, Olsson T, Ernerudh J, Gustafsson M. Proteomics reveal biomarkers for diagnosis, disease activity and long-term disability outcomes in multiple sclerosis. Nat Commun 2023; 14:6903. [PMID: 37903821 PMCID: PMC10616092 DOI: 10.1038/s41467-023-42682-9] [Citation(s) in RCA: 36] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Accepted: 10/17/2023] [Indexed: 11/01/2023] Open
Abstract
Sensitive and reliable protein biomarkers are needed to predict disease trajectory and personalize treatment strategies for multiple sclerosis (MS). Here, we use the highly sensitive proximity-extension assay combined with next-generation sequencing (Olink Explore) to quantify 1463 proteins in cerebrospinal fluid (CSF) and plasma from 143 people with early-stage MS and 43 healthy controls. With longitudinally followed discovery and replication cohorts, we identify CSF proteins that consistently predicted both short- and long-term disease progression. Lower levels of neurofilament light chain (NfL) in CSF is superior in predicting the absence of disease activity two years after sampling (replication AUC = 0.77) compared to all other tested proteins. Importantly, we also identify a combination of 11 CSF proteins (CXCL13, LTA, FCN2, ICAM3, LY9, SLAMF7, TYMP, CHI3L1, FYB1, TNFRSF1B and NfL) that predict the severity of disability worsening according to the normalized age-related MS severity score (replication AUC = 0.90). The identification of these proteins may help elucidate pathogenetic processes and might aid decisions on treatment strategies for persons with MS.
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Affiliation(s)
- Julia Åkesson
- Bioinformatics, Department of Physics, Chemistry and Biology, Linköping University, 581 83, Linköping, Sweden
- Systems Biology Research Centre, School of Bioscience, University of Skövde, 541 28, Skövde, Sweden
| | - Sara Hojjati
- Division of Inflammation and Infection, Department of Biomedical and Clinical Sciences, Linköping University, 581 83, Linköping, Sweden
| | - Sandra Hellberg
- Bioinformatics, Department of Physics, Chemistry and Biology, Linköping University, 581 83, Linköping, Sweden
- Division of Inflammation and Infection, Department of Biomedical and Clinical Sciences, Linköping University, 581 83, Linköping, Sweden
| | - Johanna Raffetseder
- Division of Inflammation and Infection, Department of Biomedical and Clinical Sciences, Linköping University, 581 83, Linköping, Sweden
| | - Mohsen Khademi
- Neuroimmunology Unit, Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska University Hospital, Karolinska Institute, 171 76, Stockholm, Sweden
| | - Robert Rynkowski
- Department of Neurology, and Department of Biomedical and Clinical Sciences, Linköping University, 581 83, Linköping, Sweden
| | - Ingrid Kockum
- Neuroimmunology Unit, Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska University Hospital, Karolinska Institute, 171 76, Stockholm, Sweden
| | - Claudio Altafini
- Division of Automatic Control, Department of Electrical Engineering, Linköping University, 581 83, Linköping, Sweden
| | - Zelmina Lubovac-Pilav
- Systems Biology Research Centre, School of Bioscience, University of Skövde, 541 28, Skövde, Sweden
| | - Johan Mellergård
- Department of Neurology, and Department of Biomedical and Clinical Sciences, Linköping University, 581 83, Linköping, Sweden
| | - Maria C Jenmalm
- Division of Inflammation and Infection, Department of Biomedical and Clinical Sciences, Linköping University, 581 83, Linköping, Sweden
| | - Fredrik Piehl
- Neuroimmunology Unit, Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska University Hospital, Karolinska Institute, 171 76, Stockholm, Sweden
| | - Tomas Olsson
- Neuroimmunology Unit, Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska University Hospital, Karolinska Institute, 171 76, Stockholm, Sweden
| | - Jan Ernerudh
- Department of Clinical Immunology and Transfusion Medicine, and Department of Biomedical and Clinical Sciences, Linköping University, 581 83, Linköping, Sweden
| | - Mika Gustafsson
- Bioinformatics, Department of Physics, Chemistry and Biology, Linköping University, 581 83, Linköping, Sweden.
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