1
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Ostmeyer J, Cowell L, Christley S. Dynamic kernel matching for non-conforming data: A case study of T cell receptor datasets. PLoS One 2023; 18:e0265313. [PMID: 36881590 PMCID: PMC9990938 DOI: 10.1371/journal.pone.0265313] [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: 04/09/2021] [Accepted: 03/01/2022] [Indexed: 03/08/2023] Open
Abstract
Most statistical classifiers are designed to find patterns in data where numbers fit into rows and columns, like in a spreadsheet, but many kinds of data do not conform to this structure. To uncover patterns in non-conforming data, we describe an approach for modifying established statistical classifiers to handle non-conforming data, which we call dynamic kernel matching (DKM). As examples of non-conforming data, we consider (i) a dataset of T-cell receptor (TCR) sequences labelled by disease antigen and (ii) a dataset of sequenced TCR repertoires labelled by patient cytomegalovirus (CMV) serostatus, anticipating that both datasets contain signatures for diagnosing disease. We successfully fit statistical classifiers augmented with DKM to both datasets and report the performance on holdout data using standard metrics and metrics allowing for indeterminant diagnoses. Finally, we identify the patterns used by our statistical classifiers to generate predictions and show that these patterns agree with observations from experimental studies.
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Affiliation(s)
- Jared Ostmeyer
- Department of Population and Data Sciences, University of Texas Southwestern Medical Center, Dallas, Texas, United States of America
- * E-mail:
| | - Lindsay Cowell
- Department of Population and Data Sciences, University of Texas Southwestern Medical Center, Dallas, Texas, United States of America
| | - Scott Christley
- Department of Population and Data Sciences, University of Texas Southwestern Medical Center, Dallas, Texas, United States of America
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2
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Wang X, Liang Z, Wang S, Ma D, Zhu M, Feng J. Role of Gut Microbiota in Multiple Sclerosis and Potential Therapeutic Implications. Curr Neuropharmacol 2022; 20:1413-1426. [PMID: 34191698 PMCID: PMC9881072 DOI: 10.2174/1570159x19666210629145351] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2021] [Revised: 06/03/2021] [Accepted: 06/25/2021] [Indexed: 11/22/2022] Open
Abstract
The role of gut microbiota in health and diseases has been receiving increased attention recently. Emerging evidence from previous studies on gut-microbiota-brain axis highlighted the importance of gut microbiota in neurological disorders. Multiple sclerosis (MS) is a chronic, inflammatory, demyelinating disease of the central nervous system (CNS) resulting from T-cell-driven, myelin-directed autoimmunity. The dysbiosis of gut microbiota in MS patients has been reported in published research studies, indicating that gut microbiota plays an important role in the pathogenesis of MS. Gut microbiota have also been reported to influence the initiation of disease and severity of experimental autoimmune encephalomyelitis, which is the animal model of MS. However, the underlying mechanisms of gut microbiota involvement in the pathogenesis of MS remain unclear. Therefore, in this review, we summerized the potential mechanisms for gut microbiota involvement in the pathogenesis of MS, including increasing the permeability of the intestinal barrier, initiating an autoimmune response, disrupting the blood-brain barrier integrity, and contributing to chronic inflammation. The possibility for gut microbiota as a target for MS therapy has also been discussed. This review provides new insight into understanding the role of gut microbiota in neurological and inflammatory diseases.
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Affiliation(s)
- Xu Wang
- Department of Neurology, The First Hospital of Jilin University, Xinmin Street 71# Changchun, CN 130021, China
| | - Zhen Liang
- Department of Neurology, The First Hospital of Jilin University, Xinmin Street 71# Changchun, CN 130021, China
| | - Shengnan Wang
- Department of Neurology, The First Hospital of Jilin University, Xinmin Street 71# Changchun, CN 130021, China
| | - Di Ma
- Department of Neurology, The First Hospital of Jilin University, Xinmin Street 71# Changchun, CN 130021, China
| | - Mingqin Zhu
- Department of Neurology, The First Hospital of Jilin University, Xinmin Street 71# Changchun, CN 130021, China,Address correspondence to these authors at the Department of Neurology, the First Hospital of Jilin University, Xinmin Street 71# Changchun, CN 130021; Tel: + 86 13756661276; E-mail: ; Tel: +86 15948316086; E-mail:
| | - Jiachun Feng
- Department of Neurology, The First Hospital of Jilin University, Xinmin Street 71# Changchun, CN 130021, China,Address correspondence to these authors at the Department of Neurology, the First Hospital of Jilin University, Xinmin Street 71# Changchun, CN 130021; Tel: + 86 13756661276; E-mail: ; Tel: +86 15948316086; E-mail:
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3
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Lindeman I, Polak J, Qiao S, Holmøy T, Høglund RA, Vartdal F, Berg‐Hansen P, Sollid LM, Lossius A. Stereotyped B‐cell responses are linked to IgG constant region polymorphisms in multiple sclerosis. Eur J Immunol 2022; 52:550-565. [DOI: 10.1002/eji.202149576] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Revised: 11/19/2021] [Accepted: 01/10/2022] [Indexed: 11/07/2022]
Affiliation(s)
- Ida Lindeman
- Department of Immunology Oslo University Hospital Oslo Norway
- Department of Immunology Institute of Clinical Medicine University of Oslo Norway
- K.G. Jebsen Coeliac Disease Research Centre University of Oslo Norway
| | - Justyna Polak
- Department of Immunology Institute of Clinical Medicine University of Oslo Norway
- K.G. Jebsen Coeliac Disease Research Centre University of Oslo Norway
| | - Shuo‐Wang Qiao
- Department of Immunology Oslo University Hospital Oslo Norway
- Department of Immunology Institute of Clinical Medicine University of Oslo Norway
- K.G. Jebsen Coeliac Disease Research Centre University of Oslo Norway
| | - Trygve Holmøy
- Department of Neurology Akershus University Hospital Lørenskog Norway
- Department of Neurology Institute of Clinical Medicine University of Oslo Norway
| | - Rune A. Høglund
- Department of Neurology Akershus University Hospital Lørenskog Norway
- Department of Neurology Institute of Clinical Medicine University of Oslo Norway
| | - Frode Vartdal
- Department of Immunology Institute of Clinical Medicine University of Oslo Norway
- K.G. Jebsen Coeliac Disease Research Centre University of Oslo Norway
| | - Pål Berg‐Hansen
- Department of Neurology Oslo University Hospital Oslo Norway
| | - Ludvig M. Sollid
- Department of Immunology Oslo University Hospital Oslo Norway
- Department of Immunology Institute of Clinical Medicine University of Oslo Norway
- K.G. Jebsen Coeliac Disease Research Centre University of Oslo Norway
| | - Andreas Lossius
- K.G. Jebsen Coeliac Disease Research Centre University of Oslo Norway
- Department of Neurology Akershus University Hospital Lørenskog Norway
- Department of Molecular Medicine Institute of Basic Medical Sciences University of Oslo Norway
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4
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Skewing of the Antibody Repertoire in Cerebrospinal Fluid B Cells from Healthy Controls and Patients with Schizophrenia. Behav Brain Res 2022; 422:113743. [PMID: 35007628 PMCID: PMC9248756 DOI: 10.1016/j.bbr.2022.113743] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Revised: 01/04/2022] [Accepted: 01/05/2022] [Indexed: 11/20/2022]
Abstract
Autoantibodies play a role in the etiology of some neuropsychiatric disorders. To address the possibility that B cells and their antibodies may be involved in the pathophysiology of schizophrenia, we examined B cells in cerebrospinal fluid (CSF) and peripheral blood (PB) of 4 schizophrenic patients (SP) and 4 healthy control (HC) volunteers by analyzing immunoglobulin VH gene usage. All CSF samples contained measurable levels of B cells. We found for both SP and HC, CSF B cells represented a select subset of, and were not the same as, B cells in PB. Moreover, we found statistically significant differences in antibodies generated by CSF B cells in SP compared to CSF B cells in HC. Although binding characteristics of CSF SP-associated B cell antibodies is unknown, the study number is small, and pathophysiology has not been established, these results suggest the value of focusing further study on the distinctly separate population of CSF B cells in SP.
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5
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Next Generation Sequencing of Cerebrospinal Fluid B Cell Repertoires in Multiple Sclerosis and Other Neuro-Inflammatory Diseases-A Comprehensive Review. Diagnostics (Basel) 2021; 11:diagnostics11101871. [PMID: 34679570 PMCID: PMC8534365 DOI: 10.3390/diagnostics11101871] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2021] [Revised: 09/29/2021] [Accepted: 10/05/2021] [Indexed: 11/17/2022] Open
Abstract
During the last few decades, the role of B cells has been well established and redefined in neuro-inflammatory diseases, including multiple sclerosis and autoantibody-associated diseases. In particular, B cell maturation and trafficking across the blood–brain barrier (BBB) has recently been deciphered with the development of next-generation sequencing (NGS) approaches, which allow the assessment of representative cerebrospinal fluid (CSF) and peripheral blood B cell repertoires. In this review, we perform literature research focusing on NGS studies that allow further insights into B cell pathophysiology during neuro-inflammation. Besides the analysis of CSF B cells, the paralleled assessment of peripheral blood B cell repertoire provides deep insights into not only the CSF compartment, but also in B cell trafficking patterns across the BBB. In multiple sclerosis, CSF-specific B cell maturation, in combination with a bidirectional exchange of B cells across the BBB, is consistently detectable. These data suggest that B cells most likely encounter antigen(s) within the CSF and migrate across the BBB, with further maturation also taking place in the periphery. Autoantibody-mediated diseases, such as neuromyelitis optica spectrum disorder and LGI1 / NMDAR encephalitis, also show features of a CSF-specific B cell maturation and clonal connectivity with peripheral blood. In conclusion, these data suggest an intense exchange of B cells across the BBB, possibly feeding autoimmune circuits. Further developments in sequencing technologies will help to dissect the exact pathophysiologic mechanisms of B cells during neuro-inflammation.
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6
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Ehlers AM, den Hartog Jager CF, Kardol-Hoefnagel T, Katsburg MMD, Knulst AC, Otten HG. Comparison of Two Strategies to Generate Antigen-Specific Human Monoclonal Antibodies: Which Method to Choose for Which Purpose? Front Immunol 2021; 12:660037. [PMID: 34017336 PMCID: PMC8130674 DOI: 10.3389/fimmu.2021.660037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2021] [Accepted: 04/12/2021] [Indexed: 11/13/2022] Open
Abstract
Human monoclonal antibodies (mAbs) are valuable tools to link genetic information with functional features and to provide a platform for conformational epitope mapping. Additionally, combined data on genetic and functional features provide a valuable mosaic for systems immunology approaches. Strategies to generate human mAbs from peripheral blood have been described and used in several studies including single cell sequencing of antigen-binding B cells and the establishment of antigen-specific monoclonal Epstein-Barr Virus (EBV) immortalized lymphoblastoid cell lines (LCLs). However, direct comparisons of these two strategies are scarce. Hence, we sought to set up these two strategies in our laboratory using peanut 2S albumins (allergens) and the autoantigen anti-Rho guanosine diphosphate dissociation inhibitor 2 (RhoGDI2, alternatively 'ARHGDIB') as antigen targets to directly compare these strategies regarding costs, time expenditure, recovery, throughput and complexity. Regarding single cell sequencing, up to 50% of corresponding V(D)J gene transcripts were successfully amplified of which 54% were successfully cloned into expression vectors used for heterologous expression. Seventy-five percent of heterologously expressed mAbs showed specific binding to peanut 2S albumins resulting in an overall recovery of 20.3%, which may be increased to around 29% by ordering gene sequences commercially for antibody cloning. In comparison, the establishment of monoclonal EBV-LCLs showed a lower overall recovery of around 17.6%. Heterologous expression of a mAb carrying the same variable region as its native counterpart showed comparable concentration-dependent binding abilities. By directly comparing those two strategies, single cell sequencing allows a broad examination of antigen-binding mAbs in a moderate-throughput manner, while the establishment of monoclonal EBV-LCLs is a powerful tool to select a small number of highly reactive mAbs restricted to certain B cell subpopulations. Overall, both strategies, initially set-up for peanut 2S albumins, are suitable to obtain human mAbs and they are easily transferrable to other target antigens as shown for ARHGDIB.
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Affiliation(s)
- Anna M Ehlers
- Center for Translational Immunology, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands.,Department of Dermatology/Allergology, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Constance F den Hartog Jager
- Center for Translational Immunology, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands.,Department of Dermatology/Allergology, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Tineke Kardol-Hoefnagel
- Center for Translational Immunology, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Miriam M D Katsburg
- Center for Translational Immunology, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - André C Knulst
- Center for Translational Immunology, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands.,Department of Dermatology/Allergology, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Henny G Otten
- Center for Translational Immunology, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
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7
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Ozanimod to Treat Relapsing Forms of Multiple Sclerosis: A Comprehensive Review of Disease, Drug Efficacy and Side Effects. Neurol Int 2020; 12:89-108. [PMID: 33287177 PMCID: PMC7768354 DOI: 10.3390/neurolint12030016] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2020] [Revised: 11/20/2020] [Accepted: 12/01/2020] [Indexed: 12/16/2022] Open
Abstract
Multiple sclerosis (MS) is a prevalent and debilitating neurologic condition characterized by widespread neurodegeneration and the formation of focal demyelinating plaques in the central nervous system. Current therapeutic options are complex and attempt to manage acute relapse, modify disease, and manage symptoms. Such therapies often prove insufficient alone and highlight the need for more targeted MS treatments with reduced systemic side effect profiles. Ozanimod is a novel S1P (sphingosine-1-phosphate) receptor modulator used for the treatment of clinically isolated syndrome, relapsing–remitting, and secondary progressive forms of multiple sclerosis. It selectively modulates S1P1 and S1P5 receptors to prevent autoreactive lymphocytes from entering the CNS where they can promote nerve damage and inflammation. Ozanimod was approved by the US Food and Drug Administration (US FDA) for the management of multiple sclerosis in March 2020 and has been proved to be both effective and well tolerated. Of note, ozanimod is associated with the following complications: increased risk of infections, liver injury, fetal risk, increased blood pressure, respiratory effects, macular edema, and posterior reversible encephalopathy syndrome, among others. Further investigation including head-to-head clinical trials is warranted to evaluate the efficacy of ozanimod compared with other S1P1 receptor modulators.
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8
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Grzegorski T, Losy J. What do we currently know about the clinically isolated syndrome suggestive of multiple sclerosis? An update. Rev Neurosci 2020; 31:335-349. [DOI: 10.1515/revneuro-2019-0084] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2019] [Accepted: 09/22/2019] [Indexed: 12/31/2022]
Abstract
AbstractMultiple sclerosis (MS) is a chronic, demyelinating, not fully understood disease of the central nervous system. The first demyelinating clinical episode is called clinically isolated syndrome (CIS) suggestive of MS. Although the most common manifestations of CIS are long tracts dysfunction and unilateral optic neuritis, it can also include isolated brainstem syndromes, cerebellar involvement, and polysymptomatic clinical image. Recently, the frequency of CIS diagnosis has decreased due to the more sensitive and less specific 2017 McDonald criteria compared with the revisions from 2010. Not all patients with CIS develop MS. The risk of conversion can be estimated based on many predictive factors including epidemiological, ethnical, clinical, biochemical, radiological, immunogenetic, and other markers. The management of CIS is nowadays widely discussed among clinicians and neuroscientists. To date, interferons, glatiramer acetate, teriflunomide, cladribine, and some other agents have been evaluated in randomized, placebo-controlled, double-blind studies relying on large groups of patients with the first demyelinating event. All of these drugs were shown to have beneficial effects in patients with CIS and might be used routinely in the future. The goal of this article is to explore the most relevant topics regarding CIS as well as to provide the most recent information in the field. The review presents CIS definition, classification, clinical image, predictive factors, and management. What is more, this is one of very few reviews summarizing the topic in the light of the 2017 McDonald criteria.
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Affiliation(s)
- Tomasz Grzegorski
- Department of Clinical Neuroimmunology, Chair of Neurology, Poznan University of Medical Sciences, 49 Przybyszewskiego Street, 60-355Poznan, Poland
| | - Jacek Losy
- Department of Clinical Neuroimmunology, Chair of Neurology, Poznan University of Medical Sciences, 49 Przybyszewskiego Street, 60-355Poznan, Poland
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9
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Rahmanzadeh R, Brück W, Minagar A, Sahraian MA. Multiple sclerosis pathogenesis: missing pieces of an old puzzle. Rev Neurosci 2019; 30:67-83. [PMID: 29883325 DOI: 10.1515/revneuro-2018-0002] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2018] [Accepted: 03/30/2018] [Indexed: 11/15/2022]
Abstract
Traditionally, multiple sclerosis (MS) was considered to be a CD4 T cell-mediated CNS autoimmunity, compatible with experimental autoimmune encephalitis model, which can be characterized by focal lesions in the white matter. However, studies of recent decades revealed several missing pieces of MS puzzle and showed that MS pathogenesis is more complex than the traditional view and may include the following: a primary degenerative process (e.g. oligodendroglial pathology), generalized abnormality of normal-appearing brain tissue, pronounced gray matter pathology, involvement of innate immunity, and CD8 T cells and B cells. Here, we review these findings and discuss their implications in MS pathogenesis.
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Affiliation(s)
- Reza Rahmanzadeh
- MS Research Center, Neuroscience Institute, Tehran University of Medical Science, Department of Neurology, Sina Hospital, 1136746911 Tehran, Iran
| | - Wolfgang Brück
- Institute of Neuropathology, University Medical Center, D-37075 Göttingen, Germany
| | - Alireza Minagar
- Department of Neurology, LSU Health Sciences Center, Shreveport, LA 71130, USA
| | - Mohammad Ali Sahraian
- MS Research Center, Neuroscience Institute, Tehran University of Medical Science, Department of Neurology, Sina Hospital, 1136746911 Tehran, Iran.,Iranian Center for Neurological Research, Neuroscience Institute, Tehran University of Medical Science, 1136746890 Tehran, Iran
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10
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Lanz TV, Pröbstel AK, Mildenberger I, Platten M, Schirmer L. Single-Cell High-Throughput Technologies in Cerebrospinal Fluid Research and Diagnostics. Front Immunol 2019; 10:1302. [PMID: 31244848 PMCID: PMC6579921 DOI: 10.3389/fimmu.2019.01302] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2019] [Accepted: 05/22/2019] [Indexed: 01/08/2023] Open
Abstract
High-throughput single-cell technologies have recently emerged as essential tools in biomedical research with great potential for clinical pathology when studying liquid and solid biopsies. We provide an update on current single-cell methods in cerebrospinal fluid research and diagnostics, focusing on high-throughput cell-type specific proteomic and genomic technologies. Proteomic methods comprising flow cytometry and mass cytometry as well as genomic approaches including immune cell repertoire and single-cell transcriptomic studies are critically reviewed and future directions discussed.
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Affiliation(s)
- Tobias V. Lanz
- Department of Neurology, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
- Division of Immunology and Rheumatology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, United States
| | - Anne-Katrin Pröbstel
- Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, United States
- Departments of Medicine and Biomedicine, Neurologic Clinic and Policlinic, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Iris Mildenberger
- Department of Neurology, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Michael Platten
- Department of Neurology, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
- DKTK Clinical Cooperation Unit Neuroimmunology and Brain Tumor Immunology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Lucas Schirmer
- Department of Neurology, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
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11
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Tomescu-Baciu A, Johansen JN, Holmøy T, Greiff V, Stensland M, de Souza GA, Vartdal F, Lossius A. Persistence of intrathecal oligoclonal B cells and IgG in multiple sclerosis. J Neuroimmunol 2019; 333:576966. [PMID: 31153015 DOI: 10.1016/j.jneuroim.2019.576966] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2019] [Revised: 05/14/2019] [Accepted: 05/14/2019] [Indexed: 11/18/2022]
Abstract
In multiple sclerosis (MS), B cells are trafficking across the blood-brain barrier, but it is not known how this relates to the synthesis of oligoclonal IgG. We used quantitative mass spectrometry of oligoclonal bands and high-throughput sequencing of immunoglobulin heavy-chain variable transcripts to study the longitudinal B cell response in the cerebrospinal fluid (CSF) and blood of two MS patients. Twenty of 22 (91%) and 25 of 28 (89%) of oligoclonal band peptides persisted in samples collected 18 months apart, in spite of a dynamic exchange across the blood-CSF barrier of B lineage cells connecting to oligoclonal IgG.
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Affiliation(s)
- Alina Tomescu-Baciu
- Department of Immunology and Transfusion Medicine, Faculty of Medicine, University of Oslo and Oslo University Hospital Rikshospitalet, Oslo, Norway
| | - Jorunn N Johansen
- Department of Immunology and Transfusion Medicine, Faculty of Medicine, University of Oslo and Oslo University Hospital Rikshospitalet, Oslo, Norway
| | - Trygve Holmøy
- Department of Neurology, Akershus University Hospital, Lørenskog, Norway; Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Victor Greiff
- Department of Immunology and Transfusion Medicine, Faculty of Medicine, University of Oslo and Oslo University Hospital Rikshospitalet, Oslo, Norway; Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Maria Stensland
- Department of Immunology and Transfusion Medicine, Faculty of Medicine, University of Oslo and Oslo University Hospital Rikshospitalet, Oslo, Norway; Proteomics Core Facility, Oslo University Hospital Rikshospitalet, NO-0372 Oslo, Norway
| | - Gustavo Antonio de Souza
- Department of Immunology and Transfusion Medicine, Faculty of Medicine, University of Oslo and Oslo University Hospital Rikshospitalet, Oslo, Norway; Proteomics Core Facility, Oslo University Hospital Rikshospitalet, NO-0372 Oslo, Norway
| | - Frode Vartdal
- Department of Immunology and Transfusion Medicine, Faculty of Medicine, University of Oslo and Oslo University Hospital Rikshospitalet, Oslo, Norway
| | - Andreas Lossius
- Department of Immunology and Transfusion Medicine, Faculty of Medicine, University of Oslo and Oslo University Hospital Rikshospitalet, Oslo, Norway; Department of Neurology, Akershus University Hospital, Lørenskog, Norway.
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12
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Rahmanzadeh R, Weber MS, Brück W, Navardi S, Sahraian MA. B cells in multiple sclerosis therapy-A comprehensive review. Acta Neurol Scand 2018; 137:544-556. [PMID: 29512131 DOI: 10.1111/ane.12915] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/06/2018] [Indexed: 12/25/2022]
Abstract
For decades, B cells were ignored in multiple sclerosis (MS) pathogenesis, and the disease was always regarded as a T cell-mediated disorder. Recent evidence shows that there is an antigen-driven B-cell response in the central nervous system of patients with MS, and memory B cells/plasma cells are detectable in MS lesions. The striking efficacy of B cell-depleting therapies in reducing the inflammatory activity of the disease highlights that B cells may play more pathogenetic roles than expected. B cells express several unique characteristic markers on their surface, for example, CD19, CD20 molecules, that provide selective targets for monoclonal antibodies. In this respect, several B cell-targeted therapies emerged, including anti-CD20 antibodies (rituximab, ocrelizumab, and ofatumumab), anti-CD19 antibody (inebilizumab), and agents targeting the BAFF/APRIL signaling pathway (atacicept, belimumab, and LY2127399). In this review, we discuss, in detail, the immunobiology of B cells and their protective and destructive roles in MS pathogenesis. In the second part, we list the completed and ongoing clinical trials investigating the safety and efficacy of B cell-related monoclonal antibodies in MS.
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Affiliation(s)
- R. Rahmanzadeh
- MS Research Center; Neuroscience Institute; Tehran University of Medical Science; Tehran Iran
| | - M. S. Weber
- Institute of Neuropathology; University Medical Center; Göttingen Germany
- Department of Neurology; University Medical Center; Göttingen Germany
| | - W. Brück
- Institute of Neuropathology; University Medical Center; Göttingen Germany
- Department of Neurology; University Medical Center; Göttingen Germany
| | - S. Navardi
- MS Research Center; Neuroscience Institute; Tehran University of Medical Science; Tehran Iran
| | - M. A. Sahraian
- MS Research Center; Neuroscience Institute; Tehran University of Medical Science; Tehran Iran
- Iranian Center for Neurological Research; Neuroscience Institute; Tehran University of Medical Science; Tehran Iran
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13
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Schwenkenbecher P, Sarikidi A, Bönig L, Wurster U, Bronzlik P, Sühs KW, Pul R, Stangel M, Skripuletz T. Clinically Isolated Syndrome According to McDonald 2010: Intrathecal IgG Synthesis Still Predictive for Conversion to Multiple Sclerosis. Int J Mol Sci 2017; 18:ijms18102061. [PMID: 28953254 PMCID: PMC5666743 DOI: 10.3390/ijms18102061] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2017] [Revised: 09/20/2017] [Accepted: 09/22/2017] [Indexed: 12/27/2022] Open
Abstract
While the revised McDonald criteria of 2010 allow for the diagnosis of multiple sclerosis (MS) in an earlier stage, there is still a need to identify the risk factors for conversion to MS in patients with clinically isolated syndrome (CIS). Since the latest McDonald criteria were established, the prognostic role of cerebrospinal fluid (CSF) and visual evoked potentials (VEP) in CIS patients is still poorly defined. We conducted a monocentric investigation including patients with CIS in the time from 2010 to 2015. Follow-ups of 120 patients revealed that 42% converted to MS. CIS patients with positive oligoclonal bands (OCB) were more than twice as likely to convert to MS as OCB negative patients (hazard ratio = 2.6). The probability to develop MS was even higher when a quantitative intrathecal IgG synthesis was detected (hazard ratio = 3.8). In patients with OCB, VEP did not add further information concerning the conversion rate to MS. In patients with optic neuritis and negative OCB, a significantly higher rate converted to MS when VEP were delayed. In conclusion, the detection of an intrathecal IgG synthesis increases the conversion probability to MS. Pathological VEP can help to predict the conversion rate to MS in patients with optic neuritis without an intrathecal IgG synthesis.
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Affiliation(s)
- Philipp Schwenkenbecher
- Clinical Neuroimmunology and Neurochemistry, Department of Neurology, Hannover Medical School, 30625 Hannover, Germany.
| | - Anastasia Sarikidi
- Clinical Neuroimmunology and Neurochemistry, Department of Neurology, Hannover Medical School, 30625 Hannover, Germany.
| | - Lena Bönig
- Clinical Neuroimmunology and Neurochemistry, Department of Neurology, Hannover Medical School, 30625 Hannover, Germany.
| | - Ulrich Wurster
- Clinical Neuroimmunology and Neurochemistry, Department of Neurology, Hannover Medical School, 30625 Hannover, Germany.
| | - Paul Bronzlik
- Department of Diagnostic and Interventional Neuroradiology, Hannover Medical School, 30625 Hannover, Germany.
| | - Kurt-Wolfram Sühs
- Clinical Neuroimmunology and Neurochemistry, Department of Neurology, Hannover Medical School, 30625 Hannover, Germany.
| | - Refik Pul
- Clinical Neuroimmunology and Neurochemistry, Department of Neurology, Hannover Medical School, 30625 Hannover, Germany.
- Department of Neurology, University Clinic Essen, 45147 Essen, Germany.
| | - Martin Stangel
- Clinical Neuroimmunology and Neurochemistry, Department of Neurology, Hannover Medical School, 30625 Hannover, Germany.
| | - Thomas Skripuletz
- Clinical Neuroimmunology and Neurochemistry, Department of Neurology, Hannover Medical School, 30625 Hannover, Germany.
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14
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Ostmeyer J, Christley S, Rounds WH, Toby I, Greenberg BM, Monson NL, Cowell LG. Statistical classifiers for diagnosing disease from immune repertoires: a case study using multiple sclerosis. BMC Bioinformatics 2017; 18:401. [PMID: 28882107 PMCID: PMC5588725 DOI: 10.1186/s12859-017-1814-6] [Citation(s) in RCA: 46] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2017] [Accepted: 08/29/2017] [Indexed: 12/29/2022] Open
Abstract
Background Deep sequencing of lymphocyte receptor repertoires has made it possible to comprehensively profile the clonal composition of lymphocyte populations. This opens the door for novel approaches to diagnose and prognosticate diseases with a driving immune component by identifying repertoire sequence patterns associated with clinical phenotypes. Indeed, recent studies support the feasibility of this, demonstrating an association between repertoire-level summary statistics (e.g., diversity) and patient outcomes for several diseases. In our own prior work, we have shown that six codons in VH4-containing genes in B cells from the cerebrospinal fluid of patients with relapsing remitting multiple sclerosis (RRMS) have higher replacement mutation frequencies than observed in healthy controls or patients with other neurological diseases. However, prior methods to date have been limited to focusing on repertoire-level summary statistics, ignoring the vast amounts of information in the millions of individual immune receptors comprising a repertoire. We have developed a novel method that addresses this limitation by using innovative approaches for accommodating the extraordinary sequence diversity of immune receptors and widely used machine learning approaches. We applied our method to RRMS, an autoimmune disease that is notoriously difficult to diagnose. Results We use the biochemical features encoded by the complementarity determining region 3 of each B cell receptor heavy chain in every patient repertoire as input to a detector function, which is fit to give the correct diagnosis for each patient using maximum likelihood optimization methods. The resulting statistical classifier assigns patients to one of two diagnosis categories, RRMS or other neurological disease, with 87% accuracy by leave-one-out cross-validation on training data (N = 23) and 72% accuracy on unused data from a separate study (N = 102). Conclusions Our method is the first to apply statistical learning to immune repertoires to aid disease diagnosis, learning repertoire-level labels from the set of individual immune repertoire sequences. This method produced a repertoire-based statistical classifier for diagnosing RRMS that provides a high degree of diagnostic capability, rivaling the accuracy of diagnosis by a clinical expert. Additionally, this method points to a diagnostic biochemical motif in the antibodies of RRMS patients, which may offer insight into the disease process. Electronic supplementary material The online version of this article (10.1186/s12859-017-1814-6) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Jared Ostmeyer
- Department of Clinical Sciences, UT Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX, 75390-9066, USA
| | - Scott Christley
- Department of Clinical Sciences, UT Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX, 75390-9066, USA
| | - William H Rounds
- Department of Clinical Sciences, UT Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX, 75390-9066, USA
| | - Inimary Toby
- Department of Clinical Sciences, UT Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX, 75390-9066, USA
| | - Benjamin M Greenberg
- Department of Neurology and Neurotherapeutics, UT Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX, 75390-9036, USA
| | - Nancy L Monson
- Department of Neurology and Neurotherapeutics, UT Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX, 75390-9036, USA
| | - Lindsay G Cowell
- Department of Clinical Sciences, UT Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX, 75390-9066, USA.
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15
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Vander Heiden JA, Stathopoulos P, Zhou JQ, Chen L, Gilbert TJ, Bolen CR, Barohn RJ, Dimachkie MM, Ciafaloni E, Broering TJ, Vigneault F, Nowak RJ, Kleinstein SH, O'Connor KC. Dysregulation of B Cell Repertoire Formation in Myasthenia Gravis Patients Revealed through Deep Sequencing. THE JOURNAL OF IMMUNOLOGY 2017; 198:1460-1473. [PMID: 28087666 DOI: 10.4049/jimmunol.1601415] [Citation(s) in RCA: 67] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/16/2016] [Accepted: 12/13/2016] [Indexed: 01/14/2023]
Abstract
Myasthenia gravis (MG) is a prototypical B cell-mediated autoimmune disease affecting 20-50 people per 100,000. The majority of patients fall into two clinically distinguishable types based on whether they produce autoantibodies targeting the acetylcholine receptor (AChR-MG) or muscle specific kinase (MuSK-MG). The autoantibodies are pathogenic, but whether their generation is associated with broader defects in the B cell repertoire is unknown. To address this question, we performed deep sequencing of the BCR repertoire of AChR-MG, MuSK-MG, and healthy subjects to generate ∼518,000 unique VH and VL sequences from sorted naive and memory B cell populations. AChR-MG and MuSK-MG subjects displayed distinct gene segment usage biases in both VH and VL sequences within the naive and memory compartments. The memory compartment of AChR-MG was further characterized by reduced positive selection of somatic mutations in the VH CDR and altered VH CDR3 physicochemical properties. The VL repertoire of MuSK-MG was specifically characterized by reduced V-J segment distance in recombined sequences, suggesting diminished VL receptor editing during B cell development. Our results identify large-scale abnormalities in both the naive and memory B cell repertoires. Particular abnormalities were unique to either AChR-MG or MuSK-MG, indicating that the repertoires reflect the distinct properties of the subtypes. These repertoire abnormalities are consistent with previously observed defects in B cell tolerance checkpoints in MG, thereby offering additional insight regarding the impact of tolerance defects on peripheral autoimmune repertoires. These collective findings point toward a deformed B cell repertoire as a fundamental component of MG.
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Affiliation(s)
- Jason A Vander Heiden
- Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06511
| | | | - Julian Q Zhou
- Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06511
| | - Luan Chen
- Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06511
| | | | - Christopher R Bolen
- Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA 94305
| | - Richard J Barohn
- Department of Neurology, University of Kansas Medical Center, Kansas City, KS 66160
| | - Mazen M Dimachkie
- Department of Neurology, University of Kansas Medical Center, Kansas City, KS 66160
| | - Emma Ciafaloni
- Department of Neurology, University of Rochester School of Medicine, Rochester, NY 14642
| | | | | | - Richard J Nowak
- Department of Neurology, Yale School of Medicine, New Haven, CT 06511
| | - Steven H Kleinstein
- Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06511; .,Department of Immunobiology, Yale School of Medicine, New Haven, CT 06511; and.,Department of Pathology, Yale School of Medicine, New Haven, CT 06511
| | - Kevin C O'Connor
- Department of Neurology, Yale School of Medicine, New Haven, CT 06511;
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16
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Rivas JR, Ireland SJ, Chkheidze R, Rounds WH, Lim J, Johnson J, Ramirez DMO, Ligocki AJ, Chen D, Guzman AA, Woodhall M, Wilson PC, Meffre E, White C, Greenberg BM, Waters P, Cowell LG, Stowe AM, Monson NL. Peripheral VH4+ plasmablasts demonstrate autoreactive B cell expansion toward brain antigens in early multiple sclerosis patients. Acta Neuropathol 2017; 133:43-60. [PMID: 27730299 DOI: 10.1007/s00401-016-1627-0] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2016] [Revised: 09/23/2016] [Accepted: 09/23/2016] [Indexed: 11/24/2022]
Abstract
Plasmablasts are a highly differentiated, antibody secreting B cell subset whose prevalence correlates with disease activity in Multiple Sclerosis (MS). For most patients experiencing partial transverse myelitis (PTM), plasmablasts are elevated in the blood at the first clinical presentation of disease (known as a clinically isolated syndrome or CIS). In this study we found that many of these peripheral plasmablasts are autoreactive and recognize primarily gray matter targets in brain tissue. These plasmablasts express antibodies that over-utilize immunoglobulin heavy chain V-region subgroup 4 (VH4) genes, and the highly mutated VH4+ plasmablast antibodies recognize intracellular antigens of neurons and astrocytes. Most of the autoreactive, highly mutated VH4+ plasmablast antibodies recognize only a portion of cortical neurons, indicating that the response may be specific to neuronal subgroups or layers. Furthermore, CIS-PTM patients with this plasmablast response also exhibit modest reactivity toward neuroantigens in the plasma IgG antibody pool. Taken together, these data indicate that expanded VH4+ peripheral plasmablasts in early MS patients recognize brain gray matter antigens. Peripheral plasmablasts may be participating in the autoimmune response associated with MS, and provide an interesting avenue for investigating the expansion of autoreactive B cells at the time of the first documented clinical event.
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Affiliation(s)
- Jacqueline R Rivas
- Department of Neurology and Neurotherapeutics, UT Southwestern, Dallas, TX, USA
| | - Sara J Ireland
- Department of Neurology and Neurotherapeutics, UT Southwestern, Dallas, TX, USA
| | - Rati Chkheidze
- Department of Pathology, UT Southwestern, Dallas, TX, USA
| | - William H Rounds
- Department of Neurology and Neurotherapeutics, UT Southwestern, Dallas, TX, USA
| | - Joseph Lim
- Department of Neurology and Neurotherapeutics, UT Southwestern, Dallas, TX, USA
| | - Jordan Johnson
- Department of Neurology and Neurotherapeutics, UT Southwestern, Dallas, TX, USA
| | - Denise M O Ramirez
- Department of Neurology and Neurotherapeutics, UT Southwestern, Dallas, TX, USA
| | - Ann J Ligocki
- Department of Neurology and Neurotherapeutics, UT Southwestern, Dallas, TX, USA
| | - Ding Chen
- Department of Neurology and Neurotherapeutics, UT Southwestern, Dallas, TX, USA
| | - Alyssa A Guzman
- Department of Neurology and Neurotherapeutics, UT Southwestern, Dallas, TX, USA
| | - Mark Woodhall
- Department of Clinical Neurosciences, University of Oxford, Oxford, UK
| | - Patrick C Wilson
- Department of Biomedical Sciences, University of Chicago, Chicago, IL, USA
| | - Eric Meffre
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Charles White
- Department of Pathology, UT Southwestern, Dallas, TX, USA
| | | | - Patrick Waters
- Department of Clinical Neurosciences, University of Oxford, Oxford, UK
| | - Lindsay G Cowell
- Department of Clinical Science, UT Southwestern, Dallas, TX, USA
| | - Ann M Stowe
- Department of Neurology and Neurotherapeutics, UT Southwestern, Dallas, TX, USA
| | - Nancy L Monson
- Department of Neurology and Neurotherapeutics, UT Southwestern, Dallas, TX, USA.
- Department of Immunology, UT Southwestern, Dallas, TX, USA.
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17
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Lossius A, Johansen JN, Vartdal F, Holmøy T. High-throughput sequencing of immune repertoires in multiple sclerosis. Ann Clin Transl Neurol 2016; 3:295-306. [PMID: 27081660 PMCID: PMC4818741 DOI: 10.1002/acn3.295] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2015] [Revised: 12/21/2015] [Accepted: 01/18/2016] [Indexed: 12/24/2022] Open
Abstract
T cells and B cells are crucial in the initiation and maintenance of multiple sclerosis (MS), and the activation of these cells is believed to be mediated through specific recognition of antigens by the T‐ and B‐cell receptors. The antigen receptors are highly polymorphic due to recombination (T‐ and B‐cell receptors) and mutation (B‐cell receptors) of the encoding genes, which can therefore be used as fingerprints to track individual T‐ and B‐cell clones. Such studies can shed light on mechanisms driving the immune responses and provide new insights into the pathogenesis. Here, we summarize studies that have explored the T‐ and B‐cell receptor repertoires using earlier methodological approaches, and we focus on how high‐throughput sequencing has provided new knowledge by surveying the immune repertoires in MS in even greater detail and with unprecedented depth.
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Affiliation(s)
- Andreas Lossius
- Department of Immunology and Transfusion Medicine Oslo University Hospital Rikshospitalet Oslo Norway; Department of Neurology Oslo University Hospital Rikshospitalet Oslo Norway; Institute of Clinical Medicine University of Oslo Oslo Norway
| | - Jorunn N Johansen
- Department of Immunology and Transfusion Medicine Oslo University Hospital Rikshospitalet Oslo Norway
| | - Frode Vartdal
- Department of Immunology and Transfusion Medicine Oslo University Hospital Rikshospitalet Oslo Norway; Institute of Clinical Medicine University of Oslo Oslo Norway
| | - Trygve Holmøy
- Institute of Clinical Medicine University of Oslo Oslo Norway; Department of Neurology Akershus University Hospital Lørenskog Norway
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18
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Hohlfeld R, Dornmair K, Meinl E, Wekerle H. The search for the target antigens of multiple sclerosis, part 2: CD8+ T cells, B cells, and antibodies in the focus of reverse-translational research. Lancet Neurol 2015; 15:317-31. [PMID: 26724102 DOI: 10.1016/s1474-4422(15)00313-0] [Citation(s) in RCA: 143] [Impact Index Per Article: 15.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2015] [Revised: 10/13/2015] [Accepted: 10/22/2015] [Indexed: 01/16/2023]
Abstract
Interest in CD8+ T cells and B cells was initially inspired by observations in multiple sclerosis rather than in animal models: CD8+ T cells predominate in multiple sclerosis lesions, oligoclonal immunoglobulin bands in CSF have long been recognised as diagnostic and prognostic markers, and anti-B-cell therapies showed considerable efficacy in multiple sclerosis. Taking a reverse-translational approach, findings from human T-cell receptor (TCR) and B-cell receptor (BCR) repertoire studies provided strong evidence for antigen-driven clonal expansion in the brain and CSF. New methods allow the reconstruction of human TCRs and antibodies from tissue-infiltrating immune cells, which can be used for the unbiased screening of antigen libraries. Myelin oligodendrocyte glycoprotein (MOG) has received renewed attention as an antibody target in childhood multiple sclerosis and in a small subgroup of adult patients with multiple sclerosis. Furthermore, there is growing evidence that a separate condition in adults exists, tentatively called MOG-antibody-associated encephalomyelitis, which has clinical features that overlap with neuromyelitis optica spectrum disorder and multiple sclerosis. Although CD8+ T cells and B cells are thought to have a pathogenic role in some subgroups of patients, their target antigens have yet to be identified.
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Affiliation(s)
- Reinhard Hohlfeld
- Institute of Clinical Neuroimmunology, Biomedical Center and University Hospital, Campus Martinsried-Grosshadern, Ludwig-Maximilians University, Munich, Germany; Munich Cluster of Systems Neurology (SyNergy), Munich, Germany.
| | - Klaus Dornmair
- Institute of Clinical Neuroimmunology, Biomedical Center and University Hospital, Campus Martinsried-Grosshadern, Ludwig-Maximilians University, Munich, Germany
| | - Edgar Meinl
- Institute of Clinical Neuroimmunology, Biomedical Center and University Hospital, Campus Martinsried-Grosshadern, Ludwig-Maximilians University, Munich, Germany
| | - Hartmut Wekerle
- HERTIE Senior Professor Group Neuroimmunology, Max Planck Institute of Neurobiology, Martinsried, Germany
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19
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Yaari G, Kleinstein SH. Practical guidelines for B-cell receptor repertoire sequencing analysis. Genome Med 2015; 7:121. [PMID: 26589402 PMCID: PMC4654805 DOI: 10.1186/s13073-015-0243-2] [Citation(s) in RCA: 152] [Impact Index Per Article: 16.9] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
High-throughput sequencing of B-cell immunoglobulin repertoires is increasingly being applied to gain insights into the adaptive immune response in healthy individuals and in those with a wide range of diseases. Recent applications include the study of autoimmunity, infection, allergy, cancer and aging. As sequencing technologies continue to improve, these repertoire sequencing experiments are producing ever larger datasets, with tens- to hundreds-of-millions of sequences. These data require specialized bioinformatics pipelines to be analyzed effectively. Numerous methods and tools have been developed to handle different steps of the analysis, and integrated software suites have recently been made available. However, the field has yet to converge on a standard pipeline for data processing and analysis. Common file formats for data sharing are also lacking. Here we provide a set of practical guidelines for B-cell receptor repertoire sequencing analysis, starting from raw sequencing reads and proceeding through pre-processing, determination of population structure, and analysis of repertoire properties. These include methods for unique molecular identifiers and sequencing error correction, V(D)J assignment and detection of novel alleles, clonal assignment, lineage tree construction, somatic hypermutation modeling, selection analysis, and analysis of stereotyped or convergent responses. The guidelines presented here highlight the major steps involved in the analysis of B-cell repertoire sequencing data, along with recommendations on how to avoid common pitfalls.
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Affiliation(s)
- Gur Yaari
- Bioengineering Program, Faculty of Engineering, Bar-Ilan University, 5290002, Ramat Gan, Israel.
| | - Steven H Kleinstein
- Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT, 06511, USA. .,Departments of Pathology and Immunobiology, Yale University School of Medicine, New Haven, CT, 06520, USA.
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20
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Rounds WH, Salinas EA, Wilks TB, Levin MK, Ligocki AJ, Ionete C, Pardo CA, Vernino S, Greenberg BM, Bigwood DW, Eastman EM, Cowell LG, Monson NL. MSPrecise: A molecular diagnostic test for multiple sclerosis using next generation sequencing. Gene 2015; 572:191-7. [PMID: 26172868 PMCID: PMC4702260 DOI: 10.1016/j.gene.2015.07.011] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2015] [Revised: 06/11/2015] [Accepted: 07/03/2015] [Indexed: 12/25/2022]
Abstract
BACKGROUND We have previously demonstrated that cerebrospinal fluid-derived B cells from early relapsing-remitting multiple sclerosis (RRMS) patients that express a VH4 gene accumulate specific replacement mutations. These mutations can be quantified as a score that identifies such patients as having or likely to convert to RRMS. Furthermore, we showed that next generation sequencing is an efficient method for obtaining the sequencing information required by this mutation scoring tool, originally developed using the less clinically viable single-cell Sanger sequencing. OBJECTIVE To determine the accuracy of MSPrecise, the diagnostic test that identifies the presence of the RRMS-enriched mutation pattern from patient cerebrospinal fluid B cells. METHODS Cerebrospinal fluid cell pellets were obtained from RRMS and other neurological disease (OND) patient cohorts. VH4 gene segments were amplified, sequenced by next generation sequencing and analyzed for mutation score. RESULTS The diagnostic test showed a sensitivity of 75% on the RRMS cohort and a specificity of 88% on the OND cohort. The accuracy of the test in identifying RRMS patients or patients that will develop RRMS is 84%. CONCLUSION MSPrecise exhibits good performance in identifying patients with RRMS irrespective of time with RRMS.
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Affiliation(s)
- William H Rounds
- Department of Neurology and Neurotherapeutics, UT Southwestern Medical Center, Dallas, TX, USA
| | - Edward A Salinas
- Department of Clinical Sciences, UT Southwestern Medical Center, Dallas, TX, USA
| | | | - Mikhail K Levin
- Department of Clinical Sciences, UT Southwestern Medical Center, Dallas, TX, USA
| | - Ann J Ligocki
- Department of Neurology and Neurotherapeutics, UT Southwestern Medical Center, Dallas, TX, USA
| | - Carolina Ionete
- Department of Neurology, UMass Memorial Medical Center, Worcester, MA, USA
| | - Carlos A Pardo
- Department of Neurology and Neurosurgery, John Hopkins University, Baltimore, MD, USA
| | - Steven Vernino
- Department of Neurology and Neurotherapeutics, UT Southwestern Medical Center, Dallas, TX, USA
| | - Benjamin M Greenberg
- Department of Neurology and Neurotherapeutics, UT Southwestern Medical Center, Dallas, TX, USA
| | | | | | - Lindsay G Cowell
- Department of Clinical Sciences, UT Southwestern Medical Center, Dallas, TX, USA
| | - Nancy L Monson
- Department of Neurology and Neurotherapeutics, UT Southwestern Medical Center, Dallas, TX, USA; Department of Immunology, UT Southwestern Medical Center, Dallas, TX, USA.
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21
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Blauth K, Owens GP, Bennett JL. The Ins and Outs of B Cells in Multiple Sclerosis. Front Immunol 2015; 6:565. [PMID: 26594215 PMCID: PMC4633507 DOI: 10.3389/fimmu.2015.00565] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2015] [Accepted: 10/23/2015] [Indexed: 12/25/2022] Open
Abstract
B cells play a central role in multiple sclerosis (MS) pathology. B and plasma cells may contribute to disease activity through multiple mechanisms: antigen presentation, cytokine secretion, or antibody production. Molecular analyses of B cell populations in MS patients have revealed significant overlaps between peripheral lymphoid and clonally expanded central nervous system (CNS) B cell populations, indicating that B cell trafficking may play a critical role in driving MS exacerbations. In this review, we will assess our current knowledge of the mechanisms and pathways governing B cell migration into the CNS and examine evidence for and against a compartmentalized B cell response driving progressive MS pathology.
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Affiliation(s)
- Kevin Blauth
- Department of Neurology, University of Colorado Denver , Aurora, CO , USA
| | - Gregory P Owens
- Department of Neurology, University of Colorado Denver , Aurora, CO , USA
| | - Jeffrey L Bennett
- Department of Neurology, University of Colorado Denver , Aurora, CO , USA ; Department of Ophthalmology, University of Colorado Denver , Aurora, CO , USA ; Program in Neuroscience, University of Colorado Denver , Aurora, CO , USA
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22
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Ligocki AJ, Rivas JR, Rounds WH, Guzman AA, Li M, Spadaro M, Lahey L, Chen D, Henson PM, Graves D, Greenberg BM, Frohman EM, Ward ES, Robinson W, Meinl E, White CL, Stowe AM, Monson NL. A Distinct Class of Antibodies May Be an Indicator of Gray Matter Autoimmunity in Early and Established Relapsing Remitting Multiple Sclerosis Patients. ASN Neuro 2015; 7:7/5/1759091415609613. [PMID: 26489686 PMCID: PMC4710131 DOI: 10.1177/1759091415609613] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
*These authors contributed equally to the work in this manuscript.We have previously identified a distinct class of antibodies expressed by B cells in the cerebrospinal fluid (CSF) of early and established relapsing remitting multiple sclerosis (RRMS) patients that is not observed in healthy donors. These antibodies contain a unique pattern of mutations in six codons along VH4 antibody genes that we termed the antibody gene signature (AGS). In fact, patients who have such B cells in their CSF are identified as either having RRMS or developing RRMS in the future. As mutations in antibody genes increase antibody affinity for particular antigens, the goal for this study was to investigate whether AGS(+) antibodies bind to brain tissue antigens. Single B cells were isolated from the CSF of 10 patients with early or established RRMS. We chose 32 of these B cells that expressed antibodies enriched for the AGS for further study. We generated monoclonal full-length recombinant human antibodies (rhAbs) and used both immunological assays and immunohistochemistry to investigate the capacity of these AGS(+) rhAbs to bind brain tissue antigens. AGS(+) rhAbs did not recognize myelin tracts in the corpus callosum. Instead, AGS(+) rhAbs recognized neuronal nuclei and/or astrocytes, which are prevalent in the cortical gray matter. This pattern was unique to the AGS(+) antibodies from early and established RRMS patients, as AGS(+) antibodies from an early neuromyelitis optica patient did not display the same reactivity. Prevalence of CSF-derived B cells expressing AGS(+) antibodies that bind to these cell types may be an indicator of gray matter-directed autoimmunity in early and established RRMS patients.
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Affiliation(s)
- Ann J Ligocki
- Department of Neurology and Neurotherapeutics, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Jacqueline R Rivas
- Department of Neurology and Neurotherapeutics, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - William H Rounds
- Department of Neurology and Neurotherapeutics, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Alyssa A Guzman
- Department of Neurology and Neurotherapeutics, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Min Li
- Department of Neurology and Neurotherapeutics, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Melania Spadaro
- Institute of Clinical Neuroimmunology, Ludwig-Maximilian-University, Munich, Germany
| | - Lauren Lahey
- Department of Immunology and Rheumatology, Stanford University, CA, USA
| | - Ding Chen
- Department of Neurology and Neurotherapeutics, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Paul M Henson
- Department of Neurology and Neurotherapeutics, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Donna Graves
- Department of Neurology and Neurotherapeutics, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Benjamin M Greenberg
- Department of Neurology and Neurotherapeutics, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Elliot M Frohman
- Department of Neurology and Neurotherapeutics, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - E Sally Ward
- Department of Immunology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - William Robinson
- Department of Immunology and Rheumatology, Stanford University, CA, USA
| | - Edgar Meinl
- Institute of Clinical Neuroimmunology, Ludwig-Maximilian-University, Munich, Germany
| | - Charles L White
- Department of Pathology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Ann M Stowe
- Department of Neurology and Neurotherapeutics, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Nancy L Monson
- Department of Neurology and Neurotherapeutics, University of Texas Southwestern Medical Center, Dallas, TX, USA Department of Immunology, University of Texas Southwestern Medical Center, Dallas, TX, USA
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23
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Intrathecal BCR transcriptome in multiple sclerosis versus other neuroinflammation: Equally diverse and compartmentalized, but more mutated, biased and overlapping with the proteome. Clin Immunol 2015; 160:211-25. [PMID: 26055752 DOI: 10.1016/j.clim.2015.06.001] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2014] [Revised: 05/28/2015] [Accepted: 06/01/2015] [Indexed: 12/22/2022]
Abstract
The mechanisms driving the intrathecal synthesis of IgG in multiple sclerosis (MS) are unknown. We combined high-throughput sequencing of transcribed immunoglobulin heavy-chain variable (IGHV) genes and mass spectrometry to chart the diversity and compartmentalization of IgG-producing B cells in the cerebrospinal fluid (CSF) of MS patients and controls with other neuroinflammatory diseases. In both groups, a few clones dominated the intrathecal IGHV transcriptome. In most MS patients and some controls, dominant transcripts matched the CSF IgG. The IGHV transcripts in CSF of MS patients frequently carried IGHV4 genes and had more replacement mutations compared to controls. In both groups, dominant IGHV transcripts were identified within clusters of clonally related B cells that had identical or related IGHV transcripts in the blood. These findings suggest more pronounced affinity maturation, but an equal degree of diversity and compartmentalization of the intrathecal B-cell response in MS compared to other neuroinflammatory diseases.
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24
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Intrathecal IgG synthesis: a resistant and valuable target for future multiple sclerosis treatments. Mult Scler Int 2015; 2015:296184. [PMID: 25653878 PMCID: PMC4306411 DOI: 10.1155/2015/296184] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2014] [Revised: 12/15/2014] [Accepted: 12/16/2014] [Indexed: 01/02/2023] Open
Abstract
Intrathecal IgG synthesis is a key biological feature of multiple sclerosis (MS). When acquired early, it persists over time. A growing body of evidence suggests that intrathecal Ig-secreting cells may be pathogenic either by a direct action of toxic IgG or by locally secreting bystander toxic products. Intrathecal IgG synthesis depends on the presence of CNS lymphoid organs, which are strongly linked at anatomical level to cortical subpial lesions and at clinical level to the impairment slope in progressive MS. As a consequence, targeting CNS lymphoid lesions could be a valuable new target in MS, especially during the progressive phase. As intrathecal IgGs are end-products of these lymphoid lesions, intrathecal IgG synthesis may be considered as a specific marker of the persistence of these inflammatory lesions. Here we review the effect upon intrathecal IgG synthesis of all drugs ever used in MS. Except for steroids, all these therapeutic strategies, including rituximab, failed to decrease intrathecal IgG synthesis, with the exception of a questionable incomplete action of natalizumab. Thus, IgG synthesis is a robust marker of persistent intrathecal inflammation and its complete normalization should be one of the goals in future therapeutic strategies.
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Bonnan M. [Meningeal tertiary lymphoid organs: Major actors in intrathecal autoimmunity]. Rev Neurol (Paris) 2014; 171:65-74. [PMID: 25555848 DOI: 10.1016/j.neurol.2014.08.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2014] [Revised: 07/24/2014] [Accepted: 08/29/2014] [Indexed: 12/29/2022]
Abstract
Multiple sclerosis (MS) is characterized by an intrathecal synthesis of immunoglobulins synthesized by B-cell clones and by a brain infiltrate of clonal T-cells. The clonal maturation of these lymphocytes takes place in tertiary lymphoid organs (TLO) developed in the intrathecal compartment. TLO are acquired lymphoid organs able to develop in the vicinity of the inflammatory sites, where they mount a complete antigen-driven immune response. We here review TLO pathophysiology in animal models of MS and human MS. Several pieces of evidence suggest that intrathecal TLO may play a major role in the clinical impairment. Potential therapeutic applications are examined.
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Affiliation(s)
- M Bonnan
- Service de neurologie, hôpital F.-Mitterrand, 4, boulevard Hauterive, 64000 Pau, France.
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26
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Raphael I, Webb J, Stuve O, Haskins W, Forsthuber T. Body fluid biomarkers in multiple sclerosis: how far we have come and how they could affect the clinic now and in the future. Expert Rev Clin Immunol 2014; 11:69-91. [PMID: 25523168 DOI: 10.1586/1744666x.2015.991315] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Multiple sclerosis (MS) is an autoimmune inflammatory disease of the central nervous system, which affects over 2.5 million people worldwide. Although MS has been extensively studied, many challenges still remain in regards to treatment, diagnosis and prognosis. Typically, prognosis and individual responses to treatment are evaluated by clinical tests such as the expanded disability status scale, MRI and presence of oligoclonal bands in the cerebrospinal fluid. However, none of these measures correlates strongly with treatment efficacy or disease progression across heterogeneous patient populations and subtypes of MS. Numerous studies over the past decades have attempted to identify sensitive and specific biomarkers for diagnosis, prognosis and treatment efficacy of MS. The objective of this article is to review and discuss the current literature on body fluid biomarkers in MS, including research on potential biomarker candidates in the areas of miRNA, mRNA, lipids and proteins.
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Affiliation(s)
- Itay Raphael
- University of Texas San Antonio - Biology, San Antonio, TX, USA
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27
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Rounds WH, Ligocki AJ, Levin MK, Greenberg BM, Bigwood DW, Eastman EM, Cowell LG, Monson NL. The antibody genetics of multiple sclerosis: comparing next-generation sequencing to sanger sequencing. Front Neurol 2014; 5:166. [PMID: 25278930 PMCID: PMC4165282 DOI: 10.3389/fneur.2014.00166] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2014] [Accepted: 08/19/2014] [Indexed: 11/29/2022] Open
Abstract
We previously identified a distinct mutation pattern in the antibody genes of B cells isolated from cerebrospinal fluid (CSF) that can identify patients who have relapsing-remitting multiple sclerosis (RRMS) and patients with clinically isolated syndromes who will convert to RRMS. This antibody gene signature (AGS) was developed using Sanger sequencing of single B cells. While potentially helpful to patients, Sanger sequencing is not an assay that can be practically deployed in clinical settings. In order to provide AGS evaluations to patients as part of their diagnostic workup, we developed protocols to generate AGS scores using next-generation DNA sequencing (NGS) on CSF-derived cell pellets without the need to isolate single cells. This approach has the potential to increase the coverage of the B-cell population being analyzed, reduce the time needed to generate AGS scores, and may improve the overall performance of the AGS approach as a diagnostic test in the future. However, no investigations have focused on whether NGS-based repertoires will properly reflect antibody gene frequencies and somatic hypermutation patterns defined by Sanger sequencing. To address this issue, we isolated paired CSF samples from eight patients who either had MS or were at risk to develop MS. Here, we present data that antibody gene frequencies and somatic hypermutation patterns are similar in Sanger and NGS-based antibody repertoires from these paired CSF samples. In addition, AGS scores derived from the NGS database correctly identified the patients who initially had or subsequently converted to RRMS, with precision similar to that of the Sanger sequencing approach. Further investigation of the utility of the AGS in predicting conversion to MS using NGS-derived antibody repertoires in a larger cohort of patients is warranted.
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Affiliation(s)
- William H Rounds
- Department of Neurology and Neurotherapeutics, University of Texas Southwestern Medical Center , Dallas, TX , USA
| | - Ann J Ligocki
- Department of Neurology and Neurotherapeutics, University of Texas Southwestern Medical Center , Dallas, TX , USA
| | - Mikhail K Levin
- Department of Clinical Sciences, University of Texas Southwestern Medical Center , Dallas, TX , USA
| | - Benjamin M Greenberg
- Department of Neurology and Neurotherapeutics, University of Texas Southwestern Medical Center , Dallas, TX , USA
| | | | | | - Lindsay G Cowell
- Department of Clinical Sciences, University of Texas Southwestern Medical Center , Dallas, TX , USA
| | - Nancy L Monson
- Department of Neurology and Neurotherapeutics, University of Texas Southwestern Medical Center , Dallas, TX , USA ; Department of Immunology, University of Texas Southwestern Medical Center , Dallas, TX , USA
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28
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Krumbholz M, Meinl E. B cells in MS and NMO: pathogenesis and therapy. Semin Immunopathol 2014; 36:339-50. [PMID: 24832354 DOI: 10.1007/s00281-014-0424-x] [Citation(s) in RCA: 64] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2013] [Accepted: 04/01/2014] [Indexed: 12/28/2022]
Abstract
B linage cells are versatile players in multiple sclerosis (MS) and neuromyelitis optica/neuromyelitis optica spectrum disorder (NMO). New potential targets of autoantibodies have been described recently. Pathogenic mechanisms extend further to antigen presentation and cytokine production, which are increasingly recognized as therapeutic targets. In addition to pro-inflammatory effects of B cells, they may act also as anti-inflammatory via production of interleukin (IL)-10, IL-35, and other mechanisms. Definition of regulatory B cell subsets is an ongoing issue. Recent studies have provided evidence for a loss of B cell self-tolerance in MS. An immunogenetic approach demonstrated exchange of B cell clones between CSF and blood. The central nervous system (CNS) of MS patients fosters B cell survival, at least partly via BAFF and APRIL. The unexpected increase of relapses in a trial with a soluble BAFF/APRIL receptor (atacicept) suggests that this system is involved in MS, but with features that are not yet understood. In this review, we further discuss evidence for B cell and Ig contribution to human MS and NMO pathogenesis, pro-inflammatory and regulatory B cell effector functions, impaired B cell immune tolerance, the B cell-fostering microenvironment in the CNS, and B cell-targeted therapeutic interventions for MS and NMO, including CD20 depletion (rituximab, ocrelizumab, and ofatumumab), anti-IL6-R (tocilizumab), complement-blocking (eculizumab), inhibitors of AQP4-Ig binding (aquaporumab, small molecular compounds), and BAFF/BAFF-R-targeting agents.
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Affiliation(s)
- Markus Krumbholz
- Institute of Clinical Neuroimmunology, Ludwig Maximilian University of Munich, Max-Lebsche-Platz 31, 81377, Munich, Germany,
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29
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Elevated CNS inflammation in patients with preclinical Alzheimer's disease. J Cereb Blood Flow Metab 2014; 34:30-3. [PMID: 24149932 PMCID: PMC3887357 DOI: 10.1038/jcbfm.2013.183] [Citation(s) in RCA: 61] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/06/2013] [Revised: 08/22/2013] [Accepted: 09/16/2013] [Indexed: 11/08/2022]
Abstract
Alzheimer's disease (AD) is a progressive, neurodegenerative disease that may involve inflammatory responses in the central nervous system (CNS). Our objective was to determine whether patients with amnestic mild cognitive impairment (aMCI), a preclinical stage of AD, have inflammatory characteristics similar to patients with multiple sclerosis (MS), a known CNS inflammatory disease. The frequency of lymphocytes and levels of pro-inflammatory cytokines in the cerebrospinal fluid of aMCI patients was comparable to MS patients or patients at high risk to develop MS. Thus, brain inflammation occurs early at the preclinical stage of AD and may have an important role in pathology.
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30
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Axelsson M, Mattsson N, Malmeström C, Zetterberg H, Lycke J. The influence of disease duration, clinical course, and immunosuppressive therapy on the synthesis of intrathecal oligoclonal IgG bands in multiple sclerosis. J Neuroimmunol 2013; 264:100-5. [PMID: 24125567 DOI: 10.1016/j.jneuroim.2013.09.003] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2013] [Revised: 09/04/2013] [Accepted: 09/09/2013] [Indexed: 01/06/2023]
Abstract
We investigated the impact of disease duration, clinical course and immunosuppressive therapy on intrathecal IgG synthesis in multiple sclerosis (MS). Cerebrospinal fluid (CSF) was obtained twice, 8-10 years apart, from 20 MS patients and 26 healthy controls, and from 22 MS patients before and after two years of mitoxantrone treatment. The oligoclonal IgG band patterns changed in 15 patients at long-term follow-up, but were only influenced in 4 patients by mitoxantrone therapy. The CSF B-cell-regulating chemokine CXCL13 correlated with intrathecal IgG production suggesting a B-cell-dependence of intrathecal IgG synthesis in MS.
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Affiliation(s)
- Markus Axelsson
- Department of Clinical Neuroscience and Rehabilitation, Institute of Neuroscience and Physiology, The Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.
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31
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Carter CJ. Susceptibility genes are enriched in those of the herpes simplex virus 1/host interactome in psychiatric and neurological disorders. Pathog Dis 2013; 69:240-61. [PMID: 23913659 DOI: 10.1111/2049-632x.12077] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2013] [Revised: 07/11/2013] [Accepted: 07/24/2013] [Indexed: 12/22/2022] Open
Abstract
Herpes simplex virus 1 (HSV-1) can promote beta-amyloid deposition and tau phosphorylation, demyelination or cognitive deficits relevant to Alzheimer's disease or multiple sclerosis and to many neuropsychiatric disorders with which it has been implicated. A seroprevalence much higher than disease incidence has called into question any primary causal role. However, as also the case with risk-promoting polymorphisms (also present in control populations), any causal effects are likely to be conditional. During its life cycle, the virus binds to many proteins and modifies the expression of multiple genes creating a host/pathogen interactome involving 1347 host genes. This data set is heavily enriched in the susceptibility genes for multiple sclerosis (P = 1.3E-99) > Alzheimer's disease > schizophrenia > Parkinsonism > depression > bipolar disorder > childhood obesity > chronic fatigue > autism > and anorexia (P = 0.047) but not attention deficit hyperactivity disorder, a relationship maintained for genome-wide association study data sets in multiple sclerosis and Alzheimer's disease. Overlapping susceptibility gene/interactome data sets disrupt signalling networks relevant to each disease, suggesting that disease susceptibility genes may filter the attentions of the pathogen towards particular pathways and pathologies. In this way, the same pathogen could contribute to multiple diseases in a gene-dependent manner and condition the risk-promoting effects of the genes whose function it disrupts.
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32
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Bansal P, Khan T, Bussmeyer U, Challa DK, Swiercz R, Velmurugan R, Ober RJ, Ward ES. The Encephalitogenic, Human Myelin Oligodendrocyte Glycoprotein–Induced Antibody Repertoire Is Directed toward Multiple Epitopes in C57BL/6-Immunized Mice. THE JOURNAL OF IMMUNOLOGY 2013; 191:1091-101. [DOI: 10.4049/jimmunol.1300019] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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Expansion of CD27high plasmablasts in transverse myelitis patients that utilize VH4 and JH6 genes and undergo extensive somatic hypermutation. Genes Immun 2013; 14:291-301. [PMID: 23594958 DOI: 10.1038/gene.2013.18] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2012] [Revised: 02/08/2013] [Accepted: 02/12/2013] [Indexed: 12/18/2022]
Abstract
Patients with the autoimmune disease multiple sclerosis (MS) typically present with the clinically isolated syndromes (CIS) transverse myelitis (TM) or optic neuritis (ON). B-cell disturbances have been well documented in patients with MS and CIS patients with ON, but not in CIS patients with TM, despite the fact that these patients have the worst clinical outcome of all CIS types. The goal of this study was to characterize the B-cell populations and immunoglobulin genetics in TM patients. We found a unique expansion of CD27(high) plasmablasts in both the cerebrospinal fluid and periphery of TM patients that is not present in ON patients. Additionally, plasmablasts from TM patients show evidence for positive selection with increased somatic hypermutation accumulation in VH4(+) B cells and receptor editing that is not observed in ON patients. These characteristics unique to TM patients may impact disease severity and progression.
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34
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Carter CJ. Toxoplasmosis and Polygenic Disease Susceptibility Genes: Extensive Toxoplasma gondii Host/Pathogen Interactome Enrichment in Nine Psychiatric or Neurological Disorders. J Pathog 2013; 2013:965046. [PMID: 23533776 PMCID: PMC3603208 DOI: 10.1155/2013/965046] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2012] [Revised: 08/18/2012] [Accepted: 09/10/2012] [Indexed: 01/04/2023] Open
Abstract
Toxoplasma gondii is not only implicated in schizophrenia and related disorders, but also in Alzheimer's or Parkinson's disease, cancer, cardiac myopathies, and autoimmune disorders. During its life cycle, the pathogen interacts with ~3000 host genes or proteins. Susceptibility genes for multiple sclerosis, Alzheimer's disease, schizophrenia, bipolar disorder, depression, childhood obesity, Parkinson's disease, attention deficit hyperactivity disorder (P from 8.01E - 05 (ADHD) to 1.22E - 71) (multiple sclerosis), and autism (P = 0.013), but not anorexia or chronic fatigue are highly enriched in the human arm of this interactome and 18 (ADHD) to 33% (MS) of the susceptibility genes relate to it. The signalling pathways involved in the susceptibility gene/interactome overlaps are relatively specific and relevant to each disease suggesting a means whereby susceptibility genes could orient the attentions of a single pathogen towards disruption of the specific pathways that together contribute (positively or negatively) to the endophenotypes of different diseases. Conditional protein knockdown, orchestrated by T. gondii proteins or antibodies binding to those of the host (pathogen derived autoimmunity) and metabolite exchange, may contribute to this disruption. Susceptibility genes may thus be related to the causes and influencers of disease, rather than (and as well as) to the disease itself.
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Affiliation(s)
- C. J. Carter
- Polygenic Pathways, Flat 2, 40 Baldslow Road, Hastings, East Sussex TN34 2EY, UK
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35
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Krumbholz M, Derfuss T, Hohlfeld R, Meinl E. B cells and antibodies in multiple sclerosis pathogenesis and therapy. Nat Rev Neurol 2012; 8:613-23. [PMID: 23045237 DOI: 10.1038/nrneurol.2012.203] [Citation(s) in RCA: 190] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
B cells and antibodies account for the most prominent immunodiagnostic feature in patients with multiple sclerosis (MS), namely oligoclonal bands. Furthermore, evidence is accumulating that B cells and antibodies contribute to MS pathogenesis in at least a subset of patients. The CNS provides a B-cell-fostering environment that includes B-cell trophic factors such as BAFF (B-cell-activating factor of the TNF family), APRIL (a proliferation-inducing ligand), and the plasma-cell survival factor CXCL12. Owing to this environment, the CNS of patients with MS is not only the target of the immunopathological process, but also becomes the site of local antibody production. B cells can increase or dampen CNS inflammation, but their proinflammatory effects seem to be more prominent in most patients, as B-cell depletion is a promising therapeutic strategy. Other therapies not primarily designed to target B cells have numerous effects on the B-cell compartment. This Review summarizes key features of B-cell biology, the role of B cells and antibodies in CNS inflammation, and current attempts to identify the targets of pathogenic antibodies in MS. We also review the effects of approved and investigational interventions-including CD20-depleting antibodies, BAFF/APRIL-depleting agents, alemtuzumab, natalizumab, FTY720, IFN-β, glatiramer acetate, steroids and plasma exchange-on B-cell immunology.
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Affiliation(s)
- Markus Krumbholz
- Institute of Clinical Neuroimmunology, Ludwig Maximilian University Munich, Germany
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36
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Abstract
Multiple sclerosis (MS) is a chronic demyelinating disorder of unknown etiology, possibly caused by a virus or virus-triggered immunopathology. The virus might reactivate after years of latency and lyse oligodendrocytes, as in progressive multifocal leukoencephalopathy, or initiate immunopathological demyelination, as in animals infected with Theiler's murine encephalomyelitis virus or coronaviruses. The argument for a viral cause of MS is supported by epidemiological analyses and studies of MS in identical twins, indicating that disease is acquired. However, the most important evidence is the presence of bands of oligoclonal IgG (OCBs) in MS brain and CSF that persist throughout the lifetime of the patient. OCBs are found almost exclusively in infectious CNS disorders, and antigenic targets of OCBs represent the agent that causes disease. Here, the authors review past attempts to identify an infectious agent in MS brain cells and discuss the promise of using recombinant antibodies generated from clonally expanded plasma cells in brain and CSF to identify disease-relevant antigens. They show how this strategy has been used successfully to analyze antigen specificity in subacute sclerosing panencephalitis, a chronic encephalitis caused by measles virus, and in neuromyelitis optica, a chronic autoimmune demyelinating disease produced by antibodies directed against the aquaporin-4 water channel.
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Affiliation(s)
- Gregory P Owens
- Department of Neurology, University of Colorado School of Medicine, Aurora, CO 80045, USA
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37
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Abstract
Multiple sclerosis (MS) is a chronic demyelinating disorder of unknown etiology, possibly caused by a virus or virus-triggered immunopathology. The virus might reactivate after years of latency and lyse oligodendrocytes, as in progressive multifocal leukoencephalopathy, or initiate immunopathological demyelination, as in animals infected with Theiler’s murine encephalomyelitis virus or coronaviruses. The argument for a viral cause of MS is supported by epidemiological analyses and studies of MS in identical twins, indicating that disease is acquired. However, the most important evidence is the presence of bands of oligoclonal IgG (OCBs) in MS brain and CSF that persist throughout the lifetime of the patient. OCBs are found almost exclusively in infectious CNS disorders, and antigenic targets of OCBs represent the agent that causes disease. Here, the authors review past attempts to identify an infectious agent in MS brain cells and discuss the promise of using recombinant antibodies generated from clonally expanded plasma cells in brain and CSF to identify disease-relevant antigens. They show how this strategy has been used successfully to analyze antigen specificity in subacute sclerosing panencephalitis, a chronic encephalitis caused by measles virus, and in neuromyelitis optica, a chronic autoimmune demyelinating disease produced by antibodies directed against the aquaporin-4 water channel.
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38
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Ligocki AJ, Lovato L, Xiang D, Guidry P, Scheuermann RH, Willis SN, Almendinger S, Racke MK, Frohman EM, Hafler DA, O'Connor KC, Monson NL. A unique antibody gene signature is prevalent in the central nervous system of patients with multiple sclerosis. J Neuroimmunol 2010; 226:192-3. [PMID: 20655601 DOI: 10.1016/j.jneuroim.2010.06.016] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2010] [Accepted: 06/21/2010] [Indexed: 12/31/2022]
Abstract
B cells isolated from the CSF of patients with multiple sclerosis (MS) have a unique accumulation of somatic hypermutation within the B cell receptor, termed the antibody gene signature (AGS). The focus of this study was to investigate whether the AGS could also be detected in MS brain tissue. Genetic analysis of B cells isolated from post-mortem CNS tissue samples from four MS brains demonstrated that signature enriched B cells are present at the site of tissue injury as well as in the circulating CSF.
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Affiliation(s)
- A J Ligocki
- Department of Neurology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
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