2
|
Hinsinger G, Du Trieu De Terdonck L, Urbach S, Salvetat N, Rival M, Galoppin M, Ripoll C, Cezar R, Laurent-Chabalier S, Demattei C, Agherbi H, Castelnovo G, Lehmann S, Rigau V, Marin P, Thouvenot E. CD138 as a Specific CSF Biomarker of Multiple Sclerosis. NEUROLOGY(R) NEUROIMMUNOLOGY & NEUROINFLAMMATION 2024; 11:e200230. [PMID: 38669615 PMCID: PMC11057439 DOI: 10.1212/nxi.0000000000200230] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Accepted: 01/30/2024] [Indexed: 04/28/2024]
Abstract
BACKGROUND AND OBJECTIVES The aim of this study was to identify novel biomarkers for multiple sclerosis (MS) diagnosis and prognosis, addressing the critical need for specific and prognostically valuable markers in the field. METHODS We conducted an extensive proteomic investigation, combining analysis of (1) CSF proteome from symptomatic controls, fast and slow converters after clinically isolated syndromes, and patients with relapsing-remitting MS (n = 10 per group) using label-free quantitative proteomics and (2) oligodendrocyte secretome changes under proinflammatory or proapoptotic conditions using stable isotope labeling by amino acids in cell culture. Proteins exhibiting differential abundance in both proteomic analyses were combined with other putative MS biomarkers, yielding a comprehensive list of 87 proteins that underwent quantification through parallel reaction monitoring (PRM) in a novel cohort, comprising symptomatic controls, inflammatory neurologic disease controls, and patients with MS at various disease stages (n = 10 per group). The 11 proteins that passed this qualification step were subjected to a new PRM assay within an expanded cohort comprising 158 patients with either MS at different disease stages or other inflammatory or noninflammatory neurologic disease controls. RESULTS This study unveiled a promising biomarker signature for MS, including previously established candidates, such as chitinase 3-like protein 1, chitinase 3-like protein 2, chitotriosidase, immunoglobulin kappa chain region C, neutrophil gelatinase-associated lipocalin, and CD27. In addition, we identified novel markers, namely cat eye syndrome critical region protein 1 (adenosine deaminase 2, a therapeutic target in multiple sclerosis) and syndecan-1, a proteoglycan, also known as plasma cell surface marker CD138 and acting as chitinase 3-like protein 1 receptor implicated in inflammation and cancer signaling. CD138 exhibited good diagnostic accuracy in distinguishing MS from inflammatory neurologic disorders (area under the curve [AUC] = 0.85, CI 0.75-0.95). CD138 immunostaining was also observed in the brains of patients with MS and cultured oligodendrocyte precursor cells but was absent in astrocytes. DISCUSSION These findings identify CD138 as a specific CSF biomarker for MS and suggest the selective activation of the chitinase 3-like protein 1/CD138 pathway within the oligodendrocyte lineage in MS. They offer promising prospects for improving MS diagnosis and prognosis by providing much-needed specificity and clinical utility. CLASSIFICATION OF EVIDENCE This study provides Class II evidence that CD138 distinguishes multiple sclerosis from other inflammatory neurologic disorders with an AUC of 0.85 (95% CI 0.75-0.95).
Collapse
Affiliation(s)
- Geoffrey Hinsinger
- From the IGF (G.H., L.D.T.D.T., S.U., M.R., M.G., C.R., P.M., E.T.), Université de Montpellier, CNRS, INSERM, Montpellier; Sys2Diag (N.S.), UMR 9005 CNRS / ALCEDIAG, Montpellier; Department of Neurology (M.R., H.A., G.C., E.T.), Nîmes University Hospital; IRMB (R.C.), Université de Montpellier, INSERM; Department of Immunology (R.C.), Nîmes University Hospital; Department of Biostatistics (S.L.-C., C.D.), Clinical Epidemiology, Public Health, and Innovation in Methodology, Nîmes University Hospital, Université de Montpellier; Biochemistry Department (S.L.), Hôpital Saint-Eloi; and Department of Pathology (V.R.), Montpellier University Hospital, France
| | - Lucile Du Trieu De Terdonck
- From the IGF (G.H., L.D.T.D.T., S.U., M.R., M.G., C.R., P.M., E.T.), Université de Montpellier, CNRS, INSERM, Montpellier; Sys2Diag (N.S.), UMR 9005 CNRS / ALCEDIAG, Montpellier; Department of Neurology (M.R., H.A., G.C., E.T.), Nîmes University Hospital; IRMB (R.C.), Université de Montpellier, INSERM; Department of Immunology (R.C.), Nîmes University Hospital; Department of Biostatistics (S.L.-C., C.D.), Clinical Epidemiology, Public Health, and Innovation in Methodology, Nîmes University Hospital, Université de Montpellier; Biochemistry Department (S.L.), Hôpital Saint-Eloi; and Department of Pathology (V.R.), Montpellier University Hospital, France
| | - Serge Urbach
- From the IGF (G.H., L.D.T.D.T., S.U., M.R., M.G., C.R., P.M., E.T.), Université de Montpellier, CNRS, INSERM, Montpellier; Sys2Diag (N.S.), UMR 9005 CNRS / ALCEDIAG, Montpellier; Department of Neurology (M.R., H.A., G.C., E.T.), Nîmes University Hospital; IRMB (R.C.), Université de Montpellier, INSERM; Department of Immunology (R.C.), Nîmes University Hospital; Department of Biostatistics (S.L.-C., C.D.), Clinical Epidemiology, Public Health, and Innovation in Methodology, Nîmes University Hospital, Université de Montpellier; Biochemistry Department (S.L.), Hôpital Saint-Eloi; and Department of Pathology (V.R.), Montpellier University Hospital, France
| | - Nicolas Salvetat
- From the IGF (G.H., L.D.T.D.T., S.U., M.R., M.G., C.R., P.M., E.T.), Université de Montpellier, CNRS, INSERM, Montpellier; Sys2Diag (N.S.), UMR 9005 CNRS / ALCEDIAG, Montpellier; Department of Neurology (M.R., H.A., G.C., E.T.), Nîmes University Hospital; IRMB (R.C.), Université de Montpellier, INSERM; Department of Immunology (R.C.), Nîmes University Hospital; Department of Biostatistics (S.L.-C., C.D.), Clinical Epidemiology, Public Health, and Innovation in Methodology, Nîmes University Hospital, Université de Montpellier; Biochemistry Department (S.L.), Hôpital Saint-Eloi; and Department of Pathology (V.R.), Montpellier University Hospital, France
| | - Manon Rival
- From the IGF (G.H., L.D.T.D.T., S.U., M.R., M.G., C.R., P.M., E.T.), Université de Montpellier, CNRS, INSERM, Montpellier; Sys2Diag (N.S.), UMR 9005 CNRS / ALCEDIAG, Montpellier; Department of Neurology (M.R., H.A., G.C., E.T.), Nîmes University Hospital; IRMB (R.C.), Université de Montpellier, INSERM; Department of Immunology (R.C.), Nîmes University Hospital; Department of Biostatistics (S.L.-C., C.D.), Clinical Epidemiology, Public Health, and Innovation in Methodology, Nîmes University Hospital, Université de Montpellier; Biochemistry Department (S.L.), Hôpital Saint-Eloi; and Department of Pathology (V.R.), Montpellier University Hospital, France
| | - Manon Galoppin
- From the IGF (G.H., L.D.T.D.T., S.U., M.R., M.G., C.R., P.M., E.T.), Université de Montpellier, CNRS, INSERM, Montpellier; Sys2Diag (N.S.), UMR 9005 CNRS / ALCEDIAG, Montpellier; Department of Neurology (M.R., H.A., G.C., E.T.), Nîmes University Hospital; IRMB (R.C.), Université de Montpellier, INSERM; Department of Immunology (R.C.), Nîmes University Hospital; Department of Biostatistics (S.L.-C., C.D.), Clinical Epidemiology, Public Health, and Innovation in Methodology, Nîmes University Hospital, Université de Montpellier; Biochemistry Department (S.L.), Hôpital Saint-Eloi; and Department of Pathology (V.R.), Montpellier University Hospital, France
| | - Chantal Ripoll
- From the IGF (G.H., L.D.T.D.T., S.U., M.R., M.G., C.R., P.M., E.T.), Université de Montpellier, CNRS, INSERM, Montpellier; Sys2Diag (N.S.), UMR 9005 CNRS / ALCEDIAG, Montpellier; Department of Neurology (M.R., H.A., G.C., E.T.), Nîmes University Hospital; IRMB (R.C.), Université de Montpellier, INSERM; Department of Immunology (R.C.), Nîmes University Hospital; Department of Biostatistics (S.L.-C., C.D.), Clinical Epidemiology, Public Health, and Innovation in Methodology, Nîmes University Hospital, Université de Montpellier; Biochemistry Department (S.L.), Hôpital Saint-Eloi; and Department of Pathology (V.R.), Montpellier University Hospital, France
| | - Renaud Cezar
- From the IGF (G.H., L.D.T.D.T., S.U., M.R., M.G., C.R., P.M., E.T.), Université de Montpellier, CNRS, INSERM, Montpellier; Sys2Diag (N.S.), UMR 9005 CNRS / ALCEDIAG, Montpellier; Department of Neurology (M.R., H.A., G.C., E.T.), Nîmes University Hospital; IRMB (R.C.), Université de Montpellier, INSERM; Department of Immunology (R.C.), Nîmes University Hospital; Department of Biostatistics (S.L.-C., C.D.), Clinical Epidemiology, Public Health, and Innovation in Methodology, Nîmes University Hospital, Université de Montpellier; Biochemistry Department (S.L.), Hôpital Saint-Eloi; and Department of Pathology (V.R.), Montpellier University Hospital, France
| | - Sabine Laurent-Chabalier
- From the IGF (G.H., L.D.T.D.T., S.U., M.R., M.G., C.R., P.M., E.T.), Université de Montpellier, CNRS, INSERM, Montpellier; Sys2Diag (N.S.), UMR 9005 CNRS / ALCEDIAG, Montpellier; Department of Neurology (M.R., H.A., G.C., E.T.), Nîmes University Hospital; IRMB (R.C.), Université de Montpellier, INSERM; Department of Immunology (R.C.), Nîmes University Hospital; Department of Biostatistics (S.L.-C., C.D.), Clinical Epidemiology, Public Health, and Innovation in Methodology, Nîmes University Hospital, Université de Montpellier; Biochemistry Department (S.L.), Hôpital Saint-Eloi; and Department of Pathology (V.R.), Montpellier University Hospital, France
| | - Christophe Demattei
- From the IGF (G.H., L.D.T.D.T., S.U., M.R., M.G., C.R., P.M., E.T.), Université de Montpellier, CNRS, INSERM, Montpellier; Sys2Diag (N.S.), UMR 9005 CNRS / ALCEDIAG, Montpellier; Department of Neurology (M.R., H.A., G.C., E.T.), Nîmes University Hospital; IRMB (R.C.), Université de Montpellier, INSERM; Department of Immunology (R.C.), Nîmes University Hospital; Department of Biostatistics (S.L.-C., C.D.), Clinical Epidemiology, Public Health, and Innovation in Methodology, Nîmes University Hospital, Université de Montpellier; Biochemistry Department (S.L.), Hôpital Saint-Eloi; and Department of Pathology (V.R.), Montpellier University Hospital, France
| | - Hanane Agherbi
- From the IGF (G.H., L.D.T.D.T., S.U., M.R., M.G., C.R., P.M., E.T.), Université de Montpellier, CNRS, INSERM, Montpellier; Sys2Diag (N.S.), UMR 9005 CNRS / ALCEDIAG, Montpellier; Department of Neurology (M.R., H.A., G.C., E.T.), Nîmes University Hospital; IRMB (R.C.), Université de Montpellier, INSERM; Department of Immunology (R.C.), Nîmes University Hospital; Department of Biostatistics (S.L.-C., C.D.), Clinical Epidemiology, Public Health, and Innovation in Methodology, Nîmes University Hospital, Université de Montpellier; Biochemistry Department (S.L.), Hôpital Saint-Eloi; and Department of Pathology (V.R.), Montpellier University Hospital, France
| | - Giovanni Castelnovo
- From the IGF (G.H., L.D.T.D.T., S.U., M.R., M.G., C.R., P.M., E.T.), Université de Montpellier, CNRS, INSERM, Montpellier; Sys2Diag (N.S.), UMR 9005 CNRS / ALCEDIAG, Montpellier; Department of Neurology (M.R., H.A., G.C., E.T.), Nîmes University Hospital; IRMB (R.C.), Université de Montpellier, INSERM; Department of Immunology (R.C.), Nîmes University Hospital; Department of Biostatistics (S.L.-C., C.D.), Clinical Epidemiology, Public Health, and Innovation in Methodology, Nîmes University Hospital, Université de Montpellier; Biochemistry Department (S.L.), Hôpital Saint-Eloi; and Department of Pathology (V.R.), Montpellier University Hospital, France
| | - Sylvain Lehmann
- From the IGF (G.H., L.D.T.D.T., S.U., M.R., M.G., C.R., P.M., E.T.), Université de Montpellier, CNRS, INSERM, Montpellier; Sys2Diag (N.S.), UMR 9005 CNRS / ALCEDIAG, Montpellier; Department of Neurology (M.R., H.A., G.C., E.T.), Nîmes University Hospital; IRMB (R.C.), Université de Montpellier, INSERM; Department of Immunology (R.C.), Nîmes University Hospital; Department of Biostatistics (S.L.-C., C.D.), Clinical Epidemiology, Public Health, and Innovation in Methodology, Nîmes University Hospital, Université de Montpellier; Biochemistry Department (S.L.), Hôpital Saint-Eloi; and Department of Pathology (V.R.), Montpellier University Hospital, France
| | - Valérie Rigau
- From the IGF (G.H., L.D.T.D.T., S.U., M.R., M.G., C.R., P.M., E.T.), Université de Montpellier, CNRS, INSERM, Montpellier; Sys2Diag (N.S.), UMR 9005 CNRS / ALCEDIAG, Montpellier; Department of Neurology (M.R., H.A., G.C., E.T.), Nîmes University Hospital; IRMB (R.C.), Université de Montpellier, INSERM; Department of Immunology (R.C.), Nîmes University Hospital; Department of Biostatistics (S.L.-C., C.D.), Clinical Epidemiology, Public Health, and Innovation in Methodology, Nîmes University Hospital, Université de Montpellier; Biochemistry Department (S.L.), Hôpital Saint-Eloi; and Department of Pathology (V.R.), Montpellier University Hospital, France
| | - Philippe Marin
- From the IGF (G.H., L.D.T.D.T., S.U., M.R., M.G., C.R., P.M., E.T.), Université de Montpellier, CNRS, INSERM, Montpellier; Sys2Diag (N.S.), UMR 9005 CNRS / ALCEDIAG, Montpellier; Department of Neurology (M.R., H.A., G.C., E.T.), Nîmes University Hospital; IRMB (R.C.), Université de Montpellier, INSERM; Department of Immunology (R.C.), Nîmes University Hospital; Department of Biostatistics (S.L.-C., C.D.), Clinical Epidemiology, Public Health, and Innovation in Methodology, Nîmes University Hospital, Université de Montpellier; Biochemistry Department (S.L.), Hôpital Saint-Eloi; and Department of Pathology (V.R.), Montpellier University Hospital, France
| | - Eric Thouvenot
- From the IGF (G.H., L.D.T.D.T., S.U., M.R., M.G., C.R., P.M., E.T.), Université de Montpellier, CNRS, INSERM, Montpellier; Sys2Diag (N.S.), UMR 9005 CNRS / ALCEDIAG, Montpellier; Department of Neurology (M.R., H.A., G.C., E.T.), Nîmes University Hospital; IRMB (R.C.), Université de Montpellier, INSERM; Department of Immunology (R.C.), Nîmes University Hospital; Department of Biostatistics (S.L.-C., C.D.), Clinical Epidemiology, Public Health, and Innovation in Methodology, Nîmes University Hospital, Université de Montpellier; Biochemistry Department (S.L.), Hôpital Saint-Eloi; and Department of Pathology (V.R.), Montpellier University Hospital, France
| |
Collapse
|
4
|
Vermunt L, Otte M, Verberk IMW, Killestein J, Lemstra AW, van der Flier WM, Pijnenburg YAL, Vijverberg EGB, Bouwman FH, Gravesteijn G, van de Berg WDJ, Scheltens P, van Harten AC, Willemse EAJ, Teunissen CE. Age- and disease-specific reference values for neurofilament light presented in an online interactive support interface. Ann Clin Transl Neurol 2022; 9:1832-1837. [PMID: 36196979 DOI: 10.1002/acn3.51676] [Citation(s) in RCA: 34] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Revised: 09/12/2022] [Accepted: 09/26/2022] [Indexed: 11/07/2022] Open
Abstract
Interpretation of axonal damage biomarker Neurofilament Light chain (NfL) concentrations is difficult due to the lack of age-specific and disease-specific reference values. We here developed an interactive interface to support interpretation of NfL results in human body fluids. We used NfL values of 1698 individuals without a neurological disorder, aged 19-85 years, and patients with MS and dementias. Percentile regression estimates per diagnosis populate interactive graphs, alongside NfL background information (available on: https://mybiomarkers.shinyapps.io/Neurofilament). This accessible interface provides reference for interpretation of the individual patient results for clinicians. It showcases an adaptable method to support interpretation of age-dependent biomarkers in neurology.
Collapse
Affiliation(s)
- Lisa Vermunt
- Neurochemistry Laboratory, Department of Clinical Chemistry, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands.,Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Marco Otte
- Network Institute Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Inge M W Verberk
- Neurochemistry Laboratory, Department of Clinical Chemistry, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Joep Killestein
- MS Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Afina W Lemstra
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Wiesje M van der Flier
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands.,Department of Epidemiology and Data Science, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Yolande A L Pijnenburg
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Everard G B Vijverberg
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Femke H Bouwman
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Gido Gravesteijn
- Department of Clinical Genetics and Department of Human Genetics, Leiden University Medical Center, Leiden, The Netherlands
| | - Wilma D J van de Berg
- Clinical Neuroanatomy and Biobanking, department of Anatomy and Neurosciences, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Philip Scheltens
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands.,Life Science Partners (LSP), Amsterdam, The Netherlands
| | - Argonde C van Harten
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Eline A J Willemse
- Neurochemistry Laboratory, Department of Clinical Chemistry, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Charlotte E Teunissen
- Neurochemistry Laboratory, Department of Clinical Chemistry, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| |
Collapse
|
6
|
Williams TE, Holdsworth KP, Nicholas JM, Eshaghi A, Katsanouli T, Wellington H, Heslegrave A, Zetterberg H, Frost C, Chataway J. Assessing Neurofilaments as Biomarkers of Neuroprotection in Progressive Multiple Sclerosis: From the MS-STAT Randomized Controlled Trial. NEUROLOGY(R) NEUROIMMUNOLOGY & NEUROINFLAMMATION 2022; 9:9/2/e1130. [PMID: 35031587 PMCID: PMC8759719 DOI: 10.1212/nxi.0000000000001130] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/16/2021] [Accepted: 11/23/2021] [Indexed: 01/10/2023]
Abstract
Background and Objectives Improved biomarkers of neuroprotective treatment are needed in progressive multiple sclerosis (PMS) to facilitate more efficient phase 2 trial design. The MS-STAT randomized controlled trial supported the neuroprotective potential of high-dose simvastatin in secondary progressive MS (SPMS). Here, we analyze serum from the MS-STAT trial to assess the extent to which neurofilament light (NfL) and neurofilament heavy (NfH), both promising biomarkers of neuroaxonal injury, may act as biomarkers of simvastatin treatment in SPMS. Methods The MS-STAT trial randomized patients to 80 mg simvastatin or placebo. Serum was analyzed for NfL and NfH using Simoa technology. We used linear mixed models to investigate the treatment effects of simvastatin compared with placebo on NfL and NfH. Additional models examined the relationships between neurofilaments and MRI and clinical measures of disease severity. Results A total of 140 patients with SPMS were included. There was no evidence for a simvastatin treatment effect on NfL or NfH: compared with placebo, NfL was 1.2% lower (95% CI 10.6% lower to 9.2% higher; p = 0.820) and NfH was 0.4% lower (95% CI 18.4% lower to 21.6% higher; p = 0.969) in the simvastatin treatment group. Secondary analyses suggested that higher NfL was associated with greater subsequent whole brain atrophy, higher T2 lesion volume, and more new/enlarging T2 lesions in the previous 12 months, as well as greater physical disability. There were no significant associations between NfH and MRI or clinical variables. Discussion We found no evidence of a simvastatin treatment effect on serum neurofilaments. While confirmation of the neuroprotective benefits of simvastatin is awaited from the ongoing phase 3 study (NCT03387670), our results suggest that treatments capable of slowing the rate of whole brain atrophy in SPMS, such as simvastatin, may act via mechanisms largely independent of neuroaxonal injury, as quantified by NfL. This has important implications for the design of future phase 2 clinical trials in PMS. Trial Registration Information MS-STAT: NCT00647348. Classification of Evidence This study provides class I evidence that simvastatin treatment does not have a large impact on either serum NfL or NfH, as quantified in this study, in SPMS.
Collapse
Affiliation(s)
- Thomas E Williams
- From the Queen Square Multiple Sclerosis Centre (T.E.W., A.E., J.C.), Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London; National Hospital of Neurology and Neurosurgery (T.E.W., J.C.), London; London School of Hygiene and Tropical Medicine (K.P.H., J.M.N., T.K., C.F.); and UK Dementia Research Institute at UCL (H.W., A.H., H.Z.), United Kingdom.
| | - Katherine P Holdsworth
- From the Queen Square Multiple Sclerosis Centre (T.E.W., A.E., J.C.), Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London; National Hospital of Neurology and Neurosurgery (T.E.W., J.C.), London; London School of Hygiene and Tropical Medicine (K.P.H., J.M.N., T.K., C.F.); and UK Dementia Research Institute at UCL (H.W., A.H., H.Z.), United Kingdom
| | - Jennifer M Nicholas
- From the Queen Square Multiple Sclerosis Centre (T.E.W., A.E., J.C.), Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London; National Hospital of Neurology and Neurosurgery (T.E.W., J.C.), London; London School of Hygiene and Tropical Medicine (K.P.H., J.M.N., T.K., C.F.); and UK Dementia Research Institute at UCL (H.W., A.H., H.Z.), United Kingdom
| | - Arman Eshaghi
- From the Queen Square Multiple Sclerosis Centre (T.E.W., A.E., J.C.), Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London; National Hospital of Neurology and Neurosurgery (T.E.W., J.C.), London; London School of Hygiene and Tropical Medicine (K.P.H., J.M.N., T.K., C.F.); and UK Dementia Research Institute at UCL (H.W., A.H., H.Z.), United Kingdom
| | - Theodora Katsanouli
- From the Queen Square Multiple Sclerosis Centre (T.E.W., A.E., J.C.), Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London; National Hospital of Neurology and Neurosurgery (T.E.W., J.C.), London; London School of Hygiene and Tropical Medicine (K.P.H., J.M.N., T.K., C.F.); and UK Dementia Research Institute at UCL (H.W., A.H., H.Z.), United Kingdom
| | - Henrietta Wellington
- From the Queen Square Multiple Sclerosis Centre (T.E.W., A.E., J.C.), Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London; National Hospital of Neurology and Neurosurgery (T.E.W., J.C.), London; London School of Hygiene and Tropical Medicine (K.P.H., J.M.N., T.K., C.F.); and UK Dementia Research Institute at UCL (H.W., A.H., H.Z.), United Kingdom
| | - Amanda Heslegrave
- From the Queen Square Multiple Sclerosis Centre (T.E.W., A.E., J.C.), Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London; National Hospital of Neurology and Neurosurgery (T.E.W., J.C.), London; London School of Hygiene and Tropical Medicine (K.P.H., J.M.N., T.K., C.F.); and UK Dementia Research Institute at UCL (H.W., A.H., H.Z.), United Kingdom
| | - Henrik Zetterberg
- From the Queen Square Multiple Sclerosis Centre (T.E.W., A.E., J.C.), Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London; National Hospital of Neurology and Neurosurgery (T.E.W., J.C.), London; London School of Hygiene and Tropical Medicine (K.P.H., J.M.N., T.K., C.F.); and UK Dementia Research Institute at UCL (H.W., A.H., H.Z.), United Kingdom
| | - Chris Frost
- From the Queen Square Multiple Sclerosis Centre (T.E.W., A.E., J.C.), Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London; National Hospital of Neurology and Neurosurgery (T.E.W., J.C.), London; London School of Hygiene and Tropical Medicine (K.P.H., J.M.N., T.K., C.F.); and UK Dementia Research Institute at UCL (H.W., A.H., H.Z.), United Kingdom
| | - Jeremy Chataway
- From the Queen Square Multiple Sclerosis Centre (T.E.W., A.E., J.C.), Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London; National Hospital of Neurology and Neurosurgery (T.E.W., J.C.), London; London School of Hygiene and Tropical Medicine (K.P.H., J.M.N., T.K., C.F.); and UK Dementia Research Institute at UCL (H.W., A.H., H.Z.), United Kingdom
| |
Collapse
|