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Courtie E, Taylor M, Danks D, Acharjee A, Jackson T, Logan A, Veenith T, Blanch RJ. Oculomic stratification of COVID-19 patients' intensive therapy unit admission status and mortality by retinal morphological findings. Sci Rep 2024; 14:21312. [PMID: 39266635 PMCID: PMC11393335 DOI: 10.1038/s41598-024-68543-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2023] [Accepted: 07/24/2024] [Indexed: 09/14/2024] Open
Abstract
To investigate if retinal thickness has predictive utility in COVID-19 outcomes by evaluating the statistical association between retinal thickness using OCT and of COVID-19-related mortality. Secondary outcomes included associations between retinal thickness and length of stay (LoS) in hospital. In this retrospective cohort study, OCT scans from 230 COVID-19 patients admitted to the Intensive Care Unit (ITU) were compared with age and gender-matched patients with pneumonia from before March 2020. Total retinal, GCL + IPL, and RNFL thicknesses were recorded, and analysed with systemic measures collected at the time of admission and mortality outcomes, using linear regression models, Pearson's R correlation, and Principal Component Analysis. Retinal thickness was significantly associated with all-time mortality on follow up in the COVID-19 group (p = 0.015), but not 28-day mortality (p = 0.151). Retinal and GCL + IPL layer thicknesses were both significantly associated with LoS in hospital for COVID-19 patients (p = 0.006 for both), but not for patients with pneumonia (p = 0.706 and 0.989 respectively). RNFL thickness was not associated with LoS in either group (COVID-19 p = 0.097, pneumonia p = 0.692). Retinal thickness associated with LoS in hospital and long-term mortality in COVID-19 patients, suggesting that retinal structure could be a surrogate marker for frailty and predictor of disease severity in this group of patients, but not in patients with pneumonia from other causes.
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Affiliation(s)
- Ella Courtie
- Institute of Inflammation and Ageing, University of Birmingham, Birmingham, UK
- Department of Ophthalmology, Queen Elizabeth Hospital Birmingham, University Hospitals Birmingham NHS Foundation Trust, West Midlands, UK
- Surgical Reconstruction and Microbiology Research Centre, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - Matthew Taylor
- University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
- University of Birmingham, Birmingham, UK
- Birmingham Women's and Children's NHS Foundation Trust, Birmingham, UK
| | - Dominic Danks
- University of Birmingham, Birmingham, UK
- Alan Turing Institute, The British Library, London, UK
| | - Animesh Acharjee
- Institute of Cancer and Genomic Sciences, College of Medical and Dental Sciences, University of Birmingham, Birmingham, B15 2TT, UK
- Institute of Translational Medicine, University Hospitals Birmingham NHS Foundation Trust, Birmingham, B15 2TT, UK
- MRC Health Data Research UK (HDR) Midlands, Birmingham, UK
- Centre for Health Data Research, University of Birmingham, Birmingham, B15 2TT, UK
| | - Thomas Jackson
- Institute of Inflammation and Ageing, University of Birmingham, Birmingham, UK
| | - Ann Logan
- Axolotl Consulting Ltd., Worcestershire, Droitwich, UK
- Division of Biomedical Sciences, Warwick Medical School, University of Warwick, Coventry, UK
| | - Tonny Veenith
- Institute of Inflammation and Ageing, University of Birmingham, Birmingham, UK
- Critical Care Unit, Queen Elizabeth Hospital Birmingham, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
- Department of Trauma Sciences, University of Birmingham, Birmingham, UK
| | - Richard J Blanch
- Institute of Inflammation and Ageing, University of Birmingham, Birmingham, UK.
- Department of Ophthalmology, Queen Elizabeth Hospital Birmingham, University Hospitals Birmingham NHS Foundation Trust, West Midlands, UK.
- Surgical Reconstruction and Microbiology Research Centre, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK.
- Academic Department of Military Surgery and Trauma, Royal Centre for Defence Medicine, Birmingham, UK.
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Comi G, Dalla Costa G, Stankoff B, Hartung HP, Soelberg Sørensen P, Vermersch P, Leocani L. Assessing disease progression and treatment response in progressive multiple sclerosis. Nat Rev Neurol 2024:10.1038/s41582-024-01006-1. [PMID: 39251843 DOI: 10.1038/s41582-024-01006-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/30/2024] [Indexed: 09/11/2024]
Abstract
Progressive multiple sclerosis poses a considerable challenge in the evaluation of disease progression and treatment response owing to its multifaceted pathophysiology. Traditional clinical measures such as the Expanded Disability Status Scale are limited in capturing the full scope of disease and treatment effects. Advanced imaging techniques, including MRI and PET scans, have emerged as valuable tools for the assessment of neurodegenerative processes, including the respective role of adaptive and innate immunity, detailed insights into brain and spinal cord atrophy, lesion dynamics and grey matter damage. The potential of cerebrospinal fluid and blood biomarkers is increasingly recognized, with neurofilament light chain levels being a notable indicator of neuro-axonal damage. Moreover, patient-reported outcomes are crucial for reflecting the subjective experience of disease progression and treatment efficacy, covering aspects such as fatigue, cognitive function and overall quality of life. The future incorporation of digital technologies and wearable devices in research and clinical practice promises to enhance our understanding of functional impairments and disease progression. This Review offers a comprehensive examination of these diverse evaluation tools, highlighting their combined use in accurately assessing disease progression and treatment efficacy in progressive multiple sclerosis, thereby guiding more effective therapeutic strategies.
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Affiliation(s)
- Giancarlo Comi
- Department of Neurorehabilitation Sciences, Casa di Cura Igea, Milan, Italy.
| | | | - Bruno Stankoff
- Sorbonne Université, Paris Brain Institute, Institut du Cerveau et de la Moelle Épinière, Centre National de la Recherche Scientifique, Inserm, Paris, France
| | - Hans-Peter Hartung
- Brain and Mind Center, University of Sydney, Sydney, Australia
- Department of Neurology, Palacky University Olomouc, Olomouc, Czech Republic
- Department of Neurology, Medical Faculty, Heinrich-Heine University, Düsseldorf, Germany
| | - Per Soelberg Sørensen
- Department of Neurology, Danish Multiple Sclerosis Center, University of Copenhagen, Rigshospitalet, Copenhagen, Denmark
| | - Patrick Vermersch
- University of Lille, Inserm U1172, Lille Neuroscience & Cognition, Centre Hospitalier Universitaire de Lille, Fédération Hospitalo-Universitaire Precision Medicine in Psychiatry, Lille, France
| | - Letizia Leocani
- Vita-Salute San Raffaele University, Milan, Italy
- Multiple Sclerosis Center, Casa di Cura Igea, Milan, Italy
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Mrabet S, Falfoul Y, Bouassida M, Souissi A, El Matri K, Gharbi A, Chebil A, Kacem I, El Matri L, Gouider R. Retinal changes in multiple sclerosis: An optical coherence tomography and angiography study. Rev Neurol (Paris) 2024; 180:622-631. [PMID: 38458836 DOI: 10.1016/j.neurol.2023.11.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Revised: 10/28/2023] [Accepted: 11/07/2023] [Indexed: 03/10/2024]
Abstract
BACKGROUND Multiple sclerosis (MS) is an autoimmune demyelinating disease of the central nervous system with neuroaxonal damage. It is the principal driver of non-traumatic disability in young adults. Visual symptoms are common and optic neuritis (ON) may be the revealing feature in up to 30% of cases. Structural optical coherence tomography (OCT) represents a biomarker of central nervous system neurodegeneration in MS. OCT-angiography (OCT-A) is a noninvasive tool allowing the study of retinal vasculature and the detection of microvascular damage in neuro-retinal diseases. In this study, we aimed to assess structural and microvascular retinal changes in patients with MS with and without ON and to correlate the findings with visual function and MS disability. METHODS We conducted a cross-sectional study including patients diagnosed with MS according to the 2017 McDonald criteria. All patients underwent complete neurological examination with evaluation of the Expanded Disability Status Scale (EDSS) and the Multiple Sclerosis Severity Score (MSSS) and an ophthalmological examination including OCT and OCT-A. Patients were compared with age- and sex-matched healthy subjects. The primary endpoints were assessment of retinal nerve fiber layer (RNFL) thickness, ganglion cell layer (GCL+), and ganglion cell complex (GCL++) thicknesses on OCT. Vascular densities in the superficial capillary plexus (SCP), deep capillary plexus (DCP), and choriocapillaris (CC) were assessed on OCT-A, as well as central avascular zone (CAZ) parameters, lacunarity and fractal dimension. RESULTS A total of 160 MS eyes with and without a previous history of ON and 64 age- and gender-matched healthy eyes were analyzed. Among 160 eyes with MS, 69 had a history of ON. We observed a decrease in RNFL and GCL++ thickness in all 12 quadrants in MS patients when compared to healthy controls. Multivariate analysis by linear regression noted a significant correlation for temporal GCL++ and inferonasal RNFL thickness that were decreased in the MS group. A greater decrease in retinal layers thickness was identified in MS patients with a history of ON. On OCT-A, vascular density in (SCP) was significantly reduced in the MS group (P<0.002). A significant correlation between RNFL thickness and retinal vascular density was found but only in less than half of the hourly quadrants. A significant correlation was noted between visual acuity and CC density (P<0.0001). We also noted an inverse correlation between EDSS scores and CC density (P=0.02 and r=-0.275) and between MSSS and RNFL/GCL++ thicknesses. CONCLUSIONS RNFL and GCL++ layers were thinner in MS patients with a history of ON and were reversely correlated with disease severity. Moreover, retinal vascular changes were observed in MS even in eyes without ON, and CC was reversely correlated with visual function and current disability. Thus, structural OCT coupled with OCT-A could represent a noninvasive and dynamic biomarker of MS severity and progression.
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Affiliation(s)
- S Mrabet
- Department of Neurology, Clinical Investigation Centre Neurosciences and Mental Health LR 18SP03, Razi University Hospital - Manouba, 2010 Tunis, Tunisia; Faculty of Medicine of Tunis, University of Tunis El Manar, 1007 Tunis, Tunisia
| | - Y Falfoul
- Department B, Hedi Raies Institute of Ophthalmology, Oculogenetic Laboratory LR14SP01, Tunis, Tunisia; Faculty of Medicine of Tunis, University of Tunis El Manar, 1007 Tunis, Tunisia
| | - M Bouassida
- Department B, Hedi Raies Institute of Ophthalmology, Oculogenetic Laboratory LR14SP01, Tunis, Tunisia
| | - A Souissi
- Department of Neurology, Clinical Investigation Centre Neurosciences and Mental Health LR 18SP03, Razi University Hospital - Manouba, 2010 Tunis, Tunisia; Faculty of Medicine of Tunis, University of Tunis El Manar, 1007 Tunis, Tunisia
| | - K El Matri
- Department B, Hedi Raies Institute of Ophthalmology, Oculogenetic Laboratory LR14SP01, Tunis, Tunisia; Faculty of Medicine of Tunis, University of Tunis El Manar, 1007 Tunis, Tunisia
| | - A Gharbi
- Department of Neurology, Clinical Investigation Centre Neurosciences and Mental Health LR 18SP03, Razi University Hospital - Manouba, 2010 Tunis, Tunisia; Faculty of Medicine of Tunis, University of Tunis El Manar, 1007 Tunis, Tunisia
| | - A Chebil
- Department B, Hedi Raies Institute of Ophthalmology, Oculogenetic Laboratory LR14SP01, Tunis, Tunisia; Faculty of Medicine of Tunis, University of Tunis El Manar, 1007 Tunis, Tunisia
| | - I Kacem
- Department of Neurology, Clinical Investigation Centre Neurosciences and Mental Health LR 18SP03, Razi University Hospital - Manouba, 2010 Tunis, Tunisia; Faculty of Medicine of Tunis, University of Tunis El Manar, 1007 Tunis, Tunisia
| | - L El Matri
- Department B, Hedi Raies Institute of Ophthalmology, Oculogenetic Laboratory LR14SP01, Tunis, Tunisia; Faculty of Medicine of Tunis, University of Tunis El Manar, 1007 Tunis, Tunisia
| | - R Gouider
- Department of Neurology, Clinical Investigation Centre Neurosciences and Mental Health LR 18SP03, Razi University Hospital - Manouba, 2010 Tunis, Tunisia; Faculty of Medicine of Tunis, University of Tunis El Manar, 1007 Tunis, Tunisia.
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Lin TY, Motamedi S, Asseyer S, Chien C, Saidha S, Calabresi PA, Fitzgerald KC, Samadzadeh S, Villoslada P, Llufriu S, Green AJ, Preiningerova JL, Petzold A, Leocani L, Garcia-Martin E, Oreja-Guevara C, Outteryck O, Vermersch P, Balcer LJ, Kenney R, Albrecht P, Aktas O, Costello F, Frederiksen J, Uccelli A, Cellerino M, Frohman EM, Frohman TC, Bellmann-Strobl J, Schmitz-Hübsch T, Ruprecht K, Brandt AU, Zimmermann HG, Paul F. Individual Prognostication of Disease Activity and Disability Worsening in Multiple Sclerosis With Retinal Layer Thickness z Scores. NEUROLOGY(R) NEUROIMMUNOLOGY & NEUROINFLAMMATION 2024; 11:e200269. [PMID: 38941572 PMCID: PMC11214150 DOI: 10.1212/nxi.0000000000200269] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/24/2023] [Accepted: 05/06/2024] [Indexed: 06/30/2024]
Abstract
BACKGROUND AND OBJECTIVES Retinal optical coherence tomography (OCT) provides promising prognostic imaging biomarkers for future disease activity in multiple sclerosis (MS). However, raw OCT-derived measures have multiple dependencies, supporting the need for establishing reference values adjusted for possible confounders. The purpose of this study was to investigate the capacity for age-adjusted z scores of OCT-derived measures to prognosticate future disease activity and disability worsening in people with MS (PwMS). METHODS We established age-adjusted OCT reference data using generalized additive models for location, scale, and shape for peripapillary retinal nerve fiber layer (pRNFL) and ganglion cell-inner plexiform layer (GCIP) thicknesses, involving 910 and 423 healthy eyes, respectively. Next, we transformed the retinal layer thickness of PwMS from 3 published studies into age-adjusted z scores (pRNFL-z and GCIP-z) based on the reference data. Finally, we investigated the association of pRNFL-z or GCIP-z as predictors with future confirmed disability worsening (Expanded Disability Status Scale score increase) or disease activity (failing of the no evidence of disease activity [NEDA-3] criteria) as outcomes. Cox proportional hazards models or logistic regression analyses were applied according to the original studies. Optimal cutoffs were identified using the Akaike information criterion as well as location with the log-rank and likelihood-ratio tests. RESULTS In the first cohort (n = 863), 172 PwMS (24%) had disability worsening over a median observational period of 2.0 (interquartile range [IQR]:1.0-3.0) years. Low pRNFL-z (≤-2.04) were associated with an increased risk of disability worsening (adjusted hazard ratio (aHR) [95% CI] = 2.08 [1.47-2.95], p = 3.82e-5). In the second cohort (n = 170), logistic regression analyses revealed that lower pRNFL-z showed a higher likelihood for disability accumulation at the two-year follow-up (reciprocal odds ratio [95% CI] = 1.51[1.06-2.15], p = 0.03). In the third cohort (n = 78), 46 PwMS (59%) did not maintain the NEDA-3 status over a median follow-up of 2.0 (IQR: 1.9-2.1) years. PwMS with low GCIP-z (≤-1.03) had a higher risk of showing disease activity (aHR [95% CI] = 2.14 [1.03-4.43], p = 0.04). Compared with raw values with arbitrary cutoffs, applying the z score approach with optimal cutoffs showed better performance in discrimination and calibration (higher Harrell's concordance index and lower integrated Brier score). DISCUSSION In conclusion, our work demonstrated reference cohort-based z scores that account for age, a major driver for disease progression in MS, to be a promising approach for creating OCT-derived measures useable across devices and toward individualized prognostication.
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Affiliation(s)
- Ting-Yi Lin
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Seyedamirhosein Motamedi
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Susanna Asseyer
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Claudia Chien
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Shiv Saidha
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Peter A Calabresi
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Kathryn C Fitzgerald
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Sara Samadzadeh
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Pablo Villoslada
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Sara Llufriu
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Ari J Green
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Jana Lizrova Preiningerova
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Axel Petzold
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Letizia Leocani
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Elena Garcia-Martin
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Celia Oreja-Guevara
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Olivier Outteryck
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Patrick Vermersch
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Laura J Balcer
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Rachel Kenney
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Philipp Albrecht
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Orhan Aktas
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Fiona Costello
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Jette Frederiksen
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Antonio Uccelli
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Maria Cellerino
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Elliot M Frohman
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Teresa C Frohman
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Judith Bellmann-Strobl
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Tanja Schmitz-Hübsch
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Klemens Ruprecht
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Alexander U Brandt
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Hanna G Zimmermann
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
| | - Friedemann Paul
- From the Charité - Universitätsmedizin Berlin (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Experimental and Clinical Research Center (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.), a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin; Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) (T.-Y.L., S.M., S.A., C.C., S. Samadzadeh, J.B.-S., T.S.-H., A.U.B., H.G.Z., F.P.); Neuroscience Clinical Research Center (S.M., S.A., C.C., J.B.-S., T.S.-H., H.G.Z., F.P.); Department of Psychiatry and Psychotherapy (C.C.), Charité - Universitätsmedizin Berlin, Germany; Department of Neurology (S. Saidha, P.A.C., K.C.F.); Department of Epidemiology (K.C.F.), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; Department of Regional Health Research and Molecular Medicine (S. Samadzadeh), University of Southern Denmark, Odense; Department of Neurology (S. Samadzadeh), Slagelse Hospital, Denmark; Department of Neurology (P. Villoslada), Hospital Del Mar - Pompeu Fabra University; Neuroimmunology and Multiple Sclerosis Unit (S.L.), Hospital Clinic Barcelona and IDIBAPS, Barcelona, Spain; Department of Neurology (A.J.G.), University of California San Francisco; Department of Neurology (J.L.P.), Charles University in Prague, Czech Republic; Moorfield's Eye Hospital (A.P.), The National Hospital for Neurology and Neurosurgery, Queen Square Institute of Neurology, University College London, United Kingdom; Neuro-ophthalmology Expert Center (A.P.), Amsterdam UMC, Netherlands; Experimental Neurophysiology Unit (L.L.), Institute of Experimental Neurology (INSPE), San Raffaele Scientific Institute; Vita-Salute San Raffaele University (L.L.), Milan, Italy; Miguel Servet University Hospital (E.G.-M.), Zaragoza; Department of Neurology (C.O.-G.), Hospital Clínico Universitario San Carlos, Madrid, Spain; Department of Neurology (O.O., P. Vermersch); Department of Neuroradiology (O.O., P. Vermersch), Centre Hospitalier Universitaire de Lille, France; Departments of Neurology (L.J.B., R.K.), Population Health and Ophthalmology, NYU Grossman School of Medicine, NY; Department of Neurology (P.A., O.A.), Heinrich-Heine-University, Düsseldorf, Germany; Departments of Clinical Neurosciences and Surgery Cumming School of Medicine (F.C.), University of Calgary, Alberta, Canada; Clinic of Optic Neuritis and Clinic of Multiple Sclerosis (J.F.), Department of Neurology, Rigshospitalet - Glostrup, Denmark; Department of Neurosciences (A.U., M.C.), Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Italy; Laboratory of Neuroimmunology (E.M.F., T.C.F.), Professor Lawrence Steinman, Stanford University School of Medicine, Palo Alto, CA; Department of Neurology (K.R., F.P.), Charité - Universitätsmedizin Berlin; and Einstein Center Digital Future (H.G.Z.), Berlin, Germany
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Graf J, Weise M, Guthoff T, Balloff C, Gasis M, Link H, Küchlin S, Lagrèze W, Meuth SG, Aktas O, Albrecht P. Heterophoria in multiple sclerosis patients: a proof of principle cross-sectional study. Front Immunol 2024; 15:1431394. [PMID: 39224585 PMCID: PMC11366644 DOI: 10.3389/fimmu.2024.1431394] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2024] [Accepted: 07/16/2024] [Indexed: 09/04/2024] Open
Abstract
Objectives The pathophysiology of multiple sclerosis (MS) involves inflammatory neurodegeneration in the brainstem, cerebellum, and retina. The clinical relevance of oculomotor involvement in MS, however, remains uncertain. Methods In this cross-sectional study, we evaluated heterophoria as a (sub)clinical tool in 54 MS patients and 55 age-matched healthy controls (HCs). We quantified heterophoria in prism diopters for distance and near range with orthoptic examination. Our primary outcome was high degrees of horizontal heterophoria (HDHH) defined as measurements beyond ±2 standard deviations from the mean prism diopter of heterophoria of our HCs. Results More than one-third (37%, n=20/54) of MS patients but only 11% (n=6/55) of HCs were classified as HDHH [distance, MS=9% (n=5/54) versus HC=6% (n=3/55); near, MS=19% (n=10/54) versus HC=5% (n=3/55)]. Our MS patients presented more combined vertical and horizontal deviations at near range [MS 19% (n=10/54) versus for HC 7% (n=4/55)]. We observed the combination of HDHH both at distance and at near testing in 9% (n=5/54) of MS patients but not at all in HCs (n=0/55). Discussion Despite the high prevalence of heterophoria, HDHH may be an additional (sub)clinical tool of subclinical involvement in MS. Thus, orthoptic examination may be an additional tool to improve MS diagnostic procedures.
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Affiliation(s)
- Jonas Graf
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
| | - Margit Weise
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
| | - Tanja Guthoff
- Department of Ophthalmology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
| | - Carolin Balloff
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
- Department of Neurology, Maria Hilf Clinics, Mönchengladbach, Germany
| | - Marcia Gasis
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
| | - Heike Link
- Department of Ophthalmology, University Hospital, Medical Faculty, Albert-Ludwigs-University Freiburg, Freiburg, Germany
| | - Sebastian Küchlin
- Department of Ophthalmology, University Hospital, Medical Faculty, Albert-Ludwigs-University Freiburg, Freiburg, Germany
| | - Wolf Lagrèze
- Department of Ophthalmology, University Hospital, Medical Faculty, Albert-Ludwigs-University Freiburg, Freiburg, Germany
| | - Sven G. Meuth
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
| | - Orhan Aktas
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
| | - Philipp Albrecht
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
- Department of Neurology, Maria Hilf Clinics, Mönchengladbach, Germany
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6
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Gudesblatt M, Bumstead B, Buhse M, Zarif M, Morrow SA, Nicholas JA, Hancock LM, Wilken J, Weller J, Scott N, Gocke A, Lewin JB, Kaczmarek O, Mendoza JP, Golan D. De-escalation of Disease-Modifying Therapy for People with Multiple Sclerosis Due to Safety Considerations: Characterizing 1-Year Outcomes in 25 People Who Switched from Ocrelizumab to Diroximel Fumarate. Adv Ther 2024; 41:3059-3075. [PMID: 38861218 PMCID: PMC11263251 DOI: 10.1007/s12325-024-02902-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Accepted: 05/14/2024] [Indexed: 06/12/2024]
Abstract
INTRODUCTION Switching disease-modifying therapy (DMT) may be considered for relapsing-remitting multiple sclerosis (RRMS) if a patient's current therapy is no longer optimal. This was particularly important during the recent COVID-19 pandemic because of considerations around immune deficiency and impaired vaccine response associated with B cell-depleting DMTs. This real-world, single-center study aimed to evaluate change or decline in functional ability and overall disease stability in people with RRMS who were switched from B cell-depleting ocrelizumab (OCRE) to diroximel fumarate (DRF) because of safety concern related to the COVID-19 pandemic. METHODS Adults with RRMS were included if they had been clinically stable for ≥ 1 year on OCRE. Data collected at baseline and 1 year post switch included relapse rate, magnetic resonance imaging (MRI), blood work for assessment of peripheral immune parameters, the Cognitive Assessment Battery (CAB), optical coherence tomography (OCT), and patient-reported outcomes (PROs). RESULTS Participants (N = 25) had a mean (SD) age of 52 (9) years, and a mean (SD) duration of 26 (8) months' treatment with OCRE before the switch to DRF. Median washout duration since the last OCRE infusion was 7 months (range 4-18 months). No participants relapsed on DRF during follow-up, and all remained persistent on DRF after 1 year. There were no significant changes in peripheral immune parameters, other than an increase in the percentage of CD19+ cells 1 year after switching (p < 0.05). Similarly, there were no significant changes in CAB, OCT, and PROs. CONCLUSION These preliminary findings suggest that transition to DRF from OCRE may be an effective treatment option for people with RRMS who are clinically stable but may need to switch for reasons unrelated to effectiveness. Longer follow-up times on larger samples are needed to confirm these observations.
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Affiliation(s)
- Mark Gudesblatt
- NYU Langone South Shore Neurologic Associates, PC, 77 Medford Ave, Patchogue, NY, 11772, USA.
| | - Barbara Bumstead
- NYU Langone South Shore Neurologic Associates, PC, 77 Medford Ave, Patchogue, NY, 11772, USA
| | - Marijean Buhse
- NYU Langone South Shore Neurologic Associates, PC, 77 Medford Ave, Patchogue, NY, 11772, USA
| | - Myassar Zarif
- NYU Langone South Shore Neurologic Associates, PC, 77 Medford Ave, Patchogue, NY, 11772, USA
| | - Sarah A Morrow
- Department of Clinical Neurosciences, University of Calgary, Hotchkiss Brain Institute, Calgary, AB, Canada
| | - Jacqueline A Nicholas
- OhioHealth Multiple Sclerosis Center, Riverside Methodist Hospital, Columbus, OH, USA
| | - Laura M Hancock
- Neurological Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Jeffrey Wilken
- Washington Neuropsychology Research Group, Fairfax, VA, USA
- Department of Neurology, Georgetown University School of Medicine, Washington, DC, USA
| | - Joanna Weller
- NYU Langone South Shore Neurologic Associates, PC, 77 Medford Ave, Patchogue, NY, 11772, USA
| | | | | | | | - Olivia Kaczmarek
- NYU Langone South Shore Neurologic Associates, PC, 77 Medford Ave, Patchogue, NY, 11772, USA
| | | | - Daniel Golan
- Multiple Sclerosis and Neuroimmunology Center, Lady Davis Carmel Medical Center, Haifa, Israel
- Ruth and Bruce Rappaport Faculty of Medicine, Technion, Israel Institute of Technology, Haifa, Israel
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7
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Elwood BW, Godwin CR, Anders JJ, Kardon RH, Gramlich OW. Correlation of Visual System Biomarkers With Motor Deficits in Experimental Autoimmune Encephalomyelitis-Optic Neuritis. Transl Vis Sci Technol 2024; 13:1. [PMID: 39087931 PMCID: PMC11305423 DOI: 10.1167/tvst.13.8.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2024] [Accepted: 06/11/2024] [Indexed: 08/02/2024] Open
Abstract
Purpose Experimental autoimmune encephalomyelitis (EAE) scoring, the most commonly used primary outcome metric for an in vivo model of multiple sclerosis (MS), is highly variable and subjective. Here we explored the use of visual biomarkers in EAE as more objective and clinically relevant primary outcomes. Methods Motor impairment in myelin oligodendrocyte glycoprotein-immunized C57BL/6J mice was quantified using a five-point EAE grading scale. Pattern electroretinography (pERG) and retinal ganglion cell/inner plexiform layer (RGC/IPL) complex thickness were measured 60 days after induction. Optic nerve histopathology was analyzed at endpoint. Results EAE mice displayed motor impairments ranging from mild to severe. Significant correlations were seen between pERG amplitude and last EAE score, mean EAE score, and cumulative EAE score. Optical coherence tomography (OCT) analysis demonstrated a significant correlation between thinning of the RGC/IPL complex and both EAE score and pERG amplitude. Optic nerve histopathology showed significant correlations between demyelination and cumulative EAE score, pERG amplitude, and RGC/IPL complex thickness, as well as between immune cell infiltration and cumulative EAE score, pERG amplitude, and RGC/IPL complex thickness in EAE mice. Conclusions Unlike EAE scoring, pERG and OCT show direct measurement of retinal structure and function. Therefore we conclude that visual outcomes are well suited as a direct assessment of optic nerve involvement in this EAE model of MS while also being indicative of motor impairment. Translational Relevance Standardizing directly translatable measurements as primary outcome parameters in the murine EAE model could lead to more rapid and relevant testing of new therapeutic approaches for mitigating MS.
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Affiliation(s)
- Benjamin W. Elwood
- Department of Ophthalmology and Visual Sciences, University of Iowa, Iowa City, IA, USA
- Center for the Prevention and Treatment of Visual Loss, Iowa City Veterans Affairs Health Care System, Iowa City, IA, USA
| | - Cheyanne R. Godwin
- Department of Ophthalmology and Visual Sciences, University of Iowa, Iowa City, IA, USA
- Center for the Prevention and Treatment of Visual Loss, Iowa City Veterans Affairs Health Care System, Iowa City, IA, USA
| | - Jeffrey J. Anders
- Department of Ophthalmology and Visual Sciences, University of Iowa, Iowa City, IA, USA
- Center for the Prevention and Treatment of Visual Loss, Iowa City Veterans Affairs Health Care System, Iowa City, IA, USA
- Department of Neuroscience and Pharmacology, University of Iowa, Iowa City, IA, USA
| | - Randy H. Kardon
- Department of Ophthalmology and Visual Sciences, University of Iowa, Iowa City, IA, USA
- Center for the Prevention and Treatment of Visual Loss, Iowa City Veterans Affairs Health Care System, Iowa City, IA, USA
| | - Oliver W. Gramlich
- Department of Ophthalmology and Visual Sciences, University of Iowa, Iowa City, IA, USA
- Center for the Prevention and Treatment of Visual Loss, Iowa City Veterans Affairs Health Care System, Iowa City, IA, USA
- Department of Neuroscience and Pharmacology, University of Iowa, Iowa City, IA, USA
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8
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Toscano S, Chisari CG, Biondi A, Patti F. Early reduction of retinal thickness predicts physical and cognitive disability in newly diagnosed multiple sclerosis patients: results from a cross-sectional study. Neurol Sci 2024:10.1007/s10072-024-07664-9. [PMID: 38951431 DOI: 10.1007/s10072-024-07664-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Accepted: 06/18/2024] [Indexed: 07/03/2024]
Abstract
INTRODUCTION Retinal nerve fiber layer (RNFL) thickness is a promising biomarker of axonal loss and a potential outcome predictor in Multiple Sclerosis (MS). Cognitive impairment (CoI) exhibits a high prevalence in patients with MS (pwMS), even in the early phases of the disease. Our aim was to explore the role of RNFL thickness as a predictor of physical and cognitive disability in pwMS. METHODS All newly diagnosed pwMS referred to the MS centre of the University-Hospital "Policlinico-San Marco" between 2015-2019 were evaluated at baseline and at 3 years. RNFL and ganglion cell layer (GCL) thickness for right (r.e.) and left eyes (l.e.) were measured with Optical Coherence Tomography (OCT). Disability level and cognitive profile were assessed, using the Expanded Disability Status Scale (EDSS) and the Brief International Cognitive Assessment for Multiple Sclerosis (BICAMS) battery, respectively. RESULTS We consecutively enrolled 487 pwMS, including 68 (14.0%) with primary progressive MS (PPMS). At baseline, RNFL and GCL were bilaterally thinner in PPMS (r.e. 90.4 ± 12.7; l.e. 90.2 ± 13.5, and r.e. 80.1 ± 11.2; l.e. 80.3 ± 12.6, respectively) compared to relapsing-remitting MS (RRMS) (r.e. 94.6 ± 13.1; l.e. 94.3 ± 14.8, and r.e. 85.1 ± 9.5; l.e. 84.9 ± 9.3, respectively) (p < 0.01). Both groups exhibited reduced RNFL and GCL thickness, worse cognitive performance and higher EDSS scores at 3-years follow-up compared with baseline. RNFL thickness ≤ 88.0 μm was an independent predictor of CoI (OR = 5.32; 95% CI = 1.84-9.12; p = 0.02) and disability worsening (OR = 3.18; 95% CI = 1.21-10.33; p = 0.05). DISCUSSION RNFL thickness, as a biomarker of neurodegeneration, could be considered a predictive biomarker of cognitive degeneration and physical disability in MS.
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Affiliation(s)
- Simona Toscano
- Department "GF Ingrassia", Section of Neurosciences, Neurology Clinic, University of Catania, 9126, Catania, Italy
- Department of Biomedical and Biotechnological Sciences (BIOMETEC), University of Catania, Catania, Italy
| | - Clara Grazia Chisari
- Department "GF Ingrassia", Section of Neurosciences, Neurology Clinic, University of Catania, 9126, Catania, Italy
| | - Alice Biondi
- Department "GF Ingrassia", Section of Neurosciences, Neurology Clinic, University of Catania, 9126, Catania, Italy
| | - Francesco Patti
- Department "GF Ingrassia", Section of Neurosciences, Neurology Clinic, University of Catania, 9126, Catania, Italy.
- Department "GF Ingrassia", Section of Neurosciences, Multiple Sclerosis Center, Neurology Clinic, University of Catania, Via Santa Sofia 78, 95123, Catania, Italy.
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9
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Krämer J, Balloff C, Weise M, Koska V, Uthmeier Y, Esderts I, Nguyen-Minh M, Zimmerhof M, Hartmann A, Dietrich M, Ingwersen J, Lee JI, Havla J, Kümpfel T, Kerschensteiner M, Häußler V, Heesen C, Stellmann JP, Zimmermann HG, Oertel FC, Ringelstein M, Brandt AU, Paul F, Aktas O, Hartung HP, Wiendl H, Meuth SG, Albrecht P. Evolution of retinal degeneration and prediction of disease activity in relapsing and progressive multiple sclerosis. Nat Commun 2024; 15:5243. [PMID: 38897994 PMCID: PMC11187157 DOI: 10.1038/s41467-024-49309-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2022] [Accepted: 05/30/2024] [Indexed: 06/21/2024] Open
Abstract
Retinal optical coherence tomography has been identified as biomarker for disease progression in relapsing-remitting multiple sclerosis (RRMS), while the dynamics of retinal atrophy in progressive MS are less clear. We investigated retinal layer thickness changes in RRMS, primary and secondary progressive MS (PPMS, SPMS), and their prognostic value for disease activity. Here, we analyzed 2651 OCT measurements of 195 RRMS, 87 SPMS, 125 PPMS patients, and 98 controls from five German MS centers after quality control. Peripapillary and macular retinal nerve fiber layer (pRNFL, mRNFL) thickness predicted future relapses in all MS and RRMS patients while mRNFL and ganglion cell-inner plexiform layer (GCIPL) thickness predicted future MRI activity in RRMS (mRNFL, GCIPL) and PPMS (GCIPL). mRNFL thickness predicted future disability progression in PPMS. However, thickness change rates were subject to considerable amounts of measurement variability. In conclusion, retinal degeneration, most pronounced of pRNFL and GCIPL, occurs in all subtypes. Using the current state of technology, longitudinal assessments of retinal thickness may not be suitable on a single patient level.
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Affiliation(s)
- Julia Krämer
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany.
| | - Carolin Balloff
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
- Department of Neurology, Kliniken Maria Hilf, Mönchengladbach, Germany
| | - Margit Weise
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
| | - Valeria Koska
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
| | - Yannik Uthmeier
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
| | - Isabell Esderts
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Mai Nguyen-Minh
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Moritz Zimmerhof
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | | | - Michael Dietrich
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
| | - Jens Ingwersen
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
| | - John-Ih Lee
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
| | - Joachim Havla
- Institute of Clinical Neuroimmunology, LMU Hospital, Ludwig-Maximilians University München, München, Germany
| | - Tania Kümpfel
- Institute of Clinical Neuroimmunology, LMU Hospital, Ludwig-Maximilians University München, München, Germany
| | - Martin Kerschensteiner
- Institute of Clinical Neuroimmunology, LMU Hospital, Ludwig-Maximilians University München, München, Germany
- Biomedical Center, Faculty of Medicine, Ludwig-Maximilians University München, München, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Vivien Häußler
- Institute of Neuroimmunology and Multiple Sclerosis (INIMS), University Hospital Hamburg-Eppendorf, Hamburg, Germany
- Department of Neurology, University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | - Christoph Heesen
- Institute of Neuroimmunology and Multiple Sclerosis (INIMS), University Hospital Hamburg-Eppendorf, Hamburg, Germany
- Department of Neurology, University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | - Jan-Patrick Stellmann
- Institute of Neuroimmunology and Multiple Sclerosis (INIMS), University Hospital Hamburg-Eppendorf, Hamburg, Germany
- Department of Neurology, University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
- Aix-Marseille University, CNRS-CRMBM, UMR, 7339, Marseille, France
- APHM La Timone, CEMEREM, Marseille, France
| | - Hanna G Zimmermann
- Experimental and Clinical Research Center, Max-Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Frederike C Oertel
- Experimental and Clinical Research Center, Max-Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Marius Ringelstein
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
- Department of Neurology, Center for Neurology and Neuropsychiatry, LVR-Klinikum, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
| | - Alexander U Brandt
- Experimental and Clinical Research Center, Max-Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Friedemann Paul
- Experimental and Clinical Research Center, Max-Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Orhan Aktas
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
| | - Hans-Peter Hartung
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
- Brain and Mind Center, University of Sydney, Sydney, NSW, Australia
- Department of Neurology, Palacky University Olomouc, Olomouc, Czech Republic
| | - Heinz Wiendl
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, Germany
| | - Sven G Meuth
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
| | - Philipp Albrecht
- Department of Neurology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany.
- Department of Neurology, Kliniken Maria Hilf, Mönchengladbach, Germany.
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10
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Cujbă L, Banc A, Stan C, Drugan T, Nicula C. Macular OCT's Proficiency in Identifying Retrochiasmal Visual Pathway Lesions in Multiple Sclerosis-A Pilot Study. Diagnostics (Basel) 2024; 14:1221. [PMID: 38928637 PMCID: PMC11202879 DOI: 10.3390/diagnostics14121221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2024] [Revised: 06/01/2024] [Accepted: 06/07/2024] [Indexed: 06/28/2024] Open
Abstract
Optical coherence tomography (OCT) is a non-invasive imaging technique based on the principle of low-coherence interferometry that captures detailed images of ocular structures. Multiple sclerosis (MS) is a neurodegenerative disease that can lead to damage of the optic nerve and retina, which can be depicted by OCT. The purpose of this pilot study is to determine whether macular OCT can be used as a biomarker in the detection of retrochiasmal lesions of the visual pathway in MS patients. We conducted a prospective study in which we included 52 MS patients and 27 healthy controls. All participants underwent brain MRI, visual field testing, and OCT evaluation of the thicknesses of the peripapillary retinal nerve fiber layer (pRNFL), macular ganglion cell layer (GCL), and macular inner plexiform layer (IPL). OCT measurements were adjusted for optic neuritis (ON). VF demonstrated poor capability to depict a retrochiasmal lesion identified by brain MRI (PPV 0.50). In conclusion, the OCT analysis of the macula appears to excel in identifying retrochiasmal MS lesions compared to VF changes. The alterations in the GCL and IPL demonstrate the most accurate detection of retrochiasmal visual pathway changes in MS patients.
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Affiliation(s)
- Larisa Cujbă
- Medical Doctoral School, University of Oradea, 410087 Oradea, Romania;
| | - Ana Banc
- Department of Ophthalmology, “Iuliu Hatieganu” University of Medicine and Pharmacy, 400006 Cluj-Napoca, Romania
| | - Cristina Stan
- Department of Ophthalmology, “Iuliu Hatieganu” University of Medicine and Pharmacy, 400006 Cluj-Napoca, Romania
| | - Tudor Drugan
- Department of Medical Informatics and Biostatistics, “Iuliu Hațieganu” University of Medicine and Pharmacy, 400349 Cluj-Napoca, Romania
| | - Cristina Nicula
- Department of Maxillo-Facial Surgery and Radiology, “Iuliu Hațieganu” University of Medicine and Pharmacy, 400012 Cluj-Napoca, Romania;
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11
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Chen Z, Zhang H, Linton EF, Johnson BA, Choi YJ, Kupersmith MJ, Sonka M, Garvin MK, Kardon RH, Wang JK. Hybrid deep learning and optimal graph search method for optical coherence tomography layer segmentation in diseases affecting the optic nerve. BIOMEDICAL OPTICS EXPRESS 2024; 15:3681-3698. [PMID: 38867777 PMCID: PMC11166436 DOI: 10.1364/boe.516045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Revised: 03/09/2024] [Accepted: 05/02/2024] [Indexed: 06/14/2024]
Abstract
Accurate segmentation of retinal layers in optical coherence tomography (OCT) images is critical for assessing diseases that affect the optic nerve, but existing automated algorithms often fail when pathology causes irregular layer topology, such as extreme thinning of the ganglion cell-inner plexiform layer (GCIPL). Deep LOGISMOS, a hybrid approach that combines the strengths of deep learning and 3D graph search to overcome their limitations, was developed to improve the accuracy, robustness and generalizability of retinal layer segmentation. The method was trained on 124 OCT volumes from both eyes of 31 non-arteritic anterior ischemic optic neuropathy (NAION) patients and tested on three cross-sectional datasets with available reference tracings: Test-NAION (40 volumes from both eyes of 20 NAION subjects), Test-G (29 volumes from 29 glaucoma subjects/eyes), and Test-JHU (35 volumes from 21 multiple sclerosis and 14 control subjects/eyes) and one longitudinal dataset without reference tracings: Test-G-L (155 volumes from 15 glaucoma patients/eyes). In the three test datasets with reference tracings (Test-NAION, Test-G, and Test-JHU), Deep LOGISMOS achieved very high Dice similarity coefficients (%) on GCIPL: 89.97±3.59, 90.63±2.56, and 94.06±1.76, respectively. In the same context, Deep LOGISMOS outperformed the Iowa reference algorithms by improving the Dice score by 17.5, 5.4, and 7.5, and also surpassed the deep learning framework nnU-Net with improvements of 4.4, 3.7, and 1.0. For the 15 severe glaucoma eyes with marked GCIPL thinning (Test-G-L), it demonstrated reliable regional GCIPL thickness measurement over five years. The proposed Deep LOGISMOS approach has potential to enhance precise quantification of retinal structures, aiding diagnosis and treatment management of optic nerve diseases.
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Affiliation(s)
- Zhi Chen
- Iowa Institute for Biomedical Imaging, University of Iowa, Iowa City, IA 52242, USA
- Department of Electrical and Computer
Engineering, University of Iowa, Iowa City, IA 52242, USA
| | - Honghai Zhang
- Iowa Institute for Biomedical Imaging, University of Iowa, Iowa City, IA 52242, USA
- Department of Electrical and Computer
Engineering, University of Iowa, Iowa City, IA 52242, USA
| | - Edward F. Linton
- Department of Ophthalmology and Visual
Sciences, University of Iowa, Iowa City, IA 52242, USA
| | - Brett A. Johnson
- Department of Ophthalmology and Visual
Sciences, University of Iowa, Iowa City, IA 52242, USA
| | - Yun Jae Choi
- Department of Ophthalmology and Visual
Sciences, University of Iowa, Iowa City, IA 52242, USA
- Department of Biomedical Engineering, University of Iowa, Iowa City, IA 52242, USA
| | - Mark J. Kupersmith
- Departments of Neurology, Ophthalmology and
Neurosurgery, Icahn School of Medicine at Mount
Sinai, New York, NY 10029, USA
| | - Milan Sonka
- Iowa Institute for Biomedical Imaging, University of Iowa, Iowa City, IA 52242, USA
- Department of Electrical and Computer
Engineering, University of Iowa, Iowa City, IA 52242, USA
| | - Mona K. Garvin
- Iowa Institute for Biomedical Imaging, University of Iowa, Iowa City, IA 52242, USA
- Department of Electrical and Computer
Engineering, University of Iowa, Iowa City, IA 52242, USA
- Center for the Prevention and
Treatment of Visual Loss, Iowa City VA Health Care
System, Iowa City, IA 52242, USA
| | - Randy H. Kardon
- Department of Ophthalmology and Visual
Sciences, University of Iowa, Iowa City, IA 52242, USA
- Center for the Prevention and
Treatment of Visual Loss, Iowa City VA Health Care
System, Iowa City, IA 52242, USA
| | - Jui-Kai Wang
- Department of Electrical and Computer
Engineering, University of Iowa, Iowa City, IA 52242, USA
- Department of Ophthalmology and Visual
Sciences, University of Iowa, Iowa City, IA 52242, USA
- Center for the Prevention and
Treatment of Visual Loss, Iowa City VA Health Care
System, Iowa City, IA 52242, USA
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12
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Dongil-Moreno FJ, Ortiz M, Pueyo A, Boquete L, Sánchez-Morla EM, Jimeno-Huete D, Miguel JM, Barea R, Vilades E, Garcia-Martin E. Diagnosis of multiple sclerosis using optical coherence tomography supported by explainable artificial intelligence. Eye (Lond) 2024; 38:1502-1508. [PMID: 38297153 PMCID: PMC11126721 DOI: 10.1038/s41433-024-02933-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Revised: 12/10/2023] [Accepted: 01/12/2024] [Indexed: 02/02/2024] Open
Abstract
BACKGROUND/OBJECTIVES Study of retinal structure based on optical coherence tomography (OCT) data can facilitate early diagnosis of relapsing-remitting multiple sclerosis (RRMS). Although artificial intelligence can provide highly reliable diagnoses, the results obtained must be explainable. SUBJECTS/METHODS The study included 79 recently diagnosed RRMS patients and 69 age matched healthy control subjects. Thickness (Avg) and inter-eye difference (Diff) features are obtained in 4 retinal layers using the posterior pole protocol. Each layer is divided into six analysis zones. The Support Vector Machine plus Recursive Feature Elimination with Leave-One-Out Cross Validation (SVM-RFE-LOOCV) approach is used to find the subset of features that reduces dimensionality and optimises the performance of the classifier. RESULTS SVM-RFE-LOOCV was used to identify OCT features with greatest capacity for early diagnosis, determining the area of the papillomacular bundle to be the most influential. A correlation was observed between loss of layer thickness and increase in functional disability. There was also greater functional deterioration in patients with greater asymmetry between left and right eyes. The classifier based on the top-ranked features obtained sensitivity = 0.86 and specificity = 0.90. CONCLUSIONS There was consistency between the features identified as relevant by the SVM-RFE-LOOCV approach and the retinotopic distribution of the retinal nerve fibres and the optic nerve head. This simple method contributes to implementation of an assisted diagnosis system and its accuracy exceeds that achieved with magnetic resonance imaging of the central nervous system, the current gold standard. This paper provides novel insights into RRMS affectation of the neuroretina.
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Affiliation(s)
- F J Dongil-Moreno
- Biomedical Engineering Group, Department of Electronics, University of Alcalá, Alcalá de Henares, Spain
| | - M Ortiz
- School of Physics, University of Melbourne, Melbourne, 3010, VIC, Australia
| | - A Pueyo
- Department of Ophthalmology, Miguel Servet University Hospital, Zaragoza, Spain
- Aragon Institute for Health Research (IIS Aragon), Miguel Servet Ophthalmology Innovation and Research Group (GIMSO), Biotech Vision SLP, spin-off Company, University of Zaragoza, Zaragoza, Spain
| | - L Boquete
- Biomedical Engineering Group, Department of Electronics, University of Alcalá, Alcalá de Henares, Spain
| | - E M Sánchez-Morla
- Institute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañón, 28007, Madrid, Spain
- School of Medicine, Universidad Complutense, 28040, Madrid, Spain
| | - D Jimeno-Huete
- Biomedical Engineering Group, Department of Electronics, University of Alcalá, Alcalá de Henares, Spain
| | - J M Miguel
- Biomedical Engineering Group, Department of Electronics, University of Alcalá, Alcalá de Henares, Spain
| | - R Barea
- Biomedical Engineering Group, Department of Electronics, University of Alcalá, Alcalá de Henares, Spain
| | - E Vilades
- Department of Ophthalmology, Miguel Servet University Hospital, Zaragoza, Spain
- Aragon Institute for Health Research (IIS Aragon), Miguel Servet Ophthalmology Innovation and Research Group (GIMSO), Biotech Vision SLP, spin-off Company, University of Zaragoza, Zaragoza, Spain
| | - E Garcia-Martin
- Department of Ophthalmology, Miguel Servet University Hospital, Zaragoza, Spain.
- Aragon Institute for Health Research (IIS Aragon), Miguel Servet Ophthalmology Innovation and Research Group (GIMSO), Biotech Vision SLP, spin-off Company, University of Zaragoza, Zaragoza, Spain.
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13
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Cordano C, Werneburg S, Abdelhak A, Bennett DJ, Beaudry-Richard A, Duncan GJ, Oertel FC, Boscardin WJ, Yiu HH, Jabassini N, Merritt L, Nocera S, Sin JH, Samana IP, Condor Montes SY, Ananth K, Bischof A, Nourbakhsh B, Hauser SL, Cree BAC, Emery B, Schafer DP, Chan JR, Green AJ. Synaptic injury in the inner plexiform layer of the retina is associated with progression in multiple sclerosis. Cell Rep Med 2024; 5:101490. [PMID: 38574736 PMCID: PMC11031420 DOI: 10.1016/j.xcrm.2024.101490] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Revised: 02/01/2024] [Accepted: 03/12/2024] [Indexed: 04/06/2024]
Abstract
While neurodegeneration underlies the pathological basis for permanent disability in multiple sclerosis (MS), predictive biomarkers for progression are lacking. Using an animal model of chronic MS, we find that synaptic injury precedes neuronal loss and identify thinning of the inner plexiform layer (IPL) as an early feature of inflammatory demyelination-prior to symptom onset. As neuronal domains are anatomically segregated in the retina and can be monitored longitudinally, we hypothesize that thinning of the IPL could represent a biomarker for progression in MS. Leveraging our dataset with over 800 participants enrolled for more than 12 years, we find that IPL atrophy directly precedes progression and propose that synaptic loss is predictive of functional decline. Using a blood proteome-wide analysis, we demonstrate a strong correlation between demyelination, glial activation, and synapse loss independent of neuroaxonal injury. In summary, monitoring synaptic injury is a biologically relevant approach that reflects a potential driver of progression.
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Affiliation(s)
- Christian Cordano
- UCSF Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA; Department of Neurology, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), University of Genoa, Genoa, Italy; IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Sebastian Werneburg
- Department of Neurobiology, Brudnik Neuropsychiatric Research Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA; Department of Ophthalmology & Visual Sciences, Michigan Neuroscience Institute, University of Michigan - Michigan Medicine, Ann Arbor, MI, USA
| | - Ahmed Abdelhak
- UCSF Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Daniel J Bennett
- UCSF Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Alexandra Beaudry-Richard
- UCSF Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Greg J Duncan
- Jungers Center for Neurosciences Research, Department of Neurology, Oregon Health & Science University, Portland, OR, USA
| | - Frederike C Oertel
- UCSF Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - W John Boscardin
- Department of Biostatistics, University of California, San Francisco, San Francisco, CA, USA
| | - Hao H Yiu
- Department of Biology, University of Maryland, College Park, MD, USA
| | - Nora Jabassini
- UCSF Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Lauren Merritt
- Department of Neurobiology, Brudnik Neuropsychiatric Research Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Sonia Nocera
- UCSF Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Jung H Sin
- UCSF Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Isaac P Samana
- UCSF Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Shivany Y Condor Montes
- UCSF Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Kirtana Ananth
- UCSF Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Antje Bischof
- UCSF Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Bardia Nourbakhsh
- Department of Neurology, Johns Hopkins University, Baltimore, MD, USA
| | - Stephen L Hauser
- UCSF Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Bruce A C Cree
- UCSF Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Ben Emery
- Jungers Center for Neurosciences Research, Department of Neurology, Oregon Health & Science University, Portland, OR, USA
| | - Dorothy P Schafer
- Department of Neurobiology, Brudnik Neuropsychiatric Research Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Jonah R Chan
- UCSF Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA.
| | - Ari J Green
- UCSF Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA.
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14
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Alba-Arbalat S, Solana E, Lopez-Soley E, Camos-Carreras A, Martinez-Heras E, Vivó F, Pulido-Valdeolivas I, Andorra M, Sepulveda M, Cabrera JM, Fonseca E, Calvi A, Alcubierre R, Dotti-Boada M, Saiz A, Martinez-Lapiscina EH, Villoslada P, Blanco Y, Sanchez-Dalmau B, Llufriu S. Predictive value of retinal atrophy for cognitive decline across disease duration in multiple sclerosis. J Neurol Neurosurg Psychiatry 2024; 95:419-425. [PMID: 37989566 DOI: 10.1136/jnnp-2023-332332] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Accepted: 10/23/2023] [Indexed: 11/23/2023]
Abstract
BACKGROUND We investigated the association between changes in retinal thickness and cognition in people with MS (PwMS), exploring the predictive value of optical coherence tomography (OCT) markers of neuroaxonal damage for global cognitive decline at different periods of disease. METHOD We quantified the peripapillary retinal nerve fibre (pRFNL) and ganglion cell-inner plexiform (GCIPL) layers thicknesses of 207 PwMS and performed neuropsychological evaluations. The cohort was divided based on disease duration (≤5 years or >5 years). We studied associations between changes in OCT and cognition over time, and assessed the risk of cognitive decline of a pRFNL≤88 µm or GCIPL≤77 µm and its predictive value. RESULTS Changes in pRFNL and GCIPL thickness over 3.2 years were associated with evolution of cognitive scores, in the entire cohort and in patients with more than 5 years of disease (p<0.01). Changes in cognition were related to less use of disease-modifying drugs, but not OCT metrics in PwMS within 5 years of onset. A pRFNL≤88 µm was associated with earlier cognitive disability (3.7 vs 9.9 years) and higher risk of cognitive deterioration (HR=1.64, p=0.022). A GCIPL≤77 µm was not associated with a higher risk of cognitive decline, but a trend was observed at ≤91.5 µm in PwMS with longer disease (HR=1.81, p=0.061). CONCLUSIONS The progressive retinal thinning is related to cognitive decline, indicating that cognitive dysfunction is a late manifestation of accumulated neuroaxonal damage. Quantifying the pRFNL aids in identifying individuals at risk of cognitive dysfunction.
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Affiliation(s)
- Salut Alba-Arbalat
- Neuroimmunology and Multiple Sclerosis Unit, Hospital Clinic de Barcelona, Barcelona, Spain
- Laboratory of Advanced Imaging in Neuroimmunological Diseases, Fundacio Recerca Clinic Barcelona -IDIBAPS, Barcelona, Spain
| | - Elisabeth Solana
- Neuroimmunology and Multiple Sclerosis Unit, Hospital Clinic de Barcelona, Barcelona, Spain
- Laboratory of Advanced Imaging in Neuroimmunological Diseases, Fundacio Recerca Clinic Barcelona -IDIBAPS, Barcelona, Spain
| | - Elisabet Lopez-Soley
- Neuroimmunology and Multiple Sclerosis Unit, Hospital Clinic de Barcelona, Barcelona, Spain
- Laboratory of Advanced Imaging in Neuroimmunological Diseases, Fundacio Recerca Clinic Barcelona -IDIBAPS, Barcelona, Spain
| | | | - Eloy Martinez-Heras
- Neuroimmunology and Multiple Sclerosis Unit, Hospital Clinic de Barcelona, Barcelona, Spain
- Laboratory of Advanced Imaging in Neuroimmunological Diseases, Fundacio Recerca Clinic Barcelona -IDIBAPS, Barcelona, Spain
| | - Francesc Vivó
- Neuroimmunology and Multiple Sclerosis Unit, Hospital Clinic de Barcelona, Barcelona, Spain
- Laboratory of Advanced Imaging in Neuroimmunological Diseases, Fundacio Recerca Clinic Barcelona -IDIBAPS, Barcelona, Spain
| | - Irene Pulido-Valdeolivas
- Laboratory of Advanced Imaging in Neuroimmunological Diseases, Fundacio Recerca Clinic Barcelona -IDIBAPS, Barcelona, Spain
| | - Magi Andorra
- Laboratory of Advanced Imaging in Neuroimmunological Diseases, Fundacio Recerca Clinic Barcelona -IDIBAPS, Barcelona, Spain
| | - Maria Sepulveda
- Neuroimmunology and Multiple Sclerosis Unit, Hospital Clinic de Barcelona, Barcelona, Spain
- Laboratory of Advanced Imaging in Neuroimmunological Diseases, Fundacio Recerca Clinic Barcelona -IDIBAPS, Barcelona, Spain
| | - Jose María Cabrera
- Neuroimmunology and Multiple Sclerosis Unit, Hospital Clinic de Barcelona, Barcelona, Spain
- Laboratory of Advanced Imaging in Neuroimmunological Diseases, Fundacio Recerca Clinic Barcelona -IDIBAPS, Barcelona, Spain
| | - Elianet Fonseca
- Laboratory of Advanced Imaging in Neuroimmunological Diseases, Fundacio Recerca Clinic Barcelona -IDIBAPS, Barcelona, Spain
- Neurology Department, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Alberto Calvi
- Neuroimmunology and Multiple Sclerosis Unit, Hospital Clinic de Barcelona, Barcelona, Spain
- Laboratory of Advanced Imaging in Neuroimmunological Diseases, Fundacio Recerca Clinic Barcelona -IDIBAPS, Barcelona, Spain
| | - Rafel Alcubierre
- Ophthalmology Department, Hospital Clinic de Barcelona, Barcelona, Spain
| | - Marina Dotti-Boada
- Ophthalmology Department, Hospital Clinic de Barcelona, Barcelona, Spain
| | - Albert Saiz
- Neuroimmunology and Multiple Sclerosis Unit, Hospital Clinic de Barcelona, Barcelona, Spain
- Laboratory of Advanced Imaging in Neuroimmunological Diseases, Fundacio Recerca Clinic Barcelona -IDIBAPS, Barcelona, Spain
| | - Elena H Martinez-Lapiscina
- Laboratory of Advanced Imaging in Neuroimmunological Diseases, Fundacio Recerca Clinic Barcelona -IDIBAPS, Barcelona, Spain
| | - Pablo Villoslada
- Department of Neurosciences, Hospital del Mar Medical Research Institute, Barcelona, Spain
| | - Yolanda Blanco
- Neuroimmunology and Multiple Sclerosis Unit, Hospital Clinic de Barcelona, Barcelona, Spain
- Laboratory of Advanced Imaging in Neuroimmunological Diseases, Fundacio Recerca Clinic Barcelona -IDIBAPS, Barcelona, Spain
| | | | - Sara Llufriu
- Neuroimmunology and Multiple Sclerosis Unit, Hospital Clinic de Barcelona, Barcelona, Spain
- Laboratory of Advanced Imaging in Neuroimmunological Diseases, Fundacio Recerca Clinic Barcelona -IDIBAPS, Barcelona, Spain
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15
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Bollo L, Arrambide G, Cobo-Calvo A, Alvarez JV, Alberich M, Cabello S, Castilló J, Galan I, Midaglia LS, Acevedo BR, Zabalza A, Pappolla A, Mongay Ochoa N, Tintore M, Rio J, Comabella M, Tur C, Auger C, Sastre-Garriga J, Rovira A, Montalban X, Pareto D, Vidal-Jordana A. Trans-Synaptic Degeneration in the Visual Pathway in Patients With Myelin Oligodendrocyte Glycoprotein Antibody-Associated Disease. Neurology 2024; 102:e209156. [PMID: 38447105 DOI: 10.1212/wnl.0000000000209156] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Accepted: 11/27/2023] [Indexed: 03/08/2024] Open
Abstract
BACKGROUND AND OBJECTIVES We aimed to assess the presence of retinal neurodegeneration independent of optic neuritis (ON) in myelin oligodendrocyte glycoprotein antibody-associated disease (MOGAD) and to investigate the development of trans-synaptic anterograde degeneration in these patients after ON. METHODS Cross-sectional, retrospective study of 34 adult patients with MOGAD and 23 healthy controls (HC). Clinical, optical coherence tomography (OCT), and MRI data were collected. Peripapillary retinal nerve fiber layer (pRNFL) and ganglion cell inner plexiform layer (GCIPL) were obtained using Heidelberg Spectralis. FreeSurfer7 was used to obtain the lateral geniculate nucleus (LGN), occipital volume fractions (to total estimated intracranial volume), and occipital cortical thickness. For the anterior visual pathway, the analysis was conducted using eyes, classified based on the history of ON (Eye-ON and Eye-NON) and compared with Eye-HC. The analysis of OCT and brain volumetric measures was conducted comparing MOGAD-ON, MOGAD-NON, and HC groups. The analysis of covariance with a Bonferroni-adjusted post hoc test was used to test differences between groups and linear regression analysis to evaluate OCT/MRI associations; age and sex were considered as covariates. RESULTS 24 (70.5%) patients had a prior ON. Median pRNFL and GCIPL thickness (um) was significantly reduced in Eye-ON vs EyeNON and HC (pRNFL: 69.4 (17.3), 89.6 (13.7), 98.2 (11.7), p < 0.001; GCIPL: 55.8 (8.7), 67.39 (8.7), 72.6 (4.5), p < 0.001). pRNFL and GCIPL thickness had a negative correlation with the number of ON episodes (p = 0.025 and p = 0.031, respectively). LGN volume fraction was significantly lower in patients with MOGAD-ON than in HC (0.33 (0.05) vs 0.39 (0.04), p = 0.002). The occipital cortical thickness was lower in MOGAD-ON compared with MOGAD-NON and HC (p = 0.010). In patients with MOGAD-ON, pRNFL correlated with LGN volume (p = 0.006), occipital thickness (p = 0.002), and the medial occipital cortex (p = 0.002), but not the lateral occipital lobe. DISCUSSION Compared with HC, MOGAD-ON exhibits reduced retinal thickness, primarily influenced by the presence and the number of prior ON episodes. Moreover, MOGAD-ON demonstrates significant atrophy in the retinal, subcortical, and cortical regions of the visual pathway, distinguishing them from MOGAD-NON and HC. These findings suggest that in patients with MOGAD neurodegeneration is tightly correlated with damage to the involved pathway.
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Affiliation(s)
- Luca Bollo
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Georgina Arrambide
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Alvaro Cobo-Calvo
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Javier V Alvarez
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Manel Alberich
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Sergio Cabello
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Joaquín Castilló
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Ingrid Galan
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Luciana S Midaglia
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Breogan Rodriguez Acevedo
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Ana Zabalza
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Agustin Pappolla
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Neus Mongay Ochoa
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Mar Tintore
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Jordi Rio
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Manuel Comabella
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Carmen Tur
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Cristina Auger
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Jaume Sastre-Garriga
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Alex Rovira
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Xavier Montalban
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Deborah Pareto
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
| | - Angela Vidal-Jordana
- From the Neurology Department (L.B., G.A., A.C.-C., J.V.A., S.C., J.C., I.G., L.S.M., B.R.A., A.Z., A.P., N.M.O., M.T., J.R., M.C., C.T., J.S.-G., X.M., A.V.-J.), Centro d'Esclerosi Múltiple de Catalunya (Cemcat); and Secció de Neuroradiologia (M.A., C.A., A.R., D.P.), Servei de Radiologia (IDI), Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Spain
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16
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Andorra M, Freire A, Zubizarreta I, de Rosbo NK, Bos SD, Rinas M, Høgestøl EA, de Rodez Benavent SA, Berge T, Brune-Ingebretse S, Ivaldi F, Cellerino M, Pardini M, Vila G, Pulido-Valdeolivas I, Martinez-Lapiscina EH, Llufriu S, Saiz A, Blanco Y, Martinez-Heras E, Solana E, Bäcker-Koduah P, Behrens J, Kuchling J, Asseyer S, Scheel M, Chien C, Zimmermann H, Motamedi S, Kauer-Bonin J, Brandt A, Saez-Rodriguez J, Alexopoulos LG, Paul F, Harbo HF, Shams H, Oksenberg J, Uccelli A, Baeza-Yates R, Villoslada P. Predicting disease severity in multiple sclerosis using multimodal data and machine learning. J Neurol 2024; 271:1133-1149. [PMID: 38133801 PMCID: PMC10896787 DOI: 10.1007/s00415-023-12132-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2023] [Revised: 10/28/2023] [Accepted: 11/22/2023] [Indexed: 12/23/2023]
Abstract
BACKGROUND Multiple sclerosis patients would benefit from machine learning algorithms that integrates clinical, imaging and multimodal biomarkers to define the risk of disease activity. METHODS We have analysed a prospective multi-centric cohort of 322 MS patients and 98 healthy controls from four MS centres, collecting disability scales at baseline and 2 years later. Imaging data included brain MRI and optical coherence tomography, and omics included genotyping, cytomics and phosphoproteomic data from peripheral blood mononuclear cells. Predictors of clinical outcomes were searched using Random Forest algorithms. Assessment of the algorithm performance was conducted in an independent prospective cohort of 271 MS patients from a single centre. RESULTS We found algorithms for predicting confirmed disability accumulation for the different scales, no evidence of disease activity (NEDA), onset of immunotherapy and the escalation from low- to high-efficacy therapy with intermediate to high-accuracy. This accuracy was achieved for most of the predictors using clinical data alone or in combination with imaging data. Still, in some cases, the addition of omics data slightly increased algorithm performance. Accuracies were comparable in both cohorts. CONCLUSION Combining clinical, imaging and omics data with machine learning helps identify MS patients at risk of disability worsening.
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Affiliation(s)
- Magi Andorra
- Institut d'Investigacions Biomediques August Pi Sunyer (IDIBAPS) and Hospital Clinic Barcelona, Barcelona, Spain
| | - Ana Freire
- School of Management, Pompeu Fabra University, Barcelona, Spain
- UPF Barcelona School of Management, Balmes 132, 08008, Barcelona, Spain
| | - Irati Zubizarreta
- Institut d'Investigacions Biomediques August Pi Sunyer (IDIBAPS) and Hospital Clinic Barcelona, Barcelona, Spain
| | - Nicole Kerlero de Rosbo
- Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Genoa, Italy
- IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Steffan D Bos
- University of Oslo, Oslo, Norway
- Oslo University Hospital, Oslo, Norway
| | - Melanie Rinas
- Institute for Computational Biomedicine, Heidelberg University Hospital, and Heidelberg University, Heidelberg, Germany
| | - Einar A Høgestøl
- University of Oslo, Oslo, Norway
- Oslo University Hospital, Oslo, Norway
| | | | - Tone Berge
- Oslo University Hospital, Oslo, Norway
- Oslo Metropolitan University, Oslo, Norway
| | | | - Federico Ivaldi
- Department of Internal Medicine, University of Genoa, Genoa, Italy
| | - Maria Cellerino
- Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Genoa, Italy
| | - Matteo Pardini
- Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Genoa, Italy
- IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Gemma Vila
- Institut d'Investigacions Biomediques August Pi Sunyer (IDIBAPS) and Hospital Clinic Barcelona, Barcelona, Spain
| | - Irene Pulido-Valdeolivas
- Institut d'Investigacions Biomediques August Pi Sunyer (IDIBAPS) and Hospital Clinic Barcelona, Barcelona, Spain
| | - Elena H Martinez-Lapiscina
- Institut d'Investigacions Biomediques August Pi Sunyer (IDIBAPS) and Hospital Clinic Barcelona, Barcelona, Spain
| | - Sara Llufriu
- Institut d'Investigacions Biomediques August Pi Sunyer (IDIBAPS) and Hospital Clinic Barcelona, Barcelona, Spain
| | - Albert Saiz
- Institut d'Investigacions Biomediques August Pi Sunyer (IDIBAPS) and Hospital Clinic Barcelona, Barcelona, Spain
| | - Yolanda Blanco
- Institut d'Investigacions Biomediques August Pi Sunyer (IDIBAPS) and Hospital Clinic Barcelona, Barcelona, Spain
| | - Eloy Martinez-Heras
- Institut d'Investigacions Biomediques August Pi Sunyer (IDIBAPS) and Hospital Clinic Barcelona, Barcelona, Spain
| | - Elisabeth Solana
- Institut d'Investigacions Biomediques August Pi Sunyer (IDIBAPS) and Hospital Clinic Barcelona, Barcelona, Spain
| | | | | | | | - Susanna Asseyer
- Charité Universitaetsmedizin Berlin, Berlin, Germany
- Max Delbrueck Center for Molecular Medicine, Berlin, Germany
| | | | - Claudia Chien
- Charité Universitaetsmedizin Berlin, Berlin, Germany
- Max Delbrueck Center for Molecular Medicine, Berlin, Germany
| | - Hanna Zimmermann
- Charité Universitaetsmedizin Berlin, Berlin, Germany
- Max Delbrueck Center for Molecular Medicine, Berlin, Germany
| | | | | | - Alex Brandt
- Charité Universitaetsmedizin Berlin, Berlin, Germany
| | - Julio Saez-Rodriguez
- Institute for Computational Biomedicine, Heidelberg University Hospital, and Heidelberg University, Heidelberg, Germany
| | - Leonidas G Alexopoulos
- ProtATonce Ltd, Athens, Greece
- School of Mechanical Engineering, National Technical University of Athens, Zografou, Greece
| | - Friedemann Paul
- Charité Universitaetsmedizin Berlin, Berlin, Germany
- Max Delbrueck Center for Molecular Medicine, Berlin, Germany
| | - Hanne F Harbo
- University of Oslo, Oslo, Norway
- Oslo University Hospital, Oslo, Norway
| | - Hengameh Shams
- Department of Neurology, University of California, San Francisco, USA
| | - Jorge Oksenberg
- Department of Neurology, University of California, San Francisco, USA
| | - Antonio Uccelli
- Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Genoa, Italy
- IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | | | - Pablo Villoslada
- Department of Medicine and Life Sciences, Pompeu Fabra University, Barcelona, Spain.
- Hospital del Mar Research Institute, Barcelona, Spain.
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Ge JY, Teo ZL, Loo JL. Recent advances in the use of optical coherence tomography in neuro-ophthalmology: A review. Clin Exp Ophthalmol 2024; 52:220-233. [PMID: 38214066 DOI: 10.1111/ceo.14341] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Revised: 11/26/2023] [Accepted: 11/28/2023] [Indexed: 01/13/2024]
Abstract
Optical coherence tomography (OCT) is an in vivo imaging modality that provides non-invasive, high resolution and fast cross-sectional images of the optic nerve head, retina and choroid. OCT angiography (OCTA) is an emerging tool. It is a non-invasive, dye-free imaging approach of visualising the microvasculature of the retina and choroid by employing motion contrast imaging for blood flow detection and is gradually receiving attention for its potential roles in various neuro-ophthalmic and retinal conditions. We will review the clinical utility of the OCT in the management of various common neuro-ophthalmic and neurological disorders. We also review some of the OCTA research findings in these conditions. Finally, we will discuss the limitations of OCT as well as introduce other emerging technologies.
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Affiliation(s)
- Jasmine Yaowei Ge
- Neuro-Ophthalmology Department, Singapore National Eye Centre, Singapore, Singapore
- Singapore Eye Research Institute, Singapore, Singapore
| | - Zhen Ling Teo
- Neuro-Ophthalmology Department, Singapore National Eye Centre, Singapore, Singapore
- Singapore Eye Research Institute, Singapore, Singapore
| | - Jing Liang Loo
- Neuro-Ophthalmology Department, Singapore National Eye Centre, Singapore, Singapore
- Singapore Eye Research Institute, Singapore, Singapore
- Duke NUS Medical School, Singapore, Singapore
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Varmpompiti K, Chow G, Foster M, Kodali S, Prados F, Yiannakas MC, Kanber B, Burke A, Ogunbowale L, Davagnanam I, Toosy AT, Collorone S. Associations between cortical lesions, optic nerve damage, and disability at the onset of multiple sclerosis: insights into neurodegenerative processes. Mult Scler Relat Disord 2024; 83:105413. [PMID: 38215633 DOI: 10.1016/j.msard.2023.105413] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Revised: 12/12/2023] [Accepted: 12/25/2023] [Indexed: 01/14/2024]
Abstract
BACKGROUND Multiple sclerosis cortical lesions are areas of demyelination and neuroaxonal loss. Retinal layer thickness, measured with optical coherence tomography (OCT), is an emerging biomarker of neuroaxonal loss. Studies have reported correlations between cortical lesions and retinal layer thinning in established multiple sclerosis, suggesting a shared pathophysiological process. Here, we assessed the correlation between cortical lesions and OCT metrics at the onset of multiple sclerosis, examining, for the first time, associations with physical or cognitive disability. OBJECTIVE To examine the relationship between cortical lesions, optic nerve and retinal layer thicknesses, and physical and cognitive disability at the first demyelinating event. METHODS Thirty-nine patients and 22 controls underwent 3T-MRI, optical coherence tomography, and clinical tests. We identified cortical lesions on phase-sensitive inversion recovery sequences, including occipital cortex lesions. We measured the estimated total intracranial volume and the white matter lesion volume. OCT metrics included peripapillary retinal nerve fibre layer (pRNFL), ganglion cell and inner plexiform layer (GCIPL) and inner nuclear layer (INL) thicknesses. RESULTS Higher total cortical and leukocortical lesion volumes correlated with thinner pRNFL (B = -0.0005, 95 % CI -0.0008 to -0.0001, p = 0.01; B = -0.0005, 95 % CI -0.0008 to -0.0001, p = 0.01, respectively). Leukocortical lesion number correlated with colour vision deficits (B = 0.58, 95 %CI 0.039 to 1,11, p = 0.036). Thinner GCIPL correlated with a higher Expanded Disability Status Scale (B = -0.06, 95 % CI -1.1 to -0.008, p = 0.026). MS diagnosis (n = 18) correlated with higher cortical and leukocortical lesion numbers (p = 0.004 and p = 0.003), thinner GCIPL (p = 0.029) and INL (p = 0.041). CONCLUSION The association between cortical lesions and axonal damage in the optic nerve reinforces the role of neurodegenerative processes in MS pathogenesis at onset.
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Affiliation(s)
- Kyriakoula Varmpompiti
- NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
| | - Geoffrey Chow
- Centre for Medical Image Computing (CMIC), Department of Medical Physics and Biomedical Engineering, University College London, London, UK
| | - Michael Foster
- NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
| | - Srikirti Kodali
- NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
| | - Ferran Prados
- NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK; Centre for Medical Image Computing (CMIC), Department of Medical Physics and Biomedical Engineering, University College London, London, UK; eHealth Center, Universitat Oberta de Catalunya, Barcelona, Spain
| | - Marios C Yiannakas
- NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
| | - Baris Kanber
- NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK; Centre for Medical Image Computing (CMIC), Department of Medical Physics and Biomedical Engineering, University College London, London, UK
| | | | | | - Indran Davagnanam
- Department of Brain Repair and Rehabilitation, University College London Institute of Neurology, Faculty of Brain Sciences, UCL, London, UK
| | - Ahmed T Toosy
- NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
| | - Sara Collorone
- NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK.
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Lattau SSJ, Borsch LM, Auf dem Brinke K, Klose C, Vinhoven L, Nietert M, Fitzner D. Plasma Lipidomic Profiling Using Mass Spectrometry for Multiple Sclerosis Diagnosis and Disease Activity Stratification (LipidMS). Int J Mol Sci 2024; 25:2483. [PMID: 38473733 DOI: 10.3390/ijms25052483] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Revised: 02/02/2024] [Accepted: 02/13/2024] [Indexed: 03/14/2024] Open
Abstract
This investigation explores the potential of plasma lipidomic signatures for aiding in the diagnosis of Multiple Sclerosis (MS) and evaluating the clinical course and disease activity of diseased patients. Plasma samples from 60 patients with MS (PwMS) were clinically stratified to either a relapsing-remitting (RRMS) or a chronic progressive MS course and 60 age-matched controls were analyzed using state-of-the-art direct infusion quantitative shotgun lipidomics. To account for potential confounders, data were filtered for age and BMI correlations. The statistical analysis employed supervised and unsupervised multivariate data analysis techniques, including a principal component analysis (PCA), a partial least squares discriminant analysis (oPLS-DA) and a random forest (RF). To determine whether the significant absolute differences in the lipid subspecies have a relevant effect on the overall composition of the respective lipid classes, we introduce a class composition visualization (CCV). We identified 670 lipids across 16 classes. PwMS showed a significant increase in diacylglycerols (DAG), with DAG 16:0;0_18:1;0 being proven to be the lipid with the highest predictive ability for MS as determined by RF. The alterations in the phosphatidylethanolamines (PE) were mainly linked to RRMS while the alterations in the ether-bound PEs (PE O-) were found in chronic progressive MS. The amount of CE species was reduced in the CPMS cohort whereas TAG species were reduced in the RRMS patients, both lipid classes being relevant in lipid storage. Combining the above mentioned data analyses, distinct lipidomic signatures were isolated and shown to be correlated with clinical phenotypes. Our study suggests that specific plasma lipid profiles are not merely associated with the diagnosis of MS but instead point toward distinct clinical features in the individual patient paving the way for personalized therapy and an enhanced understanding of MS pathology.
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Affiliation(s)
| | - Lisa-Marie Borsch
- Department of Neurology, University Medical Center Göttingen, 37075 Göttingen, Germany
| | | | | | - Liza Vinhoven
- Department of Medical Bioinformatics, University Medical Center Göttingen, 37075 Göttingen, Germany
| | - Manuel Nietert
- Department of Medical Bioinformatics, University Medical Center Göttingen, 37075 Göttingen, Germany
| | - Dirk Fitzner
- Department of Neurology, University Medical Center Göttingen, 37075 Göttingen, Germany
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20
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Riboni-Verri G, Chen BS, McMurran CE, Halliwell GJ, Brown JWL, Coles AJ, Cunniffe NG. Visual outcome measures in clinical trials of remyelinating drugs. BMJ Neurol Open 2024; 6:e000560. [PMID: 38389586 PMCID: PMC10882304 DOI: 10.1136/bmjno-2023-000560] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2023] [Accepted: 01/15/2024] [Indexed: 02/24/2024] Open
Abstract
One of the most promising approaches to delay, prevent or reverse disability progression in multiple sclerosis (MS) is to enhance endogenous remyelination and limit axonal degeneration. In clinical trials of remyelinating drugs, there is a need for reliable, sensitive and clinically relevant outcome measures. The visual pathway, which is frequently affected by MS, provides a unique model system to evaluate remyelination of acute and chronic MS lesions in vivo and non-invasively. In this review, we discuss the different measures that have been used and scrutinise visual outcome measure selection in current and future remyelination trials.
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Affiliation(s)
- Gioia Riboni-Verri
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
- Cambridge Clinical Vision Laboratory, University of Cambridge, Cambridge, UK
| | - Benson S Chen
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
- Cambridge Clinical Vision Laboratory, University of Cambridge, Cambridge, UK
| | - Christopher E McMurran
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
- Cambridge Clinical Vision Laboratory, University of Cambridge, Cambridge, UK
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Gregory J Halliwell
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | - J William L Brown
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
- Clinical Outcomes Research Unit (CORe), University of Melbourne, Melborune, Melborune, Australia
| | - Alasdair J Coles
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
- Cambridge Clinical Vision Laboratory, University of Cambridge, Cambridge, UK
| | - Nick G Cunniffe
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
- Cambridge Clinical Vision Laboratory, University of Cambridge, Cambridge, UK
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21
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Raghib MF, Bao F, Elkhooly M, Bernitsas E. Choroid plexus volume as a marker of retinal atrophy in relapsing remitting multiple sclerosis. J Neurol Sci 2024; 457:122884. [PMID: 38237367 DOI: 10.1016/j.jns.2024.122884] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Revised: 01/07/2024] [Accepted: 01/09/2024] [Indexed: 02/17/2024]
Abstract
OBJECTIVE To evaluate choroid plexus (CP) volume as a biomarker for predicting clinical disability and retinal layer atrophy in relapsing remitting multiple sclerosis (RRMS). METHODS Ninety-five RRMS patients and 26 healthy controls (HCs) underwent 3 T whole brain MRI, expanded disability status scale (EDSS) and optical coherence tomography (OCT). Fully automated intra-retinal segmentation was performed to obtain the volumes of the retinal nerve fiber layer (RNFL), combined ganglion cell layer -inner plexiform layer (GCIPL), inner nuclear layer (INL), outer plexiform layer (OPL), outer nuclear layer (ONL), retinal pigment epithelium (RPE), total macular volume (TMV) and papillomacular bundle (PMB). Automated segmentation of the CP within the lateral ventricles was performed and the choroid plexus volume (CPV) was normalized by total intracranial volume (TIV). Linear regression analysis and generalized estimating equation (GEE) models were applied to evaluate relationships between nCPV and EDSS, T2 lesion volume, disease duration, and retinal layer volumes, followed by Bonferroni correction analysis for multiple comparisons. RESULTS RRMS patients had larger tChPV compared to HCs (p < 0.001). After Bonferroni correction, there was a significant positive correlation between tChPV and EDSS (r2 = 0.25, p = 0.0002), disease duration (r2 = 0.30, p = 0.01), and T2 lesion volume (r2 = 0.39, p = 0.0000). A robust negative correlation was found between tChPV and RNFL (p < 0.001), GCIPL (p = 0.003), TMV (p = 0.0185), PMB (p < 0.0001), G (p = 0.04), T(p = 0.0001). CONCLUSIONS Our findings support the association of tChPV with disability and altered retinal integrity in RRMS.
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Affiliation(s)
- Muhammad F Raghib
- Department of Neurology, Wayne State University School of Medicine, United States of America
| | - Fen Bao
- Department of Neurology, Wayne State University School of Medicine, United States of America
| | - Mahmoud Elkhooly
- Department of Neurology, Wayne State University School of Medicine, United States of America; Department of Neurology, Southern Illinois University School of Medicine, Springfield, IL, United States of America; Department of Neurology and Psychiatry, Minia University, Minia, Egypt
| | - Evanthia Bernitsas
- Department of Neurology, Wayne State University School of Medicine, United States of America; Detroit Medical Center, Detroit, MI, United States of America.
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Wei S, Du Y, Luo M, Song R. Development of a predictive model for predicting disability after optic neuritis: a secondary analysis of the Optic Neuritis Treatment Trial. Front Neurol 2024; 14:1326261. [PMID: 38268999 PMCID: PMC10807422 DOI: 10.3389/fneur.2023.1326261] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2023] [Accepted: 12/12/2023] [Indexed: 01/26/2024] Open
Abstract
Objective The present study aimed to develop a prediction model for predicting developing debilities after optic neuritis. Methods The data for this research was obtained from the Optic Neuritis Treatment Trial (ONTT). The predictive model was built based on a Cox proportional hazards regression model. Model performance was assessed using Harrell's C-index for discrimination, calibration plots for calibration, and stratification of patients into low-risk and high-risk groups for utility evaluation. Results A total of 416 patients participated. Among them, 101 patients (24.3%) experienced disability, which was defined as achieving or surpassing a score of 3 on the expanded disability status scale. The median follow-up duration was 15.5 years (interquartile range, 7.0 to 16.8). Two predictors in the final predictive model included the classification of multiple sclerosis at baseline and the condition of the optic disk in the affected eye at baseline. Upon incorporating these two factors into the model, the model's C-index stood at 0.71 (95% CI, 0.66-0.76, with an optimism of 0.005) with a favorable alignment with the calibration curve. By utilizing this model, the ONTT cohort can be categorized into two risk categories, each having distinct rates of disability development within a 15-year timeframe (high-risk group, 41% [95% CI, 31-49%] and low-risk group, 13% [95% CI, 8.4-17%]; log-rank p-value of <0.001). Conclusion This predictive model has the potential to assist physicians in identifying individuals at a heightened risk of experiencing disability following optic neuritis, enabling timely intervention and treatment.
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Oertel FC, Hastermann M, Paul F. Delimiting MOGAD as a disease entity using translational imaging. Front Neurol 2023; 14:1216477. [PMID: 38333186 PMCID: PMC10851159 DOI: 10.3389/fneur.2023.1216477] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2023] [Accepted: 08/23/2023] [Indexed: 02/10/2024] Open
Abstract
The first formal consensus diagnostic criteria for myelin oligodendrocyte glycoprotein antibody-associated disease (MOGAD) were recently proposed. Yet, the distinction of MOGAD-defining characteristics from characteristics of its important differential diagnoses such as multiple sclerosis (MS) and aquaporin-4 antibody seropositive neuromyelitis optica spectrum disorder (NMOSD) is still obstructed. In preclinical research, MOG antibody-based animal models were used for decades to derive knowledge about MS. In clinical research, people with MOGAD have been combined into cohorts with other diagnoses. Thus, it remains unclear to which extent the generated knowledge is specifically applicable to MOGAD. Translational research can contribute to identifying MOGAD characteristic features by establishing imaging methods and outcome parameters on proven pathophysiological grounds. This article reviews suitable animal models for translational MOGAD research and the current state and prospect of translational imaging in MOGAD.
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Affiliation(s)
- Frederike Cosima Oertel
- Experimental and Clinical Research Center, Max-Delbrück-Centrum für Molekulare Medizin, Freie Universität Berlin and Humboldt-Universität zu Berlin, Charité – Universitätsmedizin Berlin, Berlin, Germany
- Neuroscience Clinical Research Center, Freie Universität Berlin and Humboldt-Universität zu Berlin, Charité – Universitätsmedizin Berlin, Berlin, Germany
- Department of Neurology, Freie Universität Berlin and Humboldt-Universität zu Berlin, Charité – Universitätsmedizin Berlin, Berlin, Germany
| | - Maria Hastermann
- Experimental and Clinical Research Center, Max-Delbrück-Centrum für Molekulare Medizin, Freie Universität Berlin and Humboldt-Universität zu Berlin, Charité – Universitätsmedizin Berlin, Berlin, Germany
- Neuroscience Clinical Research Center, Freie Universität Berlin and Humboldt-Universität zu Berlin, Charité – Universitätsmedizin Berlin, Berlin, Germany
| | - Friedemann Paul
- Experimental and Clinical Research Center, Max-Delbrück-Centrum für Molekulare Medizin, Freie Universität Berlin and Humboldt-Universität zu Berlin, Charité – Universitätsmedizin Berlin, Berlin, Germany
- Neuroscience Clinical Research Center, Freie Universität Berlin and Humboldt-Universität zu Berlin, Charité – Universitätsmedizin Berlin, Berlin, Germany
- Department of Neurology, Freie Universität Berlin and Humboldt-Universität zu Berlin, Charité – Universitätsmedizin Berlin, Berlin, Germany
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Garcia-Martin E, Jimeno-Huete D, Dongil-Moreno FJ, Boquete L, Sánchez-Morla EM, Miguel-Jiménez JM, López-Dorado A, Vilades E, Fuertes MI, Pueyo A, Ortiz del Castillo M. Differential Study of Retinal Thicknesses in the Eyes of Alzheimer's Patients, Multiple Sclerosis Patients and Healthy Subjects. Biomedicines 2023; 11:3126. [PMID: 38137347 PMCID: PMC10740772 DOI: 10.3390/biomedicines11123126] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2023] [Revised: 11/18/2023] [Accepted: 11/22/2023] [Indexed: 12/24/2023] Open
Abstract
Multiple sclerosis (MS) and Alzheimer's disease (AD) cause retinal thinning that is detectable in vivo using optical coherence tomography (OCT). To date, no papers have compared the two diseases in terms of the structural differences they produce in the retina. The purpose of this study is to analyse and compare the neuroretinal structure in MS patients, AD patients and healthy subjects using OCT. Spectral domain OCT was performed on 21 AD patients, 33 MS patients and 19 control subjects using the Posterior Pole protocol. The area under the receiver operating characteristic (AUROC) curve was used to analyse the differences between the cohorts in nine regions of the retinal nerve fibre layer (RNFL), ganglion cell layer (GCL), inner plexiform layer (IPL) and outer nuclear layer (ONL). The main differences between MS and AD are found in the ONL, in practically all the regions analysed (AUROCFOVEAL = 0.80, AUROCPARAFOVEAL = 0.85, AUROCPERIFOVEAL = 0.80, AUROC_PMB = 0.77, AUROCPARAMACULAR = 0.85, AUROCINFERO_NASAL = 0.75, AUROCINFERO_TEMPORAL = 0.83), and in the paramacular zone (AUROCPARAMACULAR = 0.75) and infero-temporal quadrant (AUROCINFERO_TEMPORAL = 0.80) of the GCL. In conclusion, our findings suggest that OCT data analysis could facilitate the differential diagnosis of MS and AD.
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Affiliation(s)
- Elena Garcia-Martin
- Department of Ophthalmology, Miguel Servet University Hospital, 50009 Zaragoza, Spain; (E.V.); (M.I.F.); (A.P.)
- Miguel Servet Ophthalmology Innovation and Research Group (GIMSO), Aragon Institute for Health Research (IIS Aragon), Biotech Vision SLP (Spin-Off Company), University of Zaragoza, 50009 Zaragoza, Spain
| | - Daniel Jimeno-Huete
- Biomedical Engineering Group, Department of Electronics, University of Alcalá, 28871 Alcalá de Henares, Spain; (D.J.-H.); (F.J.D.-M.); (J.M.M.-J.); (A.L.-D.)
| | - Francisco J. Dongil-Moreno
- Biomedical Engineering Group, Department of Electronics, University of Alcalá, 28871 Alcalá de Henares, Spain; (D.J.-H.); (F.J.D.-M.); (J.M.M.-J.); (A.L.-D.)
| | - Luciano Boquete
- Biomedical Engineering Group, Department of Electronics, University of Alcalá, 28871 Alcalá de Henares, Spain; (D.J.-H.); (F.J.D.-M.); (J.M.M.-J.); (A.L.-D.)
| | - Eva M. Sánchez-Morla
- Institute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañón, 28007 Madrid, Spain
- School of Medicine, Universidad Complutense, 28040 Madrid, Spain
| | - Juan M. Miguel-Jiménez
- Biomedical Engineering Group, Department of Electronics, University of Alcalá, 28871 Alcalá de Henares, Spain; (D.J.-H.); (F.J.D.-M.); (J.M.M.-J.); (A.L.-D.)
| | - Almudena López-Dorado
- Biomedical Engineering Group, Department of Electronics, University of Alcalá, 28871 Alcalá de Henares, Spain; (D.J.-H.); (F.J.D.-M.); (J.M.M.-J.); (A.L.-D.)
| | - Elisa Vilades
- Department of Ophthalmology, Miguel Servet University Hospital, 50009 Zaragoza, Spain; (E.V.); (M.I.F.); (A.P.)
- Miguel Servet Ophthalmology Innovation and Research Group (GIMSO), Aragon Institute for Health Research (IIS Aragon), Biotech Vision SLP (Spin-Off Company), University of Zaragoza, 50009 Zaragoza, Spain
| | - Maria I. Fuertes
- Department of Ophthalmology, Miguel Servet University Hospital, 50009 Zaragoza, Spain; (E.V.); (M.I.F.); (A.P.)
- Miguel Servet Ophthalmology Innovation and Research Group (GIMSO), Aragon Institute for Health Research (IIS Aragon), Biotech Vision SLP (Spin-Off Company), University of Zaragoza, 50009 Zaragoza, Spain
| | - Ana Pueyo
- Department of Ophthalmology, Miguel Servet University Hospital, 50009 Zaragoza, Spain; (E.V.); (M.I.F.); (A.P.)
- Miguel Servet Ophthalmology Innovation and Research Group (GIMSO), Aragon Institute for Health Research (IIS Aragon), Biotech Vision SLP (Spin-Off Company), University of Zaragoza, 50009 Zaragoza, Spain
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Mirmosayyeb O, Yazdan Panah M, Mokary Y, Ghaffary EM, Ghoshouni H, Zivadinov R, Weinstock-Guttman B, Jakimovski D. Optical coherence tomography (OCT) measurements and disability in multiple sclerosis (MS): A systematic review and meta-analysis. J Neurol Sci 2023; 454:120847. [PMID: 37924591 DOI: 10.1016/j.jns.2023.120847] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Revised: 09/28/2023] [Accepted: 10/18/2023] [Indexed: 11/06/2023]
Abstract
BACKGROUND Studies have demonstrated that people with multiple sclerosis (pwMS) experience visual impairments and neurodegenerative retinal processes. The disability progression in pwMS may be associated with retinal changes assessed with optical coherence tomography (OCT). This meta-analysis aims at synthesizing the correlations between OCT measurements of disability in pwMS. METHODS We systematically searched four databases (PubMed/MEDLINE, Embase, Scopus, and Web of Science) from inception to November 2022, then conducted a meta-analysis using a random effects model to determine the pooled correlation coefficient(r) between OCT measurements and disability scales by R version 4.2.3 with the meta version 6.2-1 package. RESULTS From 3129 studies, 100 studies were included. Among 9051 pwMS, the female-to-male ratio was 3.15:1, with a mean age of 39.57 ± 6.07 years. The mean disease duration and Expanded Disability Status Scale (EDSS) were 8.5 ± 3.7 and 2.7 ± 1.1, respectively. Among the pooled subgroup analyses, macular ganglion cell inner plexiform layer (mGCIPL) in patients with relapsing-remitting (pwRRMS) and peripapillary retinal nerve fiber layer (pRNFL) in patients with progressive MS (pwPMS) had strong correlations with EDSS, r = -0.33 (95% CI: -0.45 to -0.20, I2 = 45%, z-score = -4.86, p < 0.001) and r = -0.20 (95% CI:-0.58 to 0.26, I2 = 76%, z-score = -0.85, p = 0.395), respectively. According to subgroup analysis on pwMS without optic neuritis (ON) history, the largest correlation was seen between EDSS and macular ganglion cell complex (mGCC): r = -0.39 (95% CI: -0.70 to 0.04, I2 = 79%, z-score = -1.79, p = 0.073). CONCLUSION OCT measurements are correlated with disability in pwMS, and they can complement the comprehensive neurological visit as an additional paraclinical test.
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Affiliation(s)
- Omid Mirmosayyeb
- Department of Neurology, Jacobs Comprehensive MS Treatment and Research Center, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, NY, USA
| | - Mohammad Yazdan Panah
- Isfahan Neurosciences Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Yousef Mokary
- Isfahan Neurosciences Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Elham Moases Ghaffary
- Isfahan Neurosciences Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Hamed Ghoshouni
- Isfahan Neurosciences Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Robert Zivadinov
- Buffalo Neuroimaging Analysis Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, 100 High Street, Buffalo, NY 14203, USA; Center for Biomedical Imaging at the Clinical Translational Science Institute, University at Buffalo, State University of New York, Buffalo, NY, USA
| | - Bianca Weinstock-Guttman
- Department of Neurology, Jacobs Comprehensive MS Treatment and Research Center, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, NY, USA
| | - Dejan Jakimovski
- Department of Neurology, Jacobs Comprehensive MS Treatment and Research Center, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, NY, USA; Buffalo Neuroimaging Analysis Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, 100 High Street, Buffalo, NY 14203, USA.
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Cerdá-Fuertes N, Stoessel M, Mickeliunas G, Pless S, Cagol A, Barakovic M, Maceski AM, Álvarez González C, D’ Souza M, Schaedlin S, Benkert P, Calabrese P, Gugleta K, Derfuss T, Sprenger T, Granziera C, Naegelin Y, Kappos L, Kuhle J, Papadopoulou A. Optical coherence tomography versus other biomarkers: Associations with physical and cognitive disability in multiple sclerosis. Mult Scler 2023; 29:1540-1550. [PMID: 37772490 PMCID: PMC10637109 DOI: 10.1177/13524585231198760] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Revised: 08/03/2023] [Accepted: 08/05/2023] [Indexed: 09/30/2023]
Abstract
BACKGROUND Optical coherence tomography (OCT) is a biomarker of neuroaxonal loss in multiple sclerosis (MS). OBJECTIVE The objective was to assess the relative role of OCT, next to magnetic resonance imaging (MRI) and serum markers of disability in MS. METHODS A total of 100 patients and 52 controls underwent OCT to determine peripapillary retinal nerve fiber layer (pRNFL) and ganglion cell-inner plexiform layers (GCIPL). Serum neurofilament light chain (sNfL), total lesion volume (TLV), and brain parenchymal fraction (BPF) were also assessed. The associations of OCT with disability were examined in linear regression models with correction for age, vision, and education. RESULTS In patients, pRNFL was associated with the Symbol Digit Modalities Test (SDMT; p = 0.030). In the multivariate analysis including sNfL and MRI measures, pRNFL (β = 0.19, p = 0.044) and TLV (β = -0.24, p = 0.023) were the only markers associated with the SDMT. pRNFL (p < 0.001) and GCIPL (p < 0.001) showed associations with the Expanded Disability Status Scale (EDSS). In the multivariate analysis, GCIPL showed the strongest association with the EDSS (β = -0.32, p < 0.001) followed by sNfL (β = 0.18, p = 0.024). CONCLUSION The associations of OCT measures with cognitive and physical disability were independent of serum and brain MRI markers of neuroaxonal loss. OCT can be an important tool for stratification in MS, while longitudinal studies using combinations of biomarkers are warranted.
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Affiliation(s)
- Nuria Cerdá-Fuertes
- Department of Clinical Research, University Hospital of Basel, University of Basel, Basel, Switzerland
- Translational Imaging in Neurology (ThINK) Basel, Department of Medicine and Biomedical Engineering, University Hospital Basel, University of Basel, Basel, Switzerland
- Research Center for Clinical Neuroimmunology and Neuroscience, University of Basel, Basel, Switzerland
- Neurostatus AG, University Hospital of Basel, Basel, Switzerland
| | - Marc Stoessel
- Department of Clinical Research, University Hospital of Basel, University of Basel, Basel, Switzerland
- Translational Imaging in Neurology (ThINK) Basel, Department of Medicine and Biomedical Engineering, University Hospital Basel, University of Basel, Basel, Switzerland
- Research Center for Clinical Neuroimmunology and Neuroscience, University of Basel, Basel, Switzerland
| | | | - Silvan Pless
- Research Center for Clinical Neuroimmunology and Neuroscience, University of Basel, Basel, Switzerland
- Faculty of Psychology and interdisciplinary Platform Psychology and Psychiatry, Division of Molecular and Cognitive Neuroscience, University of Basel, Basel, Switzerland
| | - Alessandro Cagol
- Translational Imaging in Neurology (ThINK) Basel, Department of Medicine and Biomedical Engineering, University Hospital Basel, University of Basel, Basel, Switzerland
- Research Center for Clinical Neuroimmunology and Neuroscience, University of Basel, Basel, Switzerland
| | - Muhamed Barakovic
- Translational Imaging in Neurology (ThINK) Basel, Department of Medicine and Biomedical Engineering, University Hospital Basel, University of Basel, Basel, Switzerland
- Research Center for Clinical Neuroimmunology and Neuroscience, University of Basel, Basel, Switzerland
| | | | | | - Marcus D’ Souza
- Neurostatus AG, University Hospital of Basel, Basel, Switzerland
| | - Sabine Schaedlin
- Department of Clinical Research, University Hospital of Basel, University of Basel, Basel, Switzerland
- Research Center for Clinical Neuroimmunology and Neuroscience, University of Basel, Basel, Switzerland
| | - Pascal Benkert
- Department of Clinical Research, University Hospital of Basel, University of Basel, Basel, Switzerland
- Research Center for Clinical Neuroimmunology and Neuroscience, University of Basel, Basel, Switzerland
| | - Pasquale Calabrese
- Faculty of Psychology and interdisciplinary Platform Psychology and Psychiatry, Division of Molecular and Cognitive Neuroscience, University of Basel, Basel, Switzerland
| | - Konstantin Gugleta
- University Eye Clinic Basel, University Hospital of Basel, University of Basel, Basel, Switzerland
| | - Tobias Derfuss
- Research Center for Clinical Neuroimmunology and Neuroscience, University of Basel, Basel, Switzerland
- Department of Neurology, University Hospital of Basel, Basel, Switzerland
| | - Till Sprenger
- Department of Neurology, DKD Helios Klinik Wiesbaden, Wiesbaden, Germany
| | - Cristina Granziera
- Translational Imaging in Neurology (ThINK) Basel, Department of Medicine and Biomedical Engineering, University Hospital Basel, University of Basel, Basel, Switzerland
- Research Center for Clinical Neuroimmunology and Neuroscience, University of Basel, Basel, Switzerland
- Department of Neurology, University Hospital of Basel, Basel, Switzerland
| | - Yvonne Naegelin
- Research Center for Clinical Neuroimmunology and Neuroscience, University of Basel, Basel, Switzerland
- Department of Neurology, University Hospital of Basel, Basel, Switzerland
| | - Ludwig Kappos
- Research Center for Clinical Neuroimmunology and Neuroscience, University of Basel, Basel, Switzerland
| | - Jens Kuhle
- Department of Clinical Research, University Hospital of Basel, University of Basel, Basel, Switzerland
- Research Center for Clinical Neuroimmunology and Neuroscience, University of Basel, Basel, Switzerland
- Department of Neurology, University Hospital of Basel, Basel, Switzerland
| | - Athina Papadopoulou
- Department of Clinical Research, University Hospital of Basel, University of Basel, Basel, Switzerland
- Research Center for Clinical Neuroimmunology and Neuroscience, University of Basel, Basel, Switzerland
- Department of Neurology, University Hospital of Basel, Basel, Switzerland
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Rosenkranz SC, Gutmann L, Has Silemek AC, Dorr M, Häußler V, Lüpke M, Mönch A, Reinhardt S, Kuhle J, Tilsley P, Heesen C, Friese MA, Brandt A, Paul F, Zimmermann H, Stellmann JP. Visual function resists early neurodegeneration in the visual system in primary progressive multiple sclerosis. J Neurol Neurosurg Psychiatry 2023; 94:924-933. [PMID: 37433662 DOI: 10.1136/jnnp-2023-331183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Accepted: 05/31/2023] [Indexed: 07/13/2023]
Abstract
BACKGROUND Neurodegeneration in multiple sclerosis (MS) affects the visual system but dynamics and pathomechanisms over several years especially in primary progressive MS (PPMS) are not fully understood. METHODS We assessed longitudinal changes in visual function, retinal neurodegeneration using optical coherence tomography, MRI and serum NfL (sNfL) levels in a prospective PPMS cohort and matched healthy controls. We investigated the changes over time, correlations between outcomes and with loss of visual function. RESULTS We followed 81 patients with PPMS (mean disease duration 5.9 years) over 2.7 years on average. Retinal nerve fibre layer thickness (RNFL) was reduced in comparison with controls (90.1 vs 97.8 µm; p<0.001). Visual function quantified by the area under the log contrast sensitivity function (AULCSF) remained stable over a continuous loss of RNFL (0.46 µm/year, 95% CI 0.10 to 0.82; p=0.015) up until a mean turning point of 91 µm from which the AULCSF deteriorated. Intereye RNFL asymmetry above 6 µm, suggestive of subclinical optic neuritis, occurred in 15 patients and was related to lower AULCSF but occurred also in 5 out of 44 controls. Patients with an AULCSF progression had a faster increase in Expanded Disability Status Scale (beta=0.17/year, p=0.043). sNfL levels were elevated in patients (12.2 pg/mL vs 8.0 pg/mL, p<0.001), but remained stable during follow-up (beta=-0.14 pg/mL/year, p=0.291) and were not associated with other outcomes. CONCLUSION Whereas neurodegeneration in the anterior visual system is already present at onset, visual function is not impaired until a certain turning point. sNfL is not correlated with structural or functional impairment in the visual system.
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Affiliation(s)
- Sina C Rosenkranz
- Institut für Neuroimmunologie und Multiple Sklerose (INIMS), Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
| | - Lilija Gutmann
- Institut für Neuroimmunologie und Multiple Sklerose (INIMS), Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
| | - Arzu Ceylan Has Silemek
- Institut für Neuroimmunologie und Multiple Sklerose (INIMS), Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
| | | | - Vivien Häußler
- Institut für Neuroimmunologie und Multiple Sklerose (INIMS), Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
| | - Margareta Lüpke
- Institut für Neuroimmunologie und Multiple Sklerose (INIMS), Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
| | - Andrea Mönch
- Institut für Neuroimmunologie und Multiple Sklerose (INIMS), Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
| | - Stefanie Reinhardt
- Institut für Neuroimmunologie und Multiple Sklerose (INIMS), Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
| | - Jens Kuhle
- Multiple Sclerosis Centre and Research Center for Clinical Neuroimmunology and Neuroscience (RC2NB), Departments of Biomedicine and Clinical Research, University Hospital and University of Basel, Basel, Switzerland
- Department of Neurology, University Hospital and University of Basel, Basel, Switzerland
| | - Penelope Tilsley
- CEMEREM, APHM, Hôpital de la Timone, Marseille, France
- CRMBM, Aix Marseille Univ, CNRS, Marseille, France
| | - Christoph Heesen
- Institut für Neuroimmunologie und Multiple Sklerose (INIMS), Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
| | - Manuel A Friese
- Institut für Neuroimmunologie und Multiple Sklerose (INIMS), Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
| | - Alexander Brandt
- Experimental and Clinical Research Center, Max Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- Department of Neurology, University of California Irvine, Irvine, California, USA
| | - Friedemann Paul
- Experimental and Clinical Research Center, Max Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Hanna Zimmermann
- Experimental and Clinical Research Center, Max Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Jan-Patrick Stellmann
- Institut für Neuroimmunologie und Multiple Sklerose (INIMS), Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
- CEMEREM, APHM, Hôpital de la Timone, Marseille, France
- CRMBM, Aix Marseille Univ, CNRS, Marseille, France
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Dorsch EM, Röhling HM, Zocholl D, Hafermann L, Paul F, Schmitz-Hübsch T. Progression events defined by home-based assessment of motor function in multiple sclerosis: protocol of a prospective study. Front Neurol 2023; 14:1258635. [PMID: 37881311 PMCID: PMC10597627 DOI: 10.3389/fneur.2023.1258635] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Accepted: 09/26/2023] [Indexed: 10/27/2023] Open
Abstract
Background This study relates to emerging concepts of appropriate trial designs to evaluate effects of intervention on the accumulation of irreversible disability in multiple sclerosis (MS). Major starting points of our study are the known limitations of current definitions of disability progression by rater-based clinical assessment and the high relevance of gait and balance dysfunctions in MS. The study aims to explore a novel definition of disease progression using repeated instrumental assessment of relevant motor functions performed by patients in their home setting. Methods The study is a prospective single-center observational cohort study with the primary outcome acquired by participants themselves, a home-based assessment of motor functions based on an RGB-Depth (RGB-D) camera, a camera that provides both depth (D) and color (RGB) data. Participants are instructed to perform and record a set of simple motor tasks twice a day over a one-week period every 6 months. Assessments are complemented by a set of questionnaires. Annual research grade assessments are acquired at dedicated study visits and include clinical ratings as well as structural imaging (MRI and optical coherence tomography). In addition, clinical data from routine visits is provided semiannually by treating neurologists. The observation period is 24 months for the primary endpoint with an additional clinical assessment at 27 month to confirm progression defined by the Expanded Disability Status Scale (EDSS). Secondary analyses aim to explore the time course of changes in motor parameters and performance of the novel definition against different alternative definitions of progression in MS. The study was registered at Deutsches Register für Klinische Studien (DRKS00027042). Discussion The study design presented here investigates disease progression defined by marker-less home-based assessment of motor functions against 3-month confirmed disease progression (3 m-CDP) defined by the EDSS. The technical approach was chosen due to previous experience in lab-based settings. The observation time per participant of 24, respectively, 27 months is commonly conceived as the lower limit needed to study disability progression. Defining a valid digital motor outcome for disease progression in MS may help to reduce observation times in clinical trials and add confidence to the detection of progression events in MS.
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Affiliation(s)
- Eva-Maria Dorsch
- Experimental and Clinical Research Center, a Cooperation between the Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association and the Charité—Universitätsmedizin Berlin, Berlin, Germany
- Experimental and Clinical Research Center, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
- Department of Neurology, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany
- Neuroscience Clinical Research Center, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany
| | - Hanna Marie Röhling
- Experimental and Clinical Research Center, a Cooperation between the Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association and the Charité—Universitätsmedizin Berlin, Berlin, Germany
- Experimental and Clinical Research Center, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
- Motognosis GmbH, Berlin, Germany
| | - Dario Zocholl
- Institute of Biometry and Clinical Epidemiology, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Lorena Hafermann
- Institute of Biometry and Clinical Epidemiology, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Friedemann Paul
- Experimental and Clinical Research Center, a Cooperation between the Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association and the Charité—Universitätsmedizin Berlin, Berlin, Germany
- Experimental and Clinical Research Center, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
- Department of Neurology, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany
- Neuroscience Clinical Research Center, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany
| | - Tanja Schmitz-Hübsch
- Experimental and Clinical Research Center, a Cooperation between the Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association and the Charité—Universitätsmedizin Berlin, Berlin, Germany
- Experimental and Clinical Research Center, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
- Neuroscience Clinical Research Center, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany
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Huang SC, Pisa M, Guerrieri S, Dalla Costa G, Comi G, Leocani L. Optical coherence tomography with voxel-based morphometry: a new tool to unveil focal retinal neurodegeneration in multiple sclerosis. Brain Commun 2023; 6:fcad249. [PMID: 38328398 PMCID: PMC10847824 DOI: 10.1093/braincomms/fcad249] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2023] [Revised: 07/25/2023] [Accepted: 09/25/2023] [Indexed: 02/09/2024] Open
Abstract
Neurodegeneration is the main contributor to disability accumulation in multiple sclerosis. Previous studies in neuro-ophthalmology have revealed that neurodegeneration in multiple sclerosis also affects the neuro-retina. Optical coherence tomography has been used to measure thinning of retinal layers, which correlates with several other markers for axonal/neuronal loss in multiple sclerosis. However, the existing analytical tools have limitations in terms of sensitivity and do not provide topographical information. In this study, we aim to evaluate whether voxel-based morphometry can increase sensitivity in detecting neuroaxonal degeneration in the retina and offer topographical information. A total of 131 people with multiple sclerosis (41 clinically isolated syndrome, 53 relapsing-remitting and 37 progressive multiple sclerosis) and 50 healthy subjects were included. Only eyes with normal global peripapillary retinal nerve fibre layer thickness and no history of optic neuritis were considered. Voxel-based morphometry and voxel-wise statistical comparisons were performed on the following: (i) patients at different disease stages and 2) patients who experienced the first demyelination attack without subclinical optic neuritis, assessed by visual evoked potentials. Standard parameters failed to discern any differences; however, voxel-based morphometry-optical coherence tomography successfully detected focal macular atrophy of retinal nerve fibre layer and ganglion cell/inner plexiform layer, along with thickening of inner nuclear layer in patients who experienced the first demyelination attack (disease duration = 4.2 months). Notably, the atrophy pattern of the ganglion cell/inner plexiform layer was comparable across disease phenotypes. In contrast, the retinal nerve fibre layer atrophy spread from the optic nerve head to the fovea as the disease evolved towards the progressive phase. Furthermore, for patients who experienced the first neurological episode, the severity of retinal nerve fibre layer atrophy at entry could predict a second attack. Our results demonstrate that voxel-based morphometry-optical coherence tomography exhibits greater sensitivity than standard parameters in detecting focal retinal atrophy, even at clinical presentation, in eyes with no history of optic neuritis and with normal latency of visual evoked potentials. Thinning of the ganglion cell/inner plexiform layer primarily concentrated in nasal perifovea in all disease phenotypes, indicating selective vulnerability of retinal ganglion cells and their perifoveal axons. Conversely, the degree of retinal nerve fibre layer thinning seems to be related to the clinical course of multiple sclerosis. The findings suggest bidirectional neurodegeneration in the visual pathway. Voxel-based morphometry-optical coherence tomography shows potential as a valuable tool for monitoring neurodegeneration on a patient level and evaluating the efficacy of novel neuroprotective treatments.
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Affiliation(s)
- Su-Chun Huang
- Experimental Neurophysiology Unit, Institute of Experimental Neurology-INSPE, San Raffaele Scientific Institute, Milan 20132, Italy
| | - Marco Pisa
- Experimental Neurophysiology Unit, Institute of Experimental Neurology-INSPE, San Raffaele Scientific Institute, Milan 20132, Italy
| | - Simone Guerrieri
- Experimental Neurophysiology Unit, Institute of Experimental Neurology-INSPE, San Raffaele Scientific Institute, Milan 20132, Italy
| | - Gloria Dalla Costa
- Experimental Neurophysiology Unit, Institute of Experimental Neurology-INSPE, San Raffaele Scientific Institute, Milan 20132, Italy
| | - Giancarlo Comi
- Faculty of Medicine, Vita-Salute San Raffaele University, Milan 20132, Italy
- Department of Neurorehabilitation Science, Casa di Cura Igea, Milan 20144, Italy
| | - Letizia Leocani
- Experimental Neurophysiology Unit, Institute of Experimental Neurology-INSPE, San Raffaele Scientific Institute, Milan 20132, Italy
- Faculty of Medicine, Vita-Salute San Raffaele University, Milan 20132, Italy
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Hernandez M, Ramon-Julvez U, Vilades E, Cordon B, Mayordomo E, Garcia-Martin E. Explainable artificial intelligence toward usable and trustworthy computer-aided diagnosis of multiple sclerosis from Optical Coherence Tomography. PLoS One 2023; 18:e0289495. [PMID: 37549174 PMCID: PMC10406231 DOI: 10.1371/journal.pone.0289495] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Accepted: 07/19/2023] [Indexed: 08/09/2023] Open
Abstract
BACKGROUND Several studies indicate that the anterior visual pathway provides information about the dynamics of axonal degeneration in Multiple Sclerosis (MS). Current research in the field is focused on the quest for the most discriminative features among patients and controls and the development of machine learning models that yield computer-aided solutions widely usable in clinical practice. However, most studies are conducted with small samples and the models are used as black boxes. Clinicians should not trust machine learning decisions unless they come with comprehensive and easily understandable explanations. MATERIALS AND METHODS A total of 216 eyes from 111 healthy controls and 100 eyes from 59 patients with relapsing-remitting MS were enrolled. The feature set was obtained from the thickness of the ganglion cell layer (GCL) and the retinal nerve fiber layer (RNFL). Measurements were acquired by the novel Posterior Pole protocol from Spectralis Optical Coherence Tomography (OCT) device. We compared two black-box methods (gradient boosting and random forests) with a glass-box method (explainable boosting machine). Explainability was studied using SHAP for the black-box methods and the scores of the glass-box method. RESULTS The best-performing models were obtained for the GCL layer. Explainability pointed out to the temporal location of the GCL layer that is usually broken or thinning in MS and the relationship between low thickness values and high probability of MS, which is coherent with clinical knowledge. CONCLUSIONS The insights on how to use explainability shown in this work represent a first important step toward a trustworthy computer-aided solution for the diagnosis of MS with OCT.
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Affiliation(s)
- Monica Hernandez
- Computer Science Department, University of Zaragoza, Zaragoza, Spain
- Aragon Institute on Engineering Research, Zaragoza, Spain
| | - Ubaldo Ramon-Julvez
- Computer Science Department, University of Zaragoza, Zaragoza, Spain
- Aragon Institute on Engineering Research, Zaragoza, Spain
| | - Elisa Vilades
- Ophtalmology Department, Miguel Servet Hospital, Zaragoza, Spain
| | - Beatriz Cordon
- Ophtalmology Department, Miguel Servet Hospital, Zaragoza, Spain
| | - Elvira Mayordomo
- Computer Science Department, University of Zaragoza, Zaragoza, Spain
- Aragon Institute on Engineering Research, Zaragoza, Spain
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Bower A, Makhani N. Radiologically Isolated Syndrome and the Multiple Sclerosis Prodrome in Pediatrics: Early Features of the Spectrum of Demyelination. Semin Pediatr Neurol 2023; 46:101053. [PMID: 37451751 DOI: 10.1016/j.spen.2023.101053] [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: 02/22/2023] [Revised: 05/05/2023] [Accepted: 05/07/2023] [Indexed: 07/18/2023]
Abstract
Radiologically isolated syndrome refers to the clinical scenario in which individuals have imaging concerning for multiple sclerosis and would otherwise satisfy radiographic dissemination in space criteria, but do not have any attributable signs or symptoms. Radiologically isolated syndrome has been increasingly recognized in the pediatric population and it is understood certain individuals will transition to a formal diagnosis of multiple sclerosis over time. This review aims to outline the available data within this unique population including the diagnostic criteria, epidemiology, risk factors associated with transitioning to multiple sclerosis, and the current therapeutic landscape. Radiologically isolated syndrome will also be positioned within a broader spectrum of demyelinating disease as recent data has pointed towards a likely prodromal phase that precedes a first clinical event and diagnosis of multiple sclerosis. Characterizing the radiographic features, clinical symptoms, and biomarkers that constitute this prodromal phase of multiple sclerosis would help identify patients who may most benefit from early intervention in the future.
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Affiliation(s)
- Aaron Bower
- Department of Neurology, Yale School of Medicine, New Haven, CT
| | - Naila Makhani
- Department of Neurology, Yale School of Medicine, New Haven, CT; Department of Pediatrics, Yale School of Medicine, New Haven, CT.
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Patil SA, Joseph B, Tagliani P, Sastre-Garriga J, Montalban X, Vidal-Jordana A, Galetta SL, Balcer LJ, Kenney RC. Longitudinal stability of inter-eye differences in optical coherence tomography measures for identifying unilateral optic nerve lesions in multiple sclerosis. J Neurol Sci 2023; 449:120669. [PMID: 37167654 DOI: 10.1016/j.jns.2023.120669] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Revised: 04/27/2023] [Accepted: 04/30/2023] [Indexed: 05/13/2023]
Abstract
INTRODUCTION Optical coherence tomography (OCT)-derived peripapillary retinal nerve fiber layer (pRNFL) and ganglion cell+inner plexiform layer (GCIPL) thickness inter-eye differences (IEDs) are robust measurements for identifying clinical history acute ON in people with MS (PwMS). This study investigated the utility and durability of these measures as longitudinal markers to identify optic nerve lesions. METHODS Prospective, multi-center international study of PwMS (with/without clinical history of ON) and healthy controls. Data from two sites in the International MS Visual System Consortium (IMSVISUAL) were analyzed. Mixed-effects models were used to compare inter-eye differences based on MS and acute ON history. RESULTS Average age of those with MS (n = 210) was 39.1 ± 10.8 and 190 (91%) were relapsing-remitting. Fifty-nine (28.1%) had a history of acute unilateral ON, while 9/210 (4.3%) had >1 IB episode. Median follow-up between OCT scans was 9 months. By mixed-effects modeling, IEDs were stable between first and last visits within groups for GCIPL for controls (p = 0.18), all PwMS (p = 0.74), PwMs without ON (p = 0.22), and PwMS with ON (p = 0.48). For pRNFL, IEDs were within controls (p = 0.10), all PwMS (p = 0.53), PwMS without ON history (p = 0.98), and PwMS with history of ON (p = 0.81). CONCLUSION We demonstrated longitudinal stability of pRNFL and GCIPL IEDs as markers for optic nerve lesions in PwMS, thus reinforcing the role for OCT in demonstrating optic nerve lesions.
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Affiliation(s)
- Sachi A Patil
- Departments of Ophthalmology, New York University Grossman School of Medicine, New York, NY, USA.
| | - Binu Joseph
- Neurology, New York University Grossman School of Medicine, New York, NY, USA.
| | - Paula Tagliani
- Neurology Department, Multiple Sclerosis Centre of Catalonia (Cemcat), Vall d'Hebron University Hospital, Barcelona, Spain.
| | - Jaume Sastre-Garriga
- Neurology Department, Multiple Sclerosis Centre of Catalonia (Cemcat), Vall d'Hebron University Hospital, Barcelona, Spain.
| | - Xavier Montalban
- Neurology Department, Multiple Sclerosis Centre of Catalonia (Cemcat), Vall d'Hebron University Hospital, Barcelona, Spain.
| | - Angela Vidal-Jordana
- Neurology Department, Multiple Sclerosis Centre of Catalonia (Cemcat), Vall d'Hebron University Hospital, Barcelona, Spain.
| | - Steven L Galetta
- Departments of Ophthalmology, New York University Grossman School of Medicine, New York, NY, USA; Neurology, New York University Grossman School of Medicine, New York, NY, USA.
| | - Laura J Balcer
- Departments of Ophthalmology, New York University Grossman School of Medicine, New York, NY, USA; Neurology, New York University Grossman School of Medicine, New York, NY, USA; Population Health, New York University Grossman School of Medicine, New York, NY, USA.
| | - Rachel C Kenney
- Neurology, New York University Grossman School of Medicine, New York, NY, USA; Population Health, New York University Grossman School of Medicine, New York, NY, USA; Departments of Radiology and Radiological Sciences, Vanderbilt University School of Medicine, Nashville, TN, USA; Medicine, Vanderbilt University School of Medicine, Nashville, TN, USA.
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Collorone S, Foster MA, Toosy AT. Advanced central nervous system imaging biomarkers in radiologically isolated syndrome: a mini review. Front Neurol 2023; 14:1172807. [PMID: 37273705 PMCID: PMC10235479 DOI: 10.3389/fneur.2023.1172807] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Accepted: 05/02/2023] [Indexed: 06/06/2023] Open
Abstract
Radiologically isolated syndrome is characterised by central nervous system white-matter hyperintensities highly suggestive of multiple sclerosis in individuals without a neurological history of clinical demyelinating episodes. It probably represents the pre-symptomatic phase of clinical multiple sclerosis but is poorly understood. This mini review summarises our current knowledge regarding advanced imaging techniques in radiologically isolated syndrome that provide insights into its pathobiology and prognosis. The imaging covered will include magnetic resonance imaging-derived markers of central nervous system volumetrics, connectivity, and the central vein sign, alongside optical coherence tomography-related metrics.
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Affiliation(s)
| | | | - Ahmed T. Toosy
- Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, United Kingdom
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Bsteh G, Hegen H, Altmann P, Auer M, Berek K, Di Pauli F, Haider L, Kornek B, Krajnc N, Leutmezer F, Macher S, Rommer P, Walchhofer LM, Zebenholzer K, Zulehner G, Deisenhammer F, Pemp B, Berger T. Retinal layer thickness predicts disability accumulation in early relapsing multiple sclerosis. Eur J Neurol 2023; 30:1025-1034. [PMID: 36719184 DOI: 10.1111/ene.15718] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2022] [Revised: 01/23/2023] [Accepted: 01/24/2023] [Indexed: 02/01/2023]
Abstract
BACKGROUND AND PURPOSE This study was undertaken to investigate baseline peripapillary retinal nerve fiber layer (pRNFL) and macular ganglion cell and inner plexiform layer (GCIPL) thickness for prediction of disability accumulation in early relapsing multiple sclerosis (RMS). METHODS From a prospective observational study, we included patients with newly diagnosed RMS and obtained spectral-domain optical coherence tomography scan within 90 days after RMS diagnosis. Impact of pRNFL and GCIPL thickness for prediction of disability accumulation (confirmed Expanded Disability Status Scale [EDSS] score ≥ 3.0) was tested by multivariate (adjusted hazard ratio [HR] with 95% confidence interval [CI]) Cox regression models. RESULTS We analyzed 231 MS patients (mean age = 30.3 years, SD = 8.1, 74% female) during a median observation period of 61 months (range = 12-93). Mean pRNFL thickness was 92.6 μm (SD = 12.1), and mean GCIPL thickness was 81.4 μm (SD = 11.8). EDSS ≥ 3 was reached by 28 patients (12.1%) after a median 49 months (range = 9-92). EDSS ≥ 3 was predicted with GCIPL < 77 μm (HR = 2.7, 95% CI = 1.6-4.2, p < 0.001) and pRNFL thickness ≤ 88 μm (HR = 2.0, 95% CI = 1.4-3.3, p < 0.001). Higher age (HR = 1.4 per 10 years, p < 0.001), incomplete remission of first clinical attack (HR = 2.2, p < 0.001), ≥10 magnetic resonance imaging (MRI) lesions (HR = 2.0, p < 0.001), and infratentorial MRI lesions (HR = 1.9, p < 0.001) were associated with increased risk of disability accumulation, whereas highly effective disease-modifying treatment was protective (HR = 0.6, p < 0.001). Type of first clinical attack and presence of oligoclonal bands were not significantly associated. CONCLUSIONS Retinal layer thickness (GCIPL more than pRNFL) is a useful predictor of future disability accumulation in RMS, independently adding to established markers.
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Affiliation(s)
- Gabriel Bsteh
- Department of Neurology, Medical University of Vienna, Vienna, Austria
| | - Harald Hegen
- Department of Neurology, Medical University of Innsbruck, Innsbruck, Austria
| | - Patrick Altmann
- Department of Neurology, Medical University of Vienna, Vienna, Austria
| | - Michael Auer
- Department of Neurology, Medical University of Innsbruck, Innsbruck, Austria
| | - Klaus Berek
- Department of Neurology, Medical University of Innsbruck, Innsbruck, Austria
| | - Franziska Di Pauli
- Department of Neurology, Medical University of Innsbruck, Innsbruck, Austria
| | - Lukas Haider
- Department of Neuroradiology, Medical University of Vienna, Vienna, Austria
| | - Barbara Kornek
- Department of Neurology, Medical University of Vienna, Vienna, Austria
| | - Nik Krajnc
- Department of Neurology, Medical University of Vienna, Vienna, Austria
| | - Fritz Leutmezer
- Department of Neurology, Medical University of Vienna, Vienna, Austria
| | - Stefan Macher
- Department of Neurology, Medical University of Vienna, Vienna, Austria
| | - Paulus Rommer
- Department of Neurology, Medical University of Vienna, Vienna, Austria
| | | | - Karin Zebenholzer
- Department of Neurology, Medical University of Vienna, Vienna, Austria
| | - Gudrun Zulehner
- Department of Neurology, Medical University of Vienna, Vienna, Austria
| | | | - Berthold Pemp
- Department of Ophthalmology, Medical University of Vienna, Vienna, Austria
| | - Thomas Berger
- Department of Neurology, Medical University of Vienna, Vienna, Austria
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Wauschkuhn J, Solorza Buenrostro G, Aly L, Asseyer S, Wicklein R, Hartberger JM, Ruprecht K, Mühlau M, Schmitz-Hübsch T, Chien C, Berthele A, Brandt AU, Korn T, Paul F, Hemmer B, Zimmermann HG, Knier B. Retinal ganglion cell loss is associated with future disability worsening in early relapsing-remitting multiple sclerosis. Eur J Neurol 2023; 30:982-990. [PMID: 36635219 DOI: 10.1111/ene.15681] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Revised: 10/03/2022] [Accepted: 12/29/2022] [Indexed: 01/14/2023]
Abstract
BACKGROUND AND PURPOSE Thinning of the retinal combined ganglion cell and inner plexiform layer (GCIP) as measured by optical coherence tomography (OCT) is a common finding in patients with multiple sclerosis. This study aimed to investigate whether a single retinal OCT analysis allows prediction of future disease activity after a first demyelinating event. METHODS This observational cohort study included 201 patients with recently diagnosed clinically isolated syndrome or relapsing-remitting multiple sclerosis from two German tertiary referral centers. Individuals underwent neurological examination, magnetic resonance imaging, and OCT at baseline and at yearly follow-up visits. RESULTS Patients were included at a median disease duration of 2.0 months. During a median follow-up of 59 (interquartile range = 43-71) months, 82% of patients had ongoing disease activity as demonstrated by failing the no evidence of disease activity 3 (NEDA-3) criteria, and 19% presented with confirmed disability worsening. A GCIP threshold of ≤77 μm at baseline identified patients with a high risk for NEDA-3 failure (hazard ratio [HR] = 1.7, 95% confidence interval [CI] = 1.1-2.8, p = 0.04), and GCIP measures of ≤69 μm predicted disability worsening (HR = 2.2, 95% CI = 1.2-4.3, p = 0.01). Higher rates of annualized GCIP loss increased the risk for disability worsening (HR = 2.5 per 1 μm/year increase of GCIP loss, p = 0.03). CONCLUSIONS Ganglion cell thickness as measured by OCT after the initial manifestation of multiple sclerosis may allow early risk stratification as to future disease activity and progression.
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Affiliation(s)
- Josephine Wauschkuhn
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine, Technical University of Munich, Munich, Germany
| | - Gilberto Solorza Buenrostro
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine and the Helmholtz Association, Charité - University Medicine Berlin, Berlin, Germany
- Experimental and Clinical Research Center, Charité - University Medicine Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany
| | - Lilian Aly
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine, Technical University of Munich, Munich, Germany
| | - Susanna Asseyer
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine and the Helmholtz Association, Charité - University Medicine Berlin, Berlin, Germany
- Experimental and Clinical Research Center, Charité - University Medicine Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany
| | - Rebecca Wicklein
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine, Technical University of Munich, Munich, Germany
| | - Julia Maria Hartberger
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine, Technical University of Munich, Munich, Germany
| | - Klemens Ruprecht
- Department of Neurology, Charité - University Medicine Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Mark Mühlau
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine, Technical University of Munich, Munich, Germany
| | - Tanja Schmitz-Hübsch
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine and the Helmholtz Association, Charité - University Medicine Berlin, Berlin, Germany
- Experimental and Clinical Research Center, Charité - University Medicine Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany
| | - Claudia Chien
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine and the Helmholtz Association, Charité - University Medicine Berlin, Berlin, Germany
- Experimental and Clinical Research Center, Charité - University Medicine Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany
| | - Achim Berthele
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine, Technical University of Munich, Munich, Germany
| | - Alexander U Brandt
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine and the Helmholtz Association, Charité - University Medicine Berlin, Berlin, Germany
- Experimental and Clinical Research Center, Charité - University Medicine Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany
- Department of Neurology, Charité - University Medicine Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- Department of Neurology, University of California, Irvine, Irvine, California, USA
| | - Thomas Korn
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine, Technical University of Munich, Munich, Germany
- Institute for Experimental Neuroimmunology, Technical University of Munich, Munich, Germany
- Munich Cluster of Systems Neurology (SyNergy), Munich, Germany
| | - Friedemann Paul
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine and the Helmholtz Association, Charité - University Medicine Berlin, Berlin, Germany
- Experimental and Clinical Research Center, Charité - University Medicine Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany
- Department of Neurology, Charité - University Medicine Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Bernhard Hemmer
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine, Technical University of Munich, Munich, Germany
- Munich Cluster of Systems Neurology (SyNergy), Munich, Germany
| | - Hanna G Zimmermann
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine and the Helmholtz Association, Charité - University Medicine Berlin, Berlin, Germany
- Experimental and Clinical Research Center, Charité - University Medicine Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany
| | - Benjamin Knier
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine, Technical University of Munich, Munich, Germany
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Rzepiński Ł, Kucharczuk J, Tkaczyńska M, Parisi V, Grzybowski A. Swept-Source Optical Coherence Tomography Thresholds in Differentiating Clinical Outcomes in a Real-World Cohort of Treatment-Naïve Multiple Sclerosis Patients. Brain Sci 2023; 13:brainsci13040591. [PMID: 37190556 DOI: 10.3390/brainsci13040591] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2023] [Revised: 03/26/2023] [Accepted: 03/29/2023] [Indexed: 04/03/2023] Open
Abstract
This study aimed to determine whether peripapillary retinal nerve fiber layer (pRNFL) and ganglion cell–inner plexiform layer (GCIPL) thickness thresholds for single-time-point swept-source optical coherence tomography (SS-OCT) measures can differentiate the clinical outcomes of treatment-naïve people with multiple sclerosis (pwMS). A total of 275 patients with the clinically isolated syndrome (n = 23), benign MS (n = 8), relapsing–remitting MS (n = 185), secondary progressive MS (n = 28), primary progressive MS (n = 31), and with no history of optic neuritis were included. The mean Expanded Disability Status Scale (EDSS) score was 3.0 ± 1.6. The cut-off values of pRNFL (87 µm and 88 µm) and GCIPL (70 µm) thicknesses have been adopted from previous studies using spectral-domain OCT. PwMS with pRNFL ≤87 µm and ≤88 µm had a longer disease duration, more advanced disability, and more frequently progressive MS variants compared to those with greater pRNFL thicknesses. In distinguishing pwMS with disability greater than or equal to the mean EDSS score (EDSS ≥ 3) from those with less severe disability, GCIPL thickness <70 µm had the highest sensitivity, while pRNFL thickness ≤87 µm had the greatest specificity. The optimal cut-off values differentiating patients with EDSS ≥ 3 from those with less severe disability was 63 µm for GCIPL thickness and 93.5 µm for pRNFL thickness. In conclusion, pRNFL and GCIPL thickness thresholds for single-time-point SS-OCT measurements may be helpful in differentiating the disability status of treatment-naïve pwMS.
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Affiliation(s)
- Łukasz Rzepiński
- Department of Neurology, 10th Military Research Hospital and Polyclinic, Powstańców Warszawy 5, 85-681 Bydgoszcz, Poland
- Sanitas—Neurology Outpatient Clinic, Dworcowa 110, 85-010 Bydgoszcz, Poland
| | - Jan Kucharczuk
- Department of Ophthalmology, 10th Military Research Hospital and Polyclinic, Powstańców Warszawy 5, 85-681 Bydgoszcz, Poland
| | - Magda Tkaczyńska
- Department of Surgery, 10th Military Research Hospital and Polyclinic, Powstańców Warszawy 5, 85-681 Bydgoszcz, Poland
| | | | - Andrzej Grzybowski
- Department of Ophthalmology, University of Warmia and Mazury, Żołnierska 18, 10-561 Olsztyn, Poland
- Institute for Research in Ophthalmology, Foundation for Ophthalmology Development, Mickiewicza 24/3B, 60-836 Poznan, Poland
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Changes in Retinal Thickness and Brain Volume during 6.8-Year Escalating Therapy for Multiple Sclerosis. Acta Neurol Scand 2023. [DOI: 10.1155/2023/7587221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/09/2023]
Abstract
Background. Different disease-modifying therapies (DMT) for multiple sclerosis (MS) have disparate effects on disability outcomes. Sweden has a leading position globally in initiating high-efficacy DMT instead of escalating DMT from 1st-line to high-efficacy DMT. With optical coherence tomography (OCT), retinal changes can be measured at a few micrometer level. OCT has been increasingly applied in diagnosing MS and monitoring disease course and therapeutic effect. Objective. We investigate the effects of 1st-line versus high-efficacy DMT for MS on retinal and brain atrophy and on functional outcomes during 6.8 years of escalating DMT. Materials and Methods. In this prospective longitudinal observational study, 18 MS patients were followed up for 6.8 years. Twelve of the patients were untreated at baseline. All patients underwent 1st-line DMT for median duration of 2.4 years and then switched to high-efficacy DMT for a median duration of 2.9 years. Findings from neurological examinations, MRI, and OCT measures were registered 2-4 times per year. Results. Ganglion cell-inner plexiform layer (GCIPL) thickness was significantly reduced during 1st-line DMT (73.75 μm,
) compared to baseline (76.38 μm). During high-efficacy DMT, thickness reduction was slower (73.27 μm,
), and MRI contrast-loading lesions vanished (
). However, brain parenchymal fraction (BPF) decreased during high-efficacy DMT compared to 1st-line DMT. Estimated models showed similar results. Conclusion. GCIPL decline was most profound during 1st-line DMT and diminished during high-efficacy DMT. MRI contrast lesions vanished during high-efficacy DMT. However, brain atrophy continued regardless of high-efficacy DMT.
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Maier S, Barcutean L, Andone S, Manu D, Sarmasan E, Bajko Z, Balasa R. Recent Progress in the Identification of Early Transition Biomarkers from Relapsing-Remitting to Progressive Multiple Sclerosis. Int J Mol Sci 2023; 24:4375. [PMID: 36901807 PMCID: PMC10002756 DOI: 10.3390/ijms24054375] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Revised: 02/12/2023] [Accepted: 02/15/2023] [Indexed: 02/25/2023] Open
Abstract
Despite extensive research into the pathophysiology of multiple sclerosis (MS) and recent developments in potent disease-modifying therapies (DMTs), two-thirds of relapsing-remitting MS patients transition to progressive MS (PMS). The main pathogenic mechanism in PMS is represented not by inflammation but by neurodegeneration, which leads to irreversible neurological disability. For this reason, this transition represents a critical factor for the long-term prognosis. Currently, the diagnosis of PMS can only be established retrospectively based on the progressive worsening of the disability over a period of at least 6 months. In some cases, the diagnosis of PMS is delayed for up to 3 years. With the approval of highly effective DMTs, some with proven effects on neurodegeneration, there is an urgent need for reliable biomarkers to identify this transition phase early and to select patients at a high risk of conversion to PMS. The purpose of this review is to discuss the progress made in the last decade in an attempt to find such a biomarker in the molecular field (serum and cerebrospinal fluid) between the magnetic resonance imaging parameters and optical coherence tomography measures.
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Affiliation(s)
- Smaranda Maier
- Ist Neurology Clinic, Emergency Clinical County Hospital Targu Mures, 540136 Targu Mures, Romania
- Department of Neurology, ‘George Emil Palade’ University of Medicine, Pharmacy, Science, and Technology of Targu Mures, 540136 Targu Mures, Romania
| | - Laura Barcutean
- Ist Neurology Clinic, Emergency Clinical County Hospital Targu Mures, 540136 Targu Mures, Romania
- Department of Neurology, ‘George Emil Palade’ University of Medicine, Pharmacy, Science, and Technology of Targu Mures, 540136 Targu Mures, Romania
| | - Sebastian Andone
- Ist Neurology Clinic, Emergency Clinical County Hospital Targu Mures, 540136 Targu Mures, Romania
- Department of Neurology, ‘George Emil Palade’ University of Medicine, Pharmacy, Science, and Technology of Targu Mures, 540136 Targu Mures, Romania
- Doctoral School, ‘George Emil Palade’ University of Medicine, Pharmacy, Science, and Technology of Targu Mures, 540142 Targu Mures, Romania
| | - Doina Manu
- Center for Advanced Medical and Pharmaceutical Research, ‘George Emil Palade’ University of Medicine, Pharmacy, Science, and Technology of Targu Mures, 540136 Targu Mures, Romania
| | - Emanuela Sarmasan
- Ist Neurology Clinic, Emergency Clinical County Hospital Targu Mures, 540136 Targu Mures, Romania
| | - Zoltan Bajko
- Ist Neurology Clinic, Emergency Clinical County Hospital Targu Mures, 540136 Targu Mures, Romania
- Department of Neurology, ‘George Emil Palade’ University of Medicine, Pharmacy, Science, and Technology of Targu Mures, 540136 Targu Mures, Romania
| | - Rodica Balasa
- Ist Neurology Clinic, Emergency Clinical County Hospital Targu Mures, 540136 Targu Mures, Romania
- Department of Neurology, ‘George Emil Palade’ University of Medicine, Pharmacy, Science, and Technology of Targu Mures, 540136 Targu Mures, Romania
- Doctoral School, ‘George Emil Palade’ University of Medicine, Pharmacy, Science, and Technology of Targu Mures, 540142 Targu Mures, Romania
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Tiu VE, Popescu BO, Enache II, Tiu C, Cherecheanu AP, Panea CA. Serum Neurofilaments and OCT Metrics Predict EDSS-Plus Score Progression in Early Relapse-Remitting Multiple Sclerosis. Biomedicines 2023; 11:biomedicines11020606. [PMID: 36831142 PMCID: PMC9953670 DOI: 10.3390/biomedicines11020606] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2023] [Revised: 02/09/2023] [Accepted: 02/16/2023] [Indexed: 02/22/2023] Open
Abstract
(1) Background: Early disability accrual in RRMS patients is frequent and is associated with worse long-term prognosis. Correctly identifying the patients that present a high risk of early disability progression is of utmost importance, and may be aided by the use of predictive biomarkers. (2) Methods: We performed a prospective cohort study that included newly diagnosed RRMS patients, with a minimum follow-up period of one year. Biomarker samples were collected at baseline, 3-, 6- and 12-month follow-ups. Disability progression was measured using the EDSS-plus score. (3) Results: A logistic regression model based on baseline and 6-month follow-up sNfL z-scores, RNFL and GCL-IPL thickness and BREMSO score was statistically significant, with χ2(4) = 19.542, p < 0.0001, R2 = 0.791. The model correctly classified 89.1% of cases, with a sensitivity of 80%, a specificity of 93.5%, a positive predictive value of 85.7% and a negative predictive value of 90.62%. (4) Conclusions: Serum biomarkers (adjusted sNfL z-scores at baseline and 6 months) combined with OCT metrics (RNFL and GCL-IPL layer thickness) and the clinical score BREMSO can accurately predict early disability progression using the EDSS-plus score for newly diagnosed RRMS patients.
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Affiliation(s)
- Vlad Eugen Tiu
- Department of Clinical Neurosciences—Department 6 (Neurology)—“Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania
- Neurology Department, Elias University Emergency Hospital, 011461 Bucharest, Romania
| | - Bogdan Ovidiu Popescu
- Department of Clinical Neurosciences—Department 6 (Neurology)—“Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania
- Neurology Department, Colentina Clinical Hospital, 020125 Bucharest, Romania
- Correspondence:
| | - Iulian Ion Enache
- Department of Clinical Neurosciences—Department 6 (Neurology)—“Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania
- Neurology Department, University Emergency Hospital of Bucharest, 050098 Bucharest, Romania
| | - Cristina Tiu
- Department of Clinical Neurosciences—Department 6 (Neurology)—“Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania
- Neurology Department, University Emergency Hospital of Bucharest, 050098 Bucharest, Romania
| | - Alina Popa Cherecheanu
- Department of Clinical Neurosciences—Department 6 (Neurology)—“Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania
- Ophtalmology Department, University Emergency Hospital of Bucharest, 050098 Bucharest, Romania
| | - Cristina Aura Panea
- Department of Clinical Neurosciences—Department 6 (Neurology)—“Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania
- Neurology Department, Elias University Emergency Hospital, 011461 Bucharest, Romania
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Petropoulos IN, Al-Shibani F, Bitirgen G, Ponirakis G, Khan A, Gad H, Mahfoud ZR, Altarawneh H, Rehman MH, John K, Al-Merekhi D, George P, Uca AU, Ozkagnici A, Ibrahim F, Francis R, Canibano B, Deleu D, El-Sotouhy A, Vattoth S, Own A, Shuaib A, Akhtar N, Kamran S, Malik RA. Corneal axonal loss as an imaging biomarker of neurodegeneration in multiple sclerosis: a longitudinal study. Ther Adv Neurol Disord 2023; 16:17562864221118731. [PMID: 36776530 PMCID: PMC9909084 DOI: 10.1177/17562864221118731] [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: 03/09/2022] [Accepted: 07/23/2022] [Indexed: 02/09/2023] Open
Abstract
Background Resourceful endpoints of axonal loss are needed to predict the course of multiple sclerosis (MS). Corneal confocal microscopy (CCM) can detect axonal loss in patients with clinically isolated syndrome and established MS, which relates to neurological disability. Objective To assess corneal axonal loss over time in relation to retinal atrophy, and neurological and radiological abnormalities in MS. Methods Patients with relapsing-remitting (RRMS) (n = 68) or secondary progressive MS (SPMS) (n = 15) underwent CCM and optical coherence tomography. Corneal nerve fibre density (CNFD-fibres/mm2), corneal nerve branch density (CNBD-branches/mm2), corneal nerve fibre length (CNFL-mm/mm2) and retinal nerve fibre layer (RNFL-μm) thickness were quantified along with neurological and radiological assessments at baseline and after 2 years of follow-up. Age-matched, healthy controls (n = 20) were also assessed. Results In patients with RRMS compared with controls at baseline, CNFD (p = 0.004) and RNFL thickness (p < 0.001) were lower, and CNBD (p = 0.003) was higher. In patients with SPMS compared with controls, CNFD (p < 0.001), CNFL (p = 0.04) and RNFL thickness (p < 0.001) were lower. For identifying RRMS, CNBD had the highest area under the receiver operating characteristic (AUROC) curve (0.99); and for SPMS, CNFD had the highest AUROC (0.95). At follow-up, there was a further significant decrease in CNFD (p = 0.04), CNBD (p = 0.001), CNFL (p = 0.008) and RNFL (p = 0.002) in RRMS; in CNFD (p = 0.04) and CNBD (p = 0.002) in SPMS; and in CNBD (p = 0.01) in SPMS compared with RRMS. Follow-up corneal nerve loss was greater in patients with new enhancing lesions and optic neuritis history. Conclusion Progressive corneal and retinal axonal loss was identified in patients with MS, especially those with more active disease. CCM may serve as an imaging biomarker of axonal loss in MS.
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Affiliation(s)
| | - Fatima Al-Shibani
- Division of Research, Weill Cornell Medicine–Qatar of Cornell University, Doha, Qatar
| | - Gulfidan Bitirgen
- Department of Ophthalmology, Meram Faculty of Medicine, Necmettin Erbakan University, Konya, Turkey
| | - Georgios Ponirakis
- Division of Research, Weill Cornell Medicine–Qatar of Cornell University, Doha, Qatar
| | - Adnan Khan
- Division of Research, Weill Cornell Medicine–Qatar of Cornell University, Doha, Qatar
| | - Hoda Gad
- Division of Research, Weill Cornell Medicine–Qatar of Cornell University, Doha, Qatar
| | - Ziyad R. Mahfoud
- Division of Medical Education, Weill Cornell Medicine–Qatar of Cornell University, Doha, Qatar,Division of Epidemiology, Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, USA
| | - Heba Altarawneh
- Division of Research, Weill Cornell Medicine–Qatar of Cornell University, Doha, Qatar
| | | | - Karen John
- Division of Research, Weill Cornell Medicine–Qatar of Cornell University, Doha, Qatar
| | - Dhabia Al-Merekhi
- Division of Research, Weill Cornell Medicine–Qatar of Cornell University, Doha, Qatar
| | - Pooja George
- Neuroscience Institute, Hamad Medical Corporation, Doha, Qatar
| | - Ali Ulvi Uca
- Department of Neurology, Meram Faculty of Medicine, Necmettin Erbakan University, Konya, Turkey
| | - Ahmet Ozkagnici
- Department of Neurology, Meram Faculty of Medicine, Necmettin Erbakan University, Konya, Turkey
| | - Faiza Ibrahim
- Neuroscience Institute, Hamad Medical Corporation, Doha, Qatar
| | - Reny Francis
- Neuroscience Institute, Hamad Medical Corporation, Doha, Qatar
| | | | - Dirk Deleu
- Neuroscience Institute, Hamad Medical Corporation, Doha, Qatar
| | | | - Surjith Vattoth
- Neuroscience Institute, Hamad Medical Corporation, Doha, Qatar
| | - Ahmed Own
- Neuroscience Institute, Hamad Medical Corporation, Doha, Qatar
| | - Ashfaq Shuaib
- Neuroscience Institute, Hamad Medical Corporation, Doha, Qatar
| | - Naveed Akhtar
- Neuroscience Institute, Hamad Medical Corporation, Doha, Qatar
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Wang L, Tan H, Yu J, ZhangBao J, Huang W, Chang X, Zhou L, Lu C, Xiao Y, Lu J, Zhao C, Wang M, Wu X, Wu M, Dong Q, Ngew KY, Quan C. Baseline retinal nerve fiber layer thickness as a predictor of multiple sclerosis progression: New insights from the FREEDOMS II study. Eur J Neurol 2023; 30:443-452. [PMID: 36286605 DOI: 10.1111/ene.15612] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Revised: 10/13/2022] [Accepted: 10/20/2022] [Indexed: 01/07/2023]
Abstract
BACKGROUND AND PURPOSE The aim was to evaluate the potential of retinal nerve fiber layer thickness (RNFLT) measured with optical coherence tomography in predicting disease progression in relapsing-remitting multiple sclerosis (RRMS). METHODS Analyses were conducted post hoc of this 24-month, phase III, double-blind study, in which RRMS patients were randomized (1:1:1) to once daily oral fingolimod 0.5 mg, 1.25 mg or placebo. The key outcomes were the association between baseline RNFLT and baseline clinical characteristics and clinical/imaging outcomes up to 24 months. Change of RNFLT with fingolimod versus placebo within 24 months and time to retinal nerve fiber layer (RNFL) thinning were evaluated. RESULTS Altogether 885 patients were included. At baseline, lower RNFLT was correlated with higher Expanded Disability Status Scale score (r = -1.085, p = 0.018), lower brain volume (r = 0.025, p = 0.006) and deep gray matter volume (r = 0.731, p < 0.0001), worse visual acuity (r = -19.846, p < 0.0001) and longer duration since diagnosis (r = -0.258, p = 0.018). At month 12, low baseline RNFLT (<86 μm) versus high baseline RNFLT (≥99 μm) was associated with a greater brain volume loss (percentage change -0.605% vs. -0.315%, p = 0.035) in patients without optic neuritis history. At month 24, low baseline RNFLT versus high baseline RNFLT was associated with a higher number of new or newly enlarged T2 lesions (mean number 4.0 vs. 2.8, p = 0.014) and a higher risk of subsequent RNFL thinning (hazard ratio 2.55; 95% confidence interval 1.84-3.53; p < 0.001). The atrophy of the RNFL in the inferior quadrant was alleviated with fingolimod 0.5 mg versus placebo at month 24 (Δ(least squares mean) = 1.8, p = 0.047). CONCLUSION Retinal nerve fiber layer thickness could predict disease progression in RRMS. TRIAL REGISTRATION Clinicaltrials.gov identifier: NCT00355134, https://clinicaltrials.gov/ct2/show/NCT00355134.
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Affiliation(s)
- Liang Wang
- Department of Neurology and Rare Disease Center, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
| | - Hongmei Tan
- Department of Neurology and Rare Disease Center, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
| | - Jian Yu
- Department of Ophthalmology and Vision Science, Eye and ENT Hospital, Shanghai Medical College, Fudan University, Shanghai, China
| | - Jingzi ZhangBao
- Department of Neurology and Rare Disease Center, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
| | - Wenjuan Huang
- Department of Neurology and Rare Disease Center, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
| | - Xuechun Chang
- Department of Neurology and Rare Disease Center, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
| | - Lei Zhou
- Department of Neurology and Rare Disease Center, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
| | - Chuanzhen Lu
- Department of Neurology and Rare Disease Center, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
- Institute of Neurology, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
| | - Yiqin Xiao
- Department of Ophthalmology, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
| | - Jiahong Lu
- Department of Neurology and Rare Disease Center, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
- Institute of Neurology, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
| | - Chongbo Zhao
- Department of Neurology and Rare Disease Center, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
- Institute of Neurology, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
| | - Min Wang
- Department of Ophthalmology and Vision Science, Eye and ENT Hospital, Shanghai Medical College, Fudan University, Shanghai, China
| | - Xue Wu
- Novartis Pharmaceuticals, Shanghai, China
| | - Mengyun Wu
- Novartis Pharmaceuticals, Shanghai, China
| | - Qiang Dong
- Department of Neurology and Rare Disease Center, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
- Institute of Neurology, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
| | - Kok Yew Ngew
- Novartis Corporation (Malaysia) Sdn. Bhd., Petaling Jaya, Malaysia
| | - Chao Quan
- Department of Neurology and Rare Disease Center, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
- Institute of Neurology, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
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Optical coherence tomography as a prognostic tool for disability progression in MS: a systematic review. J Neurol 2023; 270:1178-1186. [PMID: 36372866 DOI: 10.1007/s00415-022-11474-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Accepted: 10/30/2022] [Indexed: 11/15/2022]
Abstract
Since multiple sclerosis (MS) is characterized by an unpredictable disease course, accurate prognosis and personalized treatment constitute an important challenge in clinical practice. We performed a qualitative systematic review to assess the predictive value of retinal layer measurement by spectral-domain optical coherence tomography (SD-OCT) in MS patients. Longitudinal MS cohort studies that determined the risk of clinical deterioration based on peripapillary retinal nerve fiber layer (pRNFL) and/or macular ganglion cell-inner plexiform layer (mGCIPL) atrophy were included. Our search strategy and selection process yielded eight articles in total. Of those, five studies only focused on patients with a relapsing-remitting disease pattern (RRMS). After correction for confounders such as disease duration, we found that (1) cross-sectional measurement of pRNFL thickness ≤ 88 µm; (2) cross-sectional measurement of mGCIPL thickness < 77 µm; (3) longitudinal measurement of pRNFL thinning > 1.5 µm/year; and (4) longitudinal measurement of mGCIPL thinning ≥ 1.0 µm/year is associated with an increased risk for disability progression in subsequent years. Longitudinal mGCIPL assessment consistently resulted in the highest risk estimates in our analysis. Within these studies, inclusion and exclusion criteria accounted for the retinal degeneration inherent to (acute) optic neuritis (ON). This small systematic review provides additional evidence that OCT-measured pRNFL and/or mGCIPL atrophy can predict disability progression in RRMS patients. We therefore recommend close clinical follow-up or initiation/change of treatment in RRMS patients with increased risk for clinical deterioration based on retinal layer thresholds, in particular when other poor prognostic signs co-occur.
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Camara-Lemarroy C, Silva C, Gohill J, Yong VW, Koch M. Serum neurofilament-light and glial fibrillary acidic protein levels in hydroxychloroquine-treated primary progressive multiple sclerosis. Eur J Neurol 2023; 30:187-194. [PMID: 36214614 DOI: 10.1111/ene.15588] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2022] [Revised: 08/02/2022] [Accepted: 09/29/2022] [Indexed: 11/28/2022]
Abstract
BACKGROUND In a recent trial, hydroxychloroquine (HCQ) treatment reduced the expected rate of disability worsening at 18 months in primary progressive multiple sclerosis (PPMS). Neurofilament light chain (NfL) and glial fibrillary acidic protein (GFAP) are emerging biomarkers in multiple sclerosis. METHODS We measured NfL and GFAP levels in serum samples from 39 patients with inactive PPMS included in a phase II clinical trial of HCQ treatment in PPMS at multiple time points over 18 months, and investigated the association of these biomarkers with clinical disability at screening and during follow-up. Screening and 12-month retinal nerve fiber layer (RNFL) thickness was also recorded and analyzed. RESULTS NfL and GFAP levels increased over time, but only significantly from screening to month 6. NfL and GFAP levels did not significantly increase from month 6 up to month 18. At screening, NfL and GFAP levels did not correlate with the Expanded Disability Status Scale (EDSS), and GFAP but not NfL modestly correlated with Timed 25-Foot Walk test (T25FW). Screening NfL and GFAP levels did not predict disability worsening (≥20% worsening on the T25FW) at month 18. RNFL thickness decreased significantly from screening to month 12 and independently predicted disability worsening. CONCLUSIONS In this cohort of people with inactive PPMS, HCQ treatment attenuated the increase of NfL and GFAP after 6 months of treatment and up to 18 months of follow-up, suggesting a treatment effect of HCQ over these biomarkers. RNFL thickness, a marker of neuroaxonal atrophy, was associated with disability worsening, and should be explored further as a prognostic marker in this population.
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Affiliation(s)
- Carlos Camara-Lemarroy
- Department of Clinical Neurosciences, University of Calgary, Calgary, Alberta, Canada.,Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta, Canada.,UANL School of Medicine, Monterrey, Mexico
| | - Claudia Silva
- Department of Clinical Neurosciences, University of Calgary, Calgary, Alberta, Canada.,Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta, Canada
| | - Jit Gohill
- Section of Ophthalmology, Department of Surgery, University of Calgary, Calgary, Alberta, Canada
| | - V Wee Yong
- Department of Clinical Neurosciences, University of Calgary, Calgary, Alberta, Canada.,Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta, Canada
| | - Marcus Koch
- Department of Clinical Neurosciences, University of Calgary, Calgary, Alberta, Canada.,Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta, Canada.,Department of Community Health Sciences, University of Calgary, Calgary, Alberta, Canada
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Vasileiou ES, Hu C, Bernstein CN, Lublin F, Wolinsky JS, Cutter GR, Sotirchos ES, Kowalec K, Salter A, Saidha S, Mowry EM, Calabresi PA, Marrie RA, Fitzgerald KC. Association of Vitamin D Polygenic Risk Scores and Disease Outcome in People With Multiple Sclerosis. NEUROLOGY - NEUROIMMUNOLOGY NEUROINFLAMMATION 2023; 10:10/1/e200062. [DOI: 10.1212/nxi.0000000000200062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/17/2022] [Accepted: 09/26/2022] [Indexed: 11/25/2022]
Abstract
Background and ObjectivesObservational studies suggest low levels of 25-hydroxyvitamin D (25[OH]D) may be associated with increased disease activity in people with multiple sclerosis (PwMS). Large-scale genome-wide association studies (GWAS) suggest 25(OH)D levels are partly genetically determined. The resultant polygenic scores (PGSs) could serve as a proxy for 25(OH)D levels, minimizing potential confounding and reverse causation in analyses with outcomes. Herein, we assess the association of genetically determined 25(OH)D and disease outcomes in MS.MethodsWe generated 25(OH)D PGS for 1,924 PwMS with available genotyping data pooled from 3 studies: the CombiRx trial (n = 575), Johns Hopkins MS Center (n = 1,152), and Immune-Mediated Inflammatory Diseases study (n = 197). 25(OH)D-PGS were derived using summary statistics (p < 5 × 10−8) from a large GWAS including 485,762 individuals with circulating 25(OH)D levels measured. We included clinical and imaging outcomes: Expanded disability status scale (EDSS), timed 25-foot walk (T25FW), nine-hole peg test (9HPT), radiologic activity, and optical coherence tomography-derived ganglion cell inner plexiform layer (GCIPL) thickness. A subset (n = 935) had measured circulating 25(OH)D levels. We fitted multivariable models based on the outcome of interest and pooled results across studies using random effects meta-analysis. Sensitivity analyses included a modifiedpvalue threshold for inclusion in the PGS (5 × 10−5) and applying Mendelian randomization (MR) rather than using PGS.ResultsInitial analyses demonstrated a positive association between generated 25(OH)D-PGS and circulating 25(OH)D levels (per 1SD increase in 25[OH]D PGS: 3.08%, 95% CI: 1.77%, 4.42%;p= 4.33e-06; R2= 2.24%). In analyses with outcomes, we did not observe an association between 25(OH)D-PGS and relapse rate (per 1SD increase in 25[OH]D-PGS: 0.98; 95% CI: 0.87–1.10), EDSS worsening (per 1SD: 1.05; 95% CI: 0.87–1.28), change in T25FW (per 1SD: 0.07%; 95% CI: −0.34 to 0.49), or change in 9HPT (per 1SD: 0.09%; 95% CI: −0.15 to 0.33). 25(OH)D-PGS was not associated with new lesion accrual, lesion volume or other imaging-based outcomes (whole brain, gray, white matter volume loss or GCIPL thinning). The results were similarly null in analyses using otherpvalue thresholds or those applying MR.DiscussionGenetically determined lower 25(OH)D levels were not associated with worse disease outcomes in PwMS and raises questions about the plausibility of a treatment effect of vitamin D in established MS.
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Dimitriou NG, Meuth SG, Martinez-Lapiscina EH, Albrecht P, Menge T. Treatment of Patients with Multiple Sclerosis Transitioning Between Relapsing and Progressive Disease. CNS Drugs 2023; 37:69-92. [PMID: 36598730 PMCID: PMC9829585 DOI: 10.1007/s40263-022-00977-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/16/2022] [Indexed: 01/05/2023]
Abstract
Multiple sclerosis (MS) is a chronic autoimmune demyelinating and neurodegenerative disease of the central nervous system with a wide variety of clinical phenotypes. In spite of the phenotypic classification of MS patients, current data provide evidence that diffuse neuroinflammation and neurodegeneration coexist in all MS forms, the latter gaining increasing clinical relevance in progressive phases. Given that the transition phase of relapsing-remitting MS (RRMS) to secondary progressive MS (SPMS) is not well defined, and widely accepted criteria for SPMS are lacking, randomised controlled trials (RCTs) specifically designed for the transition phase have not been conducted. This review summarizes primary and secondary analyses and reports derived from phase III prospective clinical RCTs listed in PubMed of compounds authorised through the European Medicines Agency (EMA) and the US Food and Drug Administration (FDA) for the treatment of MS. The best data are available for interferon beta-1a (IFNb-1a) subcutaneous (s.c.), IFNb-1b s.c., mitoxantrone and siponimod, the latter being the most modern compound with likely the best risk-to-effect ratio. Moreover, there is a labels discrepancy for many disease-modifying treatments (DMTs) between the FDA and EMA, which have to be taken into consideration when opting for a specific DMT.
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Affiliation(s)
- Nikolaos G. Dimitriou
- grid.411327.20000 0001 2176 9917Department of Neurology, Heinrich-Heine-University Düsseldorf, Moorenstrasse 5, 40225 Düsseldorf, Germany
| | - Sven G. Meuth
- grid.411327.20000 0001 2176 9917Department of Neurology, Heinrich-Heine-University Düsseldorf, Moorenstrasse 5, 40225 Düsseldorf, Germany
| | - Elena H. Martinez-Lapiscina
- grid.10403.360000000091771775Center of Neuroimmunology, Laboratory of Advanced Imaging in Neuroimmunological Diseases, Hospital Clinic Barcelona, Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS) and Universitat de Barcelona, Barcelona, Spain ,grid.452397.eOffice of Therapies for Neurological and Psychiatric Disorders, Human Medicines Division, European Medicines Agency, Amsterdam, The Netherlands
| | - Philipp Albrecht
- Department of Neurology, Heinrich-Heine-University Düsseldorf, Moorenstrasse 5, 40225, Düsseldorf, Germany. .,Department of Neurology, Maria Hilf Clinic, Mönchengladbach, Germany.
| | - Til Menge
- grid.411327.20000 0001 2176 9917Department of Neurology, LVR-Klinikum Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
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Torbus M, Niewiadomska E, Dobrakowski P, Papuć E, Rybus-Kalinowska B, Szlacheta P, Korzonek-Szlacheta I, Kubicka-Bączyk K, Łabuz-Roszak B. The Usefulness of Optical Coherence Tomography in Disease Progression Monitoring in Younger Patients with Relapsing-Remitting Multiple Sclerosis: A Single-Centre Study. J Clin Med 2022; 12:jcm12010093. [PMID: 36614893 PMCID: PMC9821099 DOI: 10.3390/jcm12010093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2022] [Revised: 12/18/2022] [Accepted: 12/20/2022] [Indexed: 12/24/2022] Open
Abstract
The purpose of the study was to assess the usefulness of optical coherence tomography (OCT) in the detection of the neurodegenerative process in younger patients with multiple sclerosis (MS). The study group consisted of 61 patients with a relapsing remitting course of MS (mean age 36.4 ± 6.7 years) divided into two groups: short (≤5 years) and long (>10 years) disease duration. OCT, P300 evoked potential, Montreal Cognitive Assessment, and performance subtests (Picture Completion and Digit Symbol) of the Wechsler Adult Intelligence Scale were performed in all patients. Mean values of most parameters assessed in OCT (pRNFL Total, pRNFL Inferior, pRNFL Superior, pRNFL Temporalis, mRNFL, GCIPL, mRNFL+GCIPL) were significantly lower in MS patients in comparison to controls. And in patients with longer disease duration in comparison to those with shorter. Most OCT parameters negatively correlated with the EDSS score (p < 0.05). No significant correlation was found between OCT results and both P300 latency and the results of psychometric tests. OCT, as a simple, non-invasive, quick, and inexpensive method, could be useful for monitoring the progression of disease in MS patients.
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Affiliation(s)
- Magdalena Torbus
- Institute of Psychology, Humanitas University in Sosnowiec, 41-200 Sosnowiec, Poland
| | - Ewa Niewiadomska
- Department of Biostatistics, Faculty of Health Sciences in Bytom, Medical University of Silesia, 40-055 Katowice, Poland
| | - Paweł Dobrakowski
- Institute of Psychology, Humanitas University in Sosnowiec, 41-200 Sosnowiec, Poland
| | - Ewa Papuć
- Department of Neurology, Medical University of Lublin, 20-093 Lublin, Poland
| | - Barbara Rybus-Kalinowska
- Department of Basic Medical Sciences, Faculty of Health Sciences in Bytom, Medical University of Silesia, 40-055 Katowice, Poland
| | - Patryk Szlacheta
- Department of Toxicology and Health Protection, Faculty of Health Sciences in Bytom, Medical University of Silesia, 40-055 Katowice, Poland
| | - Ilona Korzonek-Szlacheta
- Department of Prevention of Metabolic Diseases, Faculty of Health Sciences in Bytom, Medical University of Silesia, 40-055 Katowice, Poland
| | - Katarzyna Kubicka-Bączyk
- Department of Neurology, Faculty of Medical Sciences in Zabrze, Medical University of Silesia, 40-055 Katowice, Poland
| | - Beata Łabuz-Roszak
- Department of Neurology, Institute of Medical Sciences, University of Opole, 45-040 Opole, Poland
- Correspondence:
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Xia X, Qin Q, Peng Y, Wang M, Yin Y, Tang Y. Retinal Examinations Provides Early Warning of Alzheimer's Disease. J Alzheimers Dis 2022; 90:1341-1357. [PMID: 36245377 DOI: 10.3233/jad-220596] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Patients with Alzheimer's disease have difficulty maintaining independent living abilities as the disease progresses, causing an increased burden of care on family caregivers and the healthcare system and related financial strain. This patient group is expected to continue to expand as life expectancy climbs. Current diagnostics for Alzheimer's disease are complex, unaffordable, and invasive without regard to diagnosis quality at early stages, which urgently calls for more technical improvements for diagnosis specificity. Optical coherence tomography or tomographic angiography has been shown to identify retinal thickness loss and lower vascular density present earlier than symptom onset in these patients. The retina is an extension of the central nervous system and shares anatomic and functional similarities with the brain. Ophthalmological examinations can be an efficient tool to offer a window into cerebral pathology with the merit of easy operation. In this review, we summarized the latest observations on retinal pathology in Alzheimer's disease and discussed the feasibility of retinal imaging in diagnostic prediction, as well as limitations in current retinal examinations for Alzheimer's disease diagnosis.
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Affiliation(s)
- Xinyi Xia
- Innovation Center for Neurological Disorders, Department of Neurology, Xuanwu Hospital, Capital Medical University, Beijing, China.,National Center for Neurological Disorders, National Clinical Research Center for Geriatric Diseases, Beijing, China
| | - Qi Qin
- Innovation Center for Neurological Disorders, Department of Neurology, Xuanwu Hospital, Capital Medical University, Beijing, China.,National Center for Neurological Disorders, National Clinical Research Center for Geriatric Diseases, Beijing, China
| | - Yankun Peng
- Department of Ophthalmology, Xuanwu Hospital, Capital Medical University, Beijing, China
| | - Meng Wang
- Innovation Center for Neurological Disorders, Department of Neurology, Xuanwu Hospital, Capital Medical University, Beijing, China
| | - Yunsi Yin
- Innovation Center for Neurological Disorders, Department of Neurology, Xuanwu Hospital, Capital Medical University, Beijing, China
| | - Yi Tang
- Innovation Center for Neurological Disorders, Department of Neurology, Xuanwu Hospital, Capital Medical University, Beijing, China
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Kenney R, Liu M, Hasanaj L, Joseph B, Al-Hassan AA, Balk L, Behbehani R, Brandt AU, Calabresi PA, Frohman EM, Frohman T, Havla J, Hemmer B, Jiang H, Knier B, Korn T, Leocani L, Martínez-Lapiscina EH, Papadopoulou A, Paul F, Petzold A, Pisa M, Villoslada P, Zimmermann H, Ishikawa H, Schuman JS, Wollstein G, Chen Y, Saidha S, Thorpe LE, Galetta SL, Balcer LJ. Normative Data and Conversion Equation for Spectral-Domain Optical Coherence Tomography in an International Healthy Control Cohort. J Neuroophthalmol 2022; 42:442-453. [PMID: 36049213 PMCID: PMC10350791 DOI: 10.1097/wno.0000000000001717] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
BACKGROUND Spectral-domain (SD-) optical coherence tomography (OCT) can reliably measure axonal (peripapillary retinal nerve fiber layer [pRNFL]) and neuronal (macular ganglion cell + inner plexiform layer [GCIPL]) thinning in the retina. Measurements from 2 commonly used SD-OCT devices are often pooled together in multiple sclerosis (MS) studies and clinical trials despite software and segmentation algorithm differences; however, individual pRNFL and GCIPL thickness measurements are not interchangeable between devices. In some circumstances, such as in the absence of a consistent OCT segmentation algorithm across platforms, a conversion equation to transform measurements between devices may be useful to facilitate pooling of data. The availability of normative data for SD-OCT measurements is limited by the lack of a large representative world-wide sample across various ages and ethnicities. Larger international studies that evaluate the effects of age, sex, and race/ethnicity on SD-OCT measurements in healthy control participants are needed to provide normative values that reflect these demographic subgroups to provide comparisons to MS retinal degeneration. METHODS Participants were part of an 11-site collaboration within the International Multiple Sclerosis Visual System (IMSVISUAL) consortium. SD-OCT was performed by a trained technician for healthy control subjects using Spectralis or Cirrus SD-OCT devices. Peripapillary pRNFL and GCIPL thicknesses were measured on one or both devices. Automated segmentation protocols, in conjunction with manual inspection and correction of lines delineating retinal layers, were used. A conversion equation was developed using structural equation modeling, accounting for clustering, with healthy control data from one site where participants were scanned on both devices on the same day. Normative values were evaluated, with the entire cohort, for pRNFL and GCIPL thicknesses for each decade of age, by sex, and across racial groups using generalized estimating equation (GEE) models, accounting for clustering and adjusting for within-patient, intereye correlations. Change-point analyses were performed to determine at what age pRNFL and GCIPL thicknesses exhibit accelerated rates of decline. RESULTS The healthy control cohort (n = 546) was 54% male and had a wide distribution of ages, ranging from 18 to 87 years, with a mean (SD) age of 39.3 (14.6) years. Based on 346 control participants at a single site, the conversion equation for pRNFL was Cirrus = -5.0 + (1.0 × Spectralis global value). Based on 228 controls, the equation for GCIPL was Cirrus = -4.5 + (0.9 × Spectralis global value). Standard error was 0.02 for both equations. After the age of 40 years, there was a decline of -2.4 μm per decade in pRNFL thickness ( P < 0.001, GEE models adjusting for sex, race, and country) and -1.4 μm per decade in GCIPL thickness ( P < 0.001). There was a small difference in pRNFL thickness based on sex, with female participants having slightly higher thickness (2.6 μm, P = 0.003). There was no association between GCIPL thickness and sex. Likewise, there was no association between race/ethnicity and pRNFL or GCIPL thicknesses. CONCLUSIONS A conversion factor may be required when using data that are derived between different SD-OCT platforms in clinical trials and observational studies; this is particularly true for smaller cross-sectional studies or when a consistent segmentation algorithm is not available. The above conversion equations can be used when pooling data from Spectralis and Cirrus SD-OCT devices for pRNFL and GCIPL thicknesses. A faster decline in retinal thickness may occur after the age of 40 years, even in the absence of significant differences across racial groups.
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Affiliation(s)
- Rachel Kenney
- Departments of Neurology (RK, LH, BJ, SLG, LJB) and Population Health (RK, ML, YC, LET, LJB), New York University Grossman School of Medicine, New York, New York; Al-Bahar Ophthalmology Center (AAA-H, RB), Ibn Sina Hospital, Kuwait City, Kuwait; Centre for Research on Sports in Society (LB), Mulier Institute, Utrecht, Netherlands; Experimental and Clinical Research Center (AUB, AP, FP, HZ), Max Delbrueck Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Berlin, Germany; Department of Neurology (AUB), University of California, Irvine, California; Department of Neurology (PAC, SS), Johns Hopkins University, Baltimore, Maryland; Laboratory of Neuroimmunology (EMF, TF), Stanford University School of Medicine, Palo Alto, California; Institute of Clinical Neuroimmunology (JH), LMU Hospital, Ludwig Maximilians Universität München, Munich, Germany; Data Integration for Future Medicine consortium (DIFUTURE) (JH), Ludwig-Maximilians University, Munich, Germany; Department of Neurology (BH, BK, TK), Klinikum rechts der Isar, School of Medicine, Technical University of Munich, Munich, Germany; Munich Cluster for Systems Neurology (SyNergy) (BH, TK), Munich, Germany; Department of Neurology (HJ), Bascom Palmer Eye Institute, University of Miami Miller School of Medicine, Miami, Florida; Vita-Salute University & Hospital San Raffaele (LL, MP), Milano, Italy; Center of Neuroimmunology and Department of Neurology (EHM-L, PV), Hospital Clinic of Barcelona, Institut d'Investigacions Biomèdiques August Pi Sunyer (IDIBAPS), University of Barcelona, Barcelona, Spain; Neurologic Clinic and Policlinic (AP), MS Center and Research Center for Clinical Neuroimmunology and Neuroscience (RCN2NB) Basel, University Hospital Basel and University of Basel, Basel, Switzerland; NeuroCure Clinical Research Center (FP, HZ), Charité-Universitätsmedizin Berlin, Berlin, Germany; Moorfields Eye Hospital (AP), London, United Kingdom ; The National Hospital for Neurology and Neurosurgery (AP), Queen Square, UCL Institute of Neurology, London, United Kingdom; Dutch Neuro-Ophthalmology Expertise Centre (AP), Amsterdam UMC, Amsterdam, the Netherlands; Oregon Health and Science University (HI), Portland, Oregon; Department of Ophthalmology (JSS, GW, SLG, LJB), New York University Grossman School of Medicine, New York, New York; Departments of Biomedical Engineering and Electrical and Computer Engineering (JSS), Tandon School of Engineering, New York University, Brooklyn, New York; Center for Neural Science (JSS), NYU, New York, New York; and Neuroscience Institute (JSS), NYU Langone Health, New York, New York
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Noll C, Hiltensperger M, Aly L, Wicklein R, Afzali AM, Mardin C, Gasperi C, Berthele A, Hemmer B, Korn T, Knier B. Association of the retinal vasculature, intrathecal immunity, and disability in multiple sclerosis. Front Immunol 2022; 13:997043. [PMID: 36439131 PMCID: PMC9695398 DOI: 10.3389/fimmu.2022.997043] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2022] [Accepted: 10/20/2022] [Indexed: 10/15/2023] Open
Abstract
BACKGROUND Optical coherence tomography angiography (OCT-A) is a novel technique allowing non-invasive assessment of the retinal vasculature. During relapsing remitting multiple sclerosis (RRMS), retinal vessel loss occurs in eyes suffering from acute optic neuritis and recent data suggest that retinal vessel loss might also be evident in non-affected eyes. We investigated whether alterations of the retinal vasculature are linked to the intrathecal immunity and whether they allow prognostication of the future disease course. MATERIAL AND METHODS This study includes two different patient cohorts recruited at a tertiary German academic multiple sclerosis center between 2018 and 2020 and a cohort of 40 healthy controls. A total of 90 patients with RRMS undergoing lumbar puncture and OCT-A analysis were enrolled into a cross-sectional cohort study to search for associations between the retinal vasculature and the intrathecal immune compartment. We recruited another 86 RRMS patients into a prospective observational cohort study who underwent clinical examination, OCT-A and cerebral magnetic resonance imaging at baseline and during annual follow-up visits to clarify whether alterations of the retinal vessels are linked to RRMS disease activity. Eyes with a history of optic neuritis were excluded from the analysis. RESULTS Rarefication of the superficial vascular complex occured during RRMS and was linked to higher frequencies of activated B cells and higher levels of the pro-inflammatory cytokines interferon-γ, tumor necrosis factor α and interleukin-17 in the cerebrospinal fluid. During a median follow-up of 23 (interquartile range 14 - 25) months, vessel loss within the superficial (hazard ratio [HR] 1.6 for a 1%-point decrease in vessel density, p=0.01) and deep vascular complex (HR 1.6 for a 1%-point decrease, p=0.05) was associated with future disability worsening. DISCUSSION Optic neuritis independent rarefication of the retinal vasculature might be linked to neuroinflammatory processes during RRMS and might predict a worse disease course. Thus, OCT-A might be a novel biomarker to monitor disease activity and predict future disability.
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Affiliation(s)
- Christina Noll
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine, Technical University of Munich, Munich, Germany
| | - Michael Hiltensperger
- Institute for Experimental Neuroimmunology, TUM School of Medicine, Technical University of Munich, Munich, Germany
| | - Lilian Aly
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine, Technical University of Munich, Munich, Germany
| | - Rebecca Wicklein
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine, Technical University of Munich, Munich, Germany
| | - Ali Maisam Afzali
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine, Technical University of Munich, Munich, Germany
- Institute for Experimental Neuroimmunology, TUM School of Medicine, Technical University of Munich, Munich, Germany
- Munich Cluster of Systems Neurology (SyNergy), Munich, Germany
| | - Christian Mardin
- Department of Ophthalmology, University Hospital of Erlangen-Nuremberg, Erlangen, Germany
| | - Christiane Gasperi
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine, Technical University of Munich, Munich, Germany
| | - Achim Berthele
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine, Technical University of Munich, Munich, Germany
| | - Bernhard Hemmer
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine, Technical University of Munich, Munich, Germany
- Munich Cluster of Systems Neurology (SyNergy), Munich, Germany
| | - Thomas Korn
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine, Technical University of Munich, Munich, Germany
- Institute for Experimental Neuroimmunology, TUM School of Medicine, Technical University of Munich, Munich, Germany
- Munich Cluster of Systems Neurology (SyNergy), Munich, Germany
| | - Benjamin Knier
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine, Technical University of Munich, Munich, Germany
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El Ayoubi NK, Sabbagh HM, Bou Rjeily N, Hannoun S, Khoury SJ. Rate of Retinal Layer Thinning as a Biomarker for Conversion to Progressive Disease in Multiple Sclerosis. NEUROLOGY(R) NEUROIMMUNOLOGY & NEUROINFLAMMATION 2022; 9:9/6/e200030. [PMID: 36229190 PMCID: PMC9562042 DOI: 10.1212/nxi.0000000000200030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Accepted: 08/01/2022] [Indexed: 11/05/2022]
Abstract
Background and Objectives The diagnosis of secondary progressive multiple sclerosis (SPMS) is often delayed because of the lack of objective clinical tools, which increases the diagnostic uncertainty and hampers the therapeutic development in progressive multiple sclerosis (MS). Optical coherence tomography (OCT) has been proposed as a promising biomarker of progressive neurodegeneration. To explore longitudinal changes in the thicknesses of retinal layers on OCT in individuals with relapsing-remitting MS (RRMS) who converted to SPMS vs matched patients with RRMS who did not convert to SPMS. Our hypothesis is that the 2 cohorts exhibit different rates of retinal thinning. Methods From our prospective observational cohort of patients with MS at the American University of Beirut, we selected patients with RRMS who converted to SPMS during the observation period and patients with RRMS, matched by age, disease duration, and Expanded Disability Status Scale (EDSS) at the first visit. Baseline retinal measurements were obtained using spectral domain OCT, and all patients underwent clinical and OCT evaluation every 6–12 months on average throughout the study period (mean = 4 years). Mixed-effect regression models were used to assess the annualized rates of retinal changes and the differences between the 2 groups and between converters to SPMS before and after their conversion. Results A total of 61 participants were selected (21 SPMS and 40 RRMS). There were no differences in baseline characteristics and retinal measurements between the 2 groups. The annualized rates of thinning of all retinal layers, except for macular volume, were greater in converters before conversion compared with nonconverters by 112% for peripapillary retinal nerve fiber layer (p = 0.008), 344% for tRNFL (p < 0.0001), and 82% for cell-inner plexiform layer (GCIPL) (p = 0.002). When comparing the annualized rate of thinning for the same patients with SPMS before and after conversion, no significant differences were found except for tRNFL and GCIPL with slower thinning rates postconversion (46% and 68%, respectively). Discussion Patients who converted to SPMS exhibited faster retinal thinning as reflected on OCT. Longitudinal assessment of retinal thinning could confirm the transition to SPMS and help with the therapeutic decision making for patients with MS with clinical suspicion of disease progression.
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