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Wu Y, Ning K, He M, Huang W, Wang W. Myopia and Rate of Peripapillary Retinal Nerve Fiber Layer Thickness in Diabetic Patients Without Retinopathy: A 2-Year Longitudinal Study. Curr Eye Res 2024; 49:742-749. [PMID: 38647053 DOI: 10.1080/02713683.2024.2327087] [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: 07/31/2023] [Accepted: 03/03/2024] [Indexed: 04/25/2024]
Abstract
PURPOSE The aim of this study was to investigate the association between myopia and longitudinal changes in peripapillary retinal nerve fiber layer (pRNFL) thickness in type 2 diabetic patients without diabetic retinopathy (DR). METHODS A total of 1069 participants with a median follow-up time of 1.9 years were included in this study. The participants were categorized into four groups based on the presence of myopia (≤ -0.5 diopter [D]) and diabetes without DR, including a control group (n = 412), diabetes group (n = 416), myopia group (n = 115), and diabetes + myopia group (n = 126). Peripapillary average and sectoral RNFL measurements were obtained using 6 × 6 mm swept-source optical coherence tomography (SS-OCT) scans centered at the optic disc. The change rate of pRNFL, adjusted for age and sex, was calculated and compared among the four groups to investigate the impact of myopia and diabetes. RESULTS The baseline estimated pRNFL thickness after adjustment for covariates was 113.7 μm, 116.2 μm, 108.0 μm, and 105.6 μm in the control, diabetes, myopia, and diabetes + myopia group, respectively (diabetes > control > myopia = diabetes + myopia, p < 0.001). The respective average pRNFL loss in the four groups was -0.48 μm/year, -1.11 μm/year, -1.23 μm/year, and -2.62 μm/year (all p < 0.01). The diabetes + myopia group exhibited a greater rate of average pRNFL reduction compared to the other groups (all p < 0.001). Multivariate analysis using a linear mixed-effects model showed that age, diabetes, axial length (AL), and baseline pRNFL thickness were significantly associated with the rate of average pRNFL reduction. CONCLUSIONS The diabetes group showed a faster rate of average pRNFL thickness reduction compared to healthy controls, regardless of the presence of myopia. The average pRNFL thickness decreased more rapidly when diabetes and myopia were present simultaneously than in the individual diabetes or myopia group. Both diabetes and myopia were associated with accelerated pRNFL loss.
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Affiliation(s)
- Yi Wu
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, China
| | - Kang Ning
- Department of Head and Neck Surgery, Sun Yat-sen University Cancer Center, Guangzhou, China
- State Key Laboratory of Oncology in Southern China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, China
| | - Mingguang He
- Research Centre for SHARP Vision, The Hong Kong Polytechnic University, Hong Kong, China
| | - Wenyong Huang
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, China
| | - Wei Wang
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, China
- Hainan Eye Hospital and Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Haikou, Hainan Province, China
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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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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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Patterson EJ, Bounds AD, Wagner SK, Kadri-Langford R, Taylor R, Daly D. Oculomics: A Crusade Against the Four Horsemen of Chronic Disease. Ophthalmol Ther 2024; 13:1427-1451. [PMID: 38630354 PMCID: PMC11109082 DOI: 10.1007/s40123-024-00942-x] [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: 02/02/2024] [Accepted: 03/25/2024] [Indexed: 05/22/2024] Open
Abstract
Chronic, non-communicable diseases present a major barrier to living a long and healthy life. In many cases, early diagnosis can facilitate prevention, monitoring, and treatment efforts, improving patient outcomes. There is therefore a critical need to make screening techniques as accessible, unintimidating, and cost-effective as possible. The association between ocular biomarkers and systemic health and disease (oculomics) presents an attractive opportunity for detection of systemic diseases, as ophthalmic techniques are often relatively low-cost, fast, and non-invasive. In this review, we highlight the key associations between structural biomarkers in the eye and the four globally leading causes of morbidity and mortality: cardiovascular disease, cancer, neurodegenerative disease, and metabolic disease. We observe that neurodegenerative disease is a particularly promising target for oculomics, with biomarkers detected in multiple ocular structures. Cardiovascular disease biomarkers are present in the choroid, retinal vasculature, and retinal nerve fiber layer, and metabolic disease biomarkers are present in the eyelid, tear fluid, lens, and retinal vasculature. In contrast, only the tear fluid emerged as a promising ocular target for the detection of cancer. The retina is a rich source of oculomics data, the analysis of which has been enhanced by artificial intelligence-based tools. Although not all biomarkers are disease-specific, limiting their current diagnostic utility, future oculomics research will likely benefit from combining data from various structures to improve specificity, as well as active design, development, and optimization of instruments that target specific disease signatures, thus facilitating differential diagnoses.
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Affiliation(s)
| | | | - Siegfried K Wagner
- Moorfields Eye Hospital NHS Trust, 162 City Road, London, EC1V 2PD, UK
- UCL Institute of Ophthalmology, University College London, 11-43 Bath Street, London, EC1V 9EL, UK
| | | | - Robin Taylor
- Occuity, The Blade, Abbey Square, Reading, Berkshire, RG1 3BE, UK
| | - Dan Daly
- Occuity, The Blade, Abbey Square, Reading, Berkshire, RG1 3BE, UK
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5
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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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Chataway J, Williams T, Li V, Marrie RA, Ontaneda D, Fox RJ. Clinical trials for progressive multiple sclerosis: progress, new lessons learned, and remaining challenges. Lancet Neurol 2024; 23:277-301. [PMID: 38365380 DOI: 10.1016/s1474-4422(24)00027-9] [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: 05/02/2023] [Revised: 10/04/2023] [Accepted: 01/12/2024] [Indexed: 02/18/2024]
Abstract
Despite the success of disease-modifying treatments in relapsing multiple sclerosis, for many individuals living with multiple sclerosis, progressive disability continues to accrue. How to interrupt the complex pathological processes underlying progression remains a daunting and ongoing challenge. Since 2014, several immunomodulatory approaches that have modest but clinically meaningful effects have been approved for the management of progressive multiple sclerosis, primarily for people who have active inflammatory disease. The approval of these drugs required large phase 3 trials that were sufficiently powered to detect meaningful effects on disability. New classes of drug, such as Bruton tyrosine-kinase inhibitors, are coming to the end of their trial stages, several candidate neuroprotective compounds have been successful in phase 2 trials, and innovative approaches to remyelination are now also being explored in clinical trials. Work continues to define intermediate outcomes that can provide results in phase 2 trials more quickly than disability measures, and more efficient trial designs, such as multi-arm multi-stage and futility approaches, are increasingly being used. Collaborations between patient organisations, pharmaceutical companies, and academic researchers will be crucial to ensure that future trials maintain this momentum and generate results that are relevant for people living with progressive multiple sclerosis.
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Affiliation(s)
- Jeremy Chataway
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK; Medical Research Council Clinical Trials Unit at UCL, Institute of Clinical Trials and Methodology, University College London, London, UK; National Institute for Health Research, University College London Hospitals, Biomedical Research Centre, London, UK.
| | - Thomas Williams
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
| | - Vivien Li
- Florey Institute of Neuroscience and Mental Health, University of Melbourne, Melbourne, VIC, Australia; Department of Neurology, The Royal Melbourne Hospital, Melbourne, VIC, Australia
| | - Ruth Ann Marrie
- Departments of Medicine and Community Health Sciences, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB, Canada
| | - Daniel Ontaneda
- Mellen Center for Multiple Sclerosis, Neurological Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Robert J Fox
- Mellen Center for Multiple Sclerosis, Neurological Institute, Cleveland Clinic, Cleveland, OH, USA
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7
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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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8
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Lin T, Chien C, Kuchling J, Asseyer S, Motamedi S, Bellmann‐Strobl J, Schmitz‐Hübsch T, Ruprecht K, Brandt AU, Zimmermann HG, Paul F. Interactions of optic radiation lesions with retinal and brain atrophy in early multiple sclerosis. Ann Clin Transl Neurol 2024; 11:45-56. [PMID: 37903651 PMCID: PMC10791029 DOI: 10.1002/acn3.51931] [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: 07/06/2023] [Revised: 09/27/2023] [Accepted: 10/15/2023] [Indexed: 11/01/2023] Open
Abstract
OBJECTIVE Retrograde trans-synaptic neuroaxonal degeneration is considered a key pathological factor of subclinical retinal neuroaxonal damage in multiple sclerosis (MS). We aim to evaluate the longitudinal association of optic radiation (OR) lesion activity with retinal neuroaxonal damage and its role in correlations between retinal and brain atrophy in people with clinically isolated syndrome and early MS (pweMS). METHODS Eighty-five pweMS were retrospectively screened from a prospective cohort (Berlin CIS cohort). Participants underwent 3T magnetic resonance imaging (MRI) for OR lesion volume and brain atrophy measurements and optical coherence tomography (OCT) for retinal layer thickness measurements. All pweMS were followed with serial OCT and MRI over a median follow-up of 2.9 (interquartile range: 2.6-3.4) years. Eyes with a history of optic neuritis prior to study enrollment were excluded. Linear mixed models were used to analyze the association of retinal layer thinning with changes in OR lesion volume and brain atrophy. RESULTS Macular ganglion cell-inner plexiform layer (GCIPL) thinning was more pronounced in pweMS with OR lesion volume increase during follow-up compared to those without (Difference: -0.82 μm [95% CI:-1.49 to -0.15], p = 0.018). Furthermore, GCIPL thinning correlated with both OR lesion volume increase (β [95% CI] = -0.27 [-0.50 to -0.03], p = 0.028) and brain atrophy (β [95% CI] = 0.47 [0.25 to 0.70], p < 0.001). Correlations of GCIPL changes with brain atrophy did not differ between pweMS with or without OR lesion increase (η p 2 = 5.92e-7 , p = 0.762). INTERPRETATION Faster GCIPL thinning rate is associated with increased OR lesion load. Our results support the value of GCIPL as a sensitive biomarker reflecting both posterior visual pathway pathology and global brain neurodegeneration.
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Affiliation(s)
- Ting‐Yi Lin
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and the Charité – Universitätsmedizin BerlinBerlinGermany
- Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt‐Universität zu BerlinBerlinGermany
- Max‐Delbrück Center for Molecular Medicine in the Helmholtz AssociationBerlinGermany
| | - Claudia Chien
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and the Charité – Universitätsmedizin BerlinBerlinGermany
- Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt‐Universität zu BerlinBerlinGermany
- Max‐Delbrück Center for Molecular Medicine in the Helmholtz AssociationBerlinGermany
- Department of Psychiatry and PsychotherapyCharité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt‐Universität zu BerlinBerlinGermany
| | - Joseph Kuchling
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and the Charité – Universitätsmedizin BerlinBerlinGermany
- Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt‐Universität zu BerlinBerlinGermany
- Max‐Delbrück Center for Molecular Medicine in the Helmholtz AssociationBerlinGermany
- Department of NeurologyCharité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt‐Universität zu BerlinBerlinGermany
| | - Susanna Asseyer
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and the Charité – Universitätsmedizin BerlinBerlinGermany
- Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt‐Universität zu BerlinBerlinGermany
- Max‐Delbrück Center for Molecular Medicine in the Helmholtz AssociationBerlinGermany
- Neuroscience Clinical Research CenterCharité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt‐Universität zu BerlinBerlinGermany
| | - Seyedamirhosein Motamedi
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and the Charité – Universitätsmedizin BerlinBerlinGermany
- Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt‐Universität zu BerlinBerlinGermany
- Max‐Delbrück Center for Molecular Medicine in the Helmholtz AssociationBerlinGermany
- Neuroscience Clinical Research CenterCharité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt‐Universität zu BerlinBerlinGermany
| | - Judith Bellmann‐Strobl
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and the Charité – Universitätsmedizin BerlinBerlinGermany
- Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt‐Universität zu BerlinBerlinGermany
- Max‐Delbrück Center for Molecular Medicine in the Helmholtz AssociationBerlinGermany
- Neuroscience Clinical Research CenterCharité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt‐Universität zu BerlinBerlinGermany
| | - 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 BerlinBerlinGermany
- Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt‐Universität zu BerlinBerlinGermany
- Max‐Delbrück Center for Molecular Medicine in the Helmholtz AssociationBerlinGermany
- Neuroscience Clinical Research CenterCharité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt‐Universität zu BerlinBerlinGermany
| | - Klemens Ruprecht
- Department of NeurologyCharité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt‐Universität zu BerlinBerlinGermany
| | - Alexander U. Brandt
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and the Charité – Universitätsmedizin BerlinBerlinGermany
- Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt‐Universität zu BerlinBerlinGermany
- Max‐Delbrück Center for Molecular Medicine in the Helmholtz AssociationBerlinGermany
| | - Hanna G. Zimmermann
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and the Charité – Universitätsmedizin BerlinBerlinGermany
- Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt‐Universität zu BerlinBerlinGermany
- Max‐Delbrück Center for Molecular Medicine in the Helmholtz AssociationBerlinGermany
- Neuroscience Clinical Research CenterCharité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt‐Universität zu BerlinBerlinGermany
- Einstein Center Digital FutureBerlinGermany
| | - 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 BerlinBerlinGermany
- Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt‐Universität zu BerlinBerlinGermany
- Max‐Delbrück Center for Molecular Medicine in the Helmholtz AssociationBerlinGermany
- Department of NeurologyCharité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt‐Universität zu BerlinBerlinGermany
- Neuroscience Clinical Research CenterCharité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt‐Universität zu BerlinBerlinGermany
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9
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Kaçar S, Coric D, Ometto G, Montesano G, Denniston AK, Keane PA, Uitdehaag BMJ, Crabb DP, Schoonheim MM, Petzold A, Strijbis EMM. Exploring Vitreous Haze as a Potential Biomarker for Accelerated Glymphatic Outflow and Neurodegeneration in Multiple Sclerosis: A Cross-Sectional Study. Brain Sci 2023; 14:36. [PMID: 38248251 PMCID: PMC10813039 DOI: 10.3390/brainsci14010036] [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: 11/09/2023] [Revised: 12/08/2023] [Accepted: 12/25/2023] [Indexed: 01/23/2024] Open
Abstract
BACKGROUND The glymphatic system removes neurodegenerative debris. The ocular glymphatic outflow is from the eye to the proximal optic nerve. In multiple sclerosis (MS), atrophy of the optic nerve increases the glymphatic outflow space. Here, we tested whether vitreous haze (VH) can provide novel insights into the relationship between neurodegeneration and the ocular glymphatic system in MS. METHODS This cross-sectional study comprised 315 persons with MS and 87 healthy controls (HCs). VH was quantified from optical coherence tomography (OCT) volume scans. Neurodegeneration was determined on three-dimensional T1 (3DT1) MRI, lesion detection on fluid-attenuated inversion (FLAIR), and layer thickness on OCT. Generalized estimating equations, corrected for age, were used to analyze associations between VH and metrics for neurodegeneration, demographics, and clinical scales. Group differences were determined between mild, moderate, and severe disability. RESULTS On the group level, VH scores were comparable between MS and control (p = 0.629). In MS, VH scores declined with disease duration (β = -0.009, p = 0.004) and age (β = -0.007, p = 0.001). There was no relation between VH scores and higher age in HCs. In MS patients, VH was related to normalized gray (NGMV, β = 0.001, p = 0.011) and white matter volume (NWMV, β = 0.001, p = 0.003), macular ganglion cell-inner plexiform layer thickness (mGCIPL, β = 0.006, p < 0.001), and peripapillary retinal nerve fiber layer thickness (pRNFL, β = 0.004, p = 0.008). VH was significantly lower in severe compared to mild disability (mean difference -28.86%, p = 0.058). CONCLUSIONS There is a correlation between VH on OCT and disease duration, more severe disability and lower brain volumes in MS. Biologically, these relationships suggest accelerated glymphatic clearance with disease-related atrophy.
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Affiliation(s)
- Sezgi Kaçar
- MS Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, VU University Medical Center, Amsterdam UMC Location VUmc, De Boelelaan 1117, 1081 HV Amsterdam, The Netherlands; (D.C.); (B.M.J.U.); (A.P.); (E.M.M.S.)
- Dutch Expertise Center for Neuro-Ophthalmology, VU University Medical Center, 1081 HV Amsterdam, The Netherlands
| | - Danko Coric
- MS Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, VU University Medical Center, Amsterdam UMC Location VUmc, De Boelelaan 1117, 1081 HV Amsterdam, The Netherlands; (D.C.); (B.M.J.U.); (A.P.); (E.M.M.S.)
- Dutch Expertise Center for Neuro-Ophthalmology, VU University Medical Center, 1081 HV Amsterdam, The Netherlands
| | - Giovanni Ometto
- Department of Optometry and Visual Sciences, City, University of London, London WC1E 7HU, UK; (G.O.); (G.M.); (D.P.C.)
| | - Giovanni Montesano
- Department of Optometry and Visual Sciences, City, University of London, London WC1E 7HU, UK; (G.O.); (G.M.); (D.P.C.)
| | - Alastair K. Denniston
- Academic Unit of Ophthalmology, Institute of Inflammation and Ageing, University of Birmingham, Birmingham B15 2TT, UK;
- Department of Ophthalmology, University Hospitals Birmingham NHS Foundation Trust, Birmingham B15 2TT, UK
- NIHR Biomedical Research Centre, Moorfields Eye Hospital and UCL Institute of Ophthalmology, London EC1V 9LF, UK;
| | - Pearse A. Keane
- NIHR Biomedical Research Centre, Moorfields Eye Hospital and UCL Institute of Ophthalmology, London EC1V 9LF, UK;
| | - Bernard M. J. Uitdehaag
- MS Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, VU University Medical Center, Amsterdam UMC Location VUmc, De Boelelaan 1117, 1081 HV Amsterdam, The Netherlands; (D.C.); (B.M.J.U.); (A.P.); (E.M.M.S.)
| | - David P. Crabb
- Department of Optometry and Visual Sciences, City, University of London, London WC1E 7HU, UK; (G.O.); (G.M.); (D.P.C.)
| | - Menno M. Schoonheim
- Department of Anatomy and Neurosciences, Neuroscience Campus Amsterdam, VU University Medical Center, 1081 HV Amsterdam, The Netherlands;
| | - Axel Petzold
- MS Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, VU University Medical Center, Amsterdam UMC Location VUmc, De Boelelaan 1117, 1081 HV Amsterdam, The Netherlands; (D.C.); (B.M.J.U.); (A.P.); (E.M.M.S.)
- Dutch Expertise Center for Neuro-Ophthalmology, VU University Medical Center, 1081 HV Amsterdam, The Netherlands
- Department of Neurology and Ophthalmology, Moorfields Eye Hospital, City Road, London EC1V 9LF, UK
- The National Hospital for Neurology and Neurosurgery, University College London, London WC1E 7HU, UK
| | - Eva M. M. Strijbis
- MS Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, VU University Medical Center, Amsterdam UMC Location VUmc, De Boelelaan 1117, 1081 HV Amsterdam, The Netherlands; (D.C.); (B.M.J.U.); (A.P.); (E.M.M.S.)
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10
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Romahn EF, Wiltgen T, Bussas M, Aly L, Wicklein R, Noll C, Berthele A, Dehmelt V, Mardin C, Zimmer C, Korn T, Hemmer B, Kirschke JS, Mühlau M, Knier B. Association of retinal vessel pathology and brain atrophy in relapsing-remitting multiple sclerosis. Front Immunol 2023; 14:1284986. [PMID: 38090586 PMCID: PMC10715309 DOI: 10.3389/fimmu.2023.1284986] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Accepted: 11/07/2023] [Indexed: 12/18/2023] Open
Abstract
Background Optical coherence tomography angiography (OCTA) allows non-invasive assessment of retinal vessel structures. Thinning and loss of retinal vessels is evident in eyes of patients with multiple sclerosis (MS) and might be associated with a proinflammatory disease phenotype and worse prognosis. We investigated whether changes of the retinal vasculature are linked to brain atrophy and disability in MS. Material and methods This study includes one longitudinal observational cohort (n=79) of patients with relapsing-remitting MS. Patients underwent annual assessment of the expanded disability status scale (EDSS), timed 25-foot walk, symbol digit modalities test (SDMT), retinal optical coherence tomography (OCT), OCTA, and brain MRI during a follow-up duration of at least 20 months. We investigated intra-individual associations between changes in the retinal architecture, vasculature, brain atrophy and disability. Eyes with a history of optic neuritis (ON) were excluded. Results We included 79 patients with a median disease duration of 12 (interquartile range 2 - 49) months and a median EDSS of 1.0 (0 - 2.0). Longitudinal retinal axonal and ganglion cell loss were linked to grey matter atrophy, cortical atrophy, and volume loss of the putamen. We observed an association between vessel loss of the superficial vascular complex (SVC) and both grey and white matter atrophy. Both observations were independent of retinal ganglion cell loss. Moreover, patients with worsening of the EDSS and SDMT revealed a pronounced longitudinal rarefication of the SVC and the deep vascular complex. Discussion ON-independent narrowing of the retinal vasculature might be linked to brain atrophy and disability in MS. Our findings suggest that retinal OCTA might be a new tool for monitoring neurodegeneration during MS.
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Affiliation(s)
- Eva Feodora Romahn
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
| | - Tun Wiltgen
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
| | - Matthias Bussas
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
| | - Lilian Aly
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
| | - Rebecca Wicklein
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
| | - Christina Noll
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
| | - Achim Berthele
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
| | - Vera Dehmelt
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
| | - Christian Mardin
- Department of Ophthalmology, University Hospital of Erlangen-Nuremberg, Erlangen, Germany
| | - Claus Zimmer
- Department of Neuroradiology, Klinikum rechts der Isar, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
| | - Thomas Korn
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
- Institute for Experimental Neuroimmunology, Klinikum rechts der Isar, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Bernhard Hemmer
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Jan S. Kirschke
- Department of Neuroradiology, Klinikum rechts der Isar, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
| | - Mark Mühlau
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
| | - Benjamin Knier
- Department of Neurology, Klinikum rechts der Isar, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
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11
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Donica VC, Alexa AI, Pavel IA, Danielescu C, Ciapă MA, Donica AL, Bogdănici CM. The Evolvement of OCT and OCT-A in Identifying Multiple Sclerosis Biomarkers. Biomedicines 2023; 11:3031. [PMID: 38002031 PMCID: PMC10669604 DOI: 10.3390/biomedicines11113031] [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: 10/12/2023] [Revised: 11/09/2023] [Accepted: 11/10/2023] [Indexed: 11/26/2023] Open
Abstract
The prevalence of multiple sclerosis (MS) has been increasing among young people in developing countries over the last years. With the continuous development of new technology, the diagnosis and follow-up of these patients has received new parameters that physicians may use in their practice. This paper reviews the main biomarkers identified through Optical Coherence Tomography Angiography (OCT-A) involved in the development and progression of MS and investigates the role it may have in detecting changes to the central nervous system (CNS).
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Affiliation(s)
- Vlad Constantin Donica
- Department of Ophthalmology, Faculty of Medicine, University of Medicine and Pharmacy “Grigore T. Popa”, University Street, No. 16, 700115 Iasi, Romania; (V.C.D.); (C.D.); (C.M.B.)
| | - Anisia Iuliana Alexa
- Department of Ophthalmology, Faculty of Medicine, University of Medicine and Pharmacy “Grigore T. Popa”, University Street, No. 16, 700115 Iasi, Romania; (V.C.D.); (C.D.); (C.M.B.)
| | - Irina Andreea Pavel
- Department of Ophthalmology, Faculty of Medicine, University of Medicine and Pharmacy “Grigore T. Popa”, University Street, No. 16, 700115 Iasi, Romania; (V.C.D.); (C.D.); (C.M.B.)
| | - Ciprian Danielescu
- Department of Ophthalmology, Faculty of Medicine, University of Medicine and Pharmacy “Grigore T. Popa”, University Street, No. 16, 700115 Iasi, Romania; (V.C.D.); (C.D.); (C.M.B.)
| | | | | | - Camelia Margareta Bogdănici
- Department of Ophthalmology, Faculty of Medicine, University of Medicine and Pharmacy “Grigore T. Popa”, University Street, No. 16, 700115 Iasi, Romania; (V.C.D.); (C.D.); (C.M.B.)
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12
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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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13
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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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14
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Ehrhardt H, Lambe J, Moussa H, Vasileiou ES, Kalaitzidis G, Murphy OC, Filippatou AG, Pellegrini N, Douglas M, Davis S, Nagy N, Quiroga A, Hu C, Zambriczki Lee A, Duval A, Fitzgerald KC, Prince JL, Calabresi PA, Sotirchos ES, Bermel R, Saidha S. Effects of Ibudilast on Retinal Atrophy in Progressive Multiple Sclerosis Subtypes: Post Hoc Analyses of the SPRINT-MS Trial. Neurology 2023; 101:e1014-e1024. [PMID: 37460235 PMCID: PMC10491449 DOI: 10.1212/wnl.0000000000207551] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2022] [Accepted: 05/08/2023] [Indexed: 09/06/2023] Open
Abstract
BACKGROUND AND OBJECTIVES Ganglion cell + inner plexiform layer (GCIPL) thinning, measured by optical coherence tomography (OCT), reflects global neurodegeneration in multiple sclerosis (MS). Atrophy of the inner (INL) and outer nuclear layer (ONL) may also be prominent in progressive MS (PMS). The phase 2, SPRINT-MS trial found reduced brain atrophy with ibudilast therapy in PMS. In this post hoc analysis of the SPRINT-MS trial, we investigate (1) retinal atrophy (2) differences in response by subtype and (3) associations between OCT and MRI measures of neurodegeneration. METHODS In the multicenter, double-blind SPRINT-MS trial, participants with secondary progressive MS (SPMS) or primary progressive MS (PPMS) were randomized to ibudilast or placebo. OCT and MRI data were collected every 24 weeks for 96 weeks. Extensive OCT quality control and algorithmic segmentation produced consistent results across Cirrus HD-OCT and Spectralis devices. Primary endpoints were GCIPL, INL, and ONL atrophy, assessed by linear mixed-effects regression. Secondary endpoints were associations of OCT measures, brain parenchymal fraction, and cortical thickness, assessed by partial Pearson correlations. RESULTS One hundred thirty-four PPMS and 121 SPMS participants were included. GCIPL atrophy was 79% slower in the ibudilast (-0.07 ± 0.23 µm/y) vs placebo group (-0.32 ± 0.20 µm/y, p = 0.003). This effect predominated in the PPMS cohort (ibudilast: -0.08 ± 0.29 µm/y vs placebo: -0.60 ± 0.29 µm/y, a decrease of 87%, p < 0.001) and was not detected in the SPMS cohort (ibudilast: -0.21 ± 0.28 µm/y vs placebo: -0.14 ± 0.27 µm/y, p = 0.55). GCIPL, INL, and ONL atrophy rates correlated with whole brain atrophy rates across the cohort (r = 0.27, r = 0.26, and r = 0.20, respectively; p < 0.001). Power calculations from these data show future trials of similar size and design have ≥80% power to detect GCIPL atrophy effect sizes of approximately 40%. DISCUSSION Ibudilast treatment decreased GCIPL atrophy in PMS, driven by the PPMS cohort, with no effect seen in SPMS. Modulated atrophy of retinal layers may be detectable in sample sizes smaller than the SPRINT-MS trial and correlate with whole brain atrophy in PMS, further highlighting their utility as outcomes in PMS. CLASSIFICATION OF EVIDENCE This study provides Class II evidence that ibudilast reduces composite ganglion cell + inner plexiform layer atrophy, without reduction of inner or outer nuclear layer atrophy, in patients with primary progressive MS but not those with secondary progressive MS.
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Affiliation(s)
- Henrik Ehrhardt
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH
| | - Jeffrey Lambe
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH
| | - Hussein Moussa
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH
| | - Eleni S Vasileiou
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH
| | - Grigorios Kalaitzidis
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH
| | - Olwen C Murphy
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH
| | - Angeliki G Filippatou
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH
| | - Nicole Pellegrini
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH
| | - Morgan Douglas
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH
| | - Simidele Davis
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH
| | - Natalia Nagy
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH
| | - Agustina Quiroga
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH
| | - Chen Hu
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH
| | - Alexandra Zambriczki Lee
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH
| | - Anna Duval
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH
| | - Kathryn C Fitzgerald
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH
| | - Jerry L Prince
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH
| | - Peter A Calabresi
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH
| | - Elias S Sotirchos
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH
| | - Robert Bermel
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH
| | - Shiv Saidha
- From the Department of Neurology (H.E., J.L., H.M., E.S.V., G.K., O.C.M., A.G.F., N.P., M.D., S.D., N.N., A.Q., C.H., A.Z.L., A.D., K.C.F., P.A.C., E.S.S., S.S.), Johns Hopkins University School of Medicine; Department of Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD; and Mellen Center for Multiple Sclerosis (R.B.), Cleveland Clinic, OH.
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15
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McIlwaine G, Csincsik L, Coey R, Wang L, Fitzgerald D, Moffat J, Dubis AM, McDonnell G, Hughes S, Peto T, Lengyel I. Reduced Cone Density Is Associated with Multiple Sclerosis. OPHTHALMOLOGY SCIENCE 2023; 3:100308. [PMID: 37214765 PMCID: PMC10199246 DOI: 10.1016/j.xops.2023.100308] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Revised: 04/01/2023] [Accepted: 04/06/2023] [Indexed: 05/24/2023]
Abstract
Purpose Multiple sclerosis (MS) is an inflammatory neurodegenerative disease of the central nervous system. Recent evidence suggests that degeneration of the inner layers of the retina occurs in MS. This study aimed to examine whether there are outer retinal changes in patients living with MS. Design This was a single center, cross-sectional study. Participants Sixteen patients with MS and 25 controls (volunteers without diagnosed MS) were recruited for the study. Methods We acquired volumetric spectral domain-OCT scans of the macula and a circular scan around the optic nerve head (ONH). We also captured adaptive optics (AO) images at 0° (centered on the foveola), 2°, 4°, and 6° temporal to the fovea. Main Outcome Measures We calculated the thickness of the different retinal layers in the macula and around the ONH using the inbuilt software of the OCT. We evaluated changes in cone photoreceptors by calculating cone density and spacing by the inbuilt AO automatic segmentation algorithm with manual correction. We compared patients with and without optic neuritis and controls. Results We found significant thinning of the inner retina and a thickening of the outer retina in the eye with a history of optic neuritis (eyes of patients with MS with a history of optic neuritis; mean difference [MD]: -11.13 ± 3.61 μm, P = 0.002 and MD: 2.86 ± 0.89 μm, P = 0.001; respectively). We did not observe changes in retinal layers without optic neuritis in eyes of patients with MS without a history of optic neuritis. However, regional differences were detected in the peripapillary retinal nerve fiber layer. Analyzing AO images revealed a significantly lower cone outer-segment density at all eccentricities in all patients compared with control eyes (P < 0.05), independent of optic neuritis history. Conclusions Our results showed that all MS cases were associated with decreased cone densities. Future longitudinal studies will help to elucidate whether this is a specific and sensitive method to detect and monitor the development and progression of MS. Financial Disclosures Proprietary or commercial disclosure may be found after the references.
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Affiliation(s)
- Gemma McIlwaine
- Wellcome Wolfson Institute for Experimental Medicine, Queen’s University Belfast, Belfast, UK
| | - Lajos Csincsik
- Wellcome Wolfson Institute for Experimental Medicine, Queen’s University Belfast, Belfast, UK
- Centre for Public Health, Queen’s University Belfast, Belfast, UK
| | - Rachel Coey
- Wellcome Wolfson Institute for Experimental Medicine, Queen’s University Belfast, Belfast, UK
| | - Luping Wang
- Wellcome Wolfson Institute for Experimental Medicine, Queen’s University Belfast, Belfast, UK
| | - Denise Fitzgerald
- Wellcome Wolfson Institute for Experimental Medicine, Queen’s University Belfast, Belfast, UK
| | - Jill Moffat
- Wellcome Wolfson Institute for Experimental Medicine, Queen’s University Belfast, Belfast, UK
| | - Adam M. Dubis
- UCL Global Business School for Health, University College London, London, UK
| | - Gavin McDonnell
- Department of Neurology, The Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, UK
| | - Stella Hughes
- Department of Neurology, The Royal Victoria Hospital, Belfast Health and Social Care Trust, Belfast, UK
| | - Tunde Peto
- Centre for Public Health, Queen’s University Belfast, Belfast, UK
| | - Imre Lengyel
- Wellcome Wolfson Institute for Experimental Medicine, Queen’s University Belfast, Belfast, UK
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16
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Khodabandeh Z, Rabbani H, Ashtari F, Zimmermann HG, Motamedi S, Brandt AU, Paul F, Kafieh R. Discrimination of multiple sclerosis using OCT images from two different centers. Mult Scler Relat Disord 2023; 77:104846. [PMID: 37413855 DOI: 10.1016/j.msard.2023.104846] [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: 05/22/2023] [Accepted: 06/19/2023] [Indexed: 07/08/2023]
Abstract
BACKGROUND Multiple sclerosis (MS) is one of the most prevalent chronic inflammatory diseases caused by demyelination and axonal damage in the central nervous system. Structural retinal imaging via optical coherence tomography (OCT) shows promise as a noninvasive biomarker for monitoring of MS. There are successful reports regarding the application of Artificial Intelligence (AI) in the analysis of cross-sectional OCTs in ophthalmologic diseases. However, the alteration of thicknesses of various retinal layers in MS is noticeably subtle compared to other ophthalmologic diseases. Therefore, raw cross-sectional OCTs are replaced with multilayer segmented OCTs for discrimination of MS and healthy controls (HCs). METHODS To conform to the principles of trustworthy AI, interpretability is provided by visualizing the regional layer contribution to classification performance with the proposed occlusion sensitivity approach. The robustness of the classification is also guaranteed by showing the effectiveness of the algorithm while being tested on the new independent dataset. The most discriminative features from different topologies of the multilayer segmented OCTs are selected by the dimension reduction method. Support vector machine (SVM), random forest (RF), and artificial neural network (ANN) are used for classification. Patient-wise cross-validation (CV) is utilized to evaluate the performance of the algorithm, where the training and test folds contain records from different subjects. RESULTS The most discriminative topology is determined to square with a size of 40 pixels and the most influential layers are the ganglion cell and inner plexiform layer (GCIPL) and inner nuclear layer (INL). Linear SVM resulted in 88% Accuracy (with standard deviation (std) = 0.49 in 10 times of execution to indicate the repeatability), 78% precision (std=1.48), and 63% recall (std=1.35) in the discrimination of MS and HCs using macular multilayer segmented OCTs. CONCLUSION The proposed classification algorithm is expected to help neurologists in the early diagnosis of MS. This paper distinguishes itself from other studies by employing two distinct datasets, which enhances the robustness of its findings in comparison with previous studies with lack of external validation. This study aims to circumvent the utilization of deep learning methods due to the limited quantity of the available data and convincingly demonstrates that favorable outcomes can be achieved without relying on deep learning techniques.
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Affiliation(s)
- Zahra Khodabandeh
- School of Advanced Technologies in Medicine, Medical Image and Signal Processing Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Hossein Rabbani
- School of Advanced Technologies in Medicine, Medical Image and Signal Processing Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Fereshteh Ashtari
- Isfahan Neurosciences Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Hanna G Zimmermann
- Experimental and Clinical Research Center, Max Delbrück Center for Molecular Medicine and Charité- Universitätsmedizin Berlin, Berlin, Germany; NeuroCure Clinical Research Center- Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Seyedamirhosein Motamedi
- Experimental and Clinical Research Center, Max Delbrück Center for Molecular Medicine and Charité- Universitätsmedizin Berlin, Berlin, Germany; NeuroCure Clinical Research Center- Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Alexander U Brandt
- Experimental and Clinical Research Center, Max Delbrück Center for Molecular Medicine and Charité- Universitätsmedizin Berlin, Berlin, Germany; NeuroCure Clinical Research Center- Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany; Department of Neurology, University of California, Irvine, CA, USA
| | - Friedemann Paul
- Experimental and Clinical Research Center, Max Delbrück Center for Molecular Medicine and Charité- Universitätsmedizin Berlin, Berlin, Germany; NeuroCure Clinical Research Center- Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany; Department of Neurology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Rahele Kafieh
- School of Advanced Technologies in Medicine, Medical Image and Signal Processing Research Center, Isfahan University of Medical Sciences, Isfahan, Iran; NeuroCure Clinical Research Center- Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany; Department of Engineering, Durham University, Durham, UK.
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17
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Pryce G, Sisay S, Giovannoni G, Selwood DL, Baker D. Neuroprotection in an Experimental Model of Multiple Sclerosis via Opening of Big Conductance, Calcium-Activated Potassium Channels. Pharmaceuticals (Basel) 2023; 16:972. [PMID: 37513884 PMCID: PMC10383993 DOI: 10.3390/ph16070972] [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: 05/23/2023] [Revised: 07/02/2023] [Accepted: 07/05/2023] [Indexed: 07/30/2023] Open
Abstract
Big conductance calcium-activated (BK) channel openers can inhibit pathologically driven neural hyperactivity to control symptoms via hyperpolarizing signals to limit neural excitability. We hypothesized that BK channel openers would be neuroprotective during neuroinflammatory, autoimmune disease. The neurodegenerative disease was induced in a mouse experimental autoimmune encephalomyelitis model with translational value to detect neuroprotection in multiple sclerosis. Following the treatment with the BK channel openers, BMS-204253 and VSN16R, neuroprotection was assessed using subjective and objective clinical outcomes and by quantitating spinal nerve content. Treatment with BMS-204253 and VSN16R did not inhibit the development of relapsing autoimmunity, consistent with minimal channel expression via immune cells, nor did it change leukocyte levels in rodents or humans. However, it inhibited the accumulation of nerve loss and disability as a consequence of autoimmunity. Therefore, in addition to symptom control, BK channel openers have the potential to save nerves from excitotoxic damage and could be useful as either stand-alone neuroprotective agents or as add-ons to current disease-modifying treatments that block relapsing MS but do not have any direct neuroprotective activity.
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Affiliation(s)
- Gareth Pryce
- BartsMS, The Blizard Institute, Faculty of Medicine and Dentistry, Queen Mary University of London, London E1 2AT, UK
| | - Sofia Sisay
- BartsMS, The Blizard Institute, Faculty of Medicine and Dentistry, Queen Mary University of London, London E1 2AT, UK
| | - Gavin Giovannoni
- BartsMS, The Blizard Institute, Faculty of Medicine and Dentistry, Queen Mary University of London, London E1 2AT, UK
| | - David L Selwood
- Wolfson Institute for Biomedical Research, University College London, London WC1E 6BT, UK
| | - David Baker
- BartsMS, The Blizard Institute, Faculty of Medicine and Dentistry, Queen Mary University of London, London E1 2AT, UK
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18
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Ellen O, Ye S, Nheu D, Dass M, Pagnin M, Ozturk E, Theotokis P, Grigoriadis N, Petratos S. The Heterogeneous Multiple Sclerosis Lesion: How Can We Assess and Modify a Degenerating Lesion? Int J Mol Sci 2023; 24:11112. [PMID: 37446290 DOI: 10.3390/ijms241311112] [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: 05/18/2023] [Revised: 06/21/2023] [Accepted: 06/30/2023] [Indexed: 07/15/2023] Open
Abstract
Multiple sclerosis (MS) is a heterogeneous disease of the central nervous system that is governed by neural tissue loss and dystrophy during its progressive phase, with complex reactive pathological cellular changes. The immune-mediated mechanisms that promulgate the demyelinating lesions during relapses of acute episodes are not characteristic of chronic lesions during progressive MS. This has limited our capacity to target the disease effectively as it evolves within the central nervous system white and gray matter, thereby leaving neurologists without effective options to manage individuals as they transition to a secondary progressive phase. The current review highlights the molecular and cellular sequelae that have been identified as cooperating with and/or contributing to neurodegeneration that characterizes individuals with progressive forms of MS. We emphasize the need for appropriate monitoring via known and novel molecular and imaging biomarkers that can accurately detect and predict progression for the purposes of newly designed clinical trials that can demonstrate the efficacy of neuroprotection and potentially neurorepair. To achieve neurorepair, we focus on the modifications required in the reactive cellular and extracellular milieu in order to enable endogenous cell growth as well as transplanted cells that can integrate and/or renew the degenerative MS plaque.
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Affiliation(s)
- Olivia Ellen
- Department of Neuroscience, Central Clinical School, Monash University, Melborune, VIC 3004, Australia
| | - Sining Ye
- Department of Neuroscience, Central Clinical School, Monash University, Melborune, VIC 3004, Australia
| | - Danica Nheu
- Department of Neuroscience, Central Clinical School, Monash University, Melborune, VIC 3004, Australia
| | - Mary Dass
- Department of Neuroscience, Central Clinical School, Monash University, Melborune, VIC 3004, Australia
| | - Maurice Pagnin
- Department of Neuroscience, Central Clinical School, Monash University, Melborune, VIC 3004, Australia
| | - Ezgi Ozturk
- Department of Neuroscience, Central Clinical School, Monash University, Melborune, VIC 3004, Australia
| | - Paschalis Theotokis
- Laboratory of Experimental Neurology and Neuroimmunology, Department of Neurology, AHEPA University Hospital, Stilponos Kiriakides Str. 1, 54636 Thessaloniki, Greece
| | - Nikolaos Grigoriadis
- Laboratory of Experimental Neurology and Neuroimmunology, Department of Neurology, AHEPA University Hospital, Stilponos Kiriakides Str. 1, 54636 Thessaloniki, Greece
| | - Steven Petratos
- Department of Neuroscience, Central Clinical School, Monash University, Melborune, VIC 3004, Australia
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19
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Prajjwal P, Marsool MDM, Asharaf S, Inban P, Gadam S, Yadav R, Vora N, Nandwana V, Marsool ADM, Amir O. Comparison of recent updates in genetics, immunology, biomarkers, and neuroimaging of primary-progressive and relapsing-remitting multiple sclerosis and the role of ocrelizumab in the management of their refractory cases. Health Sci Rep 2023; 6:e1422. [PMID: 37448727 PMCID: PMC10337274 DOI: 10.1002/hsr2.1422] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2023] [Revised: 06/30/2023] [Accepted: 07/01/2023] [Indexed: 07/15/2023] Open
Abstract
Background Primary-progressive multiple sclerosis (PPMS) and relapsing-remitting multiple sclerosis (RRMS) are two frequent multiple sclerosis (MS) subtypes that involve 10%-15% of patients. PPMS progresses slowly and is diagnosed later in life. Both subtypes are influenced by genetic and environmental factors such as smoking, obesity, and vitamin D insufficiency. Although there is no cure, ocrelizumab can reduce symptoms and delay disease development. RRMS is an autoimmune disease that causes inflammation, demyelination, and disability. Early detection, therapy, and lifestyle changes are critical. This study delves into genetics, immunology, biomarkers, neuroimaging, and the usefulness of ocrelizumab in the treatment of refractory patients of PPMS. Method In search of published literature providing up-to-date information on PPMS and RRMS, this review conducted numerous searches in databases such as PubMed, Google Scholar, MEDLINE, and Scopus. We looked into genetics, immunology, biomarkers, current breakthroughs in neuroimaging, and the role of ocrelizumab in refractory cases. Results Our comprehensive analysis found considerable advances in genetics, immunology, biomarkers, neuroimaging, and the efficacy of ocrelizumab in the treatment of refractory patients. Conclusion Early detection, timely intervention, and the adoption of lifestyle modifications play pivotal roles in enhancing treatment outcomes. Notably, ocrelizumab has demonstrated potential in symptom control and mitigating the rate of disease advancement, further underscoring its clinical significance in the management of MS.
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Affiliation(s)
- Priyadarshi Prajjwal
- Department of NeurologyBharati Vidyapeeth University Medical College PunePuneIndia
| | | | | | | | | | - Rukesh Yadav
- Internal Medicine, Maharajgunj Medical CampusTribhuvan UniversityKathmanduNepal
| | - Neel Vora
- Internal Medicine, B.J. Medical CollegeAhmedabadIndia
| | - Varsha Nandwana
- Department of NeurologyVirginia Tech Carilion School of MedicineRoanokeVirginiaUSA
| | | | - Omniat Amir
- Internal Medicine, Al Manhal AcademyKhartoumSudan
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20
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Ganapathy Subramanian R, Zivadinov R, Bergsland N, Dwyer MG, Weinstock-Guttman B, Jakimovski D. Multiple sclerosis optic neuritis and trans-synaptic pathology on cortical thinning in people with multiple sclerosis. J Neurol 2023:10.1007/s00415-023-11709-y. [PMID: 37067590 DOI: 10.1007/s00415-023-11709-y] [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: 02/17/2023] [Revised: 03/31/2023] [Accepted: 04/05/2023] [Indexed: 04/18/2023]
Abstract
BACKGROUND The multi-order visual system represents an excellent testing site regarding the process of trans-synaptic degeneration. The presence and extent of global versus trans-synaptic neurodegeneration in people with multiple sclerosis (pwMS) is not clear. OBJECTIVE To explore cross-sectional and longitudinal relationships between retinal, thalamic and cortical changes in pwMS with and without MS-related optic neuritis (pwMSON and pwoMSON) using MRI and optical coherence tomography (OCT). METHODS 162 pwMS and 47 healthy controls (HCs) underwent OCT and brain MRI at baseline and 5.5-years follow-up. Peripapillary retinal nerve fiber layer (pRNFL) and macular ganglion cell inner plexiform layer (mGCIPL) thicknesses were determined. Global volume measures of brain parenchymal volume (BPV)/percent brain volume change (PBVC), thalamic volume and T2-lesion volume (LV) were derived using standard analysis protocols. Regional cortical thickness was determined using FreeSurfer. Cross-sectional and longitudinal relationship between the retinal measures, thalamic volume and cortical thickness were assessed using age, BPV/PBVC and T2-LV adjusted correlations and regressions. RESULTS After age, BPV and T2-LV adjustment, the thalamic volume explained additional variance in the thickness of pericalcarine (R2 increase of 0.066, standardized β = 0.299, p = 0.039) and lateral occipital (R2 increase of 0.024, standardized β = 0.299, p = 0.039) gyrii in pwMSON. In pwoMSON, the thalamic volume was a significant predictor only of control (frontal) regions of pars opercularis. There was no relationship between thalamic atrophy and cortical thinning over the follow-up in both pwMS with and without MSON. While numerically lower in the pwMSON group, the inter-eye difference was not able to predict the presence of MSON. CONCLUSIONS MSON can induce a measurable amount of trans-synaptic pathology on second-order cortical regions.
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Affiliation(s)
- Ranjani Ganapathy Subramanian
- 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
| | - 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
| | - Niels Bergsland
- 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
- IRCCS, Fondazione Don Carlo Gnocchi, Milan, Italy
| | - Michael G Dwyer
- 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
| | - 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
- 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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21
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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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22
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Mey GM, DeSilva TM. Utility of the visual system to monitor neurodegeneration in multiple sclerosis. Front Mol Neurosci 2023; 16:1125115. [PMID: 37063369 PMCID: PMC10090562 DOI: 10.3389/fnmol.2023.1125115] [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: 12/15/2022] [Accepted: 03/14/2023] [Indexed: 03/31/2023] Open
Abstract
Neurodegeneration occurs early in the multiple sclerosis (MS) disease course and is an important driver of permanent disability. Current immunomodulatory therapies do not directly target neuronal health; thus, there is a critical need to develop neuroprotective strategies in MS. Outcome measures in clinical trials primarily evaluate disease activity and clinical disability scores rather than measures of neurodegeneration. The visual system provides a noninvasive correlate of brain atrophy and neuronal function through structural and functional exams. Furthermore, optic nerve axons and their respective neuronal cell bodies in the retina, in addition to their synaptic input to the thalamus, provide a distinct anatomy to investigate neurodegenerative processes. This review discusses the utility of the visual system as an early output measure of neurodegeneration in MS as well as an important platform to evaluate neuroprotective strategies in preclinical models.
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Affiliation(s)
| | - Tara M. DeSilva
- Department of Neurosciences, Cleveland Clinic, Cleveland, OH, United States
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23
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Mohammadi S, Gouravani M, Salehi MA, Arevalo JF, Galetta SL, Harandi H, Frohman EM, Frohman TC, Saidha S, Sattarnezhad N, Paul F. Optical coherence tomography angiography measurements in multiple sclerosis: a systematic review and meta-analysis. J Neuroinflammation 2023; 20:85. [PMID: 36973708 PMCID: PMC10041805 DOI: 10.1186/s12974-023-02763-4] [Citation(s) in RCA: 17] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Accepted: 03/11/2023] [Indexed: 03/29/2023] Open
Abstract
BACKGROUND AND OBJECTIVES Recent literature on multiple sclerosis (MS) demonstrates the growing implementation of optical coherence tomography-angiography (OCT-A) to discover potential qualitative and quantitative changes in the retina and optic nerve. In this review, we analyze OCT-A studies in patients with MS and examine its utility as a surrogate or precursor to changes in central nervous system tissue. METHODS PubMed and EMBASE were systematically searched to identify articles that applied OCT-A to evaluate the retinal microvasculature measurements in patients with MS. Quantitative data synthesis was performed on all measurements which were evaluated in at least two unique studies with the same OCT-A devices, software, and study population compared to controls. A fixed-effects or random-effects model was applied for the meta-analysis based on the heterogeneity level. RESULTS The study selection process yielded the inclusion of 18 studies with a total of 1552 evaluated eyes in 673 MS-associated optic neuritis (MSON) eyes, 741 MS without optic neuritis (MSNON eyes), and 138 eyes without specification for the presence of optic neuritis (ON) in addition to 1107 healthy control (HC) eyes. Results indicated that MS cases had significantly decreased whole image superficial capillary plexus (SCP) vessel density when compared to healthy control subjects in the analyses conducted on Optovue and Topcon studies (both P < 0.0001). Likewise, the whole image vessel densities of deep capillary plexus (DCP) and radial peripapillary capillary (RPC) were significantly lower in MS cases compared to HC (all P < 0.05). Regarding optic disc area quadrants, MSON eyes had significantly decreased mean RPC vessel density compared to MSNON eyes in all quadrants except for the inferior (all P < 0.05). Results of the analysis of studies that used prototype Axsun machine revealed that MSON and MSNON eyes both had significantly lower ONH flow index compared to HC (both P < 0.0001). CONCLUSIONS This systematic review and meta-analysis of the studies reporting OCT-A measurements of people with MS confirmed the tendency of MS eyes to exhibit reduced vessel density in the macular and optic disc areas, mainly in SCP, DCP, and RPC vessel densities.
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Affiliation(s)
- Soheil Mohammadi
- School of Medicine, Tehran University of Medical Sciences, Pour Sina St, Keshavarz Blvd, Tehran, 1417613151, Iran
| | - Mahdi Gouravani
- School of Medicine, Tehran University of Medical Sciences, Pour Sina St, Keshavarz Blvd, Tehran, 1417613151, Iran
| | - Mohammad Amin Salehi
- School of Medicine, Tehran University of Medical Sciences, Pour Sina St, Keshavarz Blvd, Tehran, 1417613151, Iran.
| | - J Fernando Arevalo
- Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, USA
| | - Steven L Galetta
- Department of Neurology, New York University Langone Medical Center, New York, NY, USA
| | - Hamid Harandi
- School of Medicine, Tehran University of Medical Sciences, Pour Sina St, Keshavarz Blvd, Tehran, 1417613151, Iran
| | - Elliot M Frohman
- Laboratory of Neuroimmunology, Stanford University School of Medicine, Stanford, CA, USA
| | - Teresa C Frohman
- Laboratory of Neuroimmunology, Stanford University School of Medicine, Stanford, CA, USA
| | - Shiv Saidha
- Division of Neuroimmunology and Neurological Infections, Department of Neurology, Johns Hopkins University, Baltimore, MD, USA
| | - Neda Sattarnezhad
- Division of Multiple Sclerosis and Neuroimmunology, Department of Neurology, Stanford Multiple Sclerosis Center, Stanford University, Stanford, USA
| | - Friedemann Paul
- Department of Neurology, Experimental and Clinical Research Center, Max Delbrueck Center for Molecular Medicine, NeuroCure Clinical Research Center, Charité Universitätsmedizin Berlin, Berlin, Germany
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24
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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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25
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Huang-Link Y, Yang G, Gustafsson G, Gauffin H, Landtblom AM, Mirabelli P, Link H. The Importance of Optical Coherence Tomography in the Diagnosis of Atypical or Subclinical Optic Neuritis: A Case Series Study. J Clin Med 2023; 12:jcm12041309. [PMID: 36835847 PMCID: PMC9961647 DOI: 10.3390/jcm12041309] [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: 12/15/2022] [Revised: 01/25/2023] [Accepted: 02/01/2023] [Indexed: 02/10/2023] Open
Abstract
Background: Optic neuritis (ON) is an inflammatory condition of the optic nerve. ON is associated with development of demyelinating diseases of the central nervous system (CNS). CNS lesions visualized by magnetic resonance imaging (MRI) and the finding of oligoclonal IgG bands (OB) in the cerebrospinal fluid (CSF) are used to stratify the risk of MS after a "first" episode of ON. However, the diagnosis of ON in absence of typical clinical manifestations can be challenging. Methods and Materials: Here we present three cases with changes in the optic nerve and ganglion cell layer in the retina over the disease course. (1) A 34-year-old female with a history of migraine and hypertension had suspect amaurosis fugax (transient vision loss) in the right eye. This patient developed MS four years later. Optical coherence tomography (OCT) showed dynamic changes of the thickness of peripapillary retinal nerve fiber layer (RNFL) and macular ganglion cell-inner plexiform layer (GCIPL) over time. (2) A 29-year-old male with spastic hemiparesis and lesions in the spinal cord and brainstem. Six years later he showed bilateral subclinical ON identified using OCT, visual evoked potentials (VEP) and MRI. The patient fulfilled diagnosis criteria of seronegative neuromyelitis optica (NMO). (3) A 23-year-old female with overweight and headache had bilateral optic disc swelling. With OCT and lumbar puncture, idiopathic intracranial hypertension (IIH) was excluded. Further investigation showed positive antibody for myelin oligodendrocyte glycoprotein (MOG). Conclusions: These three cases illustrate the importance of using OCT to facilitate quick, objective and accurate diagnosis of atypical or subclinical ON, and thus proper therapy.
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Affiliation(s)
- Yumin Huang-Link
- Division of Neurology, Department of Biomedical and Clinical Sciences, Linköping University, 581 85 Linköping, Sweden
- Correspondence: ; Tel.: +46-72-463-8760
| | - Ge Yang
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou 510275, China
| | - Greta Gustafsson
- Division of Neurophysiology, Department of Biomedical and Clinical Sciences, Linköping University, 581 85 Linköping, Sweden
| | - Helena Gauffin
- Division of Neurology, Department of Biomedical and Clinical Sciences, Linköping University, 581 85 Linköping, Sweden
| | - Anne-Marie Landtblom
- Division of Neurology, Department of Biomedical and Clinical Sciences, Linköping University, 581 85 Linköping, Sweden
- Division of Neurology, Department of Medical Sciences, Uppsala University, 752 36 Uppsala, Sweden
| | - Pierfrancesco Mirabelli
- Division of Ophthalmology, Department of Biomedical and Clinical Sciences, Linköping University, 581 85 Linköping, Sweden
| | - Hans Link
- Department of Neurosciences, Karolinska Institutet, 171 77 Stockholm, Sweden
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26
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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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Ziemssen T, Bhan V, Chataway J, Chitnis T, Campbell Cree BA, Havrdova EK, Kappos L, Labauge P, Miller A, Nakahara J, Oreja-Guevara C, Palace J, Singer B, Trojano M, Patil A, Rauser B, Hach T. Secondary Progressive Multiple Sclerosis. NEUROLOGY - NEUROIMMUNOLOGY NEUROINFLAMMATION 2023; 10:10/1/e200064. [DOI: 10.1212/nxi.0000000000200064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Accepted: 09/30/2022] [Indexed: 11/23/2022]
Abstract
Many challenges exist in the precise diagnosis and clinical management of secondary progressive multiple sclerosis (SPMS) because of the lack of definitive clinical, imaging, immunologic, or pathologic criteria that demarcate the transition from relapsing-remitting MS to SPMS. This review provides an overview of the diagnostic criteria/definition and the heterogeneity associated with different SPMS patient populations; it also emphasizes the importance of available prospective/retrospective tools to identify patients with SPMS earlier in the disease course so that approved disease-modifying therapies and nonpharmacological strategies will translate into better outcomes. Delivery of such interventions necessitates an evolving patient-clinician dialog within the context of a multidisciplinary team.
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28
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Application of Deep Learning to Retinal-Image-Based Oculomics for Evaluation of Systemic Health: A Review. J Clin Med 2022; 12:jcm12010152. [PMID: 36614953 PMCID: PMC9821402 DOI: 10.3390/jcm12010152] [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] [Received: 11/20/2022] [Revised: 12/17/2022] [Accepted: 12/22/2022] [Indexed: 12/28/2022] Open
Abstract
The retina is a window to the human body. Oculomics is the study of the correlations between ophthalmic biomarkers and systemic health or disease states. Deep learning (DL) is currently the cutting-edge machine learning technique for medical image analysis, and in recent years, DL techniques have been applied to analyze retinal images in oculomics studies. In this review, we summarized oculomics studies that used DL models to analyze retinal images-most of the published studies to date involved color fundus photographs, while others focused on optical coherence tomography images. These studies showed that some systemic variables, such as age, sex and cardiovascular disease events, could be consistently robustly predicted, while other variables, such as thyroid function and blood cell count, could not be. DL-based oculomics has demonstrated fascinating, "super-human" predictive capabilities in certain contexts, but it remains to be seen how these models will be incorporated into clinical care and whether management decisions influenced by these models will lead to improved clinical outcomes.
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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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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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Gernert JA, Zimmermann H, Oswald E, Christmann T, Kümpfel T, Havla J. Clinical onset of CNS demyelinating disease after COVID-19 vaccination: denovo disease? Mult Scler Relat Disord 2022; 67:104175. [PMID: 36126540 PMCID: PMC9464312 DOI: 10.1016/j.msard.2022.104175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Revised: 09/07/2022] [Accepted: 09/09/2022] [Indexed: 11/19/2022]
Abstract
BACKGROUND Clinical onset of multiple sclerosis (MSpostvacc) and myelin-oligodendrocyte-glycoprotein-antibody-associated disease (MOGADpostvacc) has been reported in association with SARS-CoV-2-vaccination. There is uncertainty as to whether this is causality (denovo disease) or temporal coincidence (manifestation of a preexisting, subclinical neuroinflammation). OBJECTIVES Comparing the clinical characteristics of MSpostvacc-patients versus patients with MS (PwMS) whose clinical onset occurred independently of vaccination (MSreference). METHODS Consecutive patients with clinical onset ≤30 days after SARS-CoV-2-vaccination were included. Clinical data, cerebrospinal fluid (CSF) parameters and magnetic resonance imaging (MRI) as well as optical coherence tomography (OCT) data were compared to an age- and sex-matched MSreference-cohort. RESULTS We identified 5 MSpostvacc and 1 MOGADpostvacc patients who developed their clinical onset ≤ 30 days after SARS-CoV-2-vaccination. Clinical characteristics, CSF, MRI and OCT parameters from MSpostvacc patients were comparable to the MSreference cohort and showed evidence of preexisting subclinical CNS disease. The single case with MOGADpostvacc clearly differed from PwMS in higher CSF cell counts, remission of MRI lesions during follow-up, and absence of oligoclonal bands. CONCLUSIONS Our case series indicates that MSpostvacc patients showed a rather typical initial manifestation in temporal association with SARS-CoV-2-vaccination and harbored preexisting subclinical neuroinflammation. This argues against the denovo development of MS in this cohort.
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Affiliation(s)
- J A Gernert
- Institute of Clinical Neuroimmunology, Ludwig-Maximilians University Munich, Munich, Germany; Department of Neurology, University Hospital Munich, Ludwig-Maximilians University Munich, Munich, Germany
| | - H Zimmermann
- Institute of Neuroradiology, LMU Hospital, Ludwig-Maximilians University Munich, Munich, Germany
| | - E Oswald
- Institute of Clinical Neuroimmunology, Ludwig-Maximilians University Munich, Munich, Germany
| | - T Christmann
- Institute of Clinical Neuroimmunology, Ludwig-Maximilians University Munich, Munich, Germany
| | - T Kümpfel
- Institute of Clinical Neuroimmunology, Ludwig-Maximilians University Munich, Munich, Germany; Biomedical Center and University Hospital, Ludwig-Maximilians University Munich, Munich, Germany
| | - J Havla
- Institute of Clinical Neuroimmunology, Ludwig-Maximilians University Munich, Munich, Germany; Biomedical Center and University Hospital, Ludwig-Maximilians University Munich, Munich, Germany; Data Integration for Future Medicine (DIFUTURE) Consortium, LMU Hospital, Ludwig-Maximilians University, Munich, Germany.
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Sotirchos ES, Vasileiou ES, Filippatou AG, Fitzgerald KC, Smith MD, Lord HN, Kalaitzidis G, Lambe J, Duval A, Prince JL, Mowry EM, Saidha S, Calabresi PA. Association of Serum Neurofilament Light Chain With Inner Retinal Layer Thinning in Multiple Sclerosis. Neurology 2022; 99:e688-e697. [PMID: 35618438 PMCID: PMC9484608 DOI: 10.1212/wnl.0000000000200778] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2021] [Accepted: 04/11/2022] [Indexed: 01/14/2023] Open
Abstract
BACKGROUND AND OBJECTIVES Serum neurofilament light chain (sNfL) and optical coherence tomography (OCT)-derived retinal measures (including peripapillary retinal nerve fiber layer [pRNFL] and macular ganglion cell layer/inner plexiform layer [GCIPL] thickness) have been proposed as biomarkers of neurodegeneration in multiple sclerosis (MS). However, studies evaluating the associations between sNfL and OCT-derived retinal measures in MS are limited. METHODS In this retrospective analysis of a longitudinal, observational, single-center cohort study, sNfL levels were measured in people with MS and healthy controls (HCs) using single molecule array. Participants with MS were followed with serial OCT for a median follow-up of 4.5 years. Eyes with optic neuritis (ON) within 6 months of baseline OCT or ON during follow-up were excluded. Age-normative cutoffs of sNfL were derived using the HC data, and MS participants with sNfL greater than the 97.5th percentile for age were classified as having elevated sNfL (sNfL-E). Analyses were performed with mixed-effects linear regression models and adjusted for age, sex, race, and history of ON. RESULTS A total of 130 HCs (age: 42.4 ± 14.2 years; 62% female) and 403 people with MS (age: 43.1 ± 12.0 years; 78% female) were included. Elevated sNfL levels were present at baseline in 80 participants with MS (19.9%). At baseline, sNfL-E participants had modestly lower pRNFL (-3.03 ± 1.50 μm; p = 0.044) and GCIPL thickness (-2.74 ± 1.02 μm; p = 0.007). As compared with those with sNfL within the reference range, eyes from NfL-E participants exhibited faster longitudinal thinning of the pRNFL (45% faster; -0.74 vs -0.51 μm/y; p = 0.015) and GCIPL (25% faster; -0.35 vs -0.28 μm/y; p = 0.021). Significant differences in rates of pRNFL and GCIPL thinning between sNfL groups were found only in those with relapsing-remitting MS but not progressive MS. DISCUSSION Elevated baseline sNfL is associated with accelerated rates of retinal neuroaxonal loss in relapsing-remitting MS, independent of overt ON, but may be less reflective of retinal neurodegeneration in progressive MS.
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Affiliation(s)
- Elias S Sotirchos
- From the Departments of Neurology (E.S.S., E.S.V., A.G.F., K.C.F., M.D.S., H.-N.L., G.K., J.L., A.D., E.M.M., S.S., P.A.C.), and Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD.
| | - Eleni S Vasileiou
- From the Departments of Neurology (E.S.S., E.S.V., A.G.F., K.C.F., M.D.S., H.-N.L., G.K., J.L., A.D., E.M.M., S.S., P.A.C.), and Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD
| | - Angeliki G Filippatou
- From the Departments of Neurology (E.S.S., E.S.V., A.G.F., K.C.F., M.D.S., H.-N.L., G.K., J.L., A.D., E.M.M., S.S., P.A.C.), and Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD
| | - Kathryn C Fitzgerald
- From the Departments of Neurology (E.S.S., E.S.V., A.G.F., K.C.F., M.D.S., H.-N.L., G.K., J.L., A.D., E.M.M., S.S., P.A.C.), and Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD
| | - Matthew D Smith
- From the Departments of Neurology (E.S.S., E.S.V., A.G.F., K.C.F., M.D.S., H.-N.L., G.K., J.L., A.D., E.M.M., S.S., P.A.C.), and Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD
| | - Hannah-Noelle Lord
- From the Departments of Neurology (E.S.S., E.S.V., A.G.F., K.C.F., M.D.S., H.-N.L., G.K., J.L., A.D., E.M.M., S.S., P.A.C.), and Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD
| | - Grigorios Kalaitzidis
- From the Departments of Neurology (E.S.S., E.S.V., A.G.F., K.C.F., M.D.S., H.-N.L., G.K., J.L., A.D., E.M.M., S.S., P.A.C.), and Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD
| | - Jeffrey Lambe
- From the Departments of Neurology (E.S.S., E.S.V., A.G.F., K.C.F., M.D.S., H.-N.L., G.K., J.L., A.D., E.M.M., S.S., P.A.C.), and Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD
| | - Anna Duval
- From the Departments of Neurology (E.S.S., E.S.V., A.G.F., K.C.F., M.D.S., H.-N.L., G.K., J.L., A.D., E.M.M., S.S., P.A.C.), and Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD
| | - Jerry L Prince
- From the Departments of Neurology (E.S.S., E.S.V., A.G.F., K.C.F., M.D.S., H.-N.L., G.K., J.L., A.D., E.M.M., S.S., P.A.C.), and Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD
| | - Ellen M Mowry
- From the Departments of Neurology (E.S.S., E.S.V., A.G.F., K.C.F., M.D.S., H.-N.L., G.K., J.L., A.D., E.M.M., S.S., P.A.C.), and Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD
| | - Shiv Saidha
- From the Departments of Neurology (E.S.S., E.S.V., A.G.F., K.C.F., M.D.S., H.-N.L., G.K., J.L., A.D., E.M.M., S.S., P.A.C.), and Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD
| | - Peter A Calabresi
- From the Departments of Neurology (E.S.S., E.S.V., A.G.F., K.C.F., M.D.S., H.-N.L., G.K., J.L., A.D., E.M.M., S.S., P.A.C.), and Electrical and Computer Engineering (J.L.P.), Johns Hopkins University, Baltimore, MD
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Analysis of optical coherence tomography of the optic nerve head and of the retinal macular area in multiple sclerosis patients. OPHTHALMOLOGY JOURNAL 2022. [DOI: 10.17816/ov105639] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022] Open
Abstract
BACKGROUND: Multiple sclerosis is a chronic autoimmune demyelinating disease of the central nervous system. Early diagnosis of the disease is extremely important for the just-in-time start of specific therapy. Optical coherence tomography (OCT) of the optic nerve head and retina can become an early marker of the neurodegenerative process in multiple sclerosis.
AIM: To determine OCT-changes in the retinal nerve fiber layer (RNFL) thickness and retinal thickness in the macular area being most specific for multiple sclerosis.
MATERIALS AND METHODS: 197 patients were examined, the study group consisted of 136 patients (274 eyes) with an established diagnosis of multiple sclerosis and the disease duration of at least 6 months. The control group included 61 healthy people (122 eyes). All patients underwent a standard ophthalmological examination, OCT was performed on Spectralis OCT (Heidelberg Engineering, Germany) using 2 scanning protocols: ONH-RC-Scan (Optic Nerve Head-Radial Circle Scan) and PPAA (Posterior Pole Asymmetry Analysis)
RESULTS: Only 11 patients (8.1%) had a history of retrobulbar neuritis, the best corrected visual acuity was 0.7 and higher in 83 (81%) patients with multiple sclerosis, while the optic nerve head and retinal nerve fiber layer OCT-changes typical for multiple sclerosis were found in 118 patients (87%). The most prominent thinning of the retinal nerve fiber layer in group with multiple sclerosis was revealed in the temporal part of the optic nerve head (59.9 14.8 in the study group versus 76.6 12.0 in the control group; p 0.001), the least thinning was in the nasal half (66.6 14.3 in the study group versus 69.3 12.4 in the control group; p = 0.013). The retina in the macular area in multiple sclerosis patients was thinned over the entire area, the most significant changes were in the Outer Nasal 7 zone (303.3 20.4 in the study group versus 324.3 10.0 in the control group; p 0.001). Cluster analysis found 6 new retinal zones for mapping the macular area using the scanning protocol PPAA. In order to determine the prognostic value of the obtained zones, a logistic regression model was constructed, which with a sensitivity of 87.1% and a specificity of 81.6% allows concluding on the probability of having multiple sclerosis.
CONCLUSION: OCT data using the proposed mapping of the macular area with the mathematical model analysis could be used to diagnose specific optic nerve atrophy, to reveal typical thinning of the retinal nerve fiber layer associated with multiple sclerosis, and in the long run, to become an additional criterion for establishing the diagnosis of multiple sclerosis.
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Berek K, Hegen H, Hocher J, Auer M, Di Pauli F, Krajnc N, Angermann R, Barket R, Zinganell A, Riedl K, Deisenhammer F, Berger T, Bsteh G. Retinal layer thinning as a biomarker of long-term disability progression in multiple sclerosis. Mult Scler 2022; 28:1871-1880. [PMID: 35652366 DOI: 10.1177/13524585221097566] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
BACKGROUND Peripapillary retinal nerve fibre layer and macular ganglion cell plus inner plexiform layer thinning are markers of neuroaxonal degeneration in multiple sclerosis. OBJECTIVE We aimed to investigate the value of peripapillary retinal nerve fibre layer and ganglion cell plus inner plexiform layer thinning for prediction of long-term disability. METHODS This is a 6-year prospective longitudinal study on 93 multiple sclerosis patients. Optical coherence tomography scans were performed at baseline, after 1, 2 and 6 years. Primary endpoint was disability progression after 6 years, defined as expanded disability status scale worsening and/or cognitive deterioration. Univariate and multivariate analysis was used to investigate the value of peripapillary retinal nerve fibre layer and ganglion cell plus inner plexiform layer to predict the primary endpoint. RESULTS A total of 57 (61.3%) patients had disability worsening, 40 (43.0%) expanded disability status scale worsening and 34 (36.6%) cognitive deterioration. Mean peripapillary retinal nerve fibre layer and ganglion cell plus inner plexiform layer baseline thickness were 93.0 and 75.2 µm, and mean annualised peripapillary retinal nerve fibre layer and ganglion cell plus inner plexiform layer thinning rates over 6 years were 1.3 and 1.6 µm, respectively. Univariate and multivariate analysis revealed lower peripapillary retinal nerve fibre layer and ganglion cell plus inner plexiform layer baseline thickness and higher annualised thinning rates in patients with disability progression after 6 years. Effects were more pronounced for ganglion cell plus inner plexiform layer and expanded disability status scale worsening than for peripapillary retinal nerve fibre layer models and cognitive deterioration. CONCLUSION Ganglion cell plus inner plexiform layer and peripapillary retinal nerve fibre layer measurements depict neurodegeneration and predict disability progression in multiple sclerosis.
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Affiliation(s)
- Klaus Berek
- Department of Neurology, Medical University of Innsbruck, Innsbruck, Austria
| | - Harald Hegen
- Department of Neurology, Medical University of Innsbruck, Innsbruck, Austria
| | - Jakob Hocher
- Department of Neurology, Medical University of Innsbruck, Innsbruck, Austria
| | - Michael Auer
- Department of Neurology, Medical University of Innsbruck, Innsbruck, Austria
| | - Franziska Di Pauli
- Department of Neurology, Medical University of Innsbruck, Innsbruck, Austria
| | - Nik Krajnc
- Department of Neurology, Medical University of Vienna, Vienna, Austria
| | - Reinhard Angermann
- Department of Ophthalmology and Optometry, Medical University of Innsbruck, Innsbruck, Austria
| | - Robert Barket
- Department of Neurology, Medical University of Innsbruck, Innsbruck, Austria
| | - Anne Zinganell
- Department of Neurology, Medical University of Innsbruck, Innsbruck, Austria
| | - Katharina Riedl
- Department of Neurology, Medical University of Vienna, Vienna, Austria
| | | | - Thomas Berger
- Department of Neurology, Medical University of Vienna, Vienna, Austria
| | - Gabriel Bsteh
- Department of Neurology, Medical University of Vienna, Vienna, Austria
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Olbert E, Struhal W. Retinal imaging with optical coherence tomography in multiple sclerosis: novel aspects. Wien Med Wochenschr 2022; 172:329-336. [PMID: 35347500 PMCID: PMC9606096 DOI: 10.1007/s10354-022-00925-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2021] [Accepted: 02/21/2022] [Indexed: 11/30/2022]
Abstract
Optical coherence tomography (OCT) is of increasing interest in the clinical assessment of multiple sclerosis (MS) patients beyond the scope of clinical studies. In this narrative review, we discuss novel changes of OCT parameters during acute optic neuritis and the disease course of MS patients. OCT images document the changes of retinal layers during an episode of acute optic neuritis and can therefore provide valuable insights into the pathophysiology. Moreover, MS patients show progredient thinning of retinal layers throughout the disease. The thinning is accelerated through relapses as well as disease progression without relapse. The OCT parameters are also associated with clinical outcome parameters, including disability, cognitive function, and brain atrophy. The impact of disease-modifying therapies on OCT parameters is the subject of ongoing research and depends on the agent used. Additional data are still necessary before OCT parameters can be implemented in the clinical standard of care of MS patients.
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Affiliation(s)
- Elisabeth Olbert
- Department of Neurology, University Hospital Tulln, Alter Ziegelweg 10, 3430, Tulln an der Donau, Austria. .,Karl Landsteiner University of Health Sciences, Tulln, Austria.
| | - Walter Struhal
- Department of Neurology, University Hospital Tulln, Alter Ziegelweg 10, 3430, Tulln an der Donau, Austria.,Karl Landsteiner University of Health Sciences, Tulln, Austria
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