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Broeders TAA, van Dam M, Pontillo G, Rauh V, Douw L, van der Werf YD, Killestein J, Barkhof F, Vinkers CH, Schoonheim MM. Energy Associated With Dynamic Network Changes in Patients With Multiple Sclerosis and Cognitive Impairment. Neurology 2024; 103:e209952. [PMID: 39393029 PMCID: PMC11469683 DOI: 10.1212/wnl.0000000000209952] [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: 04/23/2024] [Accepted: 08/22/2024] [Indexed: 10/13/2024] Open
Abstract
BACKGROUND AND OBJECTIVES Patients with multiple sclerosis (MS) often experience cognitive impairment, and this is related to structural disconnection and subsequent functional reorganization. It is unclear how specific patterns of functional reorganization might make it harder for cognitively impaired (CI) patients with MS to dynamically adapt how brain regions communicate, which is crucial for normal cognition. We aimed to identify dynamic functional network patterns that are relevant to cognitive impairment in MS and investigate whether these patterns can be explained by altered energy costs. METHODS Resting-state functional and diffusion MRI was acquired in a cross-sectional design, as part of the Amsterdam MS cohort. Patients with clinically definitive MS (relapse-free) were classified as CI (≥2/7 domains Z < -2), mildly CI (MCI) (≥2/7 domains Z < -1.5), or cognitively preserved (CP) based on an expanded Brief Repeatable Battery of Neuropsychological Tests. Functional connectivity states were determined using k-means clustering of moment-to-moment cofluctuations (i.e., edge time series), and the resulting state sequence was used to characterize the frequency of transitions. Control energy of the state transitions was calculated using the structural network with network control theory. RESULTS Imaging and cognitive data were available for 95 controls and 330 patients (disease duration: 15 years; 179 CP, 65 MCI, and 86 CI). We identified a "visual network state," "sensorimotor network state," "ventral attention network state," and "default mode network state." CI patients transitioned less frequently between connectivity states compared with CP (β = -5.78; p = 0.038). Relative to the time spent in a state, CI patients transitioned less from a "default mode network state" to a "visual network state" (β = -0.02; p = 0.004). The CI patients required more control energy to transition between states (β = 0.32; p = 0.007), particularly for the same transition (β = 0.34; p = 0.049). DISCUSSION This study showed that it costs more energy for MS patients with cognitive impairment to dynamically change the functional network, possibly explaining why these transitions occur less frequently. In particular, transitions from a default mode network state to a visual network state were relevant for cognition in these patients. To further study the order of events leading to these network disturbances, future work should include longitudinal data across different disease stages.
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Affiliation(s)
- Tommy A A Broeders
- From the MS Center Amsterdam (T.A.A.B., M.v.D., V.R., L.D., Y.D.v.d.W., C.H.V., M.M.S.), Anatomy & Neurosciences, and MS Center Amsterdam (G.P., F.B.), Radiology and Nuclear Medicine, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam UMC location VUmc, the Netherlands; Queen Square Institute of Neurology and Centre for Medical Image Computing (G.P., F.B.), University College London, United Kingdom; Departments of Advanced Biomedical Sciences and Electrical Engineering and Information Technology (G.P.), University of Naples "Federico II," Italy; MS Center Amsterdam (J.K.), Neurology, and MS Center Amsterdam (C.H.V.), Psychiatry, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam UMC location VUmc; Amsterdam Public Health (C.H.V.), Mental Health Program; and GGZ inGeest Mental Health Care (C.H.V.), Amsterdam, the Netherlands
| | - Maureen van Dam
- From the MS Center Amsterdam (T.A.A.B., M.v.D., V.R., L.D., Y.D.v.d.W., C.H.V., M.M.S.), Anatomy & Neurosciences, and MS Center Amsterdam (G.P., F.B.), Radiology and Nuclear Medicine, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam UMC location VUmc, the Netherlands; Queen Square Institute of Neurology and Centre for Medical Image Computing (G.P., F.B.), University College London, United Kingdom; Departments of Advanced Biomedical Sciences and Electrical Engineering and Information Technology (G.P.), University of Naples "Federico II," Italy; MS Center Amsterdam (J.K.), Neurology, and MS Center Amsterdam (C.H.V.), Psychiatry, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam UMC location VUmc; Amsterdam Public Health (C.H.V.), Mental Health Program; and GGZ inGeest Mental Health Care (C.H.V.), Amsterdam, the Netherlands
| | - Giuseppe Pontillo
- From the MS Center Amsterdam (T.A.A.B., M.v.D., V.R., L.D., Y.D.v.d.W., C.H.V., M.M.S.), Anatomy & Neurosciences, and MS Center Amsterdam (G.P., F.B.), Radiology and Nuclear Medicine, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam UMC location VUmc, the Netherlands; Queen Square Institute of Neurology and Centre for Medical Image Computing (G.P., F.B.), University College London, United Kingdom; Departments of Advanced Biomedical Sciences and Electrical Engineering and Information Technology (G.P.), University of Naples "Federico II," Italy; MS Center Amsterdam (J.K.), Neurology, and MS Center Amsterdam (C.H.V.), Psychiatry, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam UMC location VUmc; Amsterdam Public Health (C.H.V.), Mental Health Program; and GGZ inGeest Mental Health Care (C.H.V.), Amsterdam, the Netherlands
| | - Vasco Rauh
- From the MS Center Amsterdam (T.A.A.B., M.v.D., V.R., L.D., Y.D.v.d.W., C.H.V., M.M.S.), Anatomy & Neurosciences, and MS Center Amsterdam (G.P., F.B.), Radiology and Nuclear Medicine, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam UMC location VUmc, the Netherlands; Queen Square Institute of Neurology and Centre for Medical Image Computing (G.P., F.B.), University College London, United Kingdom; Departments of Advanced Biomedical Sciences and Electrical Engineering and Information Technology (G.P.), University of Naples "Federico II," Italy; MS Center Amsterdam (J.K.), Neurology, and MS Center Amsterdam (C.H.V.), Psychiatry, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam UMC location VUmc; Amsterdam Public Health (C.H.V.), Mental Health Program; and GGZ inGeest Mental Health Care (C.H.V.), Amsterdam, the Netherlands
| | - Linda Douw
- From the MS Center Amsterdam (T.A.A.B., M.v.D., V.R., L.D., Y.D.v.d.W., C.H.V., M.M.S.), Anatomy & Neurosciences, and MS Center Amsterdam (G.P., F.B.), Radiology and Nuclear Medicine, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam UMC location VUmc, the Netherlands; Queen Square Institute of Neurology and Centre for Medical Image Computing (G.P., F.B.), University College London, United Kingdom; Departments of Advanced Biomedical Sciences and Electrical Engineering and Information Technology (G.P.), University of Naples "Federico II," Italy; MS Center Amsterdam (J.K.), Neurology, and MS Center Amsterdam (C.H.V.), Psychiatry, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam UMC location VUmc; Amsterdam Public Health (C.H.V.), Mental Health Program; and GGZ inGeest Mental Health Care (C.H.V.), Amsterdam, the Netherlands
| | - Ysbrand D van der Werf
- From the MS Center Amsterdam (T.A.A.B., M.v.D., V.R., L.D., Y.D.v.d.W., C.H.V., M.M.S.), Anatomy & Neurosciences, and MS Center Amsterdam (G.P., F.B.), Radiology and Nuclear Medicine, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam UMC location VUmc, the Netherlands; Queen Square Institute of Neurology and Centre for Medical Image Computing (G.P., F.B.), University College London, United Kingdom; Departments of Advanced Biomedical Sciences and Electrical Engineering and Information Technology (G.P.), University of Naples "Federico II," Italy; MS Center Amsterdam (J.K.), Neurology, and MS Center Amsterdam (C.H.V.), Psychiatry, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam UMC location VUmc; Amsterdam Public Health (C.H.V.), Mental Health Program; and GGZ inGeest Mental Health Care (C.H.V.), Amsterdam, the Netherlands
| | - Joep Killestein
- From the MS Center Amsterdam (T.A.A.B., M.v.D., V.R., L.D., Y.D.v.d.W., C.H.V., M.M.S.), Anatomy & Neurosciences, and MS Center Amsterdam (G.P., F.B.), Radiology and Nuclear Medicine, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam UMC location VUmc, the Netherlands; Queen Square Institute of Neurology and Centre for Medical Image Computing (G.P., F.B.), University College London, United Kingdom; Departments of Advanced Biomedical Sciences and Electrical Engineering and Information Technology (G.P.), University of Naples "Federico II," Italy; MS Center Amsterdam (J.K.), Neurology, and MS Center Amsterdam (C.H.V.), Psychiatry, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam UMC location VUmc; Amsterdam Public Health (C.H.V.), Mental Health Program; and GGZ inGeest Mental Health Care (C.H.V.), Amsterdam, the Netherlands
| | - Frederik Barkhof
- From the MS Center Amsterdam (T.A.A.B., M.v.D., V.R., L.D., Y.D.v.d.W., C.H.V., M.M.S.), Anatomy & Neurosciences, and MS Center Amsterdam (G.P., F.B.), Radiology and Nuclear Medicine, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam UMC location VUmc, the Netherlands; Queen Square Institute of Neurology and Centre for Medical Image Computing (G.P., F.B.), University College London, United Kingdom; Departments of Advanced Biomedical Sciences and Electrical Engineering and Information Technology (G.P.), University of Naples "Federico II," Italy; MS Center Amsterdam (J.K.), Neurology, and MS Center Amsterdam (C.H.V.), Psychiatry, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam UMC location VUmc; Amsterdam Public Health (C.H.V.), Mental Health Program; and GGZ inGeest Mental Health Care (C.H.V.), Amsterdam, the Netherlands
| | - Christiaan H Vinkers
- From the MS Center Amsterdam (T.A.A.B., M.v.D., V.R., L.D., Y.D.v.d.W., C.H.V., M.M.S.), Anatomy & Neurosciences, and MS Center Amsterdam (G.P., F.B.), Radiology and Nuclear Medicine, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam UMC location VUmc, the Netherlands; Queen Square Institute of Neurology and Centre for Medical Image Computing (G.P., F.B.), University College London, United Kingdom; Departments of Advanced Biomedical Sciences and Electrical Engineering and Information Technology (G.P.), University of Naples "Federico II," Italy; MS Center Amsterdam (J.K.), Neurology, and MS Center Amsterdam (C.H.V.), Psychiatry, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam UMC location VUmc; Amsterdam Public Health (C.H.V.), Mental Health Program; and GGZ inGeest Mental Health Care (C.H.V.), Amsterdam, the Netherlands
| | - Menno M Schoonheim
- From the MS Center Amsterdam (T.A.A.B., M.v.D., V.R., L.D., Y.D.v.d.W., C.H.V., M.M.S.), Anatomy & Neurosciences, and MS Center Amsterdam (G.P., F.B.), Radiology and Nuclear Medicine, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam UMC location VUmc, the Netherlands; Queen Square Institute of Neurology and Centre for Medical Image Computing (G.P., F.B.), University College London, United Kingdom; Departments of Advanced Biomedical Sciences and Electrical Engineering and Information Technology (G.P.), University of Naples "Federico II," Italy; MS Center Amsterdam (J.K.), Neurology, and MS Center Amsterdam (C.H.V.), Psychiatry, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam UMC location VUmc; Amsterdam Public Health (C.H.V.), Mental Health Program; and GGZ inGeest Mental Health Care (C.H.V.), Amsterdam, the Netherlands
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Takemura H, Kruper JA, Miyata T, Rokem A. Tractometry of Human Visual White Matter Pathways in Health and Disease. Magn Reson Med Sci 2024; 23:316-340. [PMID: 38866532 PMCID: PMC11234945 DOI: 10.2463/mrms.rev.2024-0007] [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] [Indexed: 06/14/2024] Open
Abstract
Diffusion-weighted MRI (dMRI) provides a unique non-invasive view of human brain tissue properties. The present review article focuses on tractometry analysis methods that use dMRI to assess the properties of brain tissue within the long-range connections comprising brain networks. We focus specifically on the major white matter tracts that convey visual information. These connections are particularly important because vision provides rich information from the environment that supports a large range of daily life activities. Many of the diseases of the visual system are associated with advanced aging, and tractometry of the visual system is particularly important in the modern aging society. We provide an overview of the tractometry analysis pipeline, which includes a primer on dMRI data acquisition, voxelwise model fitting, tractography, recognition of white matter tracts, and calculation of tract tissue property profiles. We then review dMRI-based methods for analyzing visual white matter tracts: the optic nerve, optic tract, optic radiation, forceps major, and vertical occipital fasciculus. For each tract, we review background anatomical knowledge together with recent findings in tractometry studies on these tracts and their properties in relation to visual function and disease. Overall, we find that measurements of the brain's visual white matter are sensitive to a range of disorders and correlate with perceptual abilities. We highlight new and promising analysis methods, as well as some of the current barriers to progress toward integration of these methods into clinical practice. These barriers, such as variability in measurements between protocols and instruments, are targets for future development.
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Affiliation(s)
- Hiromasa Takemura
- Division of Sensory and Cognitive Brain Mapping, Department of System Neuroscience, National Institute for Physiological Sciences, Okazaki, Aichi, Japan
- Graduate Institute for Advanced Studies, SOKENDAI, Hayama, Kanagawa, Japan
- Center for Information and Neural Networks (CiNet), Advanced ICT Research Institute, National Institute of Information and Communications Technology, Suita, Osaka, Japan
| | - John A Kruper
- Department of Psychology and eScience Institute, University of Washington, Seattle, WA, USA
| | - Toshikazu Miyata
- Division of Sensory and Cognitive Brain Mapping, Department of System Neuroscience, National Institute for Physiological Sciences, Okazaki, Aichi, Japan
- Center for Information and Neural Networks (CiNet), Advanced ICT Research Institute, National Institute of Information and Communications Technology, Suita, Osaka, Japan
| | - Ariel Rokem
- Department of Psychology and eScience Institute, University of Washington, Seattle, WA, USA
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Papadopoulou A, Pfister A, Tsagkas C, Gaetano L, Sellathurai S, D'Souza M, Cerdá-Fuertes N, Gugleta K, Descoteaux M, Chakravarty MM, Fuhr P, Kappos L, Granziera C, Magon S, Sprenger T, Hardmeier M. Visual evoked potentials in multiple sclerosis: P100 latency and visual pathway damage including the lateral geniculate nucleus. Clin Neurophysiol 2024; 161:122-132. [PMID: 38461596 DOI: 10.1016/j.clinph.2024.02.020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2023] [Revised: 02/11/2024] [Accepted: 02/13/2024] [Indexed: 03/12/2024]
Abstract
OBJECTIVE To explore associations of the main component (P100) of visual evoked potentials (VEP) to pre- and postchiasmatic damage in multiple sclerosis (MS). METHODS 31 patients (median EDSS: 2.5), 13 with previous optic neuritis (ON), and 31 healthy controls had VEP, optical coherence tomography and magnetic resonance imaging. We tested associations of P100-latency to the peripapillary retinal nerve fiber layer (pRNFL), ganglion cell/inner plexiform layers (GCIPL), lateral geniculate nucleus volume (LGN), white matter lesions of the optic radiations (OR-WML), fractional anisotropy of non-lesional optic radiations (NAOR-FA), and to the mean thickness of primary visual cortex (V1). Effect sizes are given as marginal R2 (mR2). RESULTS P100-latency, pRNFL, GCIPL and LGN in patients differed from controls. Within patients, P100-latency was significantly associated with GCIPL (mR2 = 0.26), and less strongly with OR-WML (mR2 = 0.17), NAOR-FA (mR2 = 0.13) and pRNFL (mR2 = 0.08). In multivariate analysis, GCIPL and NAOR-FA remained significantly associated with P100-latency (mR2 = 0.41). In ON-patients, P100-latency was significantly associated with LGN volume (mR2 = -0.56). CONCLUSIONS P100-latency is affected by anterior and posterior visual pathway damage. In ON-patients, damage at the synapse-level (LGN) may additionally contribute to latency delay. SIGNIFICANCE Our findings corroborate post-chiasmatic contributions to the VEP-signal, which may relate to distinct pathophysiological mechanisms in MS.
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Affiliation(s)
- Athina Papadopoulou
- Department of Neurology, University Hospital Basel, University of Basel, Basel, Switzerland; Department of Clinical Research, University of Basel, Switzerland; Translational Imaging in Neurology (ThINK) Basel, Department of Biomedical Engineering, University of Basel, Basel, Switzerland; Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland
| | - Armanda Pfister
- Department of Neurology, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Charidimos Tsagkas
- Department of Neurology, University Hospital Basel, University of Basel, Basel, Switzerland; Translational Imaging in Neurology (ThINK) Basel, Department of Biomedical Engineering, University of Basel, Basel, Switzerland; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health (NIH), Bethesda, MD, USA
| | | | - Shaumiya Sellathurai
- Department of Neurology, University Hospital Basel, University of Basel, Basel, Switzerland; Department of Clinical Research, University of Basel, Switzerland; Translational Imaging in Neurology (ThINK) Basel, Department of Biomedical Engineering, University of Basel, Basel, Switzerland; Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland
| | - Marcus D'Souza
- Department of Neurology, University Hospital Basel, University of Basel, Basel, Switzerland; Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland; Neurostatus AG, University Hospital of Basel, Basel, Switzerland
| | - Nuria Cerdá-Fuertes
- Department of Neurology, University Hospital Basel, University of Basel, Basel, Switzerland; Department of Clinical Research, University of Basel, Switzerland; Translational Imaging in Neurology (ThINK) Basel, Department of Biomedical Engineering, University of Basel, Basel, Switzerland; Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland; Neurostatus AG, University Hospital of Basel, Basel, Switzerland
| | - Konstantin Gugleta
- University Eye Clinic Basel, University Hospital Basel and University of Basel, Basel, Switzerland
| | | | - Mallar M Chakravarty
- Douglas Mental Health University Institute, Departments of Psychiatry and Biomedical Engineering (M.M.C.), McGill University, Montreal, University of Sherbrooke (M.D.), Canada
| | - Peter Fuhr
- Department of Neurology, University Hospital Basel, University of Basel, Basel, Switzerland; Department of Clinical Research, University of Basel, Switzerland
| | - Ludwig Kappos
- Department of Clinical Research, University of Basel, Switzerland; Translational Imaging in Neurology (ThINK) Basel, Department of Biomedical Engineering, University of Basel, Basel, Switzerland; Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland
| | - Cristina Granziera
- Department of Neurology, University Hospital Basel, University of Basel, Basel, Switzerland; Translational Imaging in Neurology (ThINK) Basel, Department of Biomedical Engineering, University of Basel, Basel, Switzerland; Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland
| | - Stefano Magon
- Pharma Research and Early Development, Neuroscience and Rare Diseases Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Basel, Switzerland
| | | | - Martin Hardmeier
- Department of Neurology, University Hospital Basel, University of Basel, Basel, Switzerland.
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Rosenkranz SC, Gutmann L, Has Silemek AC, Dorr M, Häußler V, Lüpke M, Mönch A, Reinhardt S, Kuhle J, Tilsley P, Heesen C, Friese MA, Brandt A, Paul F, Zimmermann H, Stellmann JP. Visual function resists early neurodegeneration in the visual system in primary progressive multiple sclerosis. J Neurol Neurosurg Psychiatry 2023; 94:924-933. [PMID: 37433662 DOI: 10.1136/jnnp-2023-331183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Accepted: 05/31/2023] [Indexed: 07/13/2023]
Abstract
BACKGROUND Neurodegeneration in multiple sclerosis (MS) affects the visual system but dynamics and pathomechanisms over several years especially in primary progressive MS (PPMS) are not fully understood. METHODS We assessed longitudinal changes in visual function, retinal neurodegeneration using optical coherence tomography, MRI and serum NfL (sNfL) levels in a prospective PPMS cohort and matched healthy controls. We investigated the changes over time, correlations between outcomes and with loss of visual function. RESULTS We followed 81 patients with PPMS (mean disease duration 5.9 years) over 2.7 years on average. Retinal nerve fibre layer thickness (RNFL) was reduced in comparison with controls (90.1 vs 97.8 µm; p<0.001). Visual function quantified by the area under the log contrast sensitivity function (AULCSF) remained stable over a continuous loss of RNFL (0.46 µm/year, 95% CI 0.10 to 0.82; p=0.015) up until a mean turning point of 91 µm from which the AULCSF deteriorated. Intereye RNFL asymmetry above 6 µm, suggestive of subclinical optic neuritis, occurred in 15 patients and was related to lower AULCSF but occurred also in 5 out of 44 controls. Patients with an AULCSF progression had a faster increase in Expanded Disability Status Scale (beta=0.17/year, p=0.043). sNfL levels were elevated in patients (12.2 pg/mL vs 8.0 pg/mL, p<0.001), but remained stable during follow-up (beta=-0.14 pg/mL/year, p=0.291) and were not associated with other outcomes. CONCLUSION Whereas neurodegeneration in the anterior visual system is already present at onset, visual function is not impaired until a certain turning point. sNfL is not correlated with structural or functional impairment in the visual system.
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Affiliation(s)
- Sina C Rosenkranz
- Institut für Neuroimmunologie und Multiple Sklerose (INIMS), Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
| | - Lilija Gutmann
- Institut für Neuroimmunologie und Multiple Sklerose (INIMS), Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
| | - Arzu Ceylan Has Silemek
- Institut für Neuroimmunologie und Multiple Sklerose (INIMS), Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
| | | | - Vivien Häußler
- Institut für Neuroimmunologie und Multiple Sklerose (INIMS), Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
| | - Margareta Lüpke
- Institut für Neuroimmunologie und Multiple Sklerose (INIMS), Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
| | - Andrea Mönch
- Institut für Neuroimmunologie und Multiple Sklerose (INIMS), Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
| | - Stefanie Reinhardt
- Institut für Neuroimmunologie und Multiple Sklerose (INIMS), Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
| | - Jens Kuhle
- Multiple Sclerosis Centre and Research Center for Clinical Neuroimmunology and Neuroscience (RC2NB), Departments of Biomedicine and Clinical Research, University Hospital and University of Basel, Basel, Switzerland
- Department of Neurology, University Hospital and University of Basel, Basel, Switzerland
| | - Penelope Tilsley
- CEMEREM, APHM, Hôpital de la Timone, Marseille, France
- CRMBM, Aix Marseille Univ, CNRS, Marseille, France
| | - Christoph Heesen
- Institut für Neuroimmunologie und Multiple Sklerose (INIMS), Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
| | - Manuel A Friese
- Institut für Neuroimmunologie und Multiple Sklerose (INIMS), Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
| | - Alexander Brandt
- Experimental and Clinical Research Center, Max Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- Department of Neurology, University of California Irvine, Irvine, California, USA
| | - Friedemann Paul
- Experimental and Clinical Research Center, Max Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Hanna Zimmermann
- Experimental and Clinical Research Center, Max Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Jan-Patrick Stellmann
- Institut für Neuroimmunologie und Multiple Sklerose (INIMS), Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
- CEMEREM, APHM, Hôpital de la Timone, Marseille, France
- CRMBM, Aix Marseille Univ, CNRS, Marseille, France
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Oertel FC, Krämer J, Motamedi S, Keihani A, Zimmermann HG, Dimitriou NG, Condor-Montes S, Bereuter C, Cordano C, Abdelhak A, Trip A, Aktas O, Meuth SG, Wiendl H, Ruprecht K, Bellmann-Strobl J, Paul F, Petzold A, Brandt AU, Albrecht P, Green AJ. Visually Evoked Potential as Prognostic Biomarker for Neuroaxonal Damage in Multiple Sclerosis From a Multicenter Longitudinal Cohort. NEUROLOGY(R) NEUROIMMUNOLOGY & NEUROINFLAMMATION 2023; 10:e200092. [PMID: 36878713 PMCID: PMC10026703 DOI: 10.1212/nxi.0000000000200092] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/11/2022] [Accepted: 12/13/2022] [Indexed: 03/08/2023]
Abstract
BACKGROUND AND OBJECTIVES With the increasing use of visually evoked potentials (VEPs) as quantitative outcome parameters for myelin in clinical trials, an in-depth understanding of longitudinal VEP latency changes and their prognostic potential for subsequent neuronal loss will be required. In this longitudinal multicenter study, we evaluated the association and prognostic potential of VEP latency for retinal neurodegeneration, measured by optical coherence tomography (OCT), in relapsing-remitting MS (RRMS). METHODS We included 293 eyes of 147 patients with RRMS (age [years, median ± SD] 36 ± 10, male sex 35%, F/U [years, median {IQR} 2.1 {1.5-3.9}]): 41 eyes had a history of optic neuritis (ON) ≥6 months before baseline (CHRONIC-ON), and 252 eyes had no history of ON (CHRONIC-NON). P100 latency (VEP), macular combined ganglion cell and inner plexiform layer volume (GCIPL), and peripapillary retinal nerve fiber layer thickness (pRNFL) (OCT) were quantified. RESULTS P100 latency change over the first year predicted subsequent GCIPL loss (36 months) across the entire chronic cohort (p = 0.001) and in (and driven by) the CHRONIC-NON subset (p = 0.019) but not in the CHRONIC-ON subset (p = 0.680). P100 latency and pRNFL were correlated at baseline (CHRONIC-NON p = 0.004, CHRONIC-ON p < 0.001), but change in P100 latency and pRNFL were not correlated. P100 latency did not differ longitudinally between protocols or centers. DISCUSSION VEP in non-ON eyes seems to be a promising marker of demyelination in RRMS and of potential prognostic value for subsequent retinal ganglion cell loss. This study also provides evidence that VEP may be a useful and reliable biomarker for multicenter studies.
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Affiliation(s)
- Frederike Cosima Oertel
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF)
| | - Julia Krämer
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF)
| | - Seyedamirhosein Motamedi
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF)
| | - Azeen Keihani
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF)
| | - Hanna G Zimmermann
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF)
| | - Nikolaos G Dimitriou
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF)
| | - Shivany Condor-Montes
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF)
| | - Charlotte Bereuter
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF)
| | - Christian Cordano
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF)
| | - Ahmed Abdelhak
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF)
| | - Anand Trip
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF)
| | - Orhan Aktas
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF)
| | - Sven G Meuth
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF)
| | - Heinz Wiendl
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF)
| | - Klemens Ruprecht
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF)
| | - Judith Bellmann-Strobl
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF)
| | - Friedemann Paul
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF)
| | - Axel Petzold
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF)
| | - Alexander U Brandt
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF)
| | - Philipp Albrecht
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF)
| | - Ari J Green
- From the Weill Institute for Neurosciences (F.C.C.O., A.K., S.C.-M., C.C., A.A., A.J.G.), Department of Neurology, University of California San Francisco (UCSF); Experimental and Clinical Research Center (F.C.C.O., S.M., H.G.Z., C.B., J.B.-S., F.P., A.U.B.), Max Delbrück Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Department of Neurology with Institute of Translational Neurology (J.K., H.W.), University Hospital Münster, Germany; University of California Berkeley (A.K.); Department of Neurology (N.G.D., O.A., S.G.M., P.A.), Medical Faculty, Heinrich-Heine University and University Hospital Düsseldorf, Germany; Department of Neurology (P.A.), Maria Hilf Clinic Moenchengladbach, Germany; Queen Square MS Centre (A.T., A.P.), University College London, UK; Department of Neurology (K.R., F.P.),-Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany; Moorfield's Eye Hospital & The National Hospital for Neurology and Neurosurgery (A.P.); Queen Square Institute of Neurology, University College London, UK; Dutch Neuro-ophthalmology Expertise Centre, Amsterdam, NL; Department of Neurology (A.U.B.), University of California Irvine (UCI); and Department of Ophthalmology (A.J.G.), University of California San Francisco (UCSF).
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6
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Maier S, Barcutean L, Andone S, Manu D, Sarmasan E, Bajko Z, Balasa R. Recent Progress in the Identification of Early Transition Biomarkers from Relapsing-Remitting to Progressive Multiple Sclerosis. Int J Mol Sci 2023; 24:4375. [PMID: 36901807 PMCID: PMC10002756 DOI: 10.3390/ijms24054375] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Revised: 02/12/2023] [Accepted: 02/15/2023] [Indexed: 02/25/2023] Open
Abstract
Despite extensive research into the pathophysiology of multiple sclerosis (MS) and recent developments in potent disease-modifying therapies (DMTs), two-thirds of relapsing-remitting MS patients transition to progressive MS (PMS). The main pathogenic mechanism in PMS is represented not by inflammation but by neurodegeneration, which leads to irreversible neurological disability. For this reason, this transition represents a critical factor for the long-term prognosis. Currently, the diagnosis of PMS can only be established retrospectively based on the progressive worsening of the disability over a period of at least 6 months. In some cases, the diagnosis of PMS is delayed for up to 3 years. With the approval of highly effective DMTs, some with proven effects on neurodegeneration, there is an urgent need for reliable biomarkers to identify this transition phase early and to select patients at a high risk of conversion to PMS. The purpose of this review is to discuss the progress made in the last decade in an attempt to find such a biomarker in the molecular field (serum and cerebrospinal fluid) between the magnetic resonance imaging parameters and optical coherence tomography measures.
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Affiliation(s)
- Smaranda Maier
- Ist Neurology Clinic, Emergency Clinical County Hospital Targu Mures, 540136 Targu Mures, Romania
- Department of Neurology, ‘George Emil Palade’ University of Medicine, Pharmacy, Science, and Technology of Targu Mures, 540136 Targu Mures, Romania
| | - Laura Barcutean
- Ist Neurology Clinic, Emergency Clinical County Hospital Targu Mures, 540136 Targu Mures, Romania
- Department of Neurology, ‘George Emil Palade’ University of Medicine, Pharmacy, Science, and Technology of Targu Mures, 540136 Targu Mures, Romania
| | - Sebastian Andone
- Ist Neurology Clinic, Emergency Clinical County Hospital Targu Mures, 540136 Targu Mures, Romania
- Department of Neurology, ‘George Emil Palade’ University of Medicine, Pharmacy, Science, and Technology of Targu Mures, 540136 Targu Mures, Romania
- Doctoral School, ‘George Emil Palade’ University of Medicine, Pharmacy, Science, and Technology of Targu Mures, 540142 Targu Mures, Romania
| | - Doina Manu
- Center for Advanced Medical and Pharmaceutical Research, ‘George Emil Palade’ University of Medicine, Pharmacy, Science, and Technology of Targu Mures, 540136 Targu Mures, Romania
| | - Emanuela Sarmasan
- Ist Neurology Clinic, Emergency Clinical County Hospital Targu Mures, 540136 Targu Mures, Romania
| | - Zoltan Bajko
- Ist Neurology Clinic, Emergency Clinical County Hospital Targu Mures, 540136 Targu Mures, Romania
- Department of Neurology, ‘George Emil Palade’ University of Medicine, Pharmacy, Science, and Technology of Targu Mures, 540136 Targu Mures, Romania
| | - Rodica Balasa
- Ist Neurology Clinic, Emergency Clinical County Hospital Targu Mures, 540136 Targu Mures, Romania
- Department of Neurology, ‘George Emil Palade’ University of Medicine, Pharmacy, Science, and Technology of Targu Mures, 540136 Targu Mures, Romania
- Doctoral School, ‘George Emil Palade’ University of Medicine, Pharmacy, Science, and Technology of Targu Mures, 540142 Targu Mures, Romania
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7
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Eklund A, Huang-Link Y, Kovácsovics B, Dahle C, Vrethem M, Lind J. OCT and VEP correlate to disability in secondary progressive multiple sclerosis. Mult Scler Relat Disord 2022; 68:104255. [PMID: 36544315 DOI: 10.1016/j.msard.2022.104255] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2022] [Revised: 09/23/2022] [Accepted: 10/17/2022] [Indexed: 11/06/2022]
Abstract
BACKGROUND The afferent visual pathway provides a unique opportunity to monitor clinical and subclinical optic neuritis and features of neuroaxonal degeneration in secondary progressive MS. OBJECTIVE To investigate the usefulness of visual evoked potentials (VEP) and optical coherence tomography (OCT) in evaluating SPMS, and the association between these modalities and clinical course and lesion load on the magnetic resonance imaging (MRI) in patients with SPMS with or without a history of optic neuritis (ON). METHODS SPMS patients (n = 27) underwent clinical assessment with Expanded Disability Status Scale (EDSS) grading, visual acuity, OCT, and VEP examination. MRI of the brain and spinal cord were evaluated. Ordinal scores of VEP and MRI findings were used in the statistical analyses. RESULTS The ganglion cell and inner plexiform layer (GCIPL) and retinal nerve fiber layer (RNFL) thickness correlated with VEP latency. VEP P100 score correlated with EDSS. Linear regression showed an association between GCIPL thickness and EDSS as well as VEP P100 latency and EDSS. The MRI analyses were negative. CONCLUSION VEP latency and GCIPL thickness correlated with disability measured as EDSS in patients with SPMS and are useful in monitoring SPMS patients.
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Affiliation(s)
- Anna Eklund
- Section of Neurology, Department of Internal Medicine, Jönköping County Hospital Ryhov, Jönköping S-551 85, Sweden.
| | - Yumin Huang-Link
- Department of Biomedical and Clinical Sciences, Division of Neurobiology, Linköping University, Linköping, Sweden
| | | | - Charlotte Dahle
- Department of Biomedical and Clinical Sciences, Division of Neuro and Inflammation Sciences, Linköping University, Linköping, Sweden
| | - Magnus Vrethem
- Department of Biomedical and Clinical Sciences, Division of Neurobiology, Linköping University, Linköping, Sweden
| | - Jonas Lind
- Department of Biomedical and Clinical Sciences, Division of Neurobiology, Linköping University, Linköping, and Section of Neurology, Department of Internal Medicine, County Hospital Ryhov, Jönköping, Sweden
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8
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Individual differences in visual evoked potential latency are associated with variance in brain tissue volume in people with multiple sclerosis: An analysis of brain function-structure correlates. Mult Scler Relat Disord 2022; 68:104116. [PMID: 36041331 DOI: 10.1016/j.msard.2022.104116] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Revised: 07/16/2022] [Accepted: 08/13/2022] [Indexed: 12/15/2022]
Abstract
Visual evoked potentials (VEP) index visual pathway functioning, and are often used for clinical assessment and as outcome measures in people with multiple sclerosis (PwMS). VEPs may also reflect broader neural disturbances that extend beyond the visual system, but this possibility requires further investigation. In the present study, we examined the hypothesis that delayed latency of the P100 component of the VEP would be associated with broader structural changes in the brain in PwMS. We obtained VEP latency for a standard pattern-reversal checkerboard stimulus paradigm, in addition to Magnetic Resonance Imaging (MRI) measures of whole brain volume (WBV), gray matter volume (GMV), white matter volume (WMV), and T2-weighted fluid attenuated inversion recovery (FLAIR) white matter lesion volume (FLV). Correlation analyses indicated that prolonged VEP latency was significantly associated with lower WBV, GMV, and WMV, and greater FLV. VEP latency remained significantly associated with WBV, GMV, and WMV even after controlling for the variance associated with inter-ocular latency, age, time between VEP and MRI assessments, and other MRI variables. VEP latency delays were most pronounced in PwMS that exhibited low volume in both white and gray matter simultaneously. Furthermore, PwMS that had delayed VEP latency based on a clinically relevant cutoff (VEP latency ≥ 113 ms) in both eyes had lower WBV, GMV, and WMV and greater FLV in comparison to PwMS that had normal VEP latency in one or both eyes. The findings suggest that PwMS that have delayed latency in both eyes may be particularly at risk for exhibiting greater brain atrophy and lesion volume. These analyses also indicate that VEP latency may index combined gray matter and white matter disturbances, and therefore broader network connectivity and efficiency. VEP latency may therefore provide a surrogate marker of broader structural disturbances in the brain in MS.
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9
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Backner Y, Zamir S, Petrou P, Paul F, Karussis D, Levin N. Anatomical and functional visual network patterns in progressive multiple sclerosis. Hum Brain Mapp 2021; 43:1590-1597. [PMID: 34931352 PMCID: PMC8886643 DOI: 10.1002/hbm.25744] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2021] [Revised: 11/29/2021] [Accepted: 11/30/2021] [Indexed: 11/09/2022] Open
Abstract
The gradual accrual of disability over time in progressive multiple sclerosis is believed to be driven by widespread degeneration. Yet another facet of the problem may reside in the loss of the brain's ability to adapt to the damage incurred as the disease progresses. In this study, we attempted to examine whether changes associated with optic neuritis in the structural and functional visual networks can still be discerned in progressive patients even years after the acute insult. Forty-eight progressive multiple sclerosis patients, 21 with and 27 without prior optic neuritis, underwent structural and functional MRI, including DTI and resting state fMRI. Anatomical and functional visual networks were analyzed using graph theory-based methods. While no functional metrics were significantly different between the two groups, anatomical global efficiency and density were significantly lower in the optic neuritis group, despite no significant difference in lesion load between the groups. We conclude that long-standing distal damage to the optic nerve causes trans-synaptic effects and the early ability of the cortex to adapt may be altered, or possibly nullified. We suggest that this limited ability of the brain to compensate should be considered when attempting to explain the accumulation of disability in progressive multiple sclerosis patients.
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Affiliation(s)
- Yael Backner
- The fMRI Unit, Department of Neurology, Hadassah Medical Organization, Jerusalem, Israel.,The Faculty of Medicine, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Sol Zamir
- The fMRI Unit, Department of Neurology, Hadassah Medical Organization, Jerusalem, Israel.,The Faculty of Medicine, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Panayiota Petrou
- Multiple Sclerosis Center, Department of Neurology, Hadassah Medical Organization, Jerusalem, Israel
| | - Friedemann Paul
- NeuroCure Clinical Research Center, Charité-Universitätsmedizin Berlin, Berlin, Germany.,Experimental and Clinical Research Center, Max Delbrueck Center for Molecular Medicine and Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Dimitrios Karussis
- Multiple Sclerosis Center, Department of Neurology, Hadassah Medical Organization, Jerusalem, Israel
| | - Netta Levin
- The fMRI Unit, Department of Neurology, Hadassah Medical Organization, Jerusalem, Israel.,The Faculty of Medicine, The Hebrew University of Jerusalem, Jerusalem, Israel
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10
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Caffarra S, Joo SJ, Bloom D, Kruper J, Rokem A, Yeatman JD. Development of the visual white matter pathways mediates development of electrophysiological responses in visual cortex. Hum Brain Mapp 2021; 42:5785-5797. [PMID: 34487405 PMCID: PMC8559498 DOI: 10.1002/hbm.25654] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Revised: 08/23/2021] [Accepted: 08/27/2021] [Indexed: 12/24/2022] Open
Abstract
The latency of neural responses in the visual cortex changes systematically across the lifespan. Here, we test the hypothesis that development of visual white matter pathways mediates maturational changes in the latency of visual signals. Thirty-eight children participated in a cross-sectional study including diffusion magnetic resonance imaging (MRI) and magnetoencephalography (MEG) sessions. During the MEG acquisition, participants performed a lexical decision and a fixation task on words presented at varying levels of contrast and noise. For all stimuli and tasks, early evoked fields were observed around 100 ms after stimulus onset (M100), with slower and lower amplitude responses for low as compared to high contrast stimuli. The optic radiations and optic tracts were identified in each individual's brain based on diffusion MRI tractography. The diffusion properties of the optic radiations predicted M100 responses, especially for high contrast stimuli. Higher optic radiation fractional anisotropy (FA) values were associated with faster and larger M100 responses. Over this developmental window, the M100 responses to high contrast stimuli became faster with age and the optic radiation FA mediated this effect. These findings suggest that the maturation of the optic radiations over childhood accounts for individual variations observed in the developmental trajectory of visual cortex responses.
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Affiliation(s)
- Sendy Caffarra
- Division of Developmental‐Behavioral PediatricsStanford University School of MedicineStanfordCalifornia
- Stanford University Graduate School of EducationStanfordCalifornia
- Basque Center on Cognition Brain and LanguageSan SebastianSpain
- Department of Biomedical, Metabolic and Neural SciencesUniversity of Modena and Reggio EmiliaModenaItaly
| | - Sung Jun Joo
- Department of PsychologyPusan National UniversityPusanRepublic of Korea
| | - David Bloom
- Department of PsychologyUniversity of WashingtonSeattleWashington
- eScience InstituteUniversity of WashingtonSeattleWashington
| | - John Kruper
- Department of PsychologyUniversity of WashingtonSeattleWashington
- eScience InstituteUniversity of WashingtonSeattleWashington
| | - Ariel Rokem
- Department of PsychologyUniversity of WashingtonSeattleWashington
- eScience InstituteUniversity of WashingtonSeattleWashington
| | - Jason D. Yeatman
- Division of Developmental‐Behavioral PediatricsStanford University School of MedicineStanfordCalifornia
- Stanford University Graduate School of EducationStanfordCalifornia
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11
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Xue J, Zhu Y, Liu Z, Lin J, Li Y, Li Y, Zhuo Y. Demyelination of the Optic Nerve: An Underlying Factor in Glaucoma? Front Aging Neurosci 2021; 13:701322. [PMID: 34795572 PMCID: PMC8593209 DOI: 10.3389/fnagi.2021.701322] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Accepted: 10/13/2021] [Indexed: 11/13/2022] Open
Abstract
Neurodegenerative disorders are characterized by typical neuronal degeneration and axonal loss in the central nervous system (CNS). Demyelination occurs when myelin or oligodendrocytes experience damage. Pathological changes in demyelination contribute to neurodegenerative diseases and worsen clinical symptoms during disease progression. Glaucoma is a neurodegenerative disease characterized by progressive degeneration of retinal ganglion cells (RGCs) and the optic nerve. Since it is not yet well understood, we hypothesized that demyelination could play a significant role in glaucoma. Therefore, this study started with the morphological and functional manifestations of demyelination in the CNS. Then, we discussed the main mechanisms of demyelination in terms of oxidative stress, mitochondrial damage, and immuno-inflammatory responses. Finally, we summarized the existing research on the relationship between optic nerve demyelination and glaucoma, aiming to inspire effective treatment plans for glaucoma in the future.
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Affiliation(s)
- Jingfei Xue
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Yingting Zhu
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Zhe Liu
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Jicheng Lin
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Yangjiani Li
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Yiqing Li
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Yehong Zhuo
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
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12
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Martinek R, Ladrova M, Sidikova M, Jaros R, Behbehani K, Kahankova R, Kawala-Sterniuk A. Advanced Bioelectrical Signal Processing Methods: Past, Present and Future Approach-Part II: Brain Signals. SENSORS (BASEL, SWITZERLAND) 2021; 21:6343. [PMID: 34640663 PMCID: PMC8512967 DOI: 10.3390/s21196343] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/19/2021] [Revised: 09/12/2021] [Accepted: 09/14/2021] [Indexed: 12/14/2022]
Abstract
As it was mentioned in the previous part of this work (Part I)-the advanced signal processing methods are one of the quickest and the most dynamically developing scientific areas of biomedical engineering with their increasing usage in current clinical practice. In this paper, which is a Part II work-various innovative methods for the analysis of brain bioelectrical signals were presented and compared. It also describes both classical and advanced approaches for noise contamination removal such as among the others digital adaptive and non-adaptive filtering, signal decomposition methods based on blind source separation, and wavelet transform.
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Affiliation(s)
- Radek Martinek
- Department of Cybernetics and Biomedical Engineering, VSB-Technical University Ostrava—FEECS, 708 00 Ostrava-Poruba, Czech Republic; (M.L.); (M.S.); (R.J.); (R.K.)
| | - Martina Ladrova
- Department of Cybernetics and Biomedical Engineering, VSB-Technical University Ostrava—FEECS, 708 00 Ostrava-Poruba, Czech Republic; (M.L.); (M.S.); (R.J.); (R.K.)
| | - Michaela Sidikova
- Department of Cybernetics and Biomedical Engineering, VSB-Technical University Ostrava—FEECS, 708 00 Ostrava-Poruba, Czech Republic; (M.L.); (M.S.); (R.J.); (R.K.)
| | - Rene Jaros
- Department of Cybernetics and Biomedical Engineering, VSB-Technical University Ostrava—FEECS, 708 00 Ostrava-Poruba, Czech Republic; (M.L.); (M.S.); (R.J.); (R.K.)
| | - Khosrow Behbehani
- College of Engineering, The University of Texas in Arlington, Arlington, TX 76019, USA;
| | - Radana Kahankova
- Department of Cybernetics and Biomedical Engineering, VSB-Technical University Ostrava—FEECS, 708 00 Ostrava-Poruba, Czech Republic; (M.L.); (M.S.); (R.J.); (R.K.)
| | - Aleksandra Kawala-Sterniuk
- Faculty of Electrical Engineering, Automatic Control and Informatics, Opole University of Technology, 45-758 Opole, Poland
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13
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Brown JWL, Cunniffe NG, Prados F, Kanber B, Jones JL, Needham E, Georgieva Z, Rog D, Pearson OR, Overell J, MacManus D, Samson RS, Stutters J, Ffrench-Constant C, Gandini Wheeler-Kingshott CAM, Moran C, Flynn PD, Michell AW, Franklin RJM, Chandran S, Altmann DR, Chard DT, Connick P, Coles AJ. Safety and efficacy of bexarotene in patients with relapsing-remitting multiple sclerosis (CCMR One): a randomised, double-blind, placebo-controlled, parallel-group, phase 2a study. Lancet Neurol 2021; 20:709-720. [PMID: 34418398 DOI: 10.1016/s1474-4422(21)00179-4] [Citation(s) in RCA: 52] [Impact Index Per Article: 17.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2021] [Revised: 05/17/2021] [Accepted: 05/28/2021] [Indexed: 02/07/2023]
Abstract
BACKGROUND Progressive disability in multiple sclerosis occurs because CNS axons degenerate as a late consequence of demyelination. In animals, retinoic acid receptor RXR-gamma agonists promote remyelination. We aimed to assess the safety and efficacy of a non-selective retinoid X receptor agonist in promoting remyelination in people with multiple sclerosis. METHODS This randomised, double-blind, placebo-controlled, parallel-group, phase 2a trial (CCMR One) recruited patients with relapsing-remitting multiple sclerosis from two centres in the UK. Eligible participants were aged 18-50 years and had been receiving dimethyl fumarate for at least 6 months. Via a web-based system run by an independent statistician, participants were randomly assigned (1:1), by probability-weighted minimisation using four binary factors, to receive 300 mg/m2 of body surface area per day of oral bexarotene or oral placebo for 6 months. Participants, investigators, and outcome assessors were masked to treatment allocation. MRI scans were done at baseline and at 6 months. The primary safety outcome was the number of adverse events and withdrawals attributable to bexarotene. The primary efficacy outcome was the patient-level change in mean lesional magnetisation transfer ratio between baseline and month 6 for lesions that had a baseline magnetisation transfer ratio less than the within-patient median. We analysed the primary safety outcome in the safety population, which comprised participants who received at least one dose of their allocated treatment. We analysed the primary efficacy outcome in the intention-to-treat population, which comprised all patients who completed the study. This study is registered in the ISRCTN Registry, 14265371, and has been completed. FINDINGS Between Jan 17, 2017, and May 17, 2019, 52 participants were randomly assigned to receive either bexarotene (n=26) or placebo (n=26). Participants who received bexarotene had a higher mean number of adverse events (6·12 [SD 3·09]; 159 events in total) than did participants who received placebo (1·63 [SD 1·50]; 39 events in total). All bexarotene-treated participants had at least one adverse event, which included central hypothyroidism (n=26 vs none on placebo), hypertriglyceridaemia (n=24 vs none on placebo), rash (n=13 vs one on placebo), and neutropenia (n=10 vs none on placebo). Five (19%) participants on bexarotene and two (8%) on placebo discontinued the study drug due to adverse events. One episode of cholecystitis in a placebo-treated participant was the only serious adverse event. The change in mean lesional magnetisation transfer ratio was not different between the bexarotene group (0·25 percentage units [pu; SD 0·98]) and the placebo group (0·09 pu [0·84]; adjusted bexarotene-placebo difference 0·16 pu, 95% CI -0·39 to 0·71; p=0·55). INTERPRETATION We do not recommend the use of bexarotene to treat patients with multiple sclerosis because of its poor tolerability and negative primary efficacy outcome. However, statistically significant effects were seen in some exploratory MRI and electrophysiological analyses, suggesting that other retinoid X receptor agonists might have small biological effects that could be investigated in further studies. FUNDING Multiple Sclerosis Society of the United Kingdom.
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Affiliation(s)
- J William L Brown
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK; NMR Research Unit, Queen Square Multiple Sclerosis Centre, UCL Queen Square Institute of Neurology, University College London, London, UK; Clinical Outcomes Research Unit, University of Melbourne, Melbourne, VIC, Australia
| | - Nick G Cunniffe
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK.
| | - Ferran Prados
- NMR Research Unit, Queen Square Multiple Sclerosis Centre, UCL Queen Square Institute of Neurology, University College London, London, UK; Centre for Medical Image Computing, Department of Medical Physics and Biomedical Engineering, University College London, London, UK; e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain
| | - Baris Kanber
- NMR Research Unit, Queen Square Multiple Sclerosis Centre, UCL Queen Square Institute of Neurology, University College London, London, UK; Centre for Medical Image Computing, Department of Medical Physics and Biomedical Engineering, University College London, London, UK; National Institute for Health Research Biomedical Research Centre, University College London Hospitals NHS Foundation Trust and University College London, London, UK
| | - Joanne L Jones
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | - Edward Needham
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | - Zoya Georgieva
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | - David Rog
- Manchester Centre for Clinical Neurosciences, Salford Royal NHS Foundation Trust, Salford, UK
| | - Owen R Pearson
- Department of Neurology, Swansea Bay University Health Board, Swansea, UK
| | - James Overell
- Product Development Neuroscience, F Hoffmann-La Roche, Basel, Switzerland; Institute of Neurological Sciences, University of Glasgow, Glasgow, UK
| | - David MacManus
- NMR Research Unit, Queen Square Multiple Sclerosis Centre, UCL Queen Square Institute of Neurology, University College London, London, UK
| | - Rebecca S Samson
- NMR Research Unit, Queen Square Multiple Sclerosis Centre, UCL Queen Square Institute of Neurology, University College London, London, UK
| | - Jonathan Stutters
- NMR Research Unit, Queen Square Multiple Sclerosis Centre, UCL Queen Square Institute of Neurology, University College London, London, UK
| | | | - Claudia A M Gandini Wheeler-Kingshott
- NMR Research Unit, Queen Square Multiple Sclerosis Centre, UCL Queen Square Institute of Neurology, University College London, London, UK; Brain Connectivity Centre, IRCCS Mondino Foundation, Pavia, Italy; Department of Brain and Behavioural Sciences, University of Pavia, Pavia, Italy
| | - Carla Moran
- Wellcome Trust-MRC Institute of Metabolic Science, University of Cambridge, Cambridge, UK
| | - Paul D Flynn
- Division of Cardiovascular Medicine, Department of Medicine, University of Cambridge, Cambridge, UK
| | - Andrew W Michell
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | - Robin J M Franklin
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK; Wellcome-MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Siddharthan Chandran
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK; UK Dementia Research Institute, University of Edinburgh, Edinburgh, UK
| | - Daniel R Altmann
- Medical Statistics Department, London School of Hygiene & Tropical Medicine, London, UK
| | - Declan T Chard
- NMR Research Unit, Queen Square Multiple Sclerosis Centre, UCL Queen Square Institute of Neurology, University College London, London, UK; National Institute for Health Research Biomedical Research Centre, University College London Hospitals NHS Foundation Trust and University College London, London, UK
| | - Peter Connick
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Alasdair J Coles
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
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14
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Guerrieri S, Comi G, Leocani L. Optical Coherence Tomography and Visual Evoked Potentials as Prognostic and Monitoring Tools in Progressive Multiple Sclerosis. Front Neurosci 2021; 15:692599. [PMID: 34421520 PMCID: PMC8374170 DOI: 10.3389/fnins.2021.692599] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2021] [Accepted: 06/07/2021] [Indexed: 11/13/2022] Open
Abstract
Understanding the mechanisms underlying progression and developing new treatments for progressive multiple sclerosis (PMS) are among the major challenges in the field of central nervous system (CNS) demyelinating diseases. Over the last 10 years, also because of some technological advances, the visual pathways have emerged as a useful platform to study the processes of demyelination/remyelination and their relationship with axonal degeneration/protection. The wider availability and technological advances in optical coherence tomography (OCT) have allowed to add information on structural neuroretinal changes, in addition to functional information provided by visual evoked potentials (VEPs). The present review will address the role of the visual pathway as a platform to assess functional and structural damage in MS, focusing in particular on the role of VEPs and OCT, alone or in combination, in the prognosis and monitoring of PMS.
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Affiliation(s)
- Simone Guerrieri
- Experimental Neurophysiology Unit, San Raffaele Hospital, Institute of Experimental Neurology (INSPE), Milan, Italy.,Vita-Salute San Raffaele University, Milan, Italy
| | - Giancarlo Comi
- Vita-Salute San Raffaele University, Milan, Italy.,Casa di Cura del Policlinico, Milan, Italy
| | - Letizia Leocani
- Experimental Neurophysiology Unit, San Raffaele Hospital, Institute of Experimental Neurology (INSPE), Milan, Italy.,Vita-Salute San Raffaele University, Milan, Italy
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15
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Mancini M, Tian Q, Fan Q, Cercignani M, Huang SY. Dissecting whole-brain conduction delays through MRI microstructural measures. Brain Struct Funct 2021; 226:2651-2663. [PMID: 34390416 PMCID: PMC8448685 DOI: 10.1007/s00429-021-02358-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2021] [Accepted: 07/28/2021] [Indexed: 01/24/2023]
Abstract
Network models based on structural connectivity have been increasingly used as the blueprint for large-scale simulations of the human brain. As the nodes of this network are distributed through the cortex and interconnected by white matter pathways with different characteristics, modeling the associated conduction delays becomes important. The goal of this study is to estimate and characterize these delays directly from the brain structure. To achieve this, we leveraged microstructural measures from a combination of advanced magnetic resonance imaging acquisitions and computed the main determinants of conduction velocity, namely axonal diameter and myelin content. Using the model proposed by Rushton, we used these measures to calculate the conduction velocity and estimated the associated delays using tractography. We observed that both the axonal diameter and conduction velocity distributions presented a rather constant trend across different connection lengths, with resulting delays that scale linearly with the connection length. Relying on insights from graph theory and Kuramoto simulations, our results support the approximation of constant conduction velocity but also show path- and region-specific differences.
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Affiliation(s)
- Matteo Mancini
- Department of Neuroscience, Brighton and Sussex Medical School, University of Sussex, Brighton, UK. .,Cardiff University Brain Research Imaging Centre (CUBRIC), Cardiff University, Cardiff, UK. .,NeuroPoly Lab, Polytechnique Montréal, Montréal, Canada.
| | - Qiyuan Tian
- Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, MA, USA.,Harvard Medical School, Boston, MA, USA
| | - Qiuyun Fan
- Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, MA, USA.,Harvard Medical School, Boston, MA, USA
| | - Mara Cercignani
- Cardiff University Brain Research Imaging Centre (CUBRIC), Cardiff University, Cardiff, UK
| | - Susie Y Huang
- Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, MA, USA.,Harvard Medical School, Boston, MA, USA.,Harvard-MIT Division of Health Sciences and Technology, Massachusetts Institute of Technology, Cambridge, MA, USA
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