1
|
Nakaya M, Sato N, Suzuki F, Maikusa N, Matsuda H, Kimura Y, Shigemoto Y, Chiba E, Ota M, Yamamura T, Sato W, Okamoto T, Abe O. Multimodal imaging analyses in neuromyelitis optica spectrum disorder with or without visual disturbance. J Neurol Sci 2024; 462:123090. [PMID: 38865876 DOI: 10.1016/j.jns.2024.123090] [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: 11/27/2023] [Revised: 05/10/2024] [Accepted: 06/05/2024] [Indexed: 06/14/2024]
Abstract
BACKGROUND AND PURPOSE Neuromyelitis optica spectrum disorder is a demyelinating and inflammatory affliction that often leads to visual disturbance. Various imaging techniques, including free-water imaging, have been used to determine neuroinflammation and degeneration. Therefore, this study aimed at determining multimodal imaging differences between patients with neuromyelitis optica spectrum disorder, especially those with visual disturbance, and healthy controls. MATERIALS AND METHODS Eighty-five neuromyelitis optica spectrum disorder patients and 89 age- and sex-matched healthy controls underwent 3-T magnetic resonance imaging (MRI). We analyzed adjusted brain-predicted age difference, voxel-based morphometry, and free-water-corrected diffusion tensor imaging (DTI) by tract-based spatial statistics in each patient group (MRI-positive/negative neuromyelitis optica spectrum disorder patients with or without a history of visual disturbance) compared with the healthy control group. RESULTS MRI-positive neuromyelitis optica spectrum disorder patients exhibited reduced volumes of the bilateral thalamus. Tract-based spatial statistics showed diffuse white matter abnormalities in all DTI metrics in MRI-positive neuromyelitis optica spectrum disorder patients with a history of visual disturbance. In MRI-negative neuromyelitis optica spectrum disorder patients with a history of visual disturbance, voxel-based morphometry showed volume reduction of bilateral thalami and optic radiations, and tract-based spatial statistics revealed significantly lower free-water-corrected fractional anisotropy and higher mean diffusivity in the posterior dominant distributions, including the optic nerve radiation. CONCLUSION Free-water-corrected DTI and voxel-based morphometry analyses may reflect symptoms of visual disturbance in neuromyelitis optica spectrum disorder.
Collapse
Affiliation(s)
- Moto Nakaya
- Department of Radiology, National Center Hospital of Neurology and Psychiatry, 4-1-1, Ogawa-Higashi, Kodaira, Tokyo 187-8551, Japan; Department of Radiology, Graduate School of Medicine, University of Tokyo, 7-3-1, Hongo, Bunkyo-ku, Tokyo 113-8655, Japan
| | - Noriko Sato
- Department of Radiology, National Center Hospital of Neurology and Psychiatry, 4-1-1, Ogawa-Higashi, Kodaira, Tokyo 187-8551, Japan.
| | - Fumio Suzuki
- Department of Radiology, National Center Hospital of Neurology and Psychiatry, 4-1-1, Ogawa-Higashi, Kodaira, Tokyo 187-8551, Japan; Department of Radiology, Graduate School of Medicine, University of Tokyo, 7-3-1, Hongo, Bunkyo-ku, Tokyo 113-8655, Japan
| | - Norihide Maikusa
- Department of Radiology, National Center Hospital of Neurology and Psychiatry, 4-1-1, Ogawa-Higashi, Kodaira, Tokyo 187-8551, Japan
| | - Hiroshi Matsuda
- Department of Radiology, National Center Hospital of Neurology and Psychiatry, 4-1-1, Ogawa-Higashi, Kodaira, Tokyo 187-8551, Japan; Department of Biofunctional Imaging, Fukushima Medical University, 1 Hikariga-Oka, Fukushima 960-1295, Japan
| | - Yukio Kimura
- Department of Radiology, National Center Hospital of Neurology and Psychiatry, 4-1-1, Ogawa-Higashi, Kodaira, Tokyo 187-8551, Japan
| | - Yoko Shigemoto
- Department of Radiology, National Center Hospital of Neurology and Psychiatry, 4-1-1, Ogawa-Higashi, Kodaira, Tokyo 187-8551, Japan
| | - Emiko Chiba
- Department of Radiology, National Center Hospital of Neurology and Psychiatry, 4-1-1, Ogawa-Higashi, Kodaira, Tokyo 187-8551, Japan
| | - Miho Ota
- Department of Radiology, National Center Hospital of Neurology and Psychiatry, 4-1-1, Ogawa-Higashi, Kodaira, Tokyo 187-8551, Japan; Department of Neuropsychiatry, University of Tsukuba, 1-1-1, Tennodai, Tsukuba, Ibaraki 305-8576, Japan
| | - Takashi Yamamura
- Department of Immunology, Institute of Neuroscience, National Center of Neurology and Psychiatry, 4-1-1, Ogawa-Higashi, Kodaira, Tokyo 187-8551, Japan
| | - Wakiro Sato
- Department of Immunology, Institute of Neuroscience, National Center of Neurology and Psychiatry, 4-1-1, Ogawa-Higashi, Kodaira, Tokyo 187-8551, Japan
| | - Tomoko Okamoto
- Department of Neurology, National Center of Neurology and Psychiatry, 4-1-1, Ogawa-Higashi, Kodaira, Tokyo 187-8551, Japan
| | - Osamu Abe
- Department of Radiology, Graduate School of Medicine, University of Tokyo, 7-3-1, Hongo, Bunkyo-ku, Tokyo 113-8655, Japan
| |
Collapse
|
2
|
Wang G, Chen X, Wang X, Duan Y, Gao H, Ji X, Zhu Y, Xiang X, Ma H, Li Y, Xue Q. Abnormal brain spontaneous neural activity in neuromyelitis optica spectrum disorder with neuropathic pain. Front Neurol 2024; 15:1408759. [PMID: 38938780 PMCID: PMC11210278 DOI: 10.3389/fneur.2024.1408759] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Accepted: 05/30/2024] [Indexed: 06/29/2024] Open
Abstract
Background Neuropathic pain is one of the most common symptoms in neuromyelitis optica spectrum disorder (NMOSD). Notwithstanding, its underlying mechanism remains obscure. Methods The amplitude of low-frequency fluctuations (ALFF) metric was employed to investigate spontaneous neural activity alterations via resting-state functional magnetic resonance imaging (rs-MRI) data from a 3.0 T MRI scanner, in a sample of 26 patients diagnosed with NMOSD with neuropathic pain (NMOSD-WNP), 20 patients with NMOSD but without neuropathic pain (NMOSD-WoNP), and 38 healthy control (HC) subjects matched for age and sex without the comorbidity of depressive or anxious symptoms. Results It was observed that patients with NMOSD-WNP displayed a significant ALFF decrease in the left amygdala and right anterior insula, relative to both patients with NMOSD-WoNP and HC subjects. Furthermore, ALFF values in the left amygdala were negatively correlated with the scores of the Douleur Neuropathique en 4 Questions and McGill Pain Questionnaire (both sensory and affective descriptors) in patients with NMOSD-WNP. Additionally, there were negative correlations between the ALFF values in the right anterior insula and the duration of pain and the number of relapses in patients with NMOSD-WNP. Conclusion The present study characterizes spontaneous neural activity changes in brain regions associated with sensory and affective processing of pain and its modulation, which underscore the central aspects in patients with NMOSD-WNP. These findings might contribute to a better understanding of the pathophysiologic basis of neuropathic pain in NMOSD.
Collapse
Affiliation(s)
- Gendi Wang
- Department of Neurology, The First Affiliated Hospital of Soochow University, Suzhou, China
- Department of Neurology, Yancheng Third People’s Hospital, Yancheng, China
| | - Xiang Chen
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Xiaoyuan Wang
- Department of Neurology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Yinghui Duan
- Department of Neurology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Hanqing Gao
- Department of Neurology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Xiaopei Ji
- Department of Neurology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Yunfei Zhu
- Department of Neurology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Xuanyi Xiang
- Department of Neurology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Hairong Ma
- Department of Neurology, Kunshan Hospital of Chinese Medicine, Suzhou, China
| | - Yonggang Li
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou, China
- Institute of Medical Imaging, Soochow University, Suzhou, China
- National Clinical Research Center for Hematologic Diseases, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Qun Xue
- Department of Neurology, The First Affiliated Hospital of Soochow University, Suzhou, China
- Medical College of Soochow University, Suzhou, China
- Jiangsu Key Laboratory of Clinical Immunology, Jiangsu Institute of Clinical Immunology, The First Affiliated Hospital of Soochow University, Suzhou, China
| |
Collapse
|
3
|
Sun J, Zhao W, Xie Y, Zhou F, Wu L, Li Y, Li H, Li Y, Zeng C, Han X, Liu Y, Zhang N. Personalized estimates of morphometric similarity in multiple sclerosis and neuromyelitis optica spectrum disorders. Neuroimage Clin 2023; 39:103454. [PMID: 37343344 PMCID: PMC10509529 DOI: 10.1016/j.nicl.2023.103454] [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: 03/10/2023] [Revised: 05/21/2023] [Accepted: 06/16/2023] [Indexed: 06/23/2023]
Abstract
Brain morphometric alterations involve multiple brain regions on progression of the disease in multiple sclerosis (MS) and neuromyelitis optica spectrum disorder (NMOSD) and exhibit age-related degenerative changes during the pathological aging. Recent advance in brain morphometry as measured using MRI have leveraged Person-Based Similarity Index (PBSI) approach to assess the extent of within-diagnosis similarity or heterogeneity of brain neuroanatomical profiles between individuals of healthy populations and validate in neuropsychiatric disorders. Brain morphometric changes throughout the lifespan would be invaluable for understanding regional variability of age-related structural degeneration and the substrate of inflammatory demyelinating disease. Here, we aimed to quantify the neuroanatomical profiles with PBSI measures of cortical thickness (CT) and subcortical volumes (SV) in 263 MS, 207 NMOSD, and 338 healthy controls (HC) from six separate central datasets (aged 11-80). We explored the between-group comparisons of PBSI measures, as well as the advancing age and sex effects on PBSI measures. Compared to NMOSD, MS showed a lower extent of within-diagnosis similarity. Significant differences in regional contributions to PBSI score were observed in 29 brain regions between MS and NMOSD (P < 0.05/164, Bonferroni corrected), of which bilateral cerebellum in MS and bilateral parahippocampal gyrus in NMOSD represented the highest divergence between the two patient groups, with a high similarity effect within each group. The PBSI scores were generally lower with advancing age, but their associations showed different patterns depending on the age range. For MS, CT profiles were significantly negatively correlated with age until the early 30 s (ρ = -0.265, P = 0.030), while for NMOSD, SV profiles were significantly negatively correlated with age with 51 year-old and older (ρ = -0.365, P = 0.008). The current study suggests that PBSI approach could be used to quantify the variation in brain morphometric changes in CNS inflammatory demyelinating disease, and exhibited a greater neuroanatomical heterogeneity pattern in MS compared with NMOSD. Our results reveal that, as an MR marker, PBSI may be sensitive to distribute the disease-associated grey matter diversity and complexity. Disease-driven production of regionally selective and age stage-dependency changes in the neuroanatomical profile of MS and NMOSD should be considered to facilitate the prediction of clinical outcomes and assessment of treatment responses.
Collapse
Affiliation(s)
- Jie Sun
- Department of Radiology and Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin 300052, China
| | - Wenjin Zhao
- Department of Radiology and Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin 300052, China
| | - Yingying Xie
- Department of Radiology and Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin 300052, China
| | - Fuqing Zhou
- Department of Radiology, The First Afliated Hospital, Nanchang University, Nanchang 330006, Jiangxi Province, China
- Neuroimaging Lab, Jiangxi Province Medical Imaging Research Institute, Nanchang 330006, Jiangxi Province, China
| | - Lin Wu
- Department of Radiology, The First Afliated Hospital, Nanchang University, Nanchang 330006, Jiangxi Province, China
- Neuroimaging Lab, Jiangxi Province Medical Imaging Research Institute, Nanchang 330006, Jiangxi Province, China
| | - Yuxin Li
- Department of Radiology, Huashan Hospital, Fudan University, Shanghai 200040, China
| | - Haiqing Li
- Department of Radiology, Huashan Hospital, Fudan University, Shanghai 200040, China
| | - Yongmei Li
- Department of Radiology, The First Afliated Hospital of Chongqing Medical University, Chongqing 400016, China
| | - Chun Zeng
- Department of Radiology, The First Afliated Hospital of Chongqing Medical University, Chongqing 400016, China
| | - Xuemei Han
- Department of Neurology, China-Japan Union Hospital of Jilin University, Changchun 130031, Jilin Province, China
| | - Yaou Liu
- Department of Radiology, Beijing Tiantan Hospital, Capital Medical University, No.119, The West Southern 4th Ring Road, Fengtai District, Beijing 100070, China
| | - Ningnannan Zhang
- Department of Radiology and Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin 300052, China
| |
Collapse
|
4
|
Etemadifar M, Salari M, Etemadifar MR, Sabeti F, Fateh ST, Aminzade Z. Centrally-located Transverse Myelitis would facilitate the differentiation of NMOSD and MOG-AD from MS. Mult Scler Relat Disord 2022; 60:103664. [DOI: 10.1016/j.msard.2022.103664] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2021] [Revised: 01/04/2022] [Accepted: 02/03/2022] [Indexed: 10/19/2022]
|
5
|
Microstructural white matter abnormalities in multiple sclerosis and neuromyelitis optica spectrum disorders: Evaluation by advanced diffusion imaging. J Neurol Sci 2022; 436:120205. [DOI: 10.1016/j.jns.2022.120205] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2021] [Revised: 01/29/2022] [Accepted: 02/20/2022] [Indexed: 12/19/2022]
|
6
|
Chen X, Roberts N, Zheng Q, Peng Y, Han Y, Luo Q, Zeng C, Wang J, Luo T, Li Y. Progressive brain microstructural damage in patients with multiple sclerosis but not in patients with neuromyelitis optica spectrum disorder: A cross-sectional and follow-up tract-based spatial statistics study. Mult Scler Relat Disord 2021; 55:103178. [PMID: 34384989 DOI: 10.1016/j.msard.2021.103178] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2021] [Revised: 07/20/2021] [Accepted: 07/25/2021] [Indexed: 10/20/2022]
Abstract
BACKGROUND Neuromyelitis optica spectrum disorder (NMOSD) may sometimes be misdiagnosed as multiple sclerosis (MS) because both disorders have similar clinical presentations and commonly show white matter damage in the brain. Diffusion tensor imaging (DTI) is an advanced MRI technique to assess the microstructural organization of white matter and provides greater pathological specificity than conventional MRI. In the present combined cross-sectional and longitudinal study, the novel DTI technique of Track-Based Spatial Statistics (TBSS) was used to investigate the difference of DTI parameter abnormalities between NMOSD and MS. METHODS A total of 42 patients with NMOSD, 51 patients with MS and 56 health controls (HC) were recruited and of these 14 patients with NMOSD and 13 patients with MS were also studied at follow-up after an average interval of approximately one year. Measurements of fractional anisotropy (FA), mean diffusion (MD), axial diffusivity (AD) and radial diffusivity (RD) were compared at baseline and follow-up in patients with NMOSD and MS. RESULTS Significant reduction in FA, increase in MD, AD and RD were observed in patients with MS (p < 0.05) and reduced FA was shown in NMOSD (p < 0.05) compared to HC, with all the effects, together with lesion load on T1WI and T2WI, being greater in patients with MS than in patients with NMOSD (p < 0.05). There was no significant difference in the time interval to follow-up in patients with MS (1.37 years) and NMOSD (1.25 years) (p > 0.05), during which there were significant changes in EDSS score between baseline and follow-up in NMOSD and MS patients (p < 0.05). There was a significantly reduced FA, and increased MD and RD in patients with MS (p < 0.05), but no significant changes in patients with NMOSD (p > 0.05). CONCLUSIONS Both MS and NMOSD have microstructure damage in white matter, while the progressive change in brain microstructural properties is observed in patients with MS but may not in patients with NMOSD in a short-term follow-up.
Collapse
Affiliation(s)
- Xiaoya Chen
- Department of Radiology, the First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Neil Roberts
- Edinburgh Imaging facility QMRI, Queen's Medical Research Institute University of Edinburgh, Edinburgh, United Kingdom
| | - Qiao Zheng
- Department of Radiology, the First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Yuling Peng
- Department of Radiology, the First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Yongliang Han
- Department of Radiology, the First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Qi Luo
- Department of Radiology, the First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Chun Zeng
- Department of Radiology, the First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Jingjie Wang
- Department of Radiology, the First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Tianyou Luo
- Department of Radiology, the First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China.
| | - Yongmei Li
- Department of Radiology, the First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China.
| |
Collapse
|
7
|
Zhang N, Sun J, Wang Q, Qin W, Zhang X, Qi Y, Yang L, Shi FD, Yu C. Differentiate aquaporin-4 antibody negative neuromyelitis optica spectrum disorders from multiple sclerosis by multimodal advanced MRI techniques. Mult Scler Relat Disord 2020; 41:102035. [PMID: 32200338 DOI: 10.1016/j.msard.2020.102035] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2019] [Revised: 02/23/2020] [Accepted: 02/29/2020] [Indexed: 01/03/2023]
Abstract
BACKGROUND It is clinically essential to distinguish aquaporin-4 antibody (AQP4-Ab) negative neuromyelitis optica spectrum disorders (NMOSD) and multiple sclerosis (MS) because of different therapeutic strategies. Since clinical and lesion features may not allow the distinction, we aimed to identify advanced imaging features that could improve the distinction between two disorders. METHODS Multimodal imaging measures included fractional anisotropy, mean, axial, radial diffusivity (MD, AD, RD) and kurtosis (MK, AK, RK) from diffusion kurtosis imaging; functional connectivity strength (FCS) and density, regional homogeneity, amplitude of low frequency fluctuations from resting-state functional MRI; gray matter volume from structural MRI; and cerebral blood flow from arterial spin labeling imaging. Voxel-wise comparisons were performed to identify inter-group differences in imaging measures, and the performance of differentiating these two disorders was estimated by receiver operating characteristic curves. RESULTS Compared to MS, patients with AQP4-Ab negative NMOSD showed decreased MD and AD but increased MK and AK in white matter regions; and reduced FCS in the occipital cortex (P < 0.05, FWE corrected). The joint-use of these five imaging measures distinguished the two disorders with an accuracy of 94% (P < 0.001, 95%CI = 0.84-0.98). Other imaging measures showed no significant differences between the two patient groups. CONCLUSIONS The study showed less white matter damage and a more severe functional disconnection of the occipital cortex in patients with AQP4-Ab negative NMOSD compared to MS. The combined use of diffusion and functional connectivity could facilitate a better distinction between NMO and MS with seronegative AQP4-Ab in clinical management.
Collapse
Affiliation(s)
- Ningnannan Zhang
- Department of Radiology and Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin, 300052, China
| | - Jie Sun
- Department of Radiology and Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin, 300052, China
| | - Qiuhui Wang
- Department of Radiology and Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin, 300052, China
| | - Wen Qin
- Department of Radiology and Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin, 300052, China
| | - Xue Zhang
- Department of Radiology and Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin, 300052, China
| | - Yuan Qi
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, 300052, China
| | - Li Yang
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, 300052, China
| | - Fu-Dong Shi
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, 300052, China
| | - Chunshui Yu
- Department of Radiology and Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin, 300052, China.
| |
Collapse
|
8
|
Lötsch J, Schiffmann S, Schmitz K, Brunkhorst R, Lerch F, Ferreiros N, Wicker S, Tegeder I, Geisslinger G, Ultsch A. Machine-learning based lipid mediator serum concentration patterns allow identification of multiple sclerosis patients with high accuracy. Sci Rep 2018; 8:14884. [PMID: 30291263 PMCID: PMC6173715 DOI: 10.1038/s41598-018-33077-8] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2017] [Accepted: 09/11/2018] [Indexed: 02/07/2023] Open
Abstract
Based on increasing evidence suggesting that MS pathology involves alterations in bioactive lipid metabolism, the present analysis was aimed at generating a complex serum lipid-biomarker. Using unsupervised machine-learning, implemented as emergent self-organizing maps of neuronal networks, swarm intelligence and Minimum Curvilinear Embedding, a cluster structure was found in the input data space comprising serum concentrations of d = 43 different lipid-markers of various classes. The structure coincided largely with the clinical diagnosis, indicating that the data provide a basis for the creation of a biomarker (classifier). This was subsequently assessed using supervised machine-learning, implemented as random forests and computed ABC analysis-based feature selection. Bayesian statistics-based biomarker creation was used to map the diagnostic classes of either MS patients (n = 102) or healthy subjects (n = 301). Eight lipid-markers passed the feature selection and comprised GluCerC16, LPA20:4, HETE15S, LacCerC24:1, C16Sphinganine, biopterin and the endocannabinoids PEA and OEA. A complex classifier or biomarker was developed that predicted MS at a sensitivity, specificity and accuracy of approximately 95% in training and test data sets, respectively. The present successful application of serum lipid marker concentrations to MS data is encouraging for further efforts to establish an MS biomarker based on serum lipidomics.
Collapse
Affiliation(s)
- Jörn Lötsch
- Institute of Clinical Pharmacology, Goethe-University, Theodor - Stern - Kai 7, 60590, Frankfurt am Main, Germany.
- Fraunhofer Institute of Molecular Biology and Applied Ecology - Project Group Translational Medicine and Pharmacology (IME-TMP), Theodor - Stern - Kai 7, 60590, Frankfurt am Main, Germany.
| | - Susanne Schiffmann
- Fraunhofer Institute of Molecular Biology and Applied Ecology - Project Group Translational Medicine and Pharmacology (IME-TMP), Theodor - Stern - Kai 7, 60590, Frankfurt am Main, Germany
| | - Katja Schmitz
- Institute of Clinical Pharmacology, Goethe-University, Theodor - Stern - Kai 7, 60590, Frankfurt am Main, Germany
| | - Robert Brunkhorst
- Department of Neurology, Goethe-University Hospital, Theodor - Stern - Kai 7, 60590, Frankfurt am Main, Germany
| | - Florian Lerch
- DataBionics Research Group, University of Marburg, Hans - Meerwein - Straße 22, 35032, Marburg, Germany
| | - Nerea Ferreiros
- Institute of Clinical Pharmacology, Goethe-University, Theodor - Stern - Kai 7, 60590, Frankfurt am Main, Germany
| | - Sabine Wicker
- Occupational Health Service, University Hospital Frankfurt, Theodor - Stern - Kai 7, 60590, Frankfurt am Main, Germany
| | - Irmgard Tegeder
- Institute of Clinical Pharmacology, Goethe-University, Theodor - Stern - Kai 7, 60590, Frankfurt am Main, Germany
| | - Gerd Geisslinger
- Institute of Clinical Pharmacology, Goethe-University, Theodor - Stern - Kai 7, 60590, Frankfurt am Main, Germany
- Fraunhofer Institute of Molecular Biology and Applied Ecology - Project Group Translational Medicine and Pharmacology (IME-TMP), Theodor - Stern - Kai 7, 60590, Frankfurt am Main, Germany
| | - Alfred Ultsch
- DataBionics Research Group, University of Marburg, Hans - Meerwein - Straße 22, 35032, Marburg, Germany
| |
Collapse
|
9
|
Zhang X, Guo X, Zhang N, Cai H, Sun J, Wang Q, Qi Y, Zhang L, Yang L, Shi FD, Yu C. Cerebral Blood Flow Changes in Multiple Sclerosis and Neuromyelitis Optica and Their Correlations With Clinical Disability. Front Neurol 2018; 9:305. [PMID: 29780351 PMCID: PMC5946009 DOI: 10.3389/fneur.2018.00305] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2017] [Accepted: 04/18/2018] [Indexed: 11/13/2022] Open
Abstract
Distinguishing relapsing-remitting multiple sclerosis (RRMS) and neuromyelitis optica (NMO) is clinically important because they differ in prognosis and treatment. This study aimed to identify perfusion abnormalities in RRMS and NMO and their correlations with gray matter volume (GMV) atrophy and clinical parameters. Structural and arterial spin labeling MRI scans were performed in 39 RRMS patients, 62 NMO patients, and 73 healthy controls. The gray matter cerebral blood flow (CBF) values were voxel-wisely compared among the three groups with and without GMV correction. The regional CBF changes were correlated with the Expanded Disability Status Scale scores in the corresponding patient groups. Although multiple brain regions showed CBF differences among the three groups without GMV correction, only three of these regions remained significant after GMV correction. Specifically, both the RRMS and NMO groups showed reduced CBF in the occipital cortex and increased CBF in the right putamen compared to the control group. The RRMS group had increased CBF only in the medial prefrontal cortex compared to the other two groups. The occipital CBF was negatively correlated with clinical disability in the NMO group; however, the CBF in the right putamen was positively correlated with clinical disability in both patient groups. These findings suggest that there are perfusion alterations independent of GMV atrophy in RRMS and NMO patients. The regional CBF in the occipital cortex and putamen could be used as imaging features to objectively assess clinical disability in these patients.
Collapse
Affiliation(s)
- Xue Zhang
- Department of Radiology, Tianjin Key Laboratory of Functional Imaging, Tianjin, China
| | - Xi Guo
- Department of Radiology, Tianjin Key Laboratory of Functional Imaging, Tianjin, China
| | - Ningnannan Zhang
- Department of Radiology, Tianjin Key Laboratory of Functional Imaging, Tianjin, China
| | - Huanhuan Cai
- Laboratory of Digital Medical Imaging, Medical Imaging Center, The First Affiliated Hospital, Anhui University of Chinese Medicine, Hefei, China
| | - Jie Sun
- Department of Radiology, Tianjin Key Laboratory of Functional Imaging, Tianjin, China
| | - Qiuhui Wang
- Department of Radiology, Tianjin Key Laboratory of Functional Imaging, Tianjin, China
| | - Yuan Qi
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, China
| | - Linjie Zhang
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, China
| | - Li Yang
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, China
| | - Fu-Dong Shi
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, China
| | - Chunshui Yu
- Department of Radiology, Tianjin Key Laboratory of Functional Imaging, Tianjin, China
| |
Collapse
|
10
|
Takewaki D, Lin Y, Sato W, Ono H, Nakamura M, Araki M, Okamoto T, Takahashi Y, Kimura Y, Ota M, Sato N, Yamamura T. Normal brain imaging accompanies neuroimmunologically justified, autoimmune encephalomyelitis. NEUROLOGY-NEUROIMMUNOLOGY & NEUROINFLAMMATION 2018; 5:e456. [PMID: 29616233 PMCID: PMC5880628 DOI: 10.1212/nxi.0000000000000456] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/07/2017] [Accepted: 02/27/2018] [Indexed: 12/30/2022]
Abstract
Objective To examine cases with a clinical course, signs, and symptoms mimicking MS, but without abnormalities on conventional MRI. Methods Among 550 people with a tentative diagnosis of MS or neuromyelitis optica spectrum disorder (NMOSD), we selected patients, who met the 2010 McDonald diagnosis criteria for MS, but did not show abnormal findings on conventional brain and spinal cord MRI. After evaluating their clinical data, we analyzed fractional anisotropy (FA) values in the brain white matter on diffusion tensor MRIs and the frequencies of B-cell subsets in the peripheral blood in the corresponding cases as compared to healthy controls. Results Eleven patients (age: 41.1 ± 8.0 years, 9 women and 2 men) met the selection criteria. They were functionally disabled, with a median expanded disability status scale score of 6.0 (2.0–8.0). CSF oligoclonal bands were negative in all cases. IV methylprednisolone and plasmapheresis (PP) were found to be efficacious. Diffusion tensor MRI analysis revealed extensive white matter abnormalities characterized by significantly decreased FA values. The frequency of plasmablasts in the peripheral blood was significantly increased in these patients similar to NMOSD. Conclusions The neurologic disabilities in these patients could be ascribed to brain white matter damage, as revealed by MRI analysis, whereas the efficacy of PP and B-cell abnormalities in the patients suggested an autoimmune-mediated pathogenesis. In the differential diagnosis of MS, we propose that this condition be referred to as, “Normal-appearing Imaging-associated, Neuroimmunologically Justified, Autoimmune encephalomyelitis.”
Collapse
Affiliation(s)
- Daiki Takewaki
- Department of Immunology (D.T., Y.L., W.S., H.O., M.N., M.A., T.Y.) and Department of Mental Disorder Research (M.O.), National Institute of Neuroscience, National Center of Neurology and Psychiatry; Department of Neurology (D.T., Y.L., M.A., T.O., Y.T.) and Department of Radiology (Y.K., N.S.), National Center Hospital, National Center of Neurology and Psychiatry; Multiple Sclerosis Center (D.T., Y.L., W.S., H.O., M.N., M.A., T.O., N.S., T.Y.), National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Youwei Lin
- Department of Immunology (D.T., Y.L., W.S., H.O., M.N., M.A., T.Y.) and Department of Mental Disorder Research (M.O.), National Institute of Neuroscience, National Center of Neurology and Psychiatry; Department of Neurology (D.T., Y.L., M.A., T.O., Y.T.) and Department of Radiology (Y.K., N.S.), National Center Hospital, National Center of Neurology and Psychiatry; Multiple Sclerosis Center (D.T., Y.L., W.S., H.O., M.N., M.A., T.O., N.S., T.Y.), National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Wakiro Sato
- Department of Immunology (D.T., Y.L., W.S., H.O., M.N., M.A., T.Y.) and Department of Mental Disorder Research (M.O.), National Institute of Neuroscience, National Center of Neurology and Psychiatry; Department of Neurology (D.T., Y.L., M.A., T.O., Y.T.) and Department of Radiology (Y.K., N.S.), National Center Hospital, National Center of Neurology and Psychiatry; Multiple Sclerosis Center (D.T., Y.L., W.S., H.O., M.N., M.A., T.O., N.S., T.Y.), National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Hirohiko Ono
- Department of Immunology (D.T., Y.L., W.S., H.O., M.N., M.A., T.Y.) and Department of Mental Disorder Research (M.O.), National Institute of Neuroscience, National Center of Neurology and Psychiatry; Department of Neurology (D.T., Y.L., M.A., T.O., Y.T.) and Department of Radiology (Y.K., N.S.), National Center Hospital, National Center of Neurology and Psychiatry; Multiple Sclerosis Center (D.T., Y.L., W.S., H.O., M.N., M.A., T.O., N.S., T.Y.), National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Masakazu Nakamura
- Department of Immunology (D.T., Y.L., W.S., H.O., M.N., M.A., T.Y.) and Department of Mental Disorder Research (M.O.), National Institute of Neuroscience, National Center of Neurology and Psychiatry; Department of Neurology (D.T., Y.L., M.A., T.O., Y.T.) and Department of Radiology (Y.K., N.S.), National Center Hospital, National Center of Neurology and Psychiatry; Multiple Sclerosis Center (D.T., Y.L., W.S., H.O., M.N., M.A., T.O., N.S., T.Y.), National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Manabu Araki
- Department of Immunology (D.T., Y.L., W.S., H.O., M.N., M.A., T.Y.) and Department of Mental Disorder Research (M.O.), National Institute of Neuroscience, National Center of Neurology and Psychiatry; Department of Neurology (D.T., Y.L., M.A., T.O., Y.T.) and Department of Radiology (Y.K., N.S.), National Center Hospital, National Center of Neurology and Psychiatry; Multiple Sclerosis Center (D.T., Y.L., W.S., H.O., M.N., M.A., T.O., N.S., T.Y.), National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Tomoko Okamoto
- Department of Immunology (D.T., Y.L., W.S., H.O., M.N., M.A., T.Y.) and Department of Mental Disorder Research (M.O.), National Institute of Neuroscience, National Center of Neurology and Psychiatry; Department of Neurology (D.T., Y.L., M.A., T.O., Y.T.) and Department of Radiology (Y.K., N.S.), National Center Hospital, National Center of Neurology and Psychiatry; Multiple Sclerosis Center (D.T., Y.L., W.S., H.O., M.N., M.A., T.O., N.S., T.Y.), National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Yuji Takahashi
- Department of Immunology (D.T., Y.L., W.S., H.O., M.N., M.A., T.Y.) and Department of Mental Disorder Research (M.O.), National Institute of Neuroscience, National Center of Neurology and Psychiatry; Department of Neurology (D.T., Y.L., M.A., T.O., Y.T.) and Department of Radiology (Y.K., N.S.), National Center Hospital, National Center of Neurology and Psychiatry; Multiple Sclerosis Center (D.T., Y.L., W.S., H.O., M.N., M.A., T.O., N.S., T.Y.), National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Yukio Kimura
- Department of Immunology (D.T., Y.L., W.S., H.O., M.N., M.A., T.Y.) and Department of Mental Disorder Research (M.O.), National Institute of Neuroscience, National Center of Neurology and Psychiatry; Department of Neurology (D.T., Y.L., M.A., T.O., Y.T.) and Department of Radiology (Y.K., N.S.), National Center Hospital, National Center of Neurology and Psychiatry; Multiple Sclerosis Center (D.T., Y.L., W.S., H.O., M.N., M.A., T.O., N.S., T.Y.), National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Miho Ota
- Department of Immunology (D.T., Y.L., W.S., H.O., M.N., M.A., T.Y.) and Department of Mental Disorder Research (M.O.), National Institute of Neuroscience, National Center of Neurology and Psychiatry; Department of Neurology (D.T., Y.L., M.A., T.O., Y.T.) and Department of Radiology (Y.K., N.S.), National Center Hospital, National Center of Neurology and Psychiatry; Multiple Sclerosis Center (D.T., Y.L., W.S., H.O., M.N., M.A., T.O., N.S., T.Y.), National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Noriko Sato
- Department of Immunology (D.T., Y.L., W.S., H.O., M.N., M.A., T.Y.) and Department of Mental Disorder Research (M.O.), National Institute of Neuroscience, National Center of Neurology and Psychiatry; Department of Neurology (D.T., Y.L., M.A., T.O., Y.T.) and Department of Radiology (Y.K., N.S.), National Center Hospital, National Center of Neurology and Psychiatry; Multiple Sclerosis Center (D.T., Y.L., W.S., H.O., M.N., M.A., T.O., N.S., T.Y.), National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Takashi Yamamura
- Department of Immunology (D.T., Y.L., W.S., H.O., M.N., M.A., T.Y.) and Department of Mental Disorder Research (M.O.), National Institute of Neuroscience, National Center of Neurology and Psychiatry; Department of Neurology (D.T., Y.L., M.A., T.O., Y.T.) and Department of Radiology (Y.K., N.S.), National Center Hospital, National Center of Neurology and Psychiatry; Multiple Sclerosis Center (D.T., Y.L., W.S., H.O., M.N., M.A., T.O., N.S., T.Y.), National Center of Neurology and Psychiatry, Tokyo, Japan
| |
Collapse
|
11
|
Hyun JW, Park G, Kwak K, Jo HJ, Joung A, Kim JH, Lee SH, Kim S, Lee JM, Kim SH, Kim HJ. Deep gray matter atrophy in neuromyelitis optica spectrum disorder and multiple sclerosis. Eur J Neurol 2016; 24:437-445. [DOI: 10.1111/ene.13224] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2016] [Accepted: 11/07/2016] [Indexed: 01/14/2023]
Affiliation(s)
- J.-W. Hyun
- Department of Neurology; Research Institute and Hospital of National Cancer Center; Goyang
| | - G. Park
- Department of Biomedical Engineering; Hanyang University; Seoul
| | - K. Kwak
- Department of Biomedical Engineering; Hanyang University; Seoul
| | - H.-J. Jo
- Department of Neurology; Research Institute and Hospital of National Cancer Center; Goyang
| | - A. Joung
- Department of Neurology; Research Institute and Hospital of National Cancer Center; Goyang
| | - J.-H. Kim
- Department of Neurology; Research Institute and Hospital of National Cancer Center; Goyang
| | - S. H. Lee
- Department of Radiology; Research Institute and Hospital of National Cancer Center; Goyang
| | - S. Kim
- Biometric Research Branch; Research Institute and Hospital of National Cancer Center; Goyang Korea
| | - J.-M. Lee
- Department of Biomedical Engineering; Hanyang University; Seoul
| | - S.-H. Kim
- Department of Neurology; Research Institute and Hospital of National Cancer Center; Goyang
| | - H. J. Kim
- Department of Neurology; Research Institute and Hospital of National Cancer Center; Goyang
| |
Collapse
|