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Gao M, Wang X, Su S, Feng W, Lai Y, Huang K, Cao D, Wang Q. Meningeal lymphatic vessel crosstalk with central nervous system immune cells in aging and neurodegenerative diseases. Neural Regen Res 2025; 20:763-778. [PMID: 38886941 DOI: 10.4103/nrr.nrr-d-23-01595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Accepted: 12/22/2023] [Indexed: 06/20/2024] Open
Abstract
Meningeal lymphatic vessels form a relationship between the nervous system and periphery, which is relevant in both health and disease. Meningeal lymphatic vessels not only play a key role in the drainage of brain metabolites but also contribute to antigen delivery and immune cell activation. The advent of novel genomic technologies has enabled rapid progress in the characterization of myeloid and lymphoid cells and their interactions with meningeal lymphatic vessels within the central nervous system. In this review, we provide an overview of the multifaceted roles of meningeal lymphatic vessels within the context of the central nervous system immune network, highlighting recent discoveries on the immunological niche provided by meningeal lymphatic vessels. Furthermore, we delve into the mechanisms of crosstalk between meningeal lymphatic vessels and immune cells in the central nervous system under both homeostatic conditions and neurodegenerative diseases, discussing how these interactions shape the pathological outcomes. Regulation of meningeal lymphatic vessel function and structure can influence lymphatic drainage, cerebrospinal fluid-borne immune modulators, and immune cell populations in aging and neurodegenerative disorders, thereby playing a key role in shaping meningeal and brain parenchyma immunity.
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Affiliation(s)
- Minghuang Gao
- Science and Technology Innovation Center, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province, China
- Institute of Clinical Pharmacology, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province, China
| | - Xinyue Wang
- The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, Guangdong Province, China
| | - Shijie Su
- Science and Technology Innovation Center, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province, China
- Institute of Clinical Pharmacology, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province, China
| | - Weicheng Feng
- Science and Technology Innovation Center, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province, China
- Institute of Clinical Pharmacology, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province, China
| | - Yaona Lai
- Science and Technology Innovation Center, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province, China
- Institute of Clinical Pharmacology, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province, China
| | - Kongli Huang
- Science and Technology Innovation Center, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province, China
- Institute of Clinical Pharmacology, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province, China
| | - Dandan Cao
- Science and Technology Innovation Center, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province, China
- Institute of Clinical Pharmacology, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province, China
| | - Qi Wang
- Science and Technology Innovation Center, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province, China
- Institute of Clinical Pharmacology, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province, China
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Yue Y, Zhang X, Lv W, Lai HY, Shen T. Interplay between the glymphatic system and neurotoxic proteins in Parkinson's disease and related disorders: current knowledge and future directions. Neural Regen Res 2024; 19:1973-1980. [PMID: 38227524 DOI: 10.4103/1673-5374.390970] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2023] [Accepted: 10/26/2023] [Indexed: 01/17/2024] Open
Abstract
Parkinson's disease is a common neurodegenerative disorder that is associated with abnormal aggregation and accumulation of neurotoxic proteins, including α-synuclein, amyloid-β, and tau, in addition to the impaired elimination of these neurotoxic protein. Atypical parkinsonism, which has the same clinical presentation and neuropathology as Parkinson's disease, expands the disease landscape within the continuum of Parkinson's disease and related disorders. The glymphatic system is a waste clearance system in the brain, which is responsible for eliminating the neurotoxic proteins from the interstitial fluid. Impairment of the glymphatic system has been proposed as a significant contributor to the development and progression of neurodegenerative disease, as it exacerbates the aggregation of neurotoxic proteins and deteriorates neuronal damage. Therefore, impairment of the glymphatic system could be considered as the final common pathway to neurodegeneration. Previous evidence has provided initial insights into the potential effect of the impaired glymphatic system on Parkinson's disease and related disorders; however, many unanswered questions remain. This review aims to provide a comprehensive summary of the growing literature on the glymphatic system in Parkinson's disease and related disorders. The focus of this review is on identifying the manifestations and mechanisms of interplay between the glymphatic system and neurotoxic proteins, including loss of polarization of aquaporin-4 in astrocytic endfeet, sleep and circadian rhythms, neuroinflammation, astrogliosis, and gliosis. This review further delves into the underlying pathophysiology of the glymphatic system in Parkinson's disease and related disorders, and the potential implications of targeting the glymphatic system as a novel and promising therapeutic strategy.
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Affiliation(s)
- Yumei Yue
- Department of Neurology of Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Zhejiang University, Hangzhou, Zhejiang Province, China
| | - Xiaodan Zhang
- Department of Emergency Medicine, The University of Hong Kong, Hong Kong Special Administrative Region, China
| | - Wen Lv
- Department of Neurology of Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Zhejiang University, Hangzhou, Zhejiang Province, China
| | - Hsin-Yi Lai
- Department of Neurology of the Second Affiliated Hospital and School of Brain Science and Brain Medicine, Interdisciplinary Institute of Neuroscience and Technology, Key Laboratory of Medical Neurobiology of Zhejiang Province, Zhejiang University School of Medicine, Hangzhou, Zhejiang Province, China
- College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, Zhejiang Province, China
- MOE Frontier Science Center for Brain Science and Brain-Machine Integration, State Key Laboratory of Brain-machine Intelligence, School of Brain Science and Brain Medicine, Zhejiang University, Hangzhou, Zhejiang Province, China
| | - Ting Shen
- Department of Neurology of the Second Affiliated Hospital and School of Brain Science and Brain Medicine, Interdisciplinary Institute of Neuroscience and Technology, Key Laboratory of Medical Neurobiology of Zhejiang Province, Zhejiang University School of Medicine, Hangzhou, Zhejiang Province, China
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Gan C, Cao X, Sun H, Ye S, Shi J, Shan A, Gao M, Wan C, Zhang K, Yuan Y. Multimodal neuroimaging fusion unravel structural-functional-neurotransmitter change in Parkinson's disease with impulse control disorders. Neurobiol Dis 2024; 198:106560. [PMID: 38852751 DOI: 10.1016/j.nbd.2024.106560] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Revised: 05/25/2024] [Accepted: 06/06/2024] [Indexed: 06/11/2024] Open
Abstract
BACKGROUND Impulse control disorders (ICD) in Parkinson's disease (PD) is highly multifactorial in etiology and has intricate neural mechanisms. Our multimodal neuroimaging study aimed to investigate the specific patterns of structure-function-neurotransmitter interactions underlying ICD. METHODS Thirty PD patients with ICD (PD-ICD), 30 without ICD (PD-NICD) and 32 healthy controls (HCs) were recruited. Gyrification and perivascular spaces (PVS) were computed to capture the alternations of cortical surface morphology and glymphatic function. Seed-based functional connectivity (FC) were performed to identify the corresponding functional changes. Further, JuSpace toolbox were employed for cross-modal correlations to evaluate whether the spatial patterns of functional alterations in ICD patients were associated with specific neurotransmitter system. RESULTS Compared to PD-NICD, PD-ICD patients showed hypogyrification and enlarged PVS volume fraction in the left orbitofrontal gyrus (OFG), as well as decreased FC between interhemispheric OFG. The interhemispheric OFG connectivity reduction was associated with spatial distribution of μ-opioid pathway (r = -0.186, p = 0.029, false discovery rate corrected). ICD severity was positively associated with the PVS volume fraction of left OFG (r = 0.422, p = 0.032). Furthermore, gyrification index (LGI) and percent PVS (pPVS) in OFG and their combined indicator showed good performance in differentiating PD-ICD from PD-NICD. CONCLUSIONS Our findings indicated that the co-altered structure-function-neurotransmitter interactions of OFG might be involved in the pathogenesis of ICD.
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Affiliation(s)
- Caiting Gan
- Department of Neurology, The First Affiliated Hospital of Nanjing Medical University, Nanjing 210029, China
| | - Xingyue Cao
- Department of Neurology, The First Affiliated Hospital of Nanjing Medical University, Nanjing 210029, China
| | - Huimin Sun
- Department of Neurology, The First Affiliated Hospital of Nanjing Medical University, Nanjing 210029, China
| | - Shiyi Ye
- Department of Neurology, The First Affiliated Hospital of Nanjing Medical University, Nanjing 210029, China
| | - Jiaxin Shi
- Department of Neurology, The First Affiliated Hospital of Nanjing Medical University, Nanjing 210029, China
| | - Aidi Shan
- Department of Neurology, The First Affiliated Hospital of Nanjing Medical University, Nanjing 210029, China
| | - Mengxi Gao
- Department of Neurology, The First Affiliated Hospital of Nanjing Medical University, Nanjing 210029, China
| | - Chenhui Wan
- Department of Neurology, The First Affiliated Hospital of Nanjing Medical University, Nanjing 210029, China
| | - Kezhong Zhang
- Department of Neurology, The First Affiliated Hospital of Nanjing Medical University, Nanjing 210029, China.
| | - Yongsheng Yuan
- Department of Neurology, The First Affiliated Hospital of Nanjing Medical University, Nanjing 210029, China; Jiangsu Key Laboratory of Neurodegeneration, Nanjing Medical University, Nanjing 211166, China.
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Lin S, Lin X, Chen S, Liang Q, Li Y, Wei F, Wu X, Qian L, Li S, Qiu Y. Association of MRI Indexes of the Perivascular Space Network and Cognitive Impairment in Patients with Obstructive Sleep Apnea. Radiology 2024; 311:e232274. [PMID: 38888481 DOI: 10.1148/radiol.232274] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/20/2024]
Abstract
Background The role of perivascular space (PVS) dysfunction in obstructive sleep apnea (OSA) requires further study. Purpose To compare MRI indexes of PVS across patients with differing severities of OSA and relate them with disease characteristics and treatment. Materials and Methods This single-center prospective study included healthy controls (HCs) and patients with complaints of snoring who underwent MRI and cognitive evaluation between June 2021 and December 2022. Participants with complaints of snoring were classified into four groups (snoring, mild OSA, moderate OSA, and severe OSA). PVS networks were assessed at MRI using PVS volume fraction, extracellular free water (FW), and diffusion tensor imaging analysis along the PVS (DTI-ALPS). One-way analysis of variance and Pearson correlation were used for analysis. Alterations in PVS indexes and cognitive performance after treatment were assessed in 15 participants with moderate OSA. Results A total of 105 participants (mean age, 33.4 years ± 8.9 [SD]; 80 males) and 50 HCs (mean age, 37.0 years ± 8.6; 33 males) were included. Higher mean PVS volume fraction was observed in participants with severe OSA (n = 23) than in patients with mild OSA (n = 36) (0.11 vs 0.10; P = .03). Participants with severe OSA exhibited higher mean FW index (0.11) than both HCs (0.10; P < .001) and patients with mild OSA (0.10; P = .003). All patient groups had lower DTI-ALPS than HCs (range, 1.5-1.9 vs 2.1; all P < .001). DTI-ALPS correlated with cognitive performance on the Stroop Color and Word Test (r range, -0.23 to -0.24; P value range, .003-.005). After treatment, PVS indexes changed (P value range, <.001 to .01) and cognitive performance improved (P value range, <.001 to .03). Conclusion Differences in PVS indexes were observed among participants with differing severities of OSA and HCs. Indexes correlated with measures of cognitive function, and changes in indexes and improvement in cognitive performance were observed after treatment in participants with moderate OSA. © RSNA, 2024 Supplemental material is available for this article. See also the editorial by Port in this issue.
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Affiliation(s)
- Shiwei Lin
- From the Departments of Radiology (S. Lin, X.L., S.C., Q.L., Y.L., F.W., Y.Q.) and Otorhinolaryngology (X.W., S. Li), Huazhong University of Science and Technology Union Shenzhen Hospital, Taoyuan Ave 89, Nanshan District, Shenzhen 518000, China; and Department of Biomedical Engineering, College of Engineering, Peking University, Beijing, China (L.Q.)
| | - Xiaoshan Lin
- From the Departments of Radiology (S. Lin, X.L., S.C., Q.L., Y.L., F.W., Y.Q.) and Otorhinolaryngology (X.W., S. Li), Huazhong University of Science and Technology Union Shenzhen Hospital, Taoyuan Ave 89, Nanshan District, Shenzhen 518000, China; and Department of Biomedical Engineering, College of Engineering, Peking University, Beijing, China (L.Q.)
| | - Shengli Chen
- From the Departments of Radiology (S. Lin, X.L., S.C., Q.L., Y.L., F.W., Y.Q.) and Otorhinolaryngology (X.W., S. Li), Huazhong University of Science and Technology Union Shenzhen Hospital, Taoyuan Ave 89, Nanshan District, Shenzhen 518000, China; and Department of Biomedical Engineering, College of Engineering, Peking University, Beijing, China (L.Q.)
| | - Qunjun Liang
- From the Departments of Radiology (S. Lin, X.L., S.C., Q.L., Y.L., F.W., Y.Q.) and Otorhinolaryngology (X.W., S. Li), Huazhong University of Science and Technology Union Shenzhen Hospital, Taoyuan Ave 89, Nanshan District, Shenzhen 518000, China; and Department of Biomedical Engineering, College of Engineering, Peking University, Beijing, China (L.Q.)
| | - Ying Li
- From the Departments of Radiology (S. Lin, X.L., S.C., Q.L., Y.L., F.W., Y.Q.) and Otorhinolaryngology (X.W., S. Li), Huazhong University of Science and Technology Union Shenzhen Hospital, Taoyuan Ave 89, Nanshan District, Shenzhen 518000, China; and Department of Biomedical Engineering, College of Engineering, Peking University, Beijing, China (L.Q.)
| | - Fajian Wei
- From the Departments of Radiology (S. Lin, X.L., S.C., Q.L., Y.L., F.W., Y.Q.) and Otorhinolaryngology (X.W., S. Li), Huazhong University of Science and Technology Union Shenzhen Hospital, Taoyuan Ave 89, Nanshan District, Shenzhen 518000, China; and Department of Biomedical Engineering, College of Engineering, Peking University, Beijing, China (L.Q.)
| | - Xingsha Wu
- From the Departments of Radiology (S. Lin, X.L., S.C., Q.L., Y.L., F.W., Y.Q.) and Otorhinolaryngology (X.W., S. Li), Huazhong University of Science and Technology Union Shenzhen Hospital, Taoyuan Ave 89, Nanshan District, Shenzhen 518000, China; and Department of Biomedical Engineering, College of Engineering, Peking University, Beijing, China (L.Q.)
| | - Long Qian
- From the Departments of Radiology (S. Lin, X.L., S.C., Q.L., Y.L., F.W., Y.Q.) and Otorhinolaryngology (X.W., S. Li), Huazhong University of Science and Technology Union Shenzhen Hospital, Taoyuan Ave 89, Nanshan District, Shenzhen 518000, China; and Department of Biomedical Engineering, College of Engineering, Peking University, Beijing, China (L.Q.)
| | - Shuo Li
- From the Departments of Radiology (S. Lin, X.L., S.C., Q.L., Y.L., F.W., Y.Q.) and Otorhinolaryngology (X.W., S. Li), Huazhong University of Science and Technology Union Shenzhen Hospital, Taoyuan Ave 89, Nanshan District, Shenzhen 518000, China; and Department of Biomedical Engineering, College of Engineering, Peking University, Beijing, China (L.Q.)
| | - Yingwei Qiu
- From the Departments of Radiology (S. Lin, X.L., S.C., Q.L., Y.L., F.W., Y.Q.) and Otorhinolaryngology (X.W., S. Li), Huazhong University of Science and Technology Union Shenzhen Hospital, Taoyuan Ave 89, Nanshan District, Shenzhen 518000, China; and Department of Biomedical Engineering, College of Engineering, Peking University, Beijing, China (L.Q.)
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Hsu JL, Wei YC, Hsiao IT, Lin KJ, Yen TC, Lu CS, Wang HC, Leemans A, Weng YH, Huang KL. Dominance of Tau Burden in Cortical Over Subcortical Regions Mediates Glymphatic Activity and Clinical Severity in PSP. Clin Nucl Med 2024; 49:387-396. [PMID: 38465965 DOI: 10.1097/rlu.0000000000005141] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/12/2024]
Abstract
BACKGROUND Progressive supranuclear palsy (PSP) is a tauopathy that involves subcortical regions but also extends to cortical areas. The clinical impact of different tau protein sites and their influence on glymphatic dysfunction have not been investigated. PATIENTS AND METHODS Participants (n = 55; 65.6 ± 7.1 years; 29 women) with PSP (n = 32) and age-matched normal controls (NCs; n = 23) underwent 18 F-Florzolotau tau PET, MRI, PSP Rating Scale (PSPRS), and Mini-Mental State Examination. Cerebellar gray matter (GM) and parametric estimation of reference signal intensity were used as references for tau burden measured by SUV ratios. Glymphatic activity was measured by diffusion tensor image analysis along the perivascular space (DTI-ALPS). RESULTS Parametric estimation of reference signal intensity is a better reference than cerebellar GM to distinguish tau burden between PSP and NCs. PSP patients showed higher cortical and subcortical tau SUV ratios than NCs ( P < 0.001 and <0.001). Cortical and subcortical tau deposition correlated with PSPRS, UPDRS, and Mini-Mental State Examination scores (all P 's < 0.05). Cortical tau deposition was further associated with the DTI-ALPS index and frontal-temporal-parietal GM atrophy. The DTI-ALPS indexes showed a significantly negative correlation with the PSPRS total scores ( P < 0.01). Finally, parietal and occipital lobe tau depositions showed mediating effects between the DTI-ALPS index and PSPRS score. CONCLUSIONS Cortical tau deposition is associated with glymphatic dysfunction and plays a role in mediating glymphatic dysfunction and clinical severity. Our results provide a possible explanation for the worsening of clinical severity in patients with PSP.
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Affiliation(s)
| | | | | | | | | | | | | | - Alexander Leemans
- Image Sciences Institute, University Medical Center Utrecht, Utrecht, the Netherlands
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Kamagata K, Saito Y, Andica C, Uchida W, Takabayashi K, Yoshida S, Hagiwara A, Fujita S, Nakaya M, Akashi T, Wada A, Kamiya K, Hori M, Aoki S. Noninvasive Magnetic Resonance Imaging Measures of Glymphatic System Activity. J Magn Reson Imaging 2024; 59:1476-1493. [PMID: 37655849 DOI: 10.1002/jmri.28977] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Revised: 08/09/2023] [Accepted: 08/09/2023] [Indexed: 09/02/2023] Open
Abstract
The comprehension of the glymphatic system, a postulated mechanism responsible for the removal of interstitial solutes within the central nervous system (CNS), has witnessed substantial progress recently. While direct measurement techniques involving fluorescence and contrast agent tracers have demonstrated success in animal studies, their application in humans is invasive and presents challenges. Hence, exploring alternative noninvasive approaches that enable glymphatic research in humans is imperative. This review primarily focuses on several noninvasive magnetic resonance imaging (MRI) techniques, encompassing perivascular space (PVS) imaging, diffusion tensor image analysis along the PVS, arterial spin labeling, chemical exchange saturation transfer, and intravoxel incoherent motion. These methodologies provide valuable insights into the dynamics of interstitial fluid, water permeability across the blood-brain barrier, and cerebrospinal fluid flow within the cerebral parenchyma. Furthermore, the review elucidates the underlying concept and clinical applications of these noninvasive MRI techniques, highlighting their strengths and limitations. It addresses concerns about the relationship between glymphatic system activity and pathological alterations, emphasizing the necessity for further studies to establish correlations between noninvasive MRI measurements and pathological findings. Additionally, the challenges associated with conducting multisite studies, such as variability in MRI systems and acquisition parameters, are addressed, with a suggestion for the use of harmonization methods, such as the combined association test (COMBAT), to enhance standardization and statistical power. Current research gaps and future directions in noninvasive MRI techniques for assessing the glymphatic system are discussed, emphasizing the need for larger sample sizes, harmonization studies, and combined approaches. In conclusion, this review provides invaluable insights into the application of noninvasive MRI methods for monitoring glymphatic system activity in the CNS. It highlights their potential in advancing our understanding of the glymphatic system, facilitating clinical applications, and paving the way for future research endeavors in this field. EVIDENCE LEVEL: 3 TECHNICAL EFFICACY: Stage 5.
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Affiliation(s)
- Koji Kamagata
- Department of Radiology, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Yuya Saito
- Department of Radiology, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Christina Andica
- Department of Radiology, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Faculty of Health Data Science, Juntendo University, Chiba, Japan
| | - Wataru Uchida
- Department of Radiology, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Kaito Takabayashi
- Department of Radiology, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Seina Yoshida
- Department of Radiology, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Radiological Sciences, Graduate School of Human Health Sciences, Tokyo Metropolitan University, Tokyo, Japan
| | - Akifumi Hagiwara
- Department of Radiology, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Shohei Fujita
- Department of Radiology, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Radiology, The University of Tokyo, Tokyo, Japan
| | - Moto Nakaya
- Department of Radiology, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Radiology, The University of Tokyo, Tokyo, Japan
| | - Toshiaki Akashi
- Department of Radiology, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Akihiko Wada
- Department of Radiology, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Kouhei Kamiya
- Department of Radiology, Toho University Omori Medical Center, Tokyo, Japan
| | - Masaaki Hori
- Department of Radiology, Toho University Omori Medical Center, Tokyo, Japan
| | - Shigeki Aoki
- Department of Radiology, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Faculty of Health Data Science, Juntendo University, Chiba, Japan
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Cao X, Gan C, Zhang H, Yuan Y, Sun H, Zhang L, Wang L, Zhang L, Zhang K. Altered perivascular spaces in subcortical white matter in Parkinson's disease patients with levodopa-induced dyskinesia. NPJ Parkinsons Dis 2024; 10:71. [PMID: 38548788 PMCID: PMC10978930 DOI: 10.1038/s41531-024-00688-0] [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: 09/05/2023] [Accepted: 03/15/2024] [Indexed: 04/01/2024] Open
Abstract
Dilated perivascular spaces (PVS) have emerged as a pathological hallmark in various neurological conditions, including Parkinson's disease (PD). Levodopa-induced dyskinesia (LID), an intractable motor complication of PD, remains enigmatic regarding the distribution patterns of PVS. Our objective was to scrutinize the percent PVS (pPVS) changes within PD patients with LID (PD-LID). In total, 132 individuals were enrolled, including PD-LID (n = 42), PD patients without LID (PD-nLID, n = 45), and healthy controls (HCs, n = 45). Employing an automated approach for PVS quantification based on structural magnetic resonance imaging, we comprehensively evaluated total pPVS in subcortical white matter globally and regionally. A significant increase in global pPVS was observed in PD patients versus HCs, particularly evident in PD-LID relative to HCs. Within the PD-LID group, elevated pPVS was discerned in the right inferior frontal gyrus region (rIFG) (pars opercularis), contrasting with PD-nLID and HCs. Moreover, PD patients exhibited increased pPVS in bilateral superior temporal regions compared to HCs. Notably, pPVS in the rIFG positively correlated with dyskinetic symptoms and could well identify LID. Our findings unveiled PVS alternations in subcortical white matter in PD-LID at both global and regional levels, highlighting the increased pPVS in rIFG as a prospective imaging marker for LID.
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Affiliation(s)
- Xingyue Cao
- Department of Neurology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, 210029, China
| | - Caiting Gan
- Department of Neurology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, 210029, China
| | - Heng Zhang
- Department of Neurology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, 210029, China
| | - Yongsheng Yuan
- Department of Neurology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, 210029, China
| | - Huimin Sun
- Department of Neurology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, 210029, China
| | - Li Zhang
- Department of Neurology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, 210029, China
| | - Lina Wang
- Department of Neurology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, 210029, China
| | - Lian Zhang
- Department of Neurology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, 210029, China.
| | - Kezhong Zhang
- Department of Neurology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, 210029, China.
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8
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Cai Y, Zhang Y, Leng S, Ma Y, Jiang Q, Wen Q, Ju S, Hu J. The relationship between inflammation, impaired glymphatic system, and neurodegenerative disorders: A vicious cycle. Neurobiol Dis 2024; 192:106426. [PMID: 38331353 DOI: 10.1016/j.nbd.2024.106426] [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: 11/18/2023] [Revised: 01/16/2024] [Accepted: 01/28/2024] [Indexed: 02/10/2024] Open
Abstract
The term "glymphatic" emerged roughly a decade ago, marking a pivotal point in neuroscience research. The glymphatic system, a glial-dependent perivascular network distributed throughout the brain, has since become a focal point of investigation. There is increasing evidence suggesting that impairment of the glymphatic system appears to be a common feature of neurodegenerative disorders, and this impairment exacerbates as disease progression. Nevertheless, the common factors contributing to glymphatic system dysfunction across most neurodegenerative disorders remain unclear. Inflammation, however, is suspected to play a pivotal role. Dysfunction of the glymphatic system can lead to a significant accumulation of protein and waste products, which can trigger inflammation. The interaction between the glymphatic system and inflammation appears to be cyclical and potentially synergistic. Yet, current research is limited, and there is a lack of comprehensive models explaining this association. In this perspective review, we propose a novel model suggesting that inflammation, impaired glymphatic function, and neurodegenerative disorders interconnected in a vicious cycle. By presenting experimental evidence from the existing literature, we aim to demonstrate that: (1) inflammation aggravates glymphatic system dysfunction, (2) the impaired glymphatic system exacerbated neurodegenerative disorders progression, (3) neurodegenerative disorders progression promotes inflammation. Finally, the implication of proposed model is discussed.
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Affiliation(s)
- Yu Cai
- Nurturing Center of Jiangsu Province for State Laboratory of AI Imaging & Interventional Radiology, Department of Radiology, Zhongda Hospital, Medical School of Southeast University, Nanjing 210009, China
| | - Yangqiqi Zhang
- School of Medicine, Southeast University, Nanjing 210009, China
| | - Shuo Leng
- Center of Interventional Radiology and Vascular Surgery, Department of Radiology, Zhongda Hospital, Medical School, Southeast University, 87 Dingjiaqiao Road, Nanjing 210009, China
| | - Yuanyuan Ma
- Nurturing Center of Jiangsu Province for State Laboratory of AI Imaging & Interventional Radiology, Department of Radiology, Zhongda Hospital, Medical School of Southeast University, Nanjing 210009, China
| | - Quan Jiang
- Department of Neurology, Henry Ford Health System, 2799 W Grand Blvd, Detroit, MI 48202, USA
| | - Qiuting Wen
- Department of Radiology and Imaging Sciences, Indiana University School of Medicine, 355 W.16th Street, Indianapolis, IN 46202-5188, USA
| | - Shenghong Ju
- Nurturing Center of Jiangsu Province for State Laboratory of AI Imaging & Interventional Radiology, Department of Radiology, Zhongda Hospital, Medical School of Southeast University, Nanjing 210009, China.
| | - Jiani Hu
- Department of Radiology, School of Medicine, Wayne State University, Detroit, MI 48201, USA.
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Alghanimy A, Work LM, Holmes WM. The glymphatic system and multiple sclerosis: An evolving connection. Mult Scler Relat Disord 2024; 83:105456. [PMID: 38266608 DOI: 10.1016/j.msard.2024.105456] [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: 01/14/2024] [Accepted: 01/18/2024] [Indexed: 01/26/2024]
Abstract
Multiple sclerosis (MS) is a complex autoimmune disorder that affects the central nervous system, resulting in demyelination and an array of neurological manifestations. Recently, there has been significant scientific interest in the glymphatic system, which operates as a waste-clearance system for the brain. This article reviews the existing literature, and explores potential links between the glymphatic system and MS, shedding light on its evolving significance in the context of MS pathogenesis. The authors consider the pathophysiological implications of glymphatic dysfunction in MS, the impact of disrupted sleep on glymphatic function, and the bidirectional relationship between MS and sleep disturbances. By offering an understanding of the intricate interplay between the glymphatic system and MS, this review provides valuable insights which may lead to improved diagnostic techniques and more effective therapeutic interventions.
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Affiliation(s)
- Alaa Alghanimy
- School of Psychology and Neuroscience, College of Medicine, Veterinary and Life Science, University of Glasgow, Glasgow G61 1QH, United Kingdom; Radiological Sciences Department, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia.
| | - Lorraine M Work
- School of Cardiovascular and Metabolic Health, College of Medicine, Veterinary and Life Science, University of Glasgow, Glasgow G12 8TA, United Kingdom
| | - William M Holmes
- School of Psychology and Neuroscience, College of Medicine, Veterinary and Life Science, University of Glasgow, Glasgow G61 1QH, United Kingdom
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10
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Donahue EK, Foreman RP, Duran JJ, Jakowec MW, O'Neill J, Petkus AJ, Holschneider DP, Choupan J, Van Horn JD, Venkadesh S, Bayram E, Litvan I, Schiehser DM, Petzinger GM. Increased perivascular space volume in white matter and basal ganglia is associated with cognition in Parkinson's Disease. Brain Imaging Behav 2024; 18:57-65. [PMID: 37855955 PMCID: PMC10844402 DOI: 10.1007/s11682-023-00811-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/09/2023] [Indexed: 10/20/2023]
Abstract
Perivascular spaces (PVS), fluid-filled compartments surrounding brain vasculature, are an essential component of the glymphatic system responsible for transport of waste and nutrients. Glymphatic system impairment may underlie cognitive deficits in Parkinson's disease (PD). Studies have focused on the role of basal ganglia PVS with cognition in PD, but the role of white matter PVS is unknown. This study examined the relationship of white matter and basal ganglia PVS with domain-specific and global cognition in individuals with PD. Fifty individuals with PD underwent 3T T1w magnetic resonance imaging (MRI) to determine PVS volume fraction, defined as PVS volume normalized to total regional volume, within (i) centrum semiovale, (ii) prefrontal white matter (medial orbitofrontal, rostral middle frontal, superior frontal), and (iii) basal ganglia. A neuropsychological battery included assessment of global cognitive function (Montreal Cognitive Assessment, and global cognitive composite score), and cognitive-specific domains (executive function, memory, visuospatial function, attention, and language). Higher white matter rostral middle frontal PVS was associated with lower scores in both global cognitive and visuospatial function. In the basal ganglia higher PVS was associated with lower scores for memory with a trend towards lower global cognitive composite score. While previous reports have shown that greater amount of PVS in the basal ganglia is associated with decline in global cognition in PD, our findings suggest that increased white matter PVS volume may also underlie changes in cognition.
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Affiliation(s)
- Erin Kaye Donahue
- Department of Neurology, Keck School of Medicine, University of Southern California, 1333 San Pablo St, MCA-243, Los Angeles, CA, 90033, USA
| | - Ryan Patrick Foreman
- Department of Neurology, Keck School of Medicine, University of Southern California, 1333 San Pablo St, MCA-243, Los Angeles, CA, 90033, USA
| | - Jared Joshua Duran
- Department of Neurology, Keck School of Medicine, University of Southern California, 1333 San Pablo St, MCA-243, Los Angeles, CA, 90033, USA
| | - Michael Walter Jakowec
- Department of Neurology, Keck School of Medicine, University of Southern California, 1333 San Pablo St, MCA-243, Los Angeles, CA, 90033, USA
| | - Joseph O'Neill
- Division of Child Psychiatry, UCLA Semel Institute for Neuroscience, Los Angeles, CA, 90024, USA
| | - Andrew J Petkus
- Department of Neurology, Keck School of Medicine, University of Southern California, 1333 San Pablo St, MCA-243, Los Angeles, CA, 90033, USA
| | - Daniel P Holschneider
- Department of Neurology, Keck School of Medicine, University of Southern California, 1333 San Pablo St, MCA-243, Los Angeles, CA, 90033, USA
- Department of Psychiatry & the Behavioral Sciences, University of Southern California, Los Angeles, CA, 90033, USA
| | - Jeiran Choupan
- Laboratory of NeuroImaging, USC Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA
| | - John Darrell Van Horn
- Department of Psychology, University of Virginia, Charlottesville, VA, 22904, USA
- School of Data Science, University of Virginia, Charlottesville, VA, 22904, USA
| | - Siva Venkadesh
- Department of Psychology, University of Virginia, Charlottesville, VA, 22904, USA
| | - Ece Bayram
- Parkinson and Other Movement Disorder Center, Department of Neurosciences, University of California San Diego, La Jolla, CA, 92093, USA
| | - Irene Litvan
- Parkinson and Other Movement Disorder Center, Department of Neurosciences, University of California San Diego, La Jolla, CA, 92093, USA
| | - Dawn M Schiehser
- Veterans Administration San Diego Healthcare System (VASDHS), San Diego, CA, 92161, USA
- Department of Psychiatry, University of California, San Diego, CA, 92093, USA
| | - Giselle Maria Petzinger
- Department of Neurology, Keck School of Medicine, University of Southern California, 1333 San Pablo St, MCA-243, Los Angeles, CA, 90033, USA.
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11
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Voorter PHM, van Dinther M, Jansen WJ, Postma AA, Staals J, Jansen JFA, van Oostenbrugge RJ, van der Thiel MM, Backes WH. Blood-Brain Barrier Disruption and Perivascular Spaces in Small Vessel Disease and Neurodegenerative Diseases: A Review on MRI Methods and Insights. J Magn Reson Imaging 2024; 59:397-411. [PMID: 37658640 DOI: 10.1002/jmri.28989] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Revised: 08/17/2023] [Accepted: 08/17/2023] [Indexed: 09/03/2023] Open
Abstract
Perivascular spaces (PVS) and blood-brain barrier (BBB) disruption are two key features of cerebral small vessel disease (cSVD) and neurodegenerative diseases that have been linked to cognitive impairment and are involved in the cerebral waste clearance system. Magnetic resonance imaging (MRI) offers the possibility to study these pathophysiological processes noninvasively in vivo. This educational review provides an overview of the MRI techniques used to assess PVS functionality and BBB disruption. MRI-visible PVS can be scored on structural images by either (subjectively) counting or (automatically) delineating the PVS. We highlight emerging (diffusion) techniques to measure proxies of perivascular fluid and its movement, which may provide a more comprehensive understanding of the role of PVS in diseases. For the measurement of BBB disruption, we explain the most commonly used MRI technique, dynamic contrast-enhanced (DCE) MRI, as well as a more recently developed technique based on arterial spin labeling (ASL). DCE MRI and ASL are thought to measure complementary characteristics of the BBB. Furthermore, we describe clinical studies that have utilized these MRI techniques in cSVD and neurodegenerative diseases, particularly Alzheimer's disease (AD). These studies demonstrate the role of PVS and BBB dysfunction in these diseases and provide insight into the large overlap, but also into the differences between cSVD and AD. Overall, MRI techniques may provide valuable insights into the pathophysiological mechanisms underlying these diseases and have the potential to be used as markers for disease progression and treatment response. LEVEL OF EVIDENCE: 3 TECHNICAL EFFICACY: Stage 2.
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Affiliation(s)
- Paulien H M Voorter
- Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, the Netherlands
- School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands
| | - Maud van Dinther
- School for Cardiovascular Disease, Maastricht University, Maastricht, the Netherlands
- Department of Neurology, Maastricht University Medical Center, Maastricht, the Netherlands
| | - Willemijn J Jansen
- School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands
- Department of Psychiatry and Neuropsychology, Alzheimer Center Limburg, Maastricht University, Maastricht, the Netherlands
| | - Alida A Postma
- Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, the Netherlands
| | - Julie Staals
- School for Cardiovascular Disease, Maastricht University, Maastricht, the Netherlands
- Department of Neurology, Maastricht University Medical Center, Maastricht, the Netherlands
| | - Jacobus F A Jansen
- Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, the Netherlands
- School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands
- Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands
| | - Robert J van Oostenbrugge
- School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands
- School for Cardiovascular Disease, Maastricht University, Maastricht, the Netherlands
- Department of Neurology, Maastricht University Medical Center, Maastricht, the Netherlands
| | - Merel M van der Thiel
- Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, the Netherlands
- School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands
- Department of Psychiatry and Neuropsychology, Alzheimer Center Limburg, Maastricht University, Maastricht, the Netherlands
| | - Walter H Backes
- Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, the Netherlands
- School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands
- School for Cardiovascular Disease, Maastricht University, Maastricht, the Netherlands
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12
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Huang H, Lin L, Wu T, Wu C, Zhou L, Li G, Su F, Liang F, Guo W, Chen W, Jiang Q, Guan Y, Li X, Xu P, Zhang Y, Smith W, Pei Z. Phosphorylation of AQP4 by LRRK2 R1441G impairs glymphatic clearance of IFNγ and aggravates dopaminergic neurodegeneration. NPJ Parkinsons Dis 2024; 10:31. [PMID: 38296953 PMCID: PMC10831045 DOI: 10.1038/s41531-024-00643-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Accepted: 01/16/2024] [Indexed: 02/02/2024] Open
Abstract
Aquaporin-4 (AQP4) is essential for normal functioning of the brain's glymphatic system. Impaired glymphatic function is associated with neuroinflammation. Recent clinical evidence suggests the involvement of glymphatic dysfunction in LRRK2-associated Parkinson's disease (PD); however, the precise mechanism remains unclear. The pro-inflammatory cytokine interferon (IFN) γ interacts with LRRK2 to induce neuroinflammation. Therefore, we examined the AQP4-dependent glymphatic system's role in IFNγ-mediated neuroinflammation in LRRK2-associated PD. We found that LRRK2 interacts with and phosphorylates AQP4 in vitro and in vivo. AQP4 phosphorylation by LRRK2 R1441G induced AQP4 depolarization and disrupted glymphatic IFNγ clearance. Exogeneous IFNγ significantly increased astrocyte expression of IFNγ receptor, amplified AQP4 depolarization, and exacerbated neuroinflammation in R1441G transgenic mice. Conversely, inhibiting LRRK2 restored AQP4 polarity, improved glymphatic function, and reduced IFNγ-mediated neuroinflammation and dopaminergic neurodegeneration. Our findings establish a link between LRRK2-mediated AQP4 phosphorylation and IFNγ-mediated neuroinflammation in LRRK2-associated PD, guiding the development of LRRK2 targeting therapy.
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Affiliation(s)
- Heng Huang
- Department of Neurology, The First Affiliated Hospital, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Diagnosis and Treatment of Major Neurological Diseases, National Key Clinical Department and Key Discipline of Neurology, Guangzhou, China
| | - Lishan Lin
- Department of Neurology, The First Affiliated Hospital, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Diagnosis and Treatment of Major Neurological Diseases, National Key Clinical Department and Key Discipline of Neurology, Guangzhou, China
| | - Tengteng Wu
- Department of Neurology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Cheng Wu
- Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Leping Zhou
- Department of Neurology, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Ge Li
- Guangdong Provincial Key Laboratory of Laboratory Animals, Guangdong Laboratory Animals Monitoring Institute, Guangzhou, China
| | - Fengjuan Su
- Department of Neurology, The First Affiliated Hospital, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Diagnosis and Treatment of Major Neurological Diseases, National Key Clinical Department and Key Discipline of Neurology, Guangzhou, China
| | - Fengyin Liang
- Department of Neurology, The First Affiliated Hospital, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Diagnosis and Treatment of Major Neurological Diseases, National Key Clinical Department and Key Discipline of Neurology, Guangzhou, China
| | - Wenyuan Guo
- Department of Neurology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Weineng Chen
- Department of Neurology, The First Affiliated Hospital, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Diagnosis and Treatment of Major Neurological Diseases, National Key Clinical Department and Key Discipline of Neurology, Guangzhou, China
| | - Qiuhong Jiang
- Department of Neurology, The First Affiliated Hospital, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Diagnosis and Treatment of Major Neurological Diseases, National Key Clinical Department and Key Discipline of Neurology, Guangzhou, China
| | - Yalun Guan
- Guangdong Provincial Key Laboratory of Laboratory Animals, Guangdong Laboratory Animals Monitoring Institute, Guangzhou, China
| | - Xuejiao Li
- Guangdong Provincial Key Laboratory of Laboratory Animals, Guangdong Laboratory Animals Monitoring Institute, Guangzhou, China
| | - Pingyi Xu
- Department of Neurology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Yu Zhang
- Guangdong Provincial Key Laboratory of Laboratory Animals, Guangdong Laboratory Animals Monitoring Institute, Guangzhou, China
| | - Wanli Smith
- Department of Psychiatry, Division of Neurobiology, Johns Hopkins University School of Medicine, Baltimore, MD, 21287, USA
| | - Zhong Pei
- Department of Neurology, The First Affiliated Hospital, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Diagnosis and Treatment of Major Neurological Diseases, National Key Clinical Department and Key Discipline of Neurology, Guangzhou, China.
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13
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Parillo M, Vaccarino F, Di Gennaro G, Kumar S, Van Goethem J, Beomonte Zobel B, Quattrocchi CC, Parizel PM, Mallio CA. Overview of the Current Knowledge and Conventional MRI Characteristics of Peri- and Para-Vascular Spaces. Brain Sci 2024; 14:138. [PMID: 38391713 PMCID: PMC10886993 DOI: 10.3390/brainsci14020138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2023] [Revised: 01/10/2024] [Accepted: 01/26/2024] [Indexed: 02/24/2024] Open
Abstract
Brain spaces around (perivascular spaces) and alongside (paravascular or Virchow-Robin spaces) vessels have gained significant attention in recent years due to the advancements of in vivo imaging tools and to their crucial role in maintaining brain health, contributing to the anatomic foundation of the glymphatic system. In fact, it is widely accepted that peri- and para-vascular spaces function as waste clearance pathways for the brain for materials such as ß-amyloid by allowing exchange between cerebrospinal fluid and interstitial fluid. Visible brain spaces on magnetic resonance imaging are often a normal finding, but they have also been associated with a wide range of neurological and systemic conditions, suggesting their potential as early indicators of intracranial pressure and neurofluid imbalance. Nonetheless, several aspects of these spaces are still controversial. This article offers an overview of the current knowledge and magnetic resonance imaging characteristics of peri- and para-vascular spaces, which can help in daily clinical practice image description and interpretation. This paper is organized into different sections, including the microscopic anatomy of peri- and para-vascular spaces, their associations with pathological and physiological events, and their differential diagnosis.
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Affiliation(s)
- Marco Parillo
- Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo, 200, 00128 Roma, Italy
- Research Unit of Diagnostic Imaging and Interventional Radiology, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 21, 00128 Roma, Italy
| | - Federica Vaccarino
- Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo, 200, 00128 Roma, Italy
- Research Unit of Diagnostic Imaging and Interventional Radiology, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 21, 00128 Roma, Italy
| | - Gianfranco Di Gennaro
- Department of Health Sciences, Chair of Medical Statistics, University of Catanzaro "Magna Græcia", 88100 Catanzaro, Italy
| | - Sumeet Kumar
- Department of Neuroradiology, National Neuroscience Institute, Singapore 308433, Singapore
- Duke-National University of Singapore Medical School, Singapore 169857, Singapore
| | - Johan Van Goethem
- Department of Radiology, Antwerp University Hospital, 2650 Edegem, Belgium
| | - Bruno Beomonte Zobel
- Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo, 200, 00128 Roma, Italy
- Research Unit of Diagnostic Imaging and Interventional Radiology, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 21, 00128 Roma, Italy
| | - Carlo Cosimo Quattrocchi
- Centre for Medical Sciences-CISMed, University of Trento, Via S. Maria Maddalena 1, 38122 Trento, Italy
| | - Paul M Parizel
- Royal Perth Hospital & University of Western Australia, Perth, WA 6000, Australia
- Medical School, University of Western Australia, Perth, WA 6009, Australia
| | - Carlo Augusto Mallio
- Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo, 200, 00128 Roma, Italy
- Research Unit of Diagnostic Imaging and Interventional Radiology, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 21, 00128 Roma, Italy
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14
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Meng JC, Shen MQ, Lu YL, Feng HX, Chen XY, Xu DQ, Wu GH, Cheng QZ, Wang LH, Gui Q. Correlation of glymphatic system abnormalities with Parkinson's disease progression: a clinical study based on non-invasive fMRI. J Neurol 2024; 271:457-471. [PMID: 37755462 DOI: 10.1007/s00415-023-12004-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2023] [Revised: 09/12/2023] [Accepted: 09/14/2023] [Indexed: 09/28/2023]
Abstract
BACKGROUND The glymphatic system is reportedly involved in Parkinson's disease (PD). Based on previous studies, we aimed to confirm the correlation between the glymphatic system and PD progression by combining two imaging parameters, diffusion tensor image analysis along the perivascular space (DTI-ALPS), and enlarged perivascular spaces (EPVS). METHODS Fifty-one PD patients and fifty healthy control (HC) were included. Based on the Hoehn-Yahr scale, the PD group was divided into early-stage and medium-to late-stage. All PD patients were scored using the Unified PD Rating Scale (UPDRS). We assessed the DTI-ALPS indices in the bilateral hemispheres and EPVS numbers in bilateral centrum semiovale (CSO), basal ganglia (BG), and midbrain. RESULTS The DTI-ALPS indices were significantly lower bilaterally in PD patients than in the HC group, and EPVS numbers in any of the bilateral CSO, BG, and midbrain were significantly higher, especially for the medium- to late-stage group and the BG region. In PD patients, the DTI-ALPS index was significantly negatively correlated with age, while the BG-EPVS numbers were significantly positively correlated with age. Furthermore, the DTI-ALPS index was negatively correlated with UPDRS II and III scores, while the BG-EPVS numbers were positively correlated with UPDRS II and III scores. Similarly, the correlation was more pronounced in the medium- to late-stage group. CONCLUSION The DTI-ALPS index and EPVS numbers (especially in the BG region) are closely related to age and PD progression and can serve as non-invasive assessments for glymphatic dysfunction and its interventions in clinical studies.
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Affiliation(s)
- Jing-Cai Meng
- Department of Physiology and Neurobiology, Suzhou Medical College of Soochow University, Suzhou, 215123, Jiangsu, China
| | - Ming-Qiang Shen
- Department of Neurology, Suzhou Hospital Affiliated to Nanjing Medical University (Suzhou Municipal Hospital), Suzhou, 215002, Jiangsu, China
| | - Yan-Li Lu
- Department of Radiology, Suzhou Hospital Affiliated to Nanjing Medical University(Suzhou Municipal Hospital), Suzhou, 215002, Jiangsu, China
| | - Hong-Xuan Feng
- Department of Neurology, Suzhou Hospital Affiliated to Nanjing Medical University (Suzhou Municipal Hospital), Suzhou, 215002, Jiangsu, China
| | - Xin-Yi Chen
- Department of Physiology and Neurobiology, Suzhou Medical College of Soochow University, Suzhou, 215123, Jiangsu, China
| | - Da-Qiang Xu
- Department of Radiology, Suzhou Hospital Affiliated to Nanjing Medical University(Suzhou Municipal Hospital), Suzhou, 215002, Jiangsu, China
| | - Guan-Hui Wu
- Department of Neurology, Suzhou Hospital Affiliated to Nanjing Medical University (Suzhou Municipal Hospital), Suzhou, 215002, Jiangsu, China
| | - Qing-Zhang Cheng
- Department of Neurology, Suzhou Hospital Affiliated to Nanjing Medical University (Suzhou Municipal Hospital), Suzhou, 215002, Jiangsu, China
| | - Lin-Hui Wang
- Department of Physiology and Neurobiology, Suzhou Medical College of Soochow University, Suzhou, 215123, Jiangsu, China
| | - Qian Gui
- Department of Neurology, Suzhou Hospital Affiliated to Nanjing Medical University (Suzhou Municipal Hospital), Suzhou, 215002, Jiangsu, China.
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15
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Hlauschek G, Lossius MI, Schwartz DL, Silbert LC, Hicks AJ, Ponsford JL, Vivash L, Sinclair B, Kwan P, O'Brien TJ, Shultz SR, Law M, Spitz G. Reduced total number of enlarged perivascular spaces in post-traumatic epilepsy patients with unilateral lesions - a feasibility study. Seizure 2023; 113:1-5. [PMID: 37847935 DOI: 10.1016/j.seizure.2023.10.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Revised: 09/21/2023] [Accepted: 10/12/2023] [Indexed: 10/19/2023] Open
Abstract
BACKGROUND We investigated the value of automated enlarged perivascular spaces (ePVS) quantification to distinguish chronic traumatic brain injury (TBI) patients with post-traumatic epilepsy (PTE+) from chronic TBI patients without PTE (PTE-) in a feasibility study. METHODS Patients with and without PTE were recruited and underwent an MRI post-TBI. Multimodal auto identification of ePVS algorithm was applied to T1-weighted MRIs to segment ePVS. The total number of ePVS was calculated and corrected for white matter volume, and an asymmetry index (AI) derived. RESULTS PTE was diagnosed in 7 out of the 99 participants (male=69) after a median time of less than one year since injury (range 10-22). Brain lesions were observed in all 7 PTE+ cases (unilateral=4, 57%; bilateral=3, 43%) as compared to 40 PTE- cases (total 44%; unilateral=17, 42%; bilateral=23, 58%). There was a significant difference between PTE+ (M=1.21e-4, IQR [8.89e-5]) and PTE- cases (M=2.79e-4, IQR [6.25e-5]) in total corrected numbers of ePVS in patients with unilateral lesions (p=0.024). No differences in AI, trauma severity and lesion volume were seen between groups. CONCLUSION This study has shown that automated quantification of ePVS is feasible and provided initial evidence that individuals with PTE with unilateral lesions may have fewer ePVS compared to TBI patients without epilepsy. Further studies with larger sample sizes should be conducted to determine the value of ePVS quantification as a PTE-biomarker.
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Affiliation(s)
- Gernot Hlauschek
- Division of Clinical Neuroscience, National Centre for Epilepsy, Oslo University Hospital, Oslo, Norway; The University of Oslo, Oslo, Norway; Department of Neurosciences, Central Clinical School, Monash University, Melbourne, Australia.
| | - Morten I Lossius
- Division of Clinical Neuroscience, National Centre for Epilepsy, Oslo University Hospital, Oslo, Norway; The University of Oslo, Oslo, Norway.
| | - Daniel L Schwartz
- Oregon Health & Science University, Oregon Alzheimer's Disease Research Center, Neurology, Advanced Imaging Research Center, USA.
| | - Lisa C Silbert
- Oregon Health & Science University, Oregon Alzheimer's Disease Research Center, Neurology, Advanced Imaging Research Center, USA.
| | - Amelia J Hicks
- Monash-Epworth Rehabilitation Research Centre, Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton, Australia.
| | - Jennie L Ponsford
- Monash-Epworth Rehabilitation Research Centre, Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton, Australia.
| | - Lucy Vivash
- Department of Neurosciences, Central Clinical School, Monash University, Melbourne, Australia; Department of Neurology, The Alfred, Melbourne, Australia,; Departments of Medicine and Neurology, The University of Melbourne, Royal Melbourne Hospital, Parkville, Australia.
| | - Benjamin Sinclair
- Department of Neurosciences, Central Clinical School, Monash University, Melbourne, Australia; Department of Neurology, The Alfred, Melbourne, Australia,.
| | - Patrick Kwan
- Department of Neurosciences, Central Clinical School, Monash University, Melbourne, Australia; Department of Neurology, The Alfred, Melbourne, Australia,; Departments of Medicine and Neurology, The University of Melbourne, Royal Melbourne Hospital, Parkville, Australia.
| | - Terrence J O'Brien
- Department of Neurosciences, Central Clinical School, Monash University, Melbourne, Australia; Department of Neurology, The Alfred, Melbourne, Australia,; Departments of Medicine and Neurology, The University of Melbourne, Royal Melbourne Hospital, Parkville, Australia.
| | - Sandy R Shultz
- Department of Neurosciences, Central Clinical School, Monash University, Melbourne, Australia; Department of Neurology, The Alfred, Melbourne, Australia,; Department of Medicine, Royal Melbourne Hospital, The University of Melbourne, Parkville, Australia; Health Sciences, Vancouver Island University, Nanaimo, Canada.
| | - Meng Law
- Department of Neurosciences, Central Clinical School, Monash University, Melbourne, Australia; Department of Radiology, The Alfred, Melbourne, Australia.
| | - Gershon Spitz
- Department of Neurosciences, Central Clinical School, Monash University, Melbourne, Australia; Monash-Epworth Rehabilitation Research Centre, Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton, Australia.
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16
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Jeong SH, Park CJ, Jeong HJ, Sunwoo MK, Ahn SS, Lee SK, Lee PH, Kim YJ, Sohn YH, Chung SJ. Association of choroid plexus volume with motor symptoms and dopaminergic degeneration in Parkinson's disease. J Neurol Neurosurg Psychiatry 2023; 94:1047-1055. [PMID: 37399288 DOI: 10.1136/jnnp-2023-331170] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/25/2023] [Accepted: 06/14/2023] [Indexed: 07/05/2023]
Abstract
BACKGROUND The choroid plexus (CP) is involved in the clearance of harmful metabolites from the brain, as a part of the glymphatic system. This study aimed to investigate the association between CP volume (CPV), nigrostriatal dopaminergic degeneration and motor outcomes in Parkinson's disease (PD). METHODS We retrospectively searched drug-naïve patients with early-stage PD who underwent dopamine transporter (DAT) scanning and MRI. Automatic CP segmentation was performed, and the CPV was calculated. The relationship between CPV, DAT availability and Unified PD Rating Scale Part III (UPDRS-III) scores was assessed using multivariate linear regression. We performed longitudinal analyses to assess motor outcomes according to CPV. RESULTS CPV was negatively associated with DAT availability in each striatal subregion (anterior caudate, β=-0.134, p=0.012; posterior caudate, β=-0.162, p=0.002; anterior putamen, β=-0.133, p=0.024; posterior putamen, β=-0.125, p=0.039; ventral putamen, β=-0.125, p=0.035), except for the ventral striatum. CPV was positively associated with the UPDRS-III score even after adjusting for DAT availability in the posterior putamen (β=0.121; p=0.035). A larger CPV was associated with the future development of freezing of gait in the Cox regression model (HR 1.539, p=0.027) and a more rapid increase in dopaminergic medication in the linear mixed model (CPV×time, p=0.037), but was not associated with the risk of developing levodopa-induced dyskinesia or wearing off. CONCLUSION These findings suggest that CPV has the potential to serve as a biomarker for baseline and longitudinal motor disabilities in PD.
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Affiliation(s)
- Seong Ho Jeong
- Department of Neurology, Inje University Sanggye Paik Hospital, Seoul, Korea (the Republic of)
- Department of Neurology, Yonsei University College of Medicine, Seoul, Korea (the Republic of)
| | - Chae Jung Park
- Department of Radiology, Yongin Severance Hospital, Yonsei University Health System, Yongin, Geyonggi-do, Korea (the Republic of)
| | - Hyun-Jae Jeong
- Research Institute of Center for Clinical Imaging Data Science, Yonsei University College of Medicine, Seoul, Korea (the Republic of)
| | - Mun Kyung Sunwoo
- Department of Neurology, Daejin Medical Foundation Bundang Jesaeng Hospital, Seongnam, Gyeonggi-do, Korea (the Republic of)
| | - Sung Soo Ahn
- Department of Radiology, Severance Hospital, Research Institute of Radiological Science and Centre for Clinical Imaging Data Science, Yonsei University College of Medicine, Seoul, Korea (the Republic of)
| | - Seung-Koo Lee
- Department of Radiology, Severance Hospital, Research Institute of Radiological Science and Centre for Clinical Imaging Data Science, Yonsei University College of Medicine, Seoul, Korea (the Republic of)
| | - Phil Hyu Lee
- Department of Neurology, Yonsei University College of Medicine, Seoul, Korea (the Republic of)
| | - Yun Joong Kim
- Department of Neurology, Yonsei University College of Medicine, Seoul, Korea (the Republic of)
- Department of Neurology, Yongin Severance Hospital, Yonsei University Health System, Yongin, Gyeonggi-do, Korea (the Republic of)
- YONSEI BEYOND LAB, Yongin, Gyeonggi-do, South Korea
| | - Young Ho Sohn
- Department of Neurology, Yonsei University College of Medicine, Seoul, Korea (the Republic of)
| | - Seok Jong Chung
- Department of Neurology, Yonsei University College of Medicine, Seoul, Korea (the Republic of)
- Department of Neurology, Yongin Severance Hospital, Yonsei University Health System, Yongin, Gyeonggi-do, Korea (the Republic of)
- YONSEI BEYOND LAB, Yongin, Gyeonggi-do, South Korea
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17
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Shih NC, Barisano G, Lincoln KD, Mack WJ, Sepehrband F, Choupan J. Effects of sleep on brain perivascular space in a cognitively healthy population. Sleep Med 2023; 111:170-179. [PMID: 37782994 PMCID: PMC10591884 DOI: 10.1016/j.sleep.2023.09.024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Revised: 09/20/2023] [Accepted: 09/23/2023] [Indexed: 10/04/2023]
Abstract
The magnetic resonance imaging (MRI) visible perivascular space (PVS) reportedly clears amyloid-β and metabolic waste during sleep. Previous studies reported an association between sleep and the PVS in small vessel disease, traumatic brain injury, and Alzheimer's disease. However, this relationship in a healthy cohort is still unclear. Here, we used the Human Connectome Project Aging dataset to analyze the relationship between sleep and the PVS in cognitively healthy adults across the aging continuum. We measured sleep parameters using the self-reported Pittsburgh Sleep Quality Index questionnaire. We found that older adults who had better sleep quality and sleep efficiency presented with a larger PVS volume fraction in the basal ganglia (BG). However, sleep measures were not associated with PVS volume fraction in the centrum semiovale (CSO). In addition, we found that body mass index (BMI) influenced the BG-PVS across middle-aged and older participants. In the entire cognitively healthy cohort, the effect of sleep quality on PVS volume fraction was mediated by BMI. However, BMI did not influence this effect in the older cohort. Furthermore, there are significant differences in PVS volume fraction across racial/ethnic cohorts. In summary, the effect of sleep on the PVS volume alteration was different in the middle-aged adults and older adults.
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Affiliation(s)
- Nien-Chu Shih
- Laboratory of Neuro Imaging, Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Giuseppe Barisano
- Laboratory of Neuro Imaging, Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA; Department of Neurosurgery, Stanford University, Palo Alto, CA, USA
| | - Karen D Lincoln
- Program in Public Health, Department of Environmental and Occupational Health, University of California, Irvine, CA, USA
| | - Wendy J Mack
- Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Farshid Sepehrband
- Laboratory of Neuro Imaging, Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Jeiran Choupan
- Laboratory of Neuro Imaging, Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
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18
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Jeong SH, Jeong HJ, Sunwoo MK, Ahn SS, Lee SK, Lee PH, Kim YJ, Sohn YH, Park CJ, Chung SJ. Association between choroid plexus volume and cognition in Parkinson disease. Eur J Neurol 2023; 30:3114-3123. [PMID: 37498202 DOI: 10.1111/ene.15999] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Revised: 07/05/2023] [Accepted: 07/23/2023] [Indexed: 07/28/2023]
Abstract
BACKGROUND AND PURPOSE The choroid plexus (CP) clears harmful metabolites from the central nervous system as part of the glymphatic system. We investigated the association of CP volume (CPV) with baseline and longitudinal cognitive decline in patients with Parkinson disease (PD). METHODS We retrospectively reviewed the medical records of 240 patients with newly diagnosed PD who had undergone detailed neuropsychological tests and high-resolution T1-weighted structural magnetic resonance imaging during the initial assessment. The CPV of each patient was automatically segmented, and the intracranial volume ratio was used in subsequent analyses. The relationship between CPV and baseline composite scores of each cognitive domain was assessed using multivariate linear regression analyses. A Cox proportional hazards model was used to compare the risk of dementia conversion with CPV. RESULTS CPV negatively correlated with composite scores of the frontal/executive function domain (β = -0.375, p = 0.002) after adjusting for age, sex, years of education, and parkinsonian symptom duration. The Cox regression model revealed that a larger CPV was associated with a higher risk of dementia conversion (hazard ratio [HR] = 1.509, p = 0.038), which was no longer significant after adjusting for the composite scores of the frontal/executive function domain. A mediation analysis demonstrated that the effect of CPV on the risk of dementia conversion was completely mediated by frontal/executive function (direct effect: HR = 1.203, p = 0.396; indirect effect: HR = 1.400, p = 0.015). CONCLUSIONS Baseline CPV is associated with baseline frontal/executive function, which subsequently influences dementia conversion risk in patients with PD.
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Affiliation(s)
- Seong Ho Jeong
- Department of Neurology, Inje University Sanggye Paik Hospital, Seoul, Korea
- Department of Neurology, Yonsei University College of Medicine, Seoul, Korea
| | - Hyun-Jae Jeong
- Research Institute of Center for Clinical Imaging Data Science, Yonsei University College of Medicine, Seoul, Korea
| | - Mun Kyung Sunwoo
- Department of Neurology, Bundang Jesaeng General Hospital, Seongnam-si, Korea
| | - Sung Soo Ahn
- Department of Radiology, Severance Hospital, Research Institute of Radiological Science and Centre for Clinical Imaging Data Science, Yonsei University College of Medicine, Seoul, Korea
| | - Seung-Koo Lee
- Department of Radiology, Severance Hospital, Research Institute of Radiological Science and Centre for Clinical Imaging Data Science, Yonsei University College of Medicine, Seoul, Korea
| | - Phil Hyu Lee
- Department of Neurology, Yonsei University College of Medicine, Seoul, Korea
| | - Yun Joong Kim
- Department of Neurology, Yonsei University College of Medicine, Seoul, Korea
- Department of Neurology, Yongin Severance Hospital, Yonsei University Health System, Yongin, Korea
- YONSEI BEYOND LAB, Yongin, Korea
| | - Young H Sohn
- Department of Neurology, Yonsei University College of Medicine, Seoul, Korea
| | - Chae Jung Park
- Department of Radiology, Yongin Severance Hospital, Yonsei University Health System, Yongin, Korea
| | - Seok Jong Chung
- Department of Neurology, Yonsei University College of Medicine, Seoul, Korea
- Department of Neurology, Yongin Severance Hospital, Yonsei University Health System, Yongin, Korea
- YONSEI BEYOND LAB, Yongin, Korea
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19
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Kern KC, Nasrallah IM, Bryan RN, Reboussin DM, Wright CB. Intensive systolic blood pressure treatment remodels brain perivascular spaces: A secondary analysis of the Systolic Pressure Intervention Trial (SPRINT). Neuroimage Clin 2023; 40:103513. [PMID: 37774646 PMCID: PMC10540038 DOI: 10.1016/j.nicl.2023.103513] [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: 07/25/2023] [Revised: 09/09/2023] [Accepted: 09/20/2023] [Indexed: 10/01/2023]
Abstract
BACKGROUND Brain perivascular spaces (PVS) are part of the glymphatic system and facilitate clearance of metabolic byproducts. Since enlarged PVS are associated with vascular health, we tested whether intensive systolic blood pressure (SBP) treatment affects PVS structure. METHODS This is a secondary analysis of the Systolic PRessure INtervention Trial (SPRINT) MRI Substudy: a randomized trial of intensive SBP treatment to goal < 120 mm Hg vs < 140 mm Hg. Participants had increased cardiovascular risk, pre-treatment SBP 130-180, and no clinical stroke, dementia, or diabetes. Brain MRIs acquired at baseline and follow-up were used to automatically segment PVS in the supratentorial white matter and basal ganglia using a Frangi filtering method. PVS volumes were quantified as a fraction of the total tissue volume. The effects of SBP treatment group and major antihypertensive classes on PVS volume fraction were separately tested using linear mixed-effects models while covarying for MRI site, age, sex, Black race, baseline SBP, history of cardiovascular disease (CVD), chronic kidney disease, and white matter hyperintensities (WMH). RESULTS For 610 participants with sufficient quality MRI at baseline (mean age 67 ± 8, 40 % female, 32 % Black), greater PVS volume fraction was associated with older age, male sex, non-Black race, concurrent CVD, WMH, and brain atrophy. For 381 participants with MRI at baseline and at follow-up (median ± IQR = 3.9 ± 0.4 years), intensive treatment was associated with decreased PVS volume fraction relative to standard treatment (interaction coefficient: -0.029 [-0.055 to -0.0029] p = 0.029). Reduced PVS volume fraction was also associated with exposure to calcium channel blockers (CCB). CONCLUSIONS PVS enlargement was partially reversed in the intensive SBP treatment group. The association with CCB use suggests that improved vascular compliance may be partly responsible. Improved vascular health may facilitate glymphatic clearance. Clincaltrials.gov: NCT01206062.
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Affiliation(s)
- Kyle C Kern
- Intramural Stroke Branch, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA.
| | - Ilya M Nasrallah
- Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA
| | - Robert Nick Bryan
- Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA
| | - David M Reboussin
- Biostatistics and Data Science, Wake Forest University, Wake Forest, MI, USA
| | - Clinton B Wright
- Division of Clinical Research, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
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20
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Gędek A, Koziorowski D, Szlufik S. Assessment of factors influencing glymphatic activity and implications for clinical medicine. Front Neurol 2023; 14:1232304. [PMID: 37767530 PMCID: PMC10520725 DOI: 10.3389/fneur.2023.1232304] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Accepted: 08/22/2023] [Indexed: 09/29/2023] Open
Abstract
The glymphatic system is a highly specialized fluid transport system in the central nervous system. It enables the exchange of the intercellular fluid of the brain, regulation of the movement of this fluid, clearance of unnecessary metabolic products, and, potentially, brain immunity. In this review, based on the latest scientific reports, we present the mechanism of action and function of the glymphatic system and look at the role of factors influencing its activity. Sleep habits, eating patterns, coexisting stress or hypertension, and physical activity can significantly affect glymphatic activity. Modifying them can help to change lives for the better. In the next section of the review, we discuss the connection between the glymphatic system and neurological disorders. Its association with many disease entities suggests that it plays a major role in the physiology of the whole brain, linking many pathophysiological pathways of individual diseases.
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Affiliation(s)
- Adam Gędek
- Department of Neurology, Faculty of Health Sciences, Medical University of Warsaw, Warsaw, Poland
- Praski Hospital, Warsaw, Poland
| | - Dariusz Koziorowski
- Department of Neurology, Faculty of Health Sciences, Medical University of Warsaw, Warsaw, Poland
| | - Stanisław Szlufik
- Department of Neurology, Faculty of Health Sciences, Medical University of Warsaw, Warsaw, Poland
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21
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Vedaei F, Fayed I, Alizadeh M, Miller C, Zhang AB, Koa V, Khan S, Mohamed FB, Wu C. Effect of Enlarged Perivascular Spaces in Reliable Distinction of Prospective Targeting During Deep Brain Stimulation in Patients With Advanced Parkinson's Disease: A Study of Deterministic and Probabilistic Tractography. Neurosurgery 2023; 93:691-698. [PMID: 37010304 DOI: 10.1227/neu.0000000000002478] [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: 11/07/2022] [Accepted: 02/06/2023] [Indexed: 04/04/2023] Open
Abstract
BACKGROUND Precise electrode position is vital for effective deep brain stimulation in treating motor symptoms in Parkinson's disease (PD). Enlarged perivascular spaces (PVSs) are associated with pathophysiology of neurodegenerative diseases including PD and may affect the microstructure of surrounding brain tissue. OBJECTIVE To quantify the clinical implications of enlarged PVS on tractography-based stereotactic targeting in patients with advanced PD selected to undergo deep brain stimulation. METHODS Twenty patients with PD underwent MRI scanning. The PVS areas were visualized and segmented. Based on the size of the PVS areas, the patient group was split into 2 categories of large vs small PVSs. Probabilistic and deterministic tractography methods were applied to a diffusion-weighted data set. Fiber assignment was performed using motor cortex as an initiation seed and the globus pallidus interna and subthalamic nucleus, separately, as inclusion masks. Two exclusion masks used consisted of cerebral peduncles and the PVS mask. The center of gravity of the tract density map was measured and compared between the tracts generated with and without consideration of the PVS mask. RESULTS The average differences between the center of gravity of the tracts made by excluding PVS and without excluding PVS using deterministic and probabilistic tractography methods were less than 1 mm. Statistical analysis showed nonsignificant differences between deterministic and probabilistic methods and differences between patients with large and small PVSs ( P > .05). CONCLUSION This study demonstrated that the presence of enlarged PVS is unlikely to affect targeting of basal ganglia nuclei based on tractography.
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Affiliation(s)
- Faezeh Vedaei
- Department of Radiology, Jefferson Integrated Magnetic Resonance Imaging Center, Thomas Jefferson University, Philadelphia , Pennsylvania , USA
| | - Islam Fayed
- Department of Neurological Surgery, Vickie and Jack Farber Institute for Neuroscience, Thomas Jefferson University, Philadelphia , Pennsylvania , USA
| | - Mahdi Alizadeh
- Department of Radiology, Jefferson Integrated Magnetic Resonance Imaging Center, Thomas Jefferson University, Philadelphia , Pennsylvania , USA
- Department of Neurological Surgery, Vickie and Jack Farber Institute for Neuroscience, Thomas Jefferson University, Philadelphia , Pennsylvania , USA
| | - Christopher Miller
- Department of Neurological Surgery, Vickie and Jack Farber Institute for Neuroscience, Thomas Jefferson University, Philadelphia , Pennsylvania , USA
| | - Ashley B Zhang
- Sidney Kimmel Medical College, Thomas Jefferson University, Philadelphia , Pennsylvania , USA
| | - Victoria Koa
- College of Medicine, Drexel University, Philadelphia , Pennsylvania , USA
| | - Suharto Khan
- Department of Neurological Surgery, Vickie and Jack Farber Institute for Neuroscience, Thomas Jefferson University, Philadelphia , Pennsylvania , USA
| | - Feroze B Mohamed
- Department of Radiology, Jefferson Integrated Magnetic Resonance Imaging Center, Thomas Jefferson University, Philadelphia , Pennsylvania , USA
| | - Chengyuan Wu
- Department of Radiology, Jefferson Integrated Magnetic Resonance Imaging Center, Thomas Jefferson University, Philadelphia , Pennsylvania , USA
- Department of Neurological Surgery, Vickie and Jack Farber Institute for Neuroscience, Thomas Jefferson University, Philadelphia , Pennsylvania , USA
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22
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Tidwell JB, Taylor JA, Collins HR, Chamberlin JH, Barisano G, Sepehrband F, Turner MD, Gauthier G, Mulder ER, Gerlach DA, Roberts DR. Longitudinal Changes in Cerebral Perfusion, Perivascular Space Volume, and Ventricular Volume in a Healthy Cohort Undergoing a Spaceflight Analog. AJNR Am J Neuroradiol 2023; 44:1026-1031. [PMID: 37562828 PMCID: PMC10494950 DOI: 10.3174/ajnr.a7949] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Accepted: 06/25/2023] [Indexed: 08/12/2023]
Abstract
BACKGROUND AND PURPOSE A global decrease in brain perfusion has recently been reported during exposure to a ground-based spaceflight analog. Considering that CSF and glymphatic flow are hypothesized to be propelled by arterial pulsations, it is unknown whether a change in perfusion would impact these CSF compartments. The aim of the current study was to evaluate the relationship among changes in cerebral perfusion, ventricular volume, and perivascular space volume before, during, and after a spaceflight analog. MATERIALS AND METHODS Eleven healthy participants underwent 30 days of bed rest at 6° head-down tilt with 0.5% atmospheric CO2 as a spaceflight analog. For each participant, 6 MR imaging brain scans, including perfusion and anatomic-weighted T1 sequences, were obtained before, during, and after the analog period. Global perfusion, ventricular volume, and perivascular space volume time courses were constructed and evaluated with repeated measures ANOVAs. RESULTS Global perfusion followed a divergent time trajectory from ventricular and perivascular space volume, with perfusion decreasing during the analog, whereas ventricular and perivascular space volume increased (P < .001). These patterns subsequently reversed during the 2-week recovery period. CONCLUSIONS The patterns of change in brain physiology observed in healthy participants suggest a relationship between cerebral perfusion and CSF homeostasis. Further study is warranted to determine whether a causal relationship exists and whether similar neurophysiologic responses occur during spaceflight.
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Affiliation(s)
- J B Tidwell
- From the Department of Radiology and Radiological Science (J.B.T., J.A.T., H.R.C., J.H.C., M.D.T., G.G., D.R.R.), Medical University of South Carolina; Charleston, South Carolina
| | - J A Taylor
- From the Department of Radiology and Radiological Science (J.B.T., J.A.T., H.R.C., J.H.C., M.D.T., G.G., D.R.R.), Medical University of South Carolina; Charleston, South Carolina
| | - H R Collins
- From the Department of Radiology and Radiological Science (J.B.T., J.A.T., H.R.C., J.H.C., M.D.T., G.G., D.R.R.), Medical University of South Carolina; Charleston, South Carolina
| | - J H Chamberlin
- From the Department of Radiology and Radiological Science (J.B.T., J.A.T., H.R.C., J.H.C., M.D.T., G.G., D.R.R.), Medical University of South Carolina; Charleston, South Carolina
| | - G Barisano
- Laboratory of Neuroimaging (F.S.), University of Southern California, Los Angeles, California
| | - F Sepehrband
- Department of Neurosurgery (G.B.), Stanford University, Stanford, California
| | - M D Turner
- From the Department of Radiology and Radiological Science (J.B.T., J.A.T., H.R.C., J.H.C., M.D.T., G.G., D.R.R.), Medical University of South Carolina; Charleston, South Carolina
| | - G Gauthier
- From the Department of Radiology and Radiological Science (J.B.T., J.A.T., H.R.C., J.H.C., M.D.T., G.G., D.R.R.), Medical University of South Carolina; Charleston, South Carolina
| | - E R Mulder
- Department of Neurosurgery (G.B.), Stanford University, Stanford, California
| | - D A Gerlach
- Department of Neurosurgery (G.B.), Stanford University, Stanford, California
| | - D R Roberts
- From the Department of Radiology and Radiological Science (J.B.T., J.A.T., H.R.C., J.H.C., M.D.T., G.G., D.R.R.), Medical University of South Carolina; Charleston, South Carolina
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23
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Wang Z, Song Z, Zhou C, Fang Y, Gu L, Yang W, Gao T, Si X, Liu Y, Chen Y, Guan X, Guo T, Wu J, Bai X, Zhang M, Zhang B, Pu J. Reduced coupling of global brain function and cerebrospinal fluid dynamics in Parkinson's disease. J Cereb Blood Flow Metab 2023; 43:1328-1339. [PMID: 36927139 PMCID: PMC10369155 DOI: 10.1177/0271678x231164337] [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: 08/13/2022] [Revised: 01/18/2023] [Accepted: 01/23/2023] [Indexed: 03/18/2023]
Abstract
Dysfunction of the glymphatic system, an intracranial clearance pathway that drains misfolded proteins, has been implicated in the onset of Parkinson's disease (PD). Recently, the coupling strength of global blood-oxygen-level-dependent (gBOLD) signals and cerebrospinal fluid (CSF) inflow dynamics have been suggested to be an indicator of glymphatic function. Using resting-state functional magnetic resonance imaging (MRI), we quantified gBOLD-CSF coupling strength as the cross-correlation between baseline gBOLD and CSF inflow signals to evaluate glymphatic function and its association with the clinical manifestations of PD. We found that gBOLD-CSF coupling in drug-naïve PD patients was significantly weaker than that in normal controls, but significantly stronger in patients less affected by sleep disturbances than in those more affected by sleep disturbances, based on the PD sleep scale. Furthermore, we collected longitudinal data from patients and found that baseline gBOLD-CSF coupling negatively correlated with the rate of change over time, but positively correlated with the rate of change in UPDRS-III scores. In conclusion, severe gBOLD-CSF decoupling in PD patients may reflect longitudinal motor impairment, thereby providing a potential marker of glymphatic dysfunction in PD.
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Affiliation(s)
- Zhiyun Wang
- Department of Neurology, Second Affiliated Hospital, School of Medicine, Zhejiang University, China
| | - Zhe Song
- Department of Neurology, Second Affiliated Hospital, School of Medicine, Zhejiang University, China
| | - Cheng Zhou
- Department of Radiology, Second Affiliated Hospital, School of Medicine, Zhejiang University, China
| | - Yi Fang
- Department of Neurology, Second Affiliated Hospital, School of Medicine, Zhejiang University, China
| | - Luyan Gu
- Department of Neurology, Second Affiliated Hospital, School of Medicine, Zhejiang University, China
| | - Wenyi Yang
- Department of Neurology, Second Affiliated Hospital, School of Medicine, Zhejiang University, China
| | - Ting Gao
- Department of Neurology, Second Affiliated Hospital, School of Medicine, Zhejiang University, China
| | - Xiaoli Si
- Department of Neurology, Second Affiliated Hospital, School of Medicine, Zhejiang University, China
| | - Yi Liu
- Department of Neurology, Second Affiliated Hospital, School of Medicine, Zhejiang University, China
| | - Ying Chen
- Department of Neurology, Second Affiliated Hospital, School of Medicine, Zhejiang University, China
| | - Xiaojun Guan
- Department of Radiology, Second Affiliated Hospital, School of Medicine, Zhejiang University, China
| | - Tao Guo
- Department of Radiology, Second Affiliated Hospital, School of Medicine, Zhejiang University, China
| | - Jingjing Wu
- Department of Radiology, Second Affiliated Hospital, School of Medicine, Zhejiang University, China
| | - Xueqing Bai
- Department of Radiology, Second Affiliated Hospital, School of Medicine, Zhejiang University, China
| | - Minming Zhang
- Department of Radiology, Second Affiliated Hospital, School of Medicine, Zhejiang University, China
| | - Baorong Zhang
- Department of Neurology, Second Affiliated Hospital, School of Medicine, Zhejiang University, China
| | - Jiali Pu
- Department of Neurology, Second Affiliated Hospital, School of Medicine, Zhejiang University, China
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24
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Hicks AJ, Sinclair B, Shultz SR, Pham W, Silbert LC, Schwartz DL, Rowe CC, Ponsford JL, Law M, Spitz G. Associations of Enlarged Perivascular Spaces With Brain Lesions, Brain Age, and Clinical Outcomes in Chronic Traumatic Brain Injury. Neurology 2023; 101:e63-e73. [PMID: 37156615 PMCID: PMC10351302 DOI: 10.1212/wnl.0000000000207370] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Accepted: 03/17/2023] [Indexed: 05/10/2023] Open
Abstract
BACKGROUND AND OBJECTIVES Enlarged perivascular spaces (ePVS) have been identified as a key signature of glymphatic system dysfunction in neurologic conditions. The incidence and clinical implications of ePVS after traumatic brain injury (TBI) are not yet understood. We investigated whether individuals with chronic moderate-to-severe TBI had an increased burden of ePVS and whether ePVS burden is modulated by the presence of focal lesions, older brain age, and poorer sleep quality. We examined whether an increased burden of ePVS was associated with poorer cognitive and emotional outcomes. METHODS Using a cross-sectional design, participants with a single moderate-to-severe chronic TBI (sustained ≥10 years ago) were recruited from an inpatient rehabilitation program. Control participants were recruited from the community. Participants underwent 3T brain MRI, neuropsychological assessment, and clinical evaluations. ePVS burden in white matter was quantified using automated segmentation. The relationship between the number of ePVS, group membership, focal lesions, brain age, current sleep quality, and outcome was modeled using negative binomial and linear regressions. RESULTS This study included 100 participants with TBI (70% male; mean age = 56.8 years) and 75 control participants (54.3% male; mean age = 59.8 years). The TBI group had a significantly greater burden of ePVS (prevalence ratio rate [PRR] = 1.29, p = 0.013, 95% CI 1.05-1.57). The presence of bilateral lesions was associated with greater ePVS burden (PRR = 1.41, p = 0.021, 95% CI 1.05-1.90). There was no association between ePVS burden, sleep quality (PRR = 1.01, p = 0.491, 95% CI 0.98-1.048), and sleep duration (PRR = 1.03, p = 0.556, 95% CI 0.92-1.16). ePVS was associated with verbal memory (β = -0.42, p = 0.006, 95% CI -0.72 to -0.12), but not with other cognitive domains. The burden of ePVS was not associated with emotional distress (β = -0.70, p = 0.461, 95% CI -2.57 to 1.17) or brain age (PRR = 1.00, p = 0.665, 95% CI 0.99-1.02). DISCUSSION TBI is associated with a greater burden of ePVS, especially when there have been bilateral brain lesions. ePVS was associated with reduced verbal memory performance. ePVS may indicate ongoing impairments in glymphatic system function in the chronic postinjury period.
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Affiliation(s)
- Amelia J Hicks
- From the Monash-Epworth Rehabilitation Research Centre (A.J.H., J.L.P., G.S.), Turner Institute for Brain and Mental Health, School of Psychological Sciences, and Department of Neuroscience (A.J.H., B.S., S.R.S., W.P., M.L., G.S.), Central Clinical School, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton; Department of Neurology (B.S.), Alfred Health, Melbourne, Australia; Health and Human Services (S.S.), Vancouver Island University, Nanaimo; Division of Medical Sciences (S.S.), University of Victoria, British Columbia, Canada; NIA-Layton Oregon Aging & Alzheimer's Disease Research Center (L.C.S., D.L.S.), Oregon Health & Science University; Department of Neurology (L.C.S.), Portland Veterans Affairs Health Care System; Advanced Imaging Research Center (D.L.S.), Oregon Health & Science University, Portland; Department of Molecular Imaging and Therapy (C.C.R.), Austin Health, Heidelberg; Florey Department of Neuroscience and Mental Health (C.C.R.), University of Melbourne, Parkville; and Department of Radiology (M.L.), Alfred Health, Melbourne, Australia
| | - Benjamin Sinclair
- From the Monash-Epworth Rehabilitation Research Centre (A.J.H., J.L.P., G.S.), Turner Institute for Brain and Mental Health, School of Psychological Sciences, and Department of Neuroscience (A.J.H., B.S., S.R.S., W.P., M.L., G.S.), Central Clinical School, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton; Department of Neurology (B.S.), Alfred Health, Melbourne, Australia; Health and Human Services (S.S.), Vancouver Island University, Nanaimo; Division of Medical Sciences (S.S.), University of Victoria, British Columbia, Canada; NIA-Layton Oregon Aging & Alzheimer's Disease Research Center (L.C.S., D.L.S.), Oregon Health & Science University; Department of Neurology (L.C.S.), Portland Veterans Affairs Health Care System; Advanced Imaging Research Center (D.L.S.), Oregon Health & Science University, Portland; Department of Molecular Imaging and Therapy (C.C.R.), Austin Health, Heidelberg; Florey Department of Neuroscience and Mental Health (C.C.R.), University of Melbourne, Parkville; and Department of Radiology (M.L.), Alfred Health, Melbourne, Australia
| | - Sandy R Shultz
- From the Monash-Epworth Rehabilitation Research Centre (A.J.H., J.L.P., G.S.), Turner Institute for Brain and Mental Health, School of Psychological Sciences, and Department of Neuroscience (A.J.H., B.S., S.R.S., W.P., M.L., G.S.), Central Clinical School, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton; Department of Neurology (B.S.), Alfred Health, Melbourne, Australia; Health and Human Services (S.S.), Vancouver Island University, Nanaimo; Division of Medical Sciences (S.S.), University of Victoria, British Columbia, Canada; NIA-Layton Oregon Aging & Alzheimer's Disease Research Center (L.C.S., D.L.S.), Oregon Health & Science University; Department of Neurology (L.C.S.), Portland Veterans Affairs Health Care System; Advanced Imaging Research Center (D.L.S.), Oregon Health & Science University, Portland; Department of Molecular Imaging and Therapy (C.C.R.), Austin Health, Heidelberg; Florey Department of Neuroscience and Mental Health (C.C.R.), University of Melbourne, Parkville; and Department of Radiology (M.L.), Alfred Health, Melbourne, Australia
| | - William Pham
- From the Monash-Epworth Rehabilitation Research Centre (A.J.H., J.L.P., G.S.), Turner Institute for Brain and Mental Health, School of Psychological Sciences, and Department of Neuroscience (A.J.H., B.S., S.R.S., W.P., M.L., G.S.), Central Clinical School, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton; Department of Neurology (B.S.), Alfred Health, Melbourne, Australia; Health and Human Services (S.S.), Vancouver Island University, Nanaimo; Division of Medical Sciences (S.S.), University of Victoria, British Columbia, Canada; NIA-Layton Oregon Aging & Alzheimer's Disease Research Center (L.C.S., D.L.S.), Oregon Health & Science University; Department of Neurology (L.C.S.), Portland Veterans Affairs Health Care System; Advanced Imaging Research Center (D.L.S.), Oregon Health & Science University, Portland; Department of Molecular Imaging and Therapy (C.C.R.), Austin Health, Heidelberg; Florey Department of Neuroscience and Mental Health (C.C.R.), University of Melbourne, Parkville; and Department of Radiology (M.L.), Alfred Health, Melbourne, Australia
| | - Lisa C Silbert
- From the Monash-Epworth Rehabilitation Research Centre (A.J.H., J.L.P., G.S.), Turner Institute for Brain and Mental Health, School of Psychological Sciences, and Department of Neuroscience (A.J.H., B.S., S.R.S., W.P., M.L., G.S.), Central Clinical School, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton; Department of Neurology (B.S.), Alfred Health, Melbourne, Australia; Health and Human Services (S.S.), Vancouver Island University, Nanaimo; Division of Medical Sciences (S.S.), University of Victoria, British Columbia, Canada; NIA-Layton Oregon Aging & Alzheimer's Disease Research Center (L.C.S., D.L.S.), Oregon Health & Science University; Department of Neurology (L.C.S.), Portland Veterans Affairs Health Care System; Advanced Imaging Research Center (D.L.S.), Oregon Health & Science University, Portland; Department of Molecular Imaging and Therapy (C.C.R.), Austin Health, Heidelberg; Florey Department of Neuroscience and Mental Health (C.C.R.), University of Melbourne, Parkville; and Department of Radiology (M.L.), Alfred Health, Melbourne, Australia
| | - Daniel L Schwartz
- From the Monash-Epworth Rehabilitation Research Centre (A.J.H., J.L.P., G.S.), Turner Institute for Brain and Mental Health, School of Psychological Sciences, and Department of Neuroscience (A.J.H., B.S., S.R.S., W.P., M.L., G.S.), Central Clinical School, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton; Department of Neurology (B.S.), Alfred Health, Melbourne, Australia; Health and Human Services (S.S.), Vancouver Island University, Nanaimo; Division of Medical Sciences (S.S.), University of Victoria, British Columbia, Canada; NIA-Layton Oregon Aging & Alzheimer's Disease Research Center (L.C.S., D.L.S.), Oregon Health & Science University; Department of Neurology (L.C.S.), Portland Veterans Affairs Health Care System; Advanced Imaging Research Center (D.L.S.), Oregon Health & Science University, Portland; Department of Molecular Imaging and Therapy (C.C.R.), Austin Health, Heidelberg; Florey Department of Neuroscience and Mental Health (C.C.R.), University of Melbourne, Parkville; and Department of Radiology (M.L.), Alfred Health, Melbourne, Australia
| | - Christopher C Rowe
- From the Monash-Epworth Rehabilitation Research Centre (A.J.H., J.L.P., G.S.), Turner Institute for Brain and Mental Health, School of Psychological Sciences, and Department of Neuroscience (A.J.H., B.S., S.R.S., W.P., M.L., G.S.), Central Clinical School, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton; Department of Neurology (B.S.), Alfred Health, Melbourne, Australia; Health and Human Services (S.S.), Vancouver Island University, Nanaimo; Division of Medical Sciences (S.S.), University of Victoria, British Columbia, Canada; NIA-Layton Oregon Aging & Alzheimer's Disease Research Center (L.C.S., D.L.S.), Oregon Health & Science University; Department of Neurology (L.C.S.), Portland Veterans Affairs Health Care System; Advanced Imaging Research Center (D.L.S.), Oregon Health & Science University, Portland; Department of Molecular Imaging and Therapy (C.C.R.), Austin Health, Heidelberg; Florey Department of Neuroscience and Mental Health (C.C.R.), University of Melbourne, Parkville; and Department of Radiology (M.L.), Alfred Health, Melbourne, Australia
| | - Jennie L Ponsford
- From the Monash-Epworth Rehabilitation Research Centre (A.J.H., J.L.P., G.S.), Turner Institute for Brain and Mental Health, School of Psychological Sciences, and Department of Neuroscience (A.J.H., B.S., S.R.S., W.P., M.L., G.S.), Central Clinical School, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton; Department of Neurology (B.S.), Alfred Health, Melbourne, Australia; Health and Human Services (S.S.), Vancouver Island University, Nanaimo; Division of Medical Sciences (S.S.), University of Victoria, British Columbia, Canada; NIA-Layton Oregon Aging & Alzheimer's Disease Research Center (L.C.S., D.L.S.), Oregon Health & Science University; Department of Neurology (L.C.S.), Portland Veterans Affairs Health Care System; Advanced Imaging Research Center (D.L.S.), Oregon Health & Science University, Portland; Department of Molecular Imaging and Therapy (C.C.R.), Austin Health, Heidelberg; Florey Department of Neuroscience and Mental Health (C.C.R.), University of Melbourne, Parkville; and Department of Radiology (M.L.), Alfred Health, Melbourne, Australia
| | - Meng Law
- From the Monash-Epworth Rehabilitation Research Centre (A.J.H., J.L.P., G.S.), Turner Institute for Brain and Mental Health, School of Psychological Sciences, and Department of Neuroscience (A.J.H., B.S., S.R.S., W.P., M.L., G.S.), Central Clinical School, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton; Department of Neurology (B.S.), Alfred Health, Melbourne, Australia; Health and Human Services (S.S.), Vancouver Island University, Nanaimo; Division of Medical Sciences (S.S.), University of Victoria, British Columbia, Canada; NIA-Layton Oregon Aging & Alzheimer's Disease Research Center (L.C.S., D.L.S.), Oregon Health & Science University; Department of Neurology (L.C.S.), Portland Veterans Affairs Health Care System; Advanced Imaging Research Center (D.L.S.), Oregon Health & Science University, Portland; Department of Molecular Imaging and Therapy (C.C.R.), Austin Health, Heidelberg; Florey Department of Neuroscience and Mental Health (C.C.R.), University of Melbourne, Parkville; and Department of Radiology (M.L.), Alfred Health, Melbourne, Australia
| | - Gershon Spitz
- From the Monash-Epworth Rehabilitation Research Centre (A.J.H., J.L.P., G.S.), Turner Institute for Brain and Mental Health, School of Psychological Sciences, and Department of Neuroscience (A.J.H., B.S., S.R.S., W.P., M.L., G.S.), Central Clinical School, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton; Department of Neurology (B.S.), Alfred Health, Melbourne, Australia; Health and Human Services (S.S.), Vancouver Island University, Nanaimo; Division of Medical Sciences (S.S.), University of Victoria, British Columbia, Canada; NIA-Layton Oregon Aging & Alzheimer's Disease Research Center (L.C.S., D.L.S.), Oregon Health & Science University; Department of Neurology (L.C.S.), Portland Veterans Affairs Health Care System; Advanced Imaging Research Center (D.L.S.), Oregon Health & Science University, Portland; Department of Molecular Imaging and Therapy (C.C.R.), Austin Health, Heidelberg; Florey Department of Neuroscience and Mental Health (C.C.R.), University of Melbourne, Parkville; and Department of Radiology (M.L.), Alfred Health, Melbourne, Australia.
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25
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Sugai Y, Niino K, Shibata A, Hiraka T, Kobayashi A, Suzuki K, Iseki C, Ohta Y, Kanoto M. Association between visualization of the perivascular space and morphological changes in the brain among the community-dwelling elderly. Eur J Radiol 2023; 162:110792. [PMID: 36965287 DOI: 10.1016/j.ejrad.2023.110792] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Revised: 03/04/2023] [Accepted: 03/17/2023] [Indexed: 03/27/2023]
Abstract
PURPOSE We aimed to investigate the association between perivascular space (PVS) visible on MRI and brain atrophy or morphological change using quantitative indexes. METHOD This population-based cohort study included 216 older participants. The PVS in basal ganglia (BG-PVS) and cerebral white matter (WM-PVS) was evaluated using a four-point visual rating scale. We segmented brain parenchyma and CSF, and calculated the CSF/intracranial volume ratio, which represents atrophic change. WM lesions were classified using the Fazekas scale. We introduced a new category "idiopathic normal pressure hydrocephalus (iNPH)-like conformation", which was based on two quantitative indexes: Evans index and callosal angle. The association between PVS grade and demographic or morphological factors was evaluated. RESULTS A stepwise increase in the CSF/intracranial volume ratio with BG-PVS grade progression and a stepwise decrease with WM-PVS grade progression were observed. A higher CSF/intracranial volume ratio was significantly related to a higher BG-PVS grade in a univariate analysis, but this significance disappeared in a multivariate analysis. The iNPH-like group was significantly related to a lower WM-PVS grade in a univariate analysis, and this significance remained in a multivariate analysis. CONCLUSIONS The association between BG-PVS enlargement and atrophic changes was verified. On the contrary, WM-PVS showed a different trend, and a lower WM-PVS grade was associated with an iNPH-like conformation. This result implies that the less-visible WM-PVS on imaging as well as BG-PVS enlargement would reflect abnormal brain change.
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Affiliation(s)
- Yasuhiro Sugai
- Division of Diagnostic Radiology, Department of Radiology, Yamagata University Faculty of Medicine, Japan.
| | - Kazuho Niino
- Division of Diagnostic Radiology, Department of Radiology, Yamagata University Faculty of Medicine, Japan
| | - Akiko Shibata
- Division of Diagnostic Radiology, Department of Radiology, Yamagata University Faculty of Medicine, Japan
| | - Toshitada Hiraka
- Division of Diagnostic Radiology, Department of Radiology, Yamagata University Faculty of Medicine, Japan
| | - Atsunori Kobayashi
- Division of Diagnostic Radiology, Department of Radiology, Yamagata University Faculty of Medicine, Japan
| | - Keisuke Suzuki
- Division of Diagnostic Radiology, Department of Radiology, Yamagata University Faculty of Medicine, Japan
| | - Chifumi Iseki
- Division of Neurology and Clinical Neuroscience, Department of Internal Medicine III, Yamagata University Faculty of Medicine, Japan
| | - Yasuyuki Ohta
- Division of Neurology and Clinical Neuroscience, Department of Internal Medicine III, Yamagata University Faculty of Medicine, Japan
| | - Masafumi Kanoto
- Division of Diagnostic Radiology, Department of Radiology, Yamagata University Faculty of Medicine, Japan
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26
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Park CH, Shin NY, Nam Y, Yoon U, Ahn K, Lee SK. Characteristics of perivascular space dilatation in normal aging. Hum Brain Mapp 2023; 44:3232-3240. [PMID: 36930038 PMCID: PMC10171536 DOI: 10.1002/hbm.26277] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 02/09/2023] [Accepted: 03/01/2023] [Indexed: 03/18/2023] Open
Abstract
The increased incidence of dilated perivascular spaces (dPVSs) visible on MRI has been observed with advancing age, but the relevance of PVS dilatation to normal aging across the lifespan has yet to be fully clarified. In the current study, we sought to find out the age dependence of dPVSs by exploring changes in different characteristics of PVS dilatation across a wide range of age. For 1220 healthy subjects aged between 18 and 100 years, PVSs were automatically segmented and characteristics of PVS dilatation were assessed in terms of the burden, location, and morphology of PVSs in the white matter (WM) and basal ganglia (BG). A machine learning model using the random forests method was constructed to estimate the subjects' age by employing the PVS features. The constructed machine learning model was able to estimate the age of the subjects with an error of 9.53 years on average (correlation = 0.875). The importance of the PVS features indicated the primary contribution of the burden of PVSs in the BG and the additional contribution of locational and morphological changes of PVSs, specifically peripheral extension and reduced linearity, in the WM to age estimation. Indeed, adding the PVS location or morphology features to the PVS burden features provided an improvement to the performance of age estimation. The age dependence of dPVSs in terms of such various characteristics of PVS dilatation in healthy subjects could provide a more comprehensive reference for detecting brain disease-related PVS dilatation.
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Affiliation(s)
- Chang-Hyun Park
- Division of Artificial Intelligence and Software, College of Engineering, Ewha Womans University, Seoul, South Korea
| | - Na-Young Shin
- Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science, College of Medicine, Yonsei University, Seoul, South Korea
| | - Yoonho Nam
- Division of Biomedical Engineering, Hankuk University of Foreign Studies, Yongin, Gyeonggi, South Korea
| | - Uicheul Yoon
- Department of Biomedical Engineering, College of Bio and Medical Sciences, Daegu Catholic University, Gyeongsan, Gyeongbuk, South Korea
| | - Kookjin Ahn
- Department of Radiology, College of Medicine, Catholic University of Korea, Seoul, South Korea
| | - Seung-Koo Lee
- Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science, College of Medicine, Yonsei University, Seoul, South Korea
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27
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Kern KC, Nasrallah IM, Bryan RN, Reboussin DM, Wright CB. Intensive Systolic Blood Pressure Treatment Remodels Brain Perivascular Spaces: A Secondary Analysis of SPRINT. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.02.22.23286329. [PMID: 36865252 PMCID: PMC9980255 DOI: 10.1101/2023.02.22.23286329] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/25/2023]
Abstract
Background Brain perivascular spaces (PVS) are part of the glymphatic system and facilitate clearance of metabolic byproducts. Since enlarged PVS are associated with vascular health, we tested whether intensive systolic blood pressure (SBP) treatment affects PVS structure. Methods This is a secondary analysis of the Systolic PRessure INTervention (SPRINT) Trial MRI Substudy: a randomized trial of intensive SBP treatment to goal < 120 mm Hg vs. < 140 mm Hg. Participants had increased cardiovascular risk, pre-treatment SBP 130-180, and no clinical stroke, dementia, or diabetes. Brain MRIs acquired at baseline and follow-up were used to automatically segment PVS in the supratentorial white matter and basal ganglia using a Frangi filtering method. PVS volumes were quantified as a fraction of the total tissue volume. The effects of SBP treatment group and major antihypertensive classes on PVS volume fraction were separately tested using linear mixed-effects models while covarying for MRI site, age, sex, black race, baseline SBP, history of cardiovascular disease (CVD), chronic kidney disease, and white matter hyperintensities (WMH). Results For 610 participants with sufficient quality MRI at baseline (mean age 67±8, 40% female, 32% black), greater PVS volume fraction was associated with older age, male sex, non-Black race, concurrent CVD, WMH, and brain atrophy. For 381 participants with MRI at baseline and at follow-up (median = 3.9 years), intensive treatment was associated with decreased PVS volume fraction relative to standard treatment (interaction coefficient: -0.029 [-0.055 to -0.0029] p=0.029). Reduced PVS volume fraction was also associated with exposure to calcium channel blockers (CCB) and diuretics. Conclusions Intensive SBP lowering partially reverses PVS enlargement. The effects of CCB use suggests that improved vascular compliance may be partly responsible. Improved vascular health may facilitate glymphatic clearance. Clincaltrials.gov : NCT01206062.
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Affiliation(s)
- Kyle C. Kern
- Intramural Stroke Branch, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Ilya M. Nasrallah
- Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA
| | - Robert Nick Bryan
- Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA
| | - David M. Reboussin
- Biostatistics and Data Science, Wake Forest University, Wake Forest, MI, USA
| | - Clinton B. Wright
- Division of Clinical Research, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
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Gu L, Dai S, Guo T, Si X, Lv D, Wang Z, Lu J, Fang Y, Guan X, Zhou C, Wu H, Xu X, Yan Y, Song Z, Zhang MM, Zhang B, Pu J. Noninvasive neuroimaging provides evidence for deterioration of the glymphatic system in Parkinson's disease relative to essential tremor. Parkinsonism Relat Disord 2023; 107:105254. [PMID: 36584484 DOI: 10.1016/j.parkreldis.2022.105254] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Revised: 12/02/2022] [Accepted: 12/21/2022] [Indexed: 12/25/2022]
Abstract
INTRODUCTION Growing evidence has demonstrated dysfunction of the glymphatic system in α-synucleinopathy and related diseases. In this study, we aimed to use diffusion tensor image analysis along the perivascular space (DTI-ALPS) and MRI-visible enlarged perivascular spaces (EPVS) to evaluate glymphatic system function quantitatively and qualitatively and its relationship to clinical scores of disease severity in Parkinson's disease (PD) and essential tremor (ET). METHODS Overall, 124 patients with PD, 74 with ET, and 106 healthy controls (HC) were enrolled. Two trained neurologists performed quantitative calculations of ALPS on DTI and visual ratings of EPVS on T2-weighted images in the centrum semiovale (CSO), basal ganglia (BG), midbrain, and cerebellum. RESULTS The ALPS index was lower in patients with PD than in patients with ET (p < 0.001) and HC (p < 0.001). Similarly, patients with PD showed a more severe EPVS burden in the CSO, BG, and midbrain compared to ET and HC. Moreover, the ALPS index was negatively correlated with disease severity in the PD subgroups; however, it did not differ within the ET subgroup. No differences in ALPS or EPVS were observed between the ET and HC groups. CONCLUSION In conclusion, DTI-ALPS and EPVS both provide neuroimaging evidence of glymphatic system dysfunction in PD, which further supports that PD is an α-synucleinopathy disease, while ET is a cerebellar dysfunction-related disease.
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Affiliation(s)
- Luyan Gu
- Department of Neurology, Second Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, Zhejiang, 310009, China
| | - Shaobing Dai
- Department of Anesthesiology, Women's Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang, 310009, China
| | - Tao Guo
- Department of Radiology, Second Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, Zhejiang, 310009, China
| | - Xiaoli Si
- Department of Neurology, Second Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, Zhejiang, 310009, China
| | - Dayao Lv
- Department of Neurology, Second Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, Zhejiang, 310009, China
| | - Zhiyun Wang
- Department of Neurology, Second Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, Zhejiang, 310009, China
| | - Jinyu Lu
- Department of Neurology, Second Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, Zhejiang, 310009, China
| | - Yi Fang
- Department of Neurology, Second Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, Zhejiang, 310009, China
| | - Xiaojun Guan
- Department of Radiology, Second Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, Zhejiang, 310009, China
| | - Cheng Zhou
- Department of Radiology, Second Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, Zhejiang, 310009, China
| | - Haoting Wu
- Department of Radiology, Second Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, Zhejiang, 310009, China
| | - Xiaojun Xu
- Department of Radiology, Second Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, Zhejiang, 310009, China
| | - Yaping Yan
- Department of Neurology, Second Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, Zhejiang, 310009, China
| | - Zhe Song
- Department of Neurology, Second Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, Zhejiang, 310009, China
| | - Min-Min Zhang
- Department of Radiology, Second Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, Zhejiang, 310009, China
| | - Baorong Zhang
- Department of Neurology, Second Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, Zhejiang, 310009, China.
| | - Jiali Pu
- Department of Neurology, Second Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, Zhejiang, 310009, China.
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Diffusion along perivascular spaces as marker for impairment of glymphatic system in Parkinson's disease. NPJ Parkinsons Dis 2022; 8:174. [PMID: 36543809 PMCID: PMC9772196 DOI: 10.1038/s41531-022-00437-1] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Accepted: 11/22/2022] [Indexed: 12/24/2022] Open
Abstract
The brain glymphatic system is involved in the clearance of misfolding α-synuclein, the impaired glymphatic system may contribute to the progression of Parkinson's disease (PD). We aimed to analyze the diffusion tensor image along the perivascular space (DTI-ALPS) and perivascular space (PVS) burden to reveal the relationship between the glymphatic system and PD. A cross-sectional study using a 7 T MRI of 76 PD patients and 48 controls was performed to evaluate the brain's glymphatic system. The DTI-ALPS and PVS burden in basal ganglia were calculated. Correlation analyses were conducted between DTI-ALPS, PVS burden and clinical features. We detected lower DTI-ALPS in the PD subgroup relative to controls, and the differences were more pronounced in patients with Hoehn & Yahr stage greater than two. The decreased DTI-ALPS was only evident in the left hemisphere in patients in the early stage but involved both hemispheres in more advanced PD patients. Decreased DTI-ALPS were also correlated with longer disease duration, higher Unified Parkinson's Disease Rating Scale motor score (UPDRS III) and UPDRS total scores, as well as higher levodopa equivalent daily dose. Moreover, the decreased DTI-ALPS correlated with increased PVS burden, and both indexes correlated with PD disease severity. This study demonstrated decreased DTI-ALPS in PD, which might initiate from the left hemisphere and progressively involve right hemisphere with the disease progression. Decreased DTI-ALPS index correlated with increased PVS burden, indicating that both metrics could provide supporting evidence of an impaired glymphatic system. MRI evaluation of the PVS burden and diffusion along PVS are potential imaging biomarkers for PD for disease progression.
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Liu G, Ladrón-de-Guevara A, Izhiman Y, Nedergaard M, Du T. Measurements of cerebrospinal fluid production: a review of the limitations and advantages of current methodologies. Fluids Barriers CNS 2022; 19:101. [PMID: 36522656 PMCID: PMC9753305 DOI: 10.1186/s12987-022-00382-4] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2022] [Accepted: 10/13/2022] [Indexed: 12/23/2022] Open
Abstract
Cerebrospinal fluid (CSF) is an essential and critical component of the central nervous system (CNS). According to the concept of the "third circulation" originally proposed by Cushing, CSF is mainly produced by the choroid plexus and subsequently leaves the cerebral ventricles via the foramen of Magendie and Luschka. CSF then fills the subarachnoid space from whence it disperses to all parts of the CNS, including the forebrain and spinal cord. CSF provides buoyancy to the submerged brain, thus protecting it against mechanical injury. CSF is also transported via the glymphatic pathway to reach deep interstitial brain regions along perivascular channels; this CSF clearance pathway promotes transport of energy metabolites and signaling molecules, and the clearance of metabolic waste. In particular, CSF is now intensively studied as a carrier for the removal of proteins implicated in neurodegeneration, such as amyloid-β and tau. Despite this key function of CSF, there is little information about its production rate, the factors controlling CSF production, and the impact of diseases on CSF flux. Therefore, we consider it to be a matter of paramount importance to quantify better the rate of CSF production, thereby obtaining a better understanding of CSF dynamics. To this end, we now review the existing methods developed to measure CSF production, including invasive, noninvasive, direct, and indirect methods, and MRI-based techniques. Depending on the methodology, estimates of CSF production rates in a given species can extend over a ten-fold range. Throughout this review, we interrogate the technical details of CSF measurement methods and discuss the consequences of minor experimental modifications on estimates of production rate. Our aim is to highlight the gaps in our knowledge and inspire the development of more accurate, reproducible, and less invasive techniques for quantitation of CSF production.
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Affiliation(s)
- Guojun Liu
- Department of Neurosurgery, The Fourth Affiliated Hospital of China Medical University, Shenyang, 110032, China
- School of Pharmacy, China Medical University, Shenyang, 110122, China
- Center for Translational Neuromedicine, Faculty of Health and Medical Sciences, University of Copenhagen, 2200, Copenhagen, Denmark
- Center for Translational Neuromedicine, Department of Neurosurgery, University of Rochester Medical Center, Rochester, NY, 14642, USA
| | - Antonio Ladrón-de-Guevara
- Center for Translational Neuromedicine, Department of Neurosurgery, University of Rochester Medical Center, Rochester, NY, 14642, USA
| | - Yara Izhiman
- Center for Translational Neuromedicine, Department of Neurosurgery, University of Rochester Medical Center, Rochester, NY, 14642, USA
| | - Maiken Nedergaard
- Center for Translational Neuromedicine, Faculty of Health and Medical Sciences, University of Copenhagen, 2200, Copenhagen, Denmark.
- Center for Translational Neuromedicine, Department of Neurosurgery, University of Rochester Medical Center, Rochester, NY, 14642, USA.
| | - Ting Du
- School of Pharmacy, China Medical University, Shenyang, 110122, China.
- Center for Translational Neuromedicine, Faculty of Health and Medical Sciences, University of Copenhagen, 2200, Copenhagen, Denmark.
- Center for Translational Neuromedicine, Department of Neurosurgery, University of Rochester Medical Center, Rochester, NY, 14642, USA.
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31
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Pham W, Lynch M, Spitz G, O’Brien T, Vivash L, Sinclair B, Law M. A critical guide to the automated quantification of perivascular spaces in magnetic resonance imaging. Front Neurosci 2022; 16:1021311. [PMID: 36590285 PMCID: PMC9795229 DOI: 10.3389/fnins.2022.1021311] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Accepted: 11/16/2022] [Indexed: 12/15/2022] Open
Abstract
The glymphatic system is responsible for waste clearance in the brain. It is comprised of perivascular spaces (PVS) that surround penetrating blood vessels. These spaces are filled with cerebrospinal fluid and interstitial fluid, and can be seen with magnetic resonance imaging. Various algorithms have been developed to automatically label these spaces in MRI. This has enabled volumetric and morphological analyses of PVS in healthy and disease cohorts. However, there remain inconsistencies between PVS measures reported by different methods of automated segmentation. The present review emphasizes that importance of voxel-wise evaluation of model performance, mainly with the Sørensen Dice similarity coefficient. Conventional count correlations for model validation are inadequate if the goal is to assess volumetric or morphological measures of PVS. The downside of voxel-wise evaluation is that it requires manual segmentations that require large amounts of time to produce. One possible solution is to derive these semi-automatically. Additionally, recommendations are made to facilitate rigorous development and validation of automated PVS segmentation models. In the application of automated PVS segmentation tools, publication of image quality metrics, such as the contrast-to-noise ratio, alongside descriptive statistics of PVS volumes and counts will facilitate comparability between studies. Lastly, a head-to-head comparison between two algorithms, applied to two cohorts of astronauts reveals how results can differ substantially between techniques.
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Affiliation(s)
- William Pham
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia
| | - Miranda Lynch
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia
| | - Gershon Spitz
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia
- Monash-Epworth Rehabilitation Research Centre, Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
| | - Terence O’Brien
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia
- Department of Neurology, Alfred Hospital, Melbourne, VIC, Australia
- Department of Medicine, The Royal Melbourne Hospital, University of Melbourne, Melbourne, VIC, Australia
- Department of Neurology, The Royal Melbourne Hospital, University of Melbourne, Melbourne, VIC, Australia
| | - Lucy Vivash
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia
- Department of Neurology, Alfred Hospital, Melbourne, VIC, Australia
- Department of Medicine, The Royal Melbourne Hospital, University of Melbourne, Melbourne, VIC, Australia
- Department of Neurology, The Royal Melbourne Hospital, University of Melbourne, Melbourne, VIC, Australia
| | - Benjamin Sinclair
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia
- Department of Neurology, Alfred Hospital, Melbourne, VIC, Australia
- Department of Medicine, The Royal Melbourne Hospital, University of Melbourne, Melbourne, VIC, Australia
| | - Meng Law
- Department of Neuroscience, Central Clinical School, Monash University, Melbourne, VIC, Australia
- Department of Radiology, Alfred Health Hospital, Melbourne, VIC, Australia
- Department of Electrical and Computer Systems Engineering, Monash University, Melbourne, VIC, Australia
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Wang ML, Zou QQ, Sun Z, Wei XE, Li PY, Wu X, Li YH. Associations of MRI-visible perivascular spaces with longitudinal cognitive decline across the Alzheimer's disease spectrum. Alzheimers Res Ther 2022; 14:185. [PMID: 36514127 PMCID: PMC9746143 DOI: 10.1186/s13195-022-01136-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2022] [Accepted: 12/05/2022] [Indexed: 12/15/2022]
Abstract
OBJECTIVE To investigate the characteristics and associations of MRI-visible perivascular spaces (PVS) with clinical progression and longitudinal cognitive decline across the Alzheimer's disease spectrum. METHODS We included 1429 participants (641 [44.86%] female) from the Alzheimer's Disease Neuroimaging Initiative (ADNI) database. PVS number and grade in the centrum semiovale (CSO-PVS), basal ganglia (BG-PVS), and hippocampus (HP-PVS) were compared among the control (CN), mild cognitive impairment (MCI), and Alzheimer's disease (AD) groups. PVS were tested as predictors of diagnostic progression (i.e., CN to MCI/AD or MCI to AD) and longitudinal changes in the 13-item Alzheimer's Disease Assessment Scale-cognitive subscale (ADAS-Cog 13), Mini-Mental State Examination (MMSE), memory (ADNI-MEM), and executive function (ADNI-EF) using multiple linear regression, linear mixed-effects, and Cox proportional hazards modeling. RESULTS Compared with CN subjects, MCI and AD subjects had more CSO-PVS, both in number (p < 0.001) and grade (p < 0.001). However, there was no significant difference in BG-PVS and HP-PVS across the AD spectrum (p > 0.05). Individuals with moderate and frequent/severe CSO-PVS had a higher diagnostic conversion risk than individuals with no/mild CSO-PVS (log-rank p < 0.001 for all) in the combined CN and MCI group. Further Cox regression analyses revealed that moderate and frequent/severe CSO-PVS were associated with a higher risk of diagnostic conversion (HR = 2.007, 95% CI = 1.382-2.914, p < 0.001; HR = 2.676, 95% CI = 1.830-3.911, p < 0.001, respectively). A higher CSO-PVS number was associated with baseline cognitive performance and longitudinal cognitive decline in all cognitive tests (p < 0.05 for all). CONCLUSIONS CSO-PVS were more common in MCI and AD and were associated with cognitive decline across the AD spectrum.
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Affiliation(s)
- Ming-Liang Wang
- Department of Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600, Yi Shan Road, Shanghai, 200233, China
| | - Qiao-Qiao Zou
- Department of Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600, Yi Shan Road, Shanghai, 200233, China
| | - Zheng Sun
- Department of Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600, Yi Shan Road, Shanghai, 200233, China
| | - Xiao-Er Wei
- Department of Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600, Yi Shan Road, Shanghai, 200233, China
| | - Peng-Yang Li
- Division of Cardiology, Pauley Heart Center, Virginia Commonwealth University, Richmond, VA, USA
| | - Xue Wu
- Institute for Global Health Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Yue-Hua Li
- Department of Radiology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600, Yi Shan Road, Shanghai, 200233, China.
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Kamagata K, Andica C, Takabayashi K, Saito Y, Taoka T, Nozaki H, Kikuta J, Fujita S, Hagiwara A, Kamiya K, Wada A, Akashi T, Sano K, Nishizawa M, Hori M, Naganawa S, Aoki S. Association of MRI Indices of Glymphatic System With Amyloid Deposition and Cognition in Mild Cognitive Impairment and Alzheimer Disease. Neurology 2022; 99:e2648-e2660. [PMID: 36123122 PMCID: PMC9757870 DOI: 10.1212/wnl.0000000000201300] [Citation(s) in RCA: 66] [Impact Index Per Article: 33.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Accepted: 08/12/2022] [Indexed: 11/15/2022] Open
Abstract
BACKGROUND AND OBJECTIVES The glymphatic system is a whole-brain perivascular network, which promotes CSF/interstitial fluid exchange. Alterations to this system may play a pivotal role in amyloid β (Aβ) accumulation. However, its involvement in Alzheimer disease (AD) pathogenesis is not fully understood. Here, we investigated the changes in noninvasive MRI measurements related to the perivascular network in patients with mild cognitive impairment (MCI) and AD. Additionally, we explored the associations of MRI measures with neuropsychological score, PET standardized uptake value ratio (SUVR), and Aβ deposition. METHODS MRI measures, including perivascular space (PVS) volume fraction (PVSVF), fractional volume of free water in white matter (FW-WM), and index of diffusivity along the perivascular space (ALPS index) of patients with MCI, those with AD, and healthy controls from the Alzheimer's Disease Neuroimaging Initiative database were compared. MRI measures were also correlated with the levels of CSF biomarkers, PET SUVR, and cognitive score in the combined subcohort of patients with MCI and AD. Statistical analyses were performed with age, sex, years of education, and APOE status as confounding factors. RESULTS In total, 36 patients with AD, 44 patients with MCI, and 31 healthy controls were analyzed. Patients with AD had significantly higher total, WM, and basal ganglia PVSVF (Cohen d = 1.15-1.48; p < 0.001) and FW-WM (Cohen d = 0.73; p < 0.05) and a lower ALPS index (Cohen d = 0.63; p < 0.05) than healthy controls. Meanwhile, the MCI group only showed significantly higher total (Cohen d = 0.99; p < 0.05) and WM (Cohen d = 0.91; p < 0.05) PVSVF. Low ALPS index was associated with lower CSF Aβ42 (r s = 0.41, p fdr = 0.026), FDG-PET uptake (r s = 0.54, p fdr < 0.001), and worse multiple cognitive domain deficits. High FW-WM was also associated with lower CSF Aβ42 (r s = -0.47, p fdr = 0.021) and worse cognitive performances. DISCUSSION Our study indicates that changes in PVS-related MRI parameters occur in MCI and AD, possibly due to impairment of the glymphatic system. We also report the associations between MRI parameters and Aβ deposition, neuronal change, and cognitive impairment in AD.
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Affiliation(s)
- Koji Kamagata
- From the Department of Radiology (Koji Kamagata, C.A., K.T., Y.S., H.N., J.K., S.F., A.H., A.W., T.A., K.S., M.N., S.A.), Juntendo University Graduate School of Medicine, Bunkyo-ku, Tokyo; Faculty of Health Data Science (C.A.), Juntendo University, Urayasu, Chiba, Department of Innovative Biomedical Visualization (iBMV) (T.T.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya; Department of Radiology (Kouhei Kamiya, M.H.), Toho University Omori Medical Center, Ota-ku, Tokyo; and Department of Radiology (S.N.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya, Japan.
| | - Christina Andica
- From the Department of Radiology (Koji Kamagata, C.A., K.T., Y.S., H.N., J.K., S.F., A.H., A.W., T.A., K.S., M.N., S.A.), Juntendo University Graduate School of Medicine, Bunkyo-ku, Tokyo; Faculty of Health Data Science (C.A.), Juntendo University, Urayasu, Chiba, Department of Innovative Biomedical Visualization (iBMV) (T.T.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya; Department of Radiology (Kouhei Kamiya, M.H.), Toho University Omori Medical Center, Ota-ku, Tokyo; and Department of Radiology (S.N.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya, Japan
| | - Kaito Takabayashi
- From the Department of Radiology (Koji Kamagata, C.A., K.T., Y.S., H.N., J.K., S.F., A.H., A.W., T.A., K.S., M.N., S.A.), Juntendo University Graduate School of Medicine, Bunkyo-ku, Tokyo; Faculty of Health Data Science (C.A.), Juntendo University, Urayasu, Chiba, Department of Innovative Biomedical Visualization (iBMV) (T.T.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya; Department of Radiology (Kouhei Kamiya, M.H.), Toho University Omori Medical Center, Ota-ku, Tokyo; and Department of Radiology (S.N.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya, Japan
| | - Yuya Saito
- From the Department of Radiology (Koji Kamagata, C.A., K.T., Y.S., H.N., J.K., S.F., A.H., A.W., T.A., K.S., M.N., S.A.), Juntendo University Graduate School of Medicine, Bunkyo-ku, Tokyo; Faculty of Health Data Science (C.A.), Juntendo University, Urayasu, Chiba, Department of Innovative Biomedical Visualization (iBMV) (T.T.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya; Department of Radiology (Kouhei Kamiya, M.H.), Toho University Omori Medical Center, Ota-ku, Tokyo; and Department of Radiology (S.N.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya, Japan
| | - Toshiaki Taoka
- From the Department of Radiology (Koji Kamagata, C.A., K.T., Y.S., H.N., J.K., S.F., A.H., A.W., T.A., K.S., M.N., S.A.), Juntendo University Graduate School of Medicine, Bunkyo-ku, Tokyo; Faculty of Health Data Science (C.A.), Juntendo University, Urayasu, Chiba, Department of Innovative Biomedical Visualization (iBMV) (T.T.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya; Department of Radiology (Kouhei Kamiya, M.H.), Toho University Omori Medical Center, Ota-ku, Tokyo; and Department of Radiology (S.N.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya, Japan
| | - Hayato Nozaki
- From the Department of Radiology (Koji Kamagata, C.A., K.T., Y.S., H.N., J.K., S.F., A.H., A.W., T.A., K.S., M.N., S.A.), Juntendo University Graduate School of Medicine, Bunkyo-ku, Tokyo; Faculty of Health Data Science (C.A.), Juntendo University, Urayasu, Chiba, Department of Innovative Biomedical Visualization (iBMV) (T.T.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya; Department of Radiology (Kouhei Kamiya, M.H.), Toho University Omori Medical Center, Ota-ku, Tokyo; and Department of Radiology (S.N.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya, Japan
| | - Junko Kikuta
- From the Department of Radiology (Koji Kamagata, C.A., K.T., Y.S., H.N., J.K., S.F., A.H., A.W., T.A., K.S., M.N., S.A.), Juntendo University Graduate School of Medicine, Bunkyo-ku, Tokyo; Faculty of Health Data Science (C.A.), Juntendo University, Urayasu, Chiba, Department of Innovative Biomedical Visualization (iBMV) (T.T.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya; Department of Radiology (Kouhei Kamiya, M.H.), Toho University Omori Medical Center, Ota-ku, Tokyo; and Department of Radiology (S.N.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya, Japan
| | - Shohei Fujita
- From the Department of Radiology (Koji Kamagata, C.A., K.T., Y.S., H.N., J.K., S.F., A.H., A.W., T.A., K.S., M.N., S.A.), Juntendo University Graduate School of Medicine, Bunkyo-ku, Tokyo; Faculty of Health Data Science (C.A.), Juntendo University, Urayasu, Chiba, Department of Innovative Biomedical Visualization (iBMV) (T.T.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya; Department of Radiology (Kouhei Kamiya, M.H.), Toho University Omori Medical Center, Ota-ku, Tokyo; and Department of Radiology (S.N.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya, Japan
| | - Akifumi Hagiwara
- From the Department of Radiology (Koji Kamagata, C.A., K.T., Y.S., H.N., J.K., S.F., A.H., A.W., T.A., K.S., M.N., S.A.), Juntendo University Graduate School of Medicine, Bunkyo-ku, Tokyo; Faculty of Health Data Science (C.A.), Juntendo University, Urayasu, Chiba, Department of Innovative Biomedical Visualization (iBMV) (T.T.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya; Department of Radiology (Kouhei Kamiya, M.H.), Toho University Omori Medical Center, Ota-ku, Tokyo; and Department of Radiology (S.N.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya, Japan
| | - Kouhei Kamiya
- From the Department of Radiology (Koji Kamagata, C.A., K.T., Y.S., H.N., J.K., S.F., A.H., A.W., T.A., K.S., M.N., S.A.), Juntendo University Graduate School of Medicine, Bunkyo-ku, Tokyo; Faculty of Health Data Science (C.A.), Juntendo University, Urayasu, Chiba, Department of Innovative Biomedical Visualization (iBMV) (T.T.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya; Department of Radiology (Kouhei Kamiya, M.H.), Toho University Omori Medical Center, Ota-ku, Tokyo; and Department of Radiology (S.N.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya, Japan
| | - Akihiko Wada
- From the Department of Radiology (Koji Kamagata, C.A., K.T., Y.S., H.N., J.K., S.F., A.H., A.W., T.A., K.S., M.N., S.A.), Juntendo University Graduate School of Medicine, Bunkyo-ku, Tokyo; Faculty of Health Data Science (C.A.), Juntendo University, Urayasu, Chiba, Department of Innovative Biomedical Visualization (iBMV) (T.T.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya; Department of Radiology (Kouhei Kamiya, M.H.), Toho University Omori Medical Center, Ota-ku, Tokyo; and Department of Radiology (S.N.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya, Japan
| | - Toshiaki Akashi
- From the Department of Radiology (Koji Kamagata, C.A., K.T., Y.S., H.N., J.K., S.F., A.H., A.W., T.A., K.S., M.N., S.A.), Juntendo University Graduate School of Medicine, Bunkyo-ku, Tokyo; Faculty of Health Data Science (C.A.), Juntendo University, Urayasu, Chiba, Department of Innovative Biomedical Visualization (iBMV) (T.T.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya; Department of Radiology (Kouhei Kamiya, M.H.), Toho University Omori Medical Center, Ota-ku, Tokyo; and Department of Radiology (S.N.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya, Japan
| | - Katsuhiro Sano
- From the Department of Radiology (Koji Kamagata, C.A., K.T., Y.S., H.N., J.K., S.F., A.H., A.W., T.A., K.S., M.N., S.A.), Juntendo University Graduate School of Medicine, Bunkyo-ku, Tokyo; Faculty of Health Data Science (C.A.), Juntendo University, Urayasu, Chiba, Department of Innovative Biomedical Visualization (iBMV) (T.T.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya; Department of Radiology (Kouhei Kamiya, M.H.), Toho University Omori Medical Center, Ota-ku, Tokyo; and Department of Radiology (S.N.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya, Japan
| | - Mitsuo Nishizawa
- From the Department of Radiology (Koji Kamagata, C.A., K.T., Y.S., H.N., J.K., S.F., A.H., A.W., T.A., K.S., M.N., S.A.), Juntendo University Graduate School of Medicine, Bunkyo-ku, Tokyo; Faculty of Health Data Science (C.A.), Juntendo University, Urayasu, Chiba, Department of Innovative Biomedical Visualization (iBMV) (T.T.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya; Department of Radiology (Kouhei Kamiya, M.H.), Toho University Omori Medical Center, Ota-ku, Tokyo; and Department of Radiology (S.N.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya, Japan
| | - Masaaki Hori
- From the Department of Radiology (Koji Kamagata, C.A., K.T., Y.S., H.N., J.K., S.F., A.H., A.W., T.A., K.S., M.N., S.A.), Juntendo University Graduate School of Medicine, Bunkyo-ku, Tokyo; Faculty of Health Data Science (C.A.), Juntendo University, Urayasu, Chiba, Department of Innovative Biomedical Visualization (iBMV) (T.T.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya; Department of Radiology (Kouhei Kamiya, M.H.), Toho University Omori Medical Center, Ota-ku, Tokyo; and Department of Radiology (S.N.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya, Japan
| | - Shinji Naganawa
- From the Department of Radiology (Koji Kamagata, C.A., K.T., Y.S., H.N., J.K., S.F., A.H., A.W., T.A., K.S., M.N., S.A.), Juntendo University Graduate School of Medicine, Bunkyo-ku, Tokyo; Faculty of Health Data Science (C.A.), Juntendo University, Urayasu, Chiba, Department of Innovative Biomedical Visualization (iBMV) (T.T.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya; Department of Radiology (Kouhei Kamiya, M.H.), Toho University Omori Medical Center, Ota-ku, Tokyo; and Department of Radiology (S.N.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya, Japan
| | - Shigeki Aoki
- From the Department of Radiology (Koji Kamagata, C.A., K.T., Y.S., H.N., J.K., S.F., A.H., A.W., T.A., K.S., M.N., S.A.), Juntendo University Graduate School of Medicine, Bunkyo-ku, Tokyo; Faculty of Health Data Science (C.A.), Juntendo University, Urayasu, Chiba, Department of Innovative Biomedical Visualization (iBMV) (T.T.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya; Department of Radiology (Kouhei Kamiya, M.H.), Toho University Omori Medical Center, Ota-ku, Tokyo; and Department of Radiology (S.N.), Nagoya University Graduate School of Medicine, Shouwa-ku, Nagoya, Japan
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Glymphatic System Dysfunction and Sleep Disturbance May Contribute to the Pathogenesis and Progression of Parkinson’s Disease. Int J Mol Sci 2022; 23:ijms232112928. [PMID: 36361716 PMCID: PMC9656009 DOI: 10.3390/ijms232112928] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Revised: 09/28/2022] [Accepted: 09/29/2022] [Indexed: 12/03/2022] Open
Abstract
Parkinson’s disease (PD) is a multisystem alpha-synucleinopathic neurodegenerative disease and the most prevalent neurodegenerative disorder after Alzheimer’s disease with a high incidence rate in the elderly population. PD is highly multifactorial in etiology and has complex and wide-ranging pathogenic mechanisms. Environmental exposures and genetic predisposition are prominent risk factors. However, current evidence suggests that an intimate link may exist between the risk factor of sleep disturbance and PD pathogenesis. PD is characterized by the pathological hallmarks of alpha-synuclein aggregations and dopaminergic neuron degeneration in the substantia nigra. The loss of dopamine-producing neurons results in both motor and non-motor symptoms, most commonly, bradykinesia, tremor, rigidity, psychiatric disorders, sleep disorders and gastrointestinal problems. Factors that may exacerbate alpha-synuclein accumulation and dopamine neuron loss include neuroinflammation and glymphatic system impairment. Extracellular alpha-synuclein can induce an inflammatory response which can lead to neural cell death and inhibition of neurogenesis. The glymphatic system functions most optimally to remove extracellular brain solutes during sleep and therefore sleep disruption may be a crucial progression factor as well as a risk factor. This literature review interprets and analyses data from experimental and epidemiological studies to determine the recent advances in establishing a relationship between glymphatic system dysfunction, sleep disturbance, and PD pathogenesis and progression. This review addresses current limitations surrounding the ability to affirm a causal link between improved glymphatic clearance by increased sleep quality in PD prevention and management. Furthermore, this review proposes potential therapeutic approaches that could utilize the protective mechanism of sleep, to promote glymphatic clearance that therefore may reduce disease progression as well as symptom severity in PD patients.
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Rau A, Schroeter N, Blazhenets G, Dressing A, Walter LI, Kellner E, Bormann T, Mast H, Wagner D, Urbach H, Weiller C, Meyer PT, Reisert M, Hosp JA. Widespread white matter oedema in subacute COVID-19 patients with neurological symptoms. Brain 2022; 145:3203-3213. [PMID: 35675908 PMCID: PMC9214163 DOI: 10.1093/brain/awac045] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Revised: 12/30/2021] [Accepted: 01/23/2022] [Indexed: 12/04/2022] Open
Abstract
While neuropathological examinations in patients who died from COVID-19 revealed inflammatory changes in cerebral white matter, cerebral MRI frequently fails to detect abnormalities even in the presence of neurological symptoms. Application of multi-compartment diffusion microstructure imaging (DMI), that detects even small volume shifts between the compartments (intra-axonal, extra-axonal and free water/CSF) of a white matter model, is a promising approach to overcome this discrepancy. In this monocentric prospective study, a cohort of 20 COVID-19 inpatients (57.3 ± 17.1 years) with neurological symptoms (e.g. delirium, cranial nerve palsies) and cognitive impairments measured by the Montreal Cognitive Assessment (MoCA test; 22.4 ± 4.9; 70% below the cut-off value <26/30 points) underwent DMI in the subacute stage of the disease (29.3 ± 14.8 days after positive PCR). A comparison of whole-brain white matter DMI parameters with a matched healthy control group (n = 35) revealed a volume shift from the intra- and extra-axonal space into the free water fraction (V-CSF). This widespread COVID-related V-CSF increase affected the entire supratentorial white matter with maxima in frontal and parietal regions. Streamline-wise comparisons between COVID-19 patients and controls further revealed a network of most affected white matter fibres connecting widespread cortical regions in all cerebral lobes. The magnitude of these white matter changes (V-CSF) was associated with cognitive impairment measured by the MoCA test (r = -0.64, P = 0.006) but not with olfactory performance (r = 0.29, P = 0.12). Furthermore, a non-significant trend for an association between V-CSF and interleukin-6 emerged (r = 0.48, P = 0.068), a prominent marker of the COVID-19 related inflammatory response. In 14/20 patients who also received cerebral 18F-FDG PET, V-CSF increase was associated with the expression of the previously defined COVID-19-related metabolic spatial covariance pattern (r = 0.57; P = 0.039). In addition, the frontoparietal-dominant pattern of neocortical glucose hypometabolism matched well to the frontal and parietal focus of V-CSF increase. In summary, DMI in subacute COVID-19 patients revealed widespread volume shifts compatible with vasogenic oedema, affecting various supratentorial white matter tracts. These changes were associated with cognitive impairment and COVID-19 related changes in 18F-FDG PET imaging.
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Affiliation(s)
- Alexander Rau
- Department of Neuroradiology, Medical Center – University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Nils Schroeter
- Department of Neurology and Clinical Neuroscience, Medical Center – University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Ganna Blazhenets
- Department of Nuclear Medicine, Medical Center – University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Andrea Dressing
- Department of Neurology and Clinical Neuroscience, Medical Center – University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Freiburg Brain Imaging Center, Medical Center – University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Lea I Walter
- Department of Neurology and Clinical Neuroscience, Medical Center – University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Elias Kellner
- Department of Medical Physics, Medical Center – University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Tobias Bormann
- Department of Neurology and Clinical Neuroscience, Medical Center – University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Freiburg Brain Imaging Center, Medical Center – University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Hansjörg Mast
- Department of Neuroradiology, Medical Center – University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Dirk Wagner
- Department of Internal Medicine, Medical Center – University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Horst Urbach
- Department of Neuroradiology, Medical Center – University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Cornelius Weiller
- Department of Neurology and Clinical Neuroscience, Medical Center – University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Freiburg Brain Imaging Center, Medical Center – University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Philipp T Meyer
- Department of Nuclear Medicine, Medical Center – University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Marco Reisert
- Department of Medical Physics, Medical Center – University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Department of Stereotactic and Functional Neurosurgery, Medical Center – University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Jonas A Hosp
- Department of Neurology and Clinical Neuroscience, Medical Center – University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
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Li G, Cao Y, Tang X, Huang J, Cai L, Zhou L. The meningeal lymphatic vessels and the glymphatic system: Potential therapeutic targets in neurological disorders. J Cereb Blood Flow Metab 2022; 42:1364-1382. [PMID: 35484910 PMCID: PMC9274866 DOI: 10.1177/0271678x221098145] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/16/2021] [Revised: 04/03/2022] [Accepted: 04/14/2022] [Indexed: 02/05/2023]
Abstract
The recent discovery of the meningeal lymphatic vessels (mLVs) and glymphatic pathways has challenged the long-lasting dogma that the central nervous system (CNS) lacks a lymphatic system and therefore does not interact with peripheral immunity. This discovery has reshaped our understanding of mechanisms underlying CNS drainage. Under normal conditions, a close connection between mLVs and the glymphatic system enables metabolic waste removal, immune cell trafficking, and CNS immune surveillance. Dysfunction of the glymphatic-mLV system can lead to toxic protein accumulation in the brain, and it contributes to the development of a series of neurodegenerative disorders, such as Alzheimer's and Parkinson's diseases. The identification of precise cerebral transport routes is based mainly on indirect, invasive imaging of animals, and the results cannot always be applied to humans. Here we review the functions of the glymphatic-mLV system and evidence for its involvement in some CNS diseases. We focus on emerging noninvasive imaging techniques to evaluate the human glymphatic-mLV system and their potential for preclinical diagnosis and prevention of neurodegenerative diseases. Potential strategies that target the glymphatic-mLV system in order to treat and prevent neurological disorders are also discussed.
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Affiliation(s)
- Gaowei Li
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, China
| | - Yi Cao
- Department of Neurosurgery, Chengdu Second People's hospital, Chengdu, China
| | - Xin Tang
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, China
| | - Jianhan Huang
- Department of Neurosurgery, Huashan Hospital, Fudan University, Shanghai, China
| | - Linjun Cai
- Department of Neurology, West China Hospital, Sichuan University, Chengdu, China
| | - Liangxue Zhou
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, China
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Wang ML, Sun Z, Li WB, Zou QQ, Li PY, Wu X, Li YH. Enlarged perivascular spaces and white matter hyperintensities in patients with frontotemporal lobar degeneration syndromes. Front Aging Neurosci 2022; 14:923193. [PMID: 35966773 PMCID: PMC9366845 DOI: 10.3389/fnagi.2022.923193] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Accepted: 07/06/2022] [Indexed: 11/27/2022] Open
Abstract
Objective The aim of this study was to investigate the distribution characteristics of enlarged perivascular spaces (EPVS) and white matter hyperintensities (WMH) and their associations with disease severity across the frontotemporal lobar degeneration (FTLD) syndromes spectrum. Methods This study included 73 controls, 39 progressive supranuclear palsy Richardson’s syndrome (PSP-RS), 31 corticobasal syndrome (CBS), 47 behavioral variant frontotemporal dementia (bvFTD), 36 non-fluent variant primary progressive aphasia (nfvPPA), and 50 semantic variant primary progressive aphasia (svPPA). All subjects had brain magnetic resonance imaging (MRI) and neuropsychological tests, including progressive supranuclear palsy rating scale (PSPRS) and FTLD modified clinical dementia rating sum of boxes (FTLD-CDR). EPVS number and grade were rated on MRI in the centrum semiovale (CSO-EPVS), basal ganglia (BG-EPVS), and brain stem (BS-EPVS). Periventricular (PWMH) and deep (DWMH) were also graded on MRI. The distribution characteristics of EPVS and WMH were compared between control and disease groups. Multivariable linear regression analysis was performed to evaluate the association of EPVS and WMH with disease severity. Results Compared with control subjects, PSP-RS and CBS had more BS-EPVS; CBS, bvFTD, and nfvPPA had less CSO-EPVS; all disease groups except CBS had higher PWMH (p < 0.05). BS-EPVS was associated with PSPRS in PSP-RS (β = 2.395, 95% CI 0.888–3.901) and CBS (β = 3.115, 95% CI 1.584–4.647). PWMH was associated with FTLD-CDR in bvFTD (β = 1.823, 95% CI 0.752–2.895), nfvPPA (β = 0.971, 95% CI 0.030–1.912), and svPPA (OR: 1.330, 95% CI 0.457–2.204). Conclusion BS-EPVS could be a promising indicator of disease severity in PSP-RS and CBS, while PWMH could reflect the severity of bvFTD, nfvPPA, and svPPA.
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Affiliation(s)
- Ming-Liang Wang
- Department of Radiology, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai, China
| | - Zheng Sun
- Department of Radiology, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai, China
| | - Wen-Bin Li
- Department of Radiology, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai, China
| | - Qiao-Qiao Zou
- Department of Radiology, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai, China
| | - Peng-Yang Li
- Division of Cardiology, Pauley Heart Center, Virginia Commonwealth University, Richmond, VA, United States
| | - Xue Wu
- Institute for Global Health Sciences, University of California, San Francisco, San Francisco, CA, United States
| | - Yue-Hua Li
- Department of Radiology, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai, China
- *Correspondence: Yue-Hua Li,
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Hupfeld KE, Richmond SB, McGregor HR, Schwartz DL, Luther MN, Beltran NE, Kofman IS, De Dios YE, Riascos RF, Wood SJ, Bloomberg JJ, Mulavara AP, Silbert LC, Iliff JJ, Seidler RD, Piantino J. Longitudinal MRI-visible perivascular space (PVS) changes with long-duration spaceflight. Sci Rep 2022; 12:7238. [PMID: 35513698 PMCID: PMC9072425 DOI: 10.1038/s41598-022-11593-y] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2021] [Accepted: 04/20/2022] [Indexed: 01/07/2023] Open
Abstract
Humans are exposed to extreme environmental stressors during spaceflight and return with alterations in brain structure and shifts in intracranial fluids. To date, no studies have evaluated the effects of spaceflight on perivascular spaces (PVSs) within the brain, which are believed to facilitate fluid drainage and brain homeostasis. Here, we examined how the number and morphology of magnetic resonance imaging (MRI)-visible PVSs are affected by spaceflight, including prior spaceflight experience. Fifteen astronauts underwent six T1-weighted 3 T MRI scans, twice prior to launch and four times following their return to Earth after ~ 6-month missions to the International Space Station. White matter MRI-visible PVS number and morphology were calculated using an established, automated segmentation algorithm. We validated our automated segmentation algorithm by comparing algorithm PVS counts with those identified by two trained raters in 50 randomly selected slices from this cohort; the automated algorithm performed similarly to visual ratings (r(48) = 0.77, p < 0.001). In addition, we found high reliability for four of five PVS metrics across the two pre-flight time points and across the four control time points (ICC(3,k) > 0.50). Among the astronaut cohort, we found that novice astronauts showed an increase in total PVS volume from pre- to post-flight, whereas experienced crewmembers did not (p = 0.020), suggesting that experienced astronauts may exhibit holdover effects from prior spaceflight(s). Greater pre-flight PVS load was associated with more prior flight experience (r = 0.60-0.71), though these relationships did not reach statistical significance (p > 0.05). Pre- to post-flight changes in ventricular volume were not significantly associated with changes in PVS characteristics, and the presence of spaceflight associated neuro-ocular syndrome (SANS) was not associated with PVS number or morphology. Together, these findings demonstrate that PVSs can be consistently identified on T1-weighted MRI scans, and that spaceflight is associated with PVS changes. Specifically, prior spaceflight experience may be an important factor in determining PVS characteristics.
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Affiliation(s)
- Kathleen E. Hupfeld
- grid.15276.370000 0004 1936 8091Department of Applied Physiology and Kinesiology, University of Florida, 1864 Stadium Rd., Gainesville, FL USA
| | - Sutton B. Richmond
- grid.15276.370000 0004 1936 8091Department of Applied Physiology and Kinesiology, University of Florida, 1864 Stadium Rd., Gainesville, FL USA
| | - Heather R. McGregor
- grid.15276.370000 0004 1936 8091Department of Applied Physiology and Kinesiology, University of Florida, 1864 Stadium Rd., Gainesville, FL USA
| | - Daniel L. Schwartz
- grid.5288.70000 0000 9758 5690Layton-NIA Oregon Aging and Alzheimer’s Disease Research Center, Department of Neurology, Oregon Health and Science University, Portland, OR USA ,grid.5288.70000 0000 9758 5690Advanced Imaging Research Center, Oregon Health and Science University, Portland, OR USA
| | - Madison N. Luther
- grid.5288.70000 0000 9758 5690Division of Child Neurology, Department of Pediatrics, Doernbecher Children’s Hospital, Oregon Health and Science University, 707 SW Gaines St., CDRC-P, Portland, OR 97239 USA
| | | | | | | | - Roy F. Riascos
- grid.267308.80000 0000 9206 2401Department of Diagnostic and Interventional Imaging, University of Texas Health Science Center at Houston, Houston, TX USA
| | - Scott J. Wood
- grid.419085.10000 0004 0613 2864NASA Johnson Space Center, Houston, TX USA
| | - Jacob J. Bloomberg
- grid.419085.10000 0004 0613 2864NASA Johnson Space Center, Houston, TX USA
| | | | - Lisa C. Silbert
- grid.5288.70000 0000 9758 5690Layton-NIA Oregon Aging and Alzheimer’s Disease Research Center, Department of Neurology, Oregon Health and Science University, Portland, OR USA ,grid.484322.bNeurology, Veteran’s Affairs Portland Health Care System, Portland, OR USA
| | - Jeffrey J. Iliff
- grid.34477.330000000122986657Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, WA USA ,grid.34477.330000000122986657Department of Neurology, University of Washington School of Medicine, Seattle, WA USA ,grid.413919.70000 0004 0420 6540VISN 20 Mental Illness Research, Education and Clinical Center (MIRECC), VA Puget Sound Health Care System, Seattle, WA USA
| | - Rachael D. Seidler
- grid.15276.370000 0004 1936 8091Department of Applied Physiology and Kinesiology, University of Florida, 1864 Stadium Rd., Gainesville, FL USA ,grid.15276.370000 0004 1936 8091Norman Fixel Institute for Neurological Diseases, University of Florida, Gainesville, FL USA
| | - Juan Piantino
- grid.5288.70000 0000 9758 5690Division of Child Neurology, Department of Pediatrics, Doernbecher Children’s Hospital, Oregon Health and Science University, 707 SW Gaines St., CDRC-P, Portland, OR 97239 USA
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Donahue EK, Bui V, Foreman RP, Duran JJ, Venkadesh S, Choupan J, Van Horn JD, Alger JR, Jakowec MW, Petzinger GM, O'Neill J. Magnetic resonance spectroscopy shows associations between neurometabolite levels and perivascular space volume in Parkinson's disease: a pilot and feasibility study. Neuroreport 2022; 33:291-296. [PMID: 35594442 DOI: 10.1097/wnr.0000000000001781] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE Higher volume fraction of perivascular space (PVS) has recently been reported in Parkinson's disease (PD) and related disorders. Both elevated PVS and altered levels of neurometabolites, assayed by proton magnetic resonance spectroscopy (MRS), are suspected indicators of neuroinflammation, but no published reports have concurrently examined PVS and MRS neurometabolites. METHODS In an exploratory pilot study, we acquired multivoxel 3-T MRS using a semi-Localization by Adiabatic SElective Refocusing (sLASER) pulse-sequence (repetition time/echo time = 2810/60 ms, voxels 10 × 10 × 10 mm3) from a 2D slab sampling bilateral frontal white matter (FWM) and anterior middle cingulate cortex (aMCC). PVS maps obtained from high-resolution (0.8 × 0.8 × 0.8 mm3) T1-weighted MRI were co-registered with MRS. In each MRS voxel, PVS volume and neurometabolite levels were measured. RESULTS Linear regression accounting for age, sex, and BMI found greater PVS volume for higher levels of choline-containing compounds (Cho; P = 0.047) in FWM and lower PVS volume for higher levels of N-acetyl compounds (NAA; P = 0.012) in aMCC. Since (putatively) higher Cho is associated with inflammation while NAA has anti-inflammatory properties, these observations add to evidence that higher PVS load is a sign of inflammation. Additionally, lower Montreal Cognitive Assessment scores were associated with lower NAA in aMCC (P = 0.002), suggesting that local neuronal dysfunction and inflammation contribute to cognitive impairment in PD. CONCLUSION These exploratory findings indicate that co-analysis of PVS and MRS is feasible and may help elucidate the cellular and metabolic substrates of glymphatic and inflammatory processes in PD.
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Affiliation(s)
- Erin K Donahue
- Department of Neurology, University of Southern California
- Neuroscience Graduate Program, University of Southern California, Los Angeles, California
| | - Vy Bui
- Department of Neurology, University of Southern California
| | - Ryan P Foreman
- Department of Neurology, University of Southern California
| | - Jared J Duran
- Department of Neurology, University of Southern California
| | - Siva Venkadesh
- Department of Psychology, University of Virginia, Charlottesville, Virginia
| | - Jeiran Choupan
- Laboratory of NeuroImaging, USC Stevens Neuroimaging and Informatics Institute, University of Southern California, Los Angeles, California
| | - John D Van Horn
- Department of Psychology, University of Virginia, Charlottesville, Virginia
- School of Data Science, University of Virginia, Charlottesville, Virginia
| | - Jeffry R Alger
- Department of Neurology, University of California, Los Angeles
| | | | | | - Joseph O'Neill
- Division of Child Psychiatry, UCLA Semel Institute for Neuroscience, Los Angeles, California, USA
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Ramirez J, Berberian SA, Breen DP, Gao F, Ozzoude M, Adamo S, Scott CJ, Berezuk C, Yhap V, Mestre TA, Marras C, Tartaglia MC, Grimes D, Jog M, Kwan D, Tan B, Binns MA, Arnott SR, Bartha R, Symons S, Masellis M, Black SE, Lang AE. Small and Large Magnetic Resonance Imaging–Visible Perivascular Spaces in the Basal Ganglia of Parkinson's Disease Patients. Mov Disord 2022; 37:1304-1309. [DOI: 10.1002/mds.29010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Revised: 02/18/2022] [Accepted: 03/16/2022] [Indexed: 11/08/2022] Open
Affiliation(s)
- Joel Ramirez
- Dr. Sandra Black Centre for Brain Resilience and Recovery, LC Campbell Cognitive Neurology, Hurvitz Brain Sciences Program, Sunnybrook Research Institute University of Toronto Toronto Ontario Canada
| | - Stephanie A. Berberian
- Dr. Sandra Black Centre for Brain Resilience and Recovery, LC Campbell Cognitive Neurology, Hurvitz Brain Sciences Program, Sunnybrook Research Institute University of Toronto Toronto Ontario Canada
| | - David P. Breen
- Centre for Clinical Brain Sciences University of Edinburgh Edinburgh United Kingdom
- Anne Rowling Regenerative Neurology Clinic University of Edinburgh Edinburgh United Kingdom
- Usher Institute of Population Health Sciences and Informatics University of Edinburgh Edinburgh United Kingdom
| | - Fuqiang Gao
- Dr. Sandra Black Centre for Brain Resilience and Recovery, LC Campbell Cognitive Neurology, Hurvitz Brain Sciences Program, Sunnybrook Research Institute University of Toronto Toronto Ontario Canada
| | - Miracle Ozzoude
- Dr. Sandra Black Centre for Brain Resilience and Recovery, LC Campbell Cognitive Neurology, Hurvitz Brain Sciences Program, Sunnybrook Research Institute University of Toronto Toronto Ontario Canada
- Tanz Centre for Research in Neurodegenerative Diseases University of Toronto Toronto Ontario Canada
| | - Sabrina Adamo
- Dr. Sandra Black Centre for Brain Resilience and Recovery, LC Campbell Cognitive Neurology, Hurvitz Brain Sciences Program, Sunnybrook Research Institute University of Toronto Toronto Ontario Canada
| | - Christopher J.M. Scott
- Dr. Sandra Black Centre for Brain Resilience and Recovery, LC Campbell Cognitive Neurology, Hurvitz Brain Sciences Program, Sunnybrook Research Institute University of Toronto Toronto Ontario Canada
| | - Courtney Berezuk
- Dr. Sandra Black Centre for Brain Resilience and Recovery, LC Campbell Cognitive Neurology, Hurvitz Brain Sciences Program, Sunnybrook Research Institute University of Toronto Toronto Ontario Canada
| | - Vanessa Yhap
- Dr. Sandra Black Centre for Brain Resilience and Recovery, LC Campbell Cognitive Neurology, Hurvitz Brain Sciences Program, Sunnybrook Research Institute University of Toronto Toronto Ontario Canada
| | - Tiago A. Mestre
- Division of Neurology, Department of Medicine, The Ottawa Hospital Research Institute University of Ottawa Ottawa Ontario Canada
| | - Connie Marras
- Edmond J. Safra Program in Parkinson's Disease and the Morton and Gloria Shulman Movement Disorders Clinic, Toronto Western Hospital Toronto Ontario Canada
| | - Maria C. Tartaglia
- Tanz Centre for Research in Neurodegenerative Diseases University of Toronto Toronto Ontario Canada
- Division of Neurology, Toronto Western Hospital University Health Network Toronto Ontario Canada
| | - David Grimes
- University of Ottawa Brain and Mind Research Institute Ottawa Hospital Research Institute Ottawa Ontario Canada
| | - Mandar Jog
- Department of Clinical Neurological Sciences Western University London Ontario Canada
| | - Donna Kwan
- Queen's University, Centre for Neuroscience Studies Kingston Ontario Canada
| | - Brian Tan
- Rotman Research Institute, Baycrest Health Sciences Centre Toronto Ontario Canada
| | - Malcolm A. Binns
- Rotman Research Institute, Baycrest Health Sciences Centre Toronto Ontario Canada
| | - Stephen R. Arnott
- Rotman Research Institute, Baycrest Health Sciences Centre Toronto Ontario Canada
| | - Robert Bartha
- Centre for Functional and Metabolic Mapping, Robarts Research Institute, Department of Medical Biophysics University of Western Ontario London Ontario Canada
| | - Sean Symons
- Department of Medical Imaging University of Toronto, Sunnybrook Health Sciences Centre Toronto Ontario Canada
| | - Mario Masellis
- Dr. Sandra Black Centre for Brain Resilience and Recovery, LC Campbell Cognitive Neurology, Hurvitz Brain Sciences Program, Sunnybrook Research Institute University of Toronto Toronto Ontario Canada
- Department of Medicine (Neurology) Sunnybrook Health Sciences Centre and University of Toronto Toronto Ontario Canada
| | - Sandra E. Black
- Dr. Sandra Black Centre for Brain Resilience and Recovery, LC Campbell Cognitive Neurology, Hurvitz Brain Sciences Program, Sunnybrook Research Institute University of Toronto Toronto Ontario Canada
- Rotman Research Institute, Baycrest Health Sciences Centre Toronto Ontario Canada
- Department of Medicine (Neurology) Sunnybrook Health Sciences Centre and University of Toronto Toronto Ontario Canada
| | - Anthony E. Lang
- Edmond J. Safra Program in Parkinson's Disease and the Morton and Gloria Shulman Movement Disorders Clinic, Toronto Western Hospital Toronto Ontario Canada
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Olate-Briones A, Escalona E, Salazar C, Herrada MJ, Liu C, Herrada AA, Escobedo N. The meningeal lymphatic vasculature in neuroinflammation. FASEB J 2022; 36:e22276. [PMID: 35344212 DOI: 10.1096/fj.202101574rr] [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: 10/06/2021] [Revised: 03/08/2022] [Accepted: 03/14/2022] [Indexed: 12/13/2022]
Abstract
The lymphatic vasculature is a unidirectional network of lymphatic endothelial cells, whose main role is to maintain fluid homeostasis along with the absorption of dietary fat in the gastrointestinal organs and management and coordination of immune cell trafficking into lymph nodes during homeostasis and under inflammatory conditions. In homeostatic conditions, immune cells, such as dendritic cells, macrophages, or T cells can enter into the lymphatic vasculature and move easily through the lymph reaching secondary lymph nodes where immune cell activation or peripheral tolerance can be modulated. However, under inflammatory conditions such as pathogen infection, increased permeabilization of lymphatic vessels allows faster immune cell migration into inflamed tissues following a chemokine gradient, facilitating pathogen clearance and the resolution of inflammation. Interestingly, since the re-discovery of lymphatic vasculature in the central nervous system, known as the meningeal lymphatic vasculature, the role of these lymphatics as a key player in several neurological disorders has been described, with emphasis on the neurodegenerative process. Alternatively, less has been discussed about meningeal lymphatics and its role in neuroinflammation. In this review, we discuss current knowledge about the anatomy and function of the meningeal lymphatic vasculature and specifically analyze its contribution to different neuroinflammatory processes, highlighting the potential therapeutic target of meningeal lymphatic vasculature in these pathological conditions.
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Affiliation(s)
- Alexandra Olate-Briones
- Lymphatic Vasculature and Inflammation Research Laboratory, Facultad de Ciencias de la Salud, Instituto de Ciencias Biomédicas, Universidad Autónoma de Chile, Talca, Chile
| | - Emilia Escalona
- Lymphatic Vasculature and Inflammation Research Laboratory, Facultad de Ciencias de la Salud, Instituto de Ciencias Biomédicas, Universidad Autónoma de Chile, Talca, Chile
| | - Celia Salazar
- Lymphatic Vasculature and Inflammation Research Laboratory, Facultad de Ciencias de la Salud, Instituto de Ciencias Biomédicas, Universidad Autónoma de Chile, Talca, Chile
| | | | - Chaohong Liu
- Department of Microbiology, School of Basic Medicine, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Andrés A Herrada
- Lymphatic Vasculature and Inflammation Research Laboratory, Facultad de Ciencias de la Salud, Instituto de Ciencias Biomédicas, Universidad Autónoma de Chile, Talca, Chile
| | - Noelia Escobedo
- Lymphatic Vasculature and Inflammation Research Laboratory, Facultad de Ciencias de la Salud, Instituto de Ciencias Biomédicas, Universidad Autónoma de Chile, Talca, Chile
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Chen H, Wan H, Zhang M, Wardlaw JM, Feng T, Wang Y. Perivascular space in Parkinson's disease: Association with CSF amyloid/tau and cognitive decline. Parkinsonism Relat Disord 2022; 95:70-76. [PMID: 35051895 DOI: 10.1016/j.parkreldis.2022.01.002] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Revised: 12/26/2021] [Accepted: 01/05/2022] [Indexed: 12/13/2022]
Abstract
OBJECTIVE Whether perivascular space (PVS) visible on magnetic resonance imaging (MRI) represents glymphatic dysfunction and whether this imaging marker is pathologic in Parkinson's disease (PD) have been controversial. The objective was to determine whether PVS visible on MRI is independently associated with cognitive decline in patients with PD, and to test whether pathologic proteins in the CSF (such as Aβ42) mediate the pathologic role of PVS. METHODS A total of 341 patients with Parkinson's disease from Parkinson's Progression Marker Initiative (PPMI) cohort was included in the present study. PVS in the basal ganglia (BG-PVS) and centrum semiovale were evaluated with a semiquantitative scale. Changes in the Montreal Cognitive Assessment (MoCA) score and the absolute MoCA score at the 3-year assessment were considered the main cognitive outcome. A multivariable linear regression model was used to test the association between PVS and cognitive decline. A mixed linear model and path analysis were used to test the interaction among PVS, CSF biomarkers and cognitive decline. RESULTS BG-PVS was associated with cognitive decline in patients with PD at the 3-year follow-up independent of age, baseline cognition, motor and nonmotor function, presynaptic dopaminergic deficiency, and CSF biomarkers. The interaction between BG-PVS and Aβ42/tTau, Aβ42/pTau, and Aβ42 levels was significantly predictive of 3-year cognitive decline. Path analysis confirmed that CSF Aβ42/tTau levels partially mediated the pathologic effect of BG-PVS on cognitive outcome in PD. CONCLUSIONS BG-PVS is independently associated with cognitive decline in PD, and this association may be partially mediated by toxic CSF proteins.
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Affiliation(s)
- Huimin Chen
- Department of Neurology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China; Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China; China National Clinical Research Center for Neurological Diseases (NCRC-ND), Beijing, China; Advanced Innovation Center for Human Brain Projection, Capital Medical University, Beijing, China
| | - Huijuan Wan
- Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China; China National Clinical Research Center for Neurological Diseases (NCRC-ND), Beijing, China; Advanced Innovation Center for Human Brain Projection, Capital Medical University, Beijing, China; Department of Neurology, First Affiliated Hospital, Xiamen University, Xiamen, China
| | - Meimei Zhang
- Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China; China National Clinical Research Center for Neurological Diseases (NCRC-ND), Beijing, China; Advanced Innovation Center for Human Brain Projection, Capital Medical University, Beijing, China
| | - Joanna M Wardlaw
- Centre for Clinical Brain Sciences, UK Dementia Research Institute, University of Edinburgh, Edinburgh, UK
| | - Tao Feng
- Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China; China National Clinical Research Center for Neurological Diseases (NCRC-ND), Beijing, China; Advanced Innovation Center for Human Brain Projection, Capital Medical University, Beijing, China
| | - Yilong Wang
- Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China; China National Clinical Research Center for Neurological Diseases (NCRC-ND), Beijing, China; Advanced Innovation Center for Human Brain Projection, Capital Medical University, Beijing, China.
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Motor and non-motor circuit disturbances in early Parkinson disease: which happens first? Nat Rev Neurosci 2022; 23:115-128. [PMID: 34907352 DOI: 10.1038/s41583-021-00542-9] [Citation(s) in RCA: 70] [Impact Index Per Article: 35.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/12/2021] [Indexed: 12/15/2022]
Abstract
For the last two decades, pathogenic concepts in Parkinson disease (PD) have revolved around the toxicity and spread of α-synuclein. Thus, α-synuclein would follow caudo-rostral propagation from the periphery to the central nervous system, first producing non-motor manifestations (such as constipation, sleep disorders and hyposmia), and subsequently impinging upon the mesencephalon to account for the cardinal motor features before reaching the neocortex as the disease evolves towards dementia. This model is the prevailing theory of the principal neurobiological mechanism of disease. Here, we scrutinize the temporal evolution of motor and non-motor manifestations in PD and suggest that, even though the postulated bottom-up mechanisms are likely to be involved, early involvement of the nigrostriatal system is a key and prominent pathophysiological mechanism. Upcoming studies of detailed clinical manifestations with newer neuroimaging techniques will allow us to more closely define, in vivo, the role of α-synuclein aggregates with respect to neuronal loss during the onset and progression of PD.
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Carlstrom LP, Eltanahy A, Perry A, Rabinstein AA, Elder BD, Morris JM, Meyer FB, Graffeo CS, Lundgaard I, Burns TC. A clinical primer for the glymphatic system. Brain 2021; 145:843-857. [PMID: 34888633 DOI: 10.1093/brain/awab428] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2021] [Revised: 11/02/2021] [Accepted: 11/07/2021] [Indexed: 11/14/2022] Open
Abstract
The complex and dynamic system of fluid flow through the perivascular and interstitial spaces of the central nervous system has new-found implications for neurological diseases. Cerebrospinal fluid movement throughout the CNS parenchyma is more dynamic than could be explained via passive diffusion mechanisms alone. Indeed, a semi-structured glial-lymphatic (glymphatic) system of astrocyte-supported extracellular perivascular channels serves to directionally channel extracellular fluid, clearing metabolites and peptides to optimize neurologic function. Clinical studies of the glymphatic network has to date proven challenging, with most data gleaned from rodent models and post-mortem investigations. However, increasing evidence suggests that disordered glymphatic function contributes to the pathophysiology of CNS aging, neurodegenerative disease, and CNS injuries, as well as normal pressure hydrocephalus. Unlocking such pathophysiology could provide important avenues toward novel therapeutics. We here provide a multidisciplinary overview of glymphatics and critically review accumulating evidence regarding its structure, function, and hypothesized relevance to neurological disease. We highlight emerging technologies of relevance to the longitudinal evaluation of glymphatic function in health and disease. Finally, we discuss the translational opportunities and challenges of studying glymphatic science.
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Affiliation(s)
- Lucas P Carlstrom
- Departments of Neurologic Surgery, Mayo Clinic, Rochester, MN 55905 USA
| | - Ahmed Eltanahy
- Departments of Neurologic Surgery, Mayo Clinic, Rochester, MN 55905 USA
| | - Avital Perry
- Departments of Neurologic Surgery, Mayo Clinic, Rochester, MN 55905 USA
| | | | - Benjamin D Elder
- Departments of Neurologic Surgery, Mayo Clinic, Rochester, MN 55905 USA
| | | | - Fredric B Meyer
- Departments of Neurologic Surgery, Mayo Clinic, Rochester, MN 55905 USA
| | | | - Iben Lundgaard
- Departments of Experimental Medical Science, Lund University, Lund 228 11 Sweden.,Wallenberg Center for Molecular Medicine, Lund University, Lund 228 11 Sweden
| | - Terry C Burns
- Departments of Neurologic Surgery, Mayo Clinic, Rochester, MN 55905 USA
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Ma X, Li S, Li C, Wang R, Chen M, Chen H, Su W. Diffusion Tensor Imaging Along the Perivascular Space Index in Different Stages of Parkinson's Disease. Front Aging Neurosci 2021; 13:773951. [PMID: 34867300 PMCID: PMC8634754 DOI: 10.3389/fnagi.2021.773951] [Citation(s) in RCA: 42] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2021] [Accepted: 10/14/2021] [Indexed: 01/11/2023] Open
Abstract
Background: The aim of this study was to evaluate the glymphatic system activity in patients with Parkinson’s disease (PD) using the diffusion tensor image analysis along the perivascular space (DTI-ALPS) methods. Methods: In total, 71 patients with idiopathic PD and 36 age- and sex-matched normal controls (NCs) were involved. Patients with PD were divided into early (n = 35) and late (n = 36) subgroups, based on Hoehn and Yahr (HY) stages. We calculated the diffusivity along the perivascular spaces (ALPS), as well as projection fibers and association fibers separately, to acquire the ALPS index. Enlarged perivascular spaces (EPVS) and periventricular white matter hyperintensities were also rated. Differences in ALPS index between the PD group and NCs and between two PD subgroups and NCs were compared. In addition, a multivariate logistic regression analysis was conducted to investigate the association between ALPS index and clinical variables. Results: Patients with PD revealed lower ALPS index than NCs (p = 0.010). The late PD group exhibited significantly lower ALPS index than NCs (p = 0.006). However, there were no marked differences noticed in ALPS index between NCs and early PD group and between the two PD subgroups. In the early PD group, there was a significantly positive correlation between ALPS index and Mini-Mental State Examination (MMSE) score (β = 0.021, p = 0.029) and a negative correlation between ALPS index and EPVS score (β = −0.050, p = 0.034), after controlling for multiple variables. In the late PD group, ALPS index was inversely associated with age (β = −0.012, p = 0.004). Conclusion: Impairment of the glymphatic system is involved in PD. DTI-ALPS index could be a promising biomarker of glymphatic system in PD.
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Affiliation(s)
- Xinxin Ma
- Department of Neurology, Parkinson's Disease and Extra Pyramidal Disease Diagnosis and Treatment Center, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China
| | - Shuhua Li
- Department of Neurology, Parkinson's Disease and Extra Pyramidal Disease Diagnosis and Treatment Center, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China
| | - Chunmei Li
- Department of Radiology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China
| | - Rui Wang
- Department of Radiology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China
| | - Min Chen
- Department of Radiology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China
| | - Haibo Chen
- Department of Neurology, Parkinson's Disease and Extra Pyramidal Disease Diagnosis and Treatment Center, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China
| | - Wen Su
- Department of Neurology, Parkinson's Disease and Extra Pyramidal Disease Diagnosis and Treatment Center, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China
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Choi EY, Park YW, Lee M, Kim M, Lee CS, Ahn SS, Kim J, Lee SK. Magnetic Resonance Imaging-Visible Perivascular Spaces in the Basal Ganglia Are Associated With the Diabetic Retinopathy Stage and Cognitive Decline in Patients With Type 2 Diabetes. Front Aging Neurosci 2021; 13:666495. [PMID: 34867262 PMCID: PMC8633948 DOI: 10.3389/fnagi.2021.666495] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2021] [Accepted: 10/13/2021] [Indexed: 01/14/2023] Open
Abstract
Purpose: The aim of this study was to evaluate whether perivascular space (PVS) severity and retinal ganglion cell layer (GCL) thickness differed based on the stage of diabetic retinopathy (DR) and the cognitive status in patients with DR. Methods: A total of 81 patients with DR (51 in the non-proliferative group and 30 in the proliferative group) were included in this retrospective, cross-sectional study. PVS severity was assessed in the basal ganglia (BG) and centrum semiovale using MRI. The total cerebral small vessel disease (SVD) score was determined based on the numbers of lacunes and microbleeds and the severity of white matter hyperintensity. Optical coherence tomography was used to measure foveal and perifoveal GCL thicknesses. Cerebral SVD markers and cognitive function were compared between the groups, and correlations between the BG-PVS severity and the Mini-Mental Status Examination (MMSE) scores and GCL parameters were evaluated. Results: Patients with proliferative DR had higher BG-PVS severity (P = 0.012), higher total cerebral SVD scores (P = 0.035), reduced GCL thicknesses in the inferior (P = 0.027), superior (P = 0.046), and temporal (P = 0.038) subfields compared to patients with non-proliferative DR. In addition, the BG-PVS severity was negatively correlated with the MMSE score (P = 0.007), and the GCL thickness was negatively correlated with the BG-PVS severity (P-values < 0.05 for inferior, superior, and temporal subfields). Conclusion: BG-PVS severity and retinal GCL thickness may represent novel imaging biomarkers reflecting the stage of DR and cognitive decline in diabetic patients. Furthermore, these results suggest a possible link between cerebral and retinal neurodegeneration at the clinical level.
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Affiliation(s)
- Eun Young Choi
- Department of Ophthalmology, Yonsei University College of Medicine, Seoul, South Korea
| | - Yae Won Park
- Department of Radiology, Center for Clinical Imaging Data Science, Research Institute of Radiological Science, Yonsei University College of Medicine, Seoul, South Korea
| | - Minyoung Lee
- Department of Endocrinology, Yonsei University College of Medicine, Seoul, South Korea
| | - Min Kim
- Department of Ophthalmology, Yonsei University College of Medicine, Seoul, South Korea
| | | | - Sung Soo Ahn
- Department of Radiology, Center for Clinical Imaging Data Science, Research Institute of Radiological Science, Yonsei University College of Medicine, Seoul, South Korea
| | - Jinna Kim
- Department of Radiology, Center for Clinical Imaging Data Science, Research Institute of Radiological Science, Yonsei University College of Medicine, Seoul, South Korea
| | - Seung-Koo Lee
- Department of Radiology, Center for Clinical Imaging Data Science, Research Institute of Radiological Science, Yonsei University College of Medicine, Seoul, South Korea
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Rustenhoven J, Tanumihardja C, Kipnis J. Cerebrovascular Anomalies: Perspectives From Immunology and Cerebrospinal Fluid Flow. Circ Res 2021; 129:174-194. [PMID: 34166075 DOI: 10.1161/circresaha.121.318173] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Appropriate vascular function is essential for the maintenance of central nervous system homeostasis and is achieved through virtue of the blood-brain barrier; a specialized structure consisting of endothelial, mural, and astrocytic interactions. While appropriate blood-brain barrier function is typically achieved, the central nervous system vasculature is not infallible and cerebrovascular anomalies, a collective terminology for diverse vascular lesions, are present in meningeal and cerebral vasculature supplying and draining the brain. These conditions, including aneurysmal formation and rupture, arteriovenous malformations, dural arteriovenous fistulas, and cerebral cavernous malformations, and their associated neurological sequelae, are typically managed with neurosurgical or pharmacological approaches. However, increasing evidence implicates interacting roles for inflammatory responses and disrupted central nervous system fluid flow with respect to vascular perturbations. Here, we discuss cerebrovascular anomalies from an immunologic angle and fluid flow perspective. We describe immune contributions, both common and distinct, to the formation and progression of diverse cerebrovascular anomalies. Next, we summarize how cerebrovascular anomalies precipitate diverse neurological sequelae, including seizures, hydrocephalus, and cognitive effects and possible contributions through the recently identified lymphatic and glymphatic systems. Finally, we speculate on and provide testable hypotheses for novel nonsurgical therapeutic approaches for alleviating neurological impairments arising from cerebrovascular anomalies, with a particular emphasis on the normalization of fluid flow and alleviation of inflammation through manipulations of the lymphatic and glymphatic central nervous system clearance pathways.
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Affiliation(s)
- Justin Rustenhoven
- Center for Brain Immunology and Glia (J.R., J.K.), Washington University in St. Louis, St Louis, MO.,Department of Pathology and Immunology, School of Medicine (J.R., J.K.), Washington University in St. Louis, St Louis, MO
| | | | - Jonathan Kipnis
- Center for Brain Immunology and Glia (J.R., J.K.), Washington University in St. Louis, St Louis, MO.,Department of Pathology and Immunology, School of Medicine (J.R., J.K.), Washington University in St. Louis, St Louis, MO
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