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Ye ZX, Bi J, Qiu LL, Chen XY, Li MC, Chen XY, Qiu YS, Yuan RY, Yu XT, Huang CY, Cheng B, Lin W, Chen WJ, Hu JP, Fu Y, Wang N, Gan SR. Cognitive impairment associated with cerebellar volume loss in spinocerebellar ataxia type 3. J Neurol 2024; 271:918-928. [PMID: 37848650 DOI: 10.1007/s00415-023-12042-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Revised: 09/15/2023] [Accepted: 10/01/2023] [Indexed: 10/19/2023]
Abstract
BACKGROUND Many neuroscience and neurology studies have forced a reconsideration of the traditional motor-related scope of cerebellar function, which has now expanded to include various cognitive functions. Spinocerebellar ataxia type 3 (SCA3; the most common hereditary ataxia) is neuropathologically characterized by cerebellar atrophy and frequently presents with cognitive impairment. OBJECTIVE To characterize cognitive impairment in SCA3 and investigate the cerebellum-cognition associations. METHODS This prospective, cross-sectional cohort study recruited 126 SCA3 patients and 41 healthy control individuals (HCs). Participants underwent a brain 3D T1-weighted images as well as neuropsychological tests. Voxel-based morphometry (VBM) and region of interest (ROI) approaches were performed on the 3D T1-weighted images. CERES was used to automatically segment cerebellums. Patients were grouped into cognitively impaired (CI) and cognitively preserved (CP), and clinical and MRI parameters were compared. Multivariable regression models were fitted to examine associations between cerebellar microstructural alterations and cognitive domain impairments. RESULTS Compared to HCs, SCA3 patients showed cognitive domain impairments in information processing speed, verbal memory, executive function, and visuospatial perception. Between CI and CP subgroups, the CI subgroup was older and had lower education, as well as higher severity scores. VBM and ROI analyses revealed volume loss in cerebellar bilateral lobule VI, right lobule Crus I, and right lobule IV of the CI subgroup, and all these cerebellar lobules were associated with the above cognitive domain impairments. CONCLUSIONS Our findings demonstrate the multiple cognitive domain impairments in SCA3 patients and indicate the responsible cerebellar lobules for the impaired cognitive domain(s).
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Affiliation(s)
- Zhi-Xian Ye
- Department of Neurology and Institute of Neurology of First Affiliated Hospital, Institute of Neuroscience and Fujian Key Laboratory of Molecular Neurology, Fujian Medical University, Fuzhou, 350005, China
| | - Jin Bi
- Department of Neurology and Institute of Neurology of First Affiliated Hospital, Institute of Neuroscience and Fujian Key Laboratory of Molecular Neurology, Fujian Medical University, Fuzhou, 350005, China
| | - Liang-Liang Qiu
- Department of Neurology and Institute of Neurology of First Affiliated Hospital, Institute of Neuroscience and Fujian Key Laboratory of Molecular Neurology, Fujian Medical University, Fuzhou, 350005, China
- Department of Neurology, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, 350212, China
| | - Xuan-Yu Chen
- School of Basic Medical Sciences, Fujian Medical University, Fuzhou, 350005, China
| | - Meng-Cheng Li
- Department of Radiology of First Affiliated Hospital, Fujian Medical University, Fuzhou, 350005, China
| | - Xin-Yuan Chen
- Department of Rehabilitation Medicine of First Affiliated Hospital, Fujian Medical University, Fuzhou, 350005, China
| | - Yu-Sen Qiu
- Department of Neurology and Institute of Neurology of First Affiliated Hospital, Institute of Neuroscience and Fujian Key Laboratory of Molecular Neurology, Fujian Medical University, Fuzhou, 350005, China
| | - Ru-Ying Yuan
- Department of Neurology and Institute of Neurology of First Affiliated Hospital, Institute of Neuroscience and Fujian Key Laboratory of Molecular Neurology, Fujian Medical University, Fuzhou, 350005, China
| | - Xin-Tong Yu
- Department of Neurology and Institute of Neurology of First Affiliated Hospital, Institute of Neuroscience and Fujian Key Laboratory of Molecular Neurology, Fujian Medical University, Fuzhou, 350005, China
| | - Chun-Yu Huang
- Department of Neurology and Institute of Neurology of First Affiliated Hospital, Institute of Neuroscience and Fujian Key Laboratory of Molecular Neurology, Fujian Medical University, Fuzhou, 350005, China
- Department of Neurology, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, 350212, China
| | - Bi Cheng
- Department of Neurology and Institute of Neurology of First Affiliated Hospital, Institute of Neuroscience and Fujian Key Laboratory of Molecular Neurology, Fujian Medical University, Fuzhou, 350005, China
| | - Wei Lin
- Department of Neurology and Institute of Neurology of First Affiliated Hospital, Institute of Neuroscience and Fujian Key Laboratory of Molecular Neurology, Fujian Medical University, Fuzhou, 350005, China
| | - Wan-Jin Chen
- Department of Neurology and Institute of Neurology of First Affiliated Hospital, Institute of Neuroscience and Fujian Key Laboratory of Molecular Neurology, Fujian Medical University, Fuzhou, 350005, China
- Department of Neurology, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, 350212, China
| | - Jian-Ping Hu
- Department of Radiology of First Affiliated Hospital, Fujian Medical University, Fuzhou, 350005, China
| | - Ying Fu
- Department of Neurology and Institute of Neurology of First Affiliated Hospital, Institute of Neuroscience and Fujian Key Laboratory of Molecular Neurology, Fujian Medical University, Fuzhou, 350005, China.
- Department of Neurology, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, 350212, China.
- School of Basic Medical Sciences, Fujian Medical University, Fuzhou, 350005, China.
| | - Ning Wang
- Department of Neurology and Institute of Neurology of First Affiliated Hospital, Institute of Neuroscience and Fujian Key Laboratory of Molecular Neurology, Fujian Medical University, Fuzhou, 350005, China.
- Department of Neurology, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, 350212, China.
| | - Shi-Rui Gan
- Department of Neurology and Institute of Neurology of First Affiliated Hospital, Institute of Neuroscience and Fujian Key Laboratory of Molecular Neurology, Fujian Medical University, Fuzhou, 350005, China.
- Department of Neurology, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, 350212, China.
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Matsugi A, Nishishita S, Bando K, Kikuchi Y, Tsujimoto K, Tanabe Y, Yoshida N, Tanaka H, Douchi S, Honda T, Odagaki M, Nakano H, Okada Y, Mori N, Hosomi K. Excessive excitability of inhibitory cortical circuit and disturbance of ballistic targeting movement in degenerative cerebellar ataxia. Sci Rep 2023; 13:13917. [PMID: 37626122 PMCID: PMC10457313 DOI: 10.1038/s41598-023-41088-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2023] [Accepted: 08/22/2023] [Indexed: 08/27/2023] Open
Abstract
This study aimed to investigate abnormalities in inhibitory cortical excitability and motor control during ballistic-targeting movements in individuals with degenerative cerebellar ataxia (DCA). Sixteen participants took part in the study (DCA group [n = 8] and healthy group [n = 8]). The resting motor-threshold and cortical silent period (cSP) were measured in the right-hand muscle using transcranial magnetic stimulation over the left primary motor cortex. Moreover, the performance of the ballistic-targeting task with right wrist movements was measured. The Scale for the Assessment and Rating of Ataxia was used to evaluate the severity of ataxia. The results indicated that the cSP was significantly longer in participants with DCA compared to that in healthy controls. However, there was no correlation between cSP and severity of ataxia. Furthermore, cSP was linked to the ballistic-targeting task performance in healthy participants but not in participants with DCA. These findings suggest that there is excessive activity in the gamma-aminobutyric acid-mediated cortical inhibitory circuit in individuals with DCA. However, this increase in inhibitory activity not only fails to contribute to the control of ballistic-targeting movement but also shows no correlation with the severity of ataxia. These imply that increased excitability in inhibitory cortical circuits in the DCA may not contribute the motor control as much as it does in healthy older adults under limitations associated with a small sample size. The study's results contribute to our understanding of motor control abnormalities in people with DCA and provide potential evidence for further research in this area.
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Affiliation(s)
- Akiyoshi Matsugi
- Faculty of Rehabilitation, Shijonawate Gakuen University, Hojo 5-11-10, Daitou City, Osaka, 574-0011, Japan.
| | - Satoru Nishishita
- Institute of Rehabilitation Science, Tokuyukai Medical Corporation, 3-11-1 Sakuranocho, Toyonaka City, Osaka, 560-0054, Japan
- Kansai Rehabilitation Hospital, 3-11-1 Sakuranocho, Toyonaka City, Osaka, 560-0054, Japan
| | - Kyota Bando
- National Center Hospital, National Center of Neurology and Psychiatry, Kodaira, 187-0031, Japan
| | - Yutaka Kikuchi
- Department of Rehabilitation for Intractable Neurological Disorders, Institute of Brain and Blood Vessels Mihara Memorial Hospital, Ohtamachi 366, Isesaki City, Gunma, 372-0006, Japan
| | - Keigo Tsujimoto
- National Center Hospital, National Center of Neurology and Psychiatry, Kodaira, 187-0031, Japan
| | - Yuto Tanabe
- Department of Rehabilitation for Intractable Neurological Disorders, Institute of Brain and Blood Vessels Mihara Memorial Hospital, Ohtamachi 366, Isesaki City, Gunma, 372-0006, Japan
| | - Naoki Yoshida
- Okayama Healthcare Professional University, 3-2-18 Daiku, Kita-ku, Okayama City, Okayama, 700-0913, Japan
| | - Hiroaki Tanaka
- KMU Day-Care Center Hirakata, Kansai Medical University Hospital, Shinmachi 2-3-1, Hirakata City, Osaka, 573-1191, Japan
- Department of Physical Medicine and Rehabilitation, Kansai Medical University, Shinmachi 2-5-1, Hirakata City, Osaka, 573-1010, Japan
| | - Shinya Douchi
- Department of Rehabilitation, National Hospital Organization Wakayama Hospital, Hukakusamukaihatacyo1-1, Husimi-ku, Kyoto City, Kyoto, 612-8555, Japan
| | - Takeru Honda
- The Center for Personalized Medicine for Healthy Aging, Tokyo Medical and Dental University, 1-5-45 Yushima, Bunkyo-ku, Tokyo, 113-8510, Japan
| | - Masato Odagaki
- Maebashi Institute of Technology, Maebashi, Gunma Prefecture, Japan
| | - Hideki Nakano
- Department of Physical Therapy, Faculty of Health Sciences, Kyoto Tachibana University, Kyoto, Japan
| | - Yohei Okada
- Neurorehabilitation Research Center of Kio University, Koryo-cho, Kitakatsuragi-gun, Nara, 635-0832, Japan
| | - Nobuhiko Mori
- Department of Neurosurgery, Osaka University Graduate School of Medicine, Yamadaoka 2-2, Suita City, Osaka, 565-0871, Japan
| | - Koichi Hosomi
- Department of Neurosurgery, Osaka University Graduate School of Medicine, Yamadaoka 2-2, Suita City, Osaka, 565-0871, Japan
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Alexoudi A, Vlachakis E, Deftereos SN, Korfias S, Gatzonis S. Implantable Subcutaneous Peripheral Nerve Stimulation Improves Degenerative Ataxia. Cureus 2023; 15:e36991. [PMID: 37139025 PMCID: PMC10150336 DOI: 10.7759/cureus.36991] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/01/2023] [Indexed: 04/03/2023] Open
Abstract
Degenerative cerebellar ataxias have no pharmacological or rehabilitation evidence-based treatment so far. Patients remain highly symptomatic and disabled despite receiving the best medical treatment available. This study investigates the clinical and neurophysiologic outcomes of the use of subcutaneous cortex stimulation (in keeping with the established protocol of peripheral nerve stimulation applied in chronic intractable pain) in degenerative ataxia. We report a case of a 37-year-old right-handed man who developed moderate degenerative cerebellar ataxia at the age of 18 years. His symptoms progressively worsened and impaired his daily activities. We observed clinical improvement for at least one month following an initial two-week trial of parietal transcranial direct current stimulation. Although preoperative non-invasive transcranial neuromodulation application does not predict invasive cortex stimulation outcome, we pursued a long-lasting effect by implanting parietal and occipital subcutaneous electrodes. At 12 months following permanent implantation, the patient exhibited amelioration of his symptoms and a change in neurophysiologic parameters. Central neuromodulation based on peripheral stimulation is considered part of neurosurgical clinical practice for the treatment of a variety of neurological disorders. The underpinning neurophysiological mechanism that explains the effectiveness of the method has not been fully elucidated. We believe that further studies are warranted to investigate these promising results in such devastating conditions.
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Saucier J, Al-Qadi M, Amor MB, Ishikawa K, Chamard-Witkowski L. Spinocerebellar ataxia type 31: A clinical and radiological literature review. J Neurol Sci 2023; 444:120527. [PMID: 36563608 DOI: 10.1016/j.jns.2022.120527] [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: 09/04/2022] [Revised: 12/06/2022] [Accepted: 12/14/2022] [Indexed: 12/23/2022]
Abstract
Spinocerebellar ataxia type 31 (SCA31) is an autosomal dominant disease, classified amongst pure cerebellar ataxias (ADCA type 3). While SCA31 is the third most prevalent autosomal dominant ataxia in Japan, it is extremely rare in other countries. A literature review was conducted on PubMed, where we included all case reports and studies describing the clinical presentation of original SCA31 cases. The clinical and radiological features of 374 patients issued from 25 studies were collected. This review revealed that the average age of onset was 59.1 ± 3.3 years, with symptoms of slowly progressing ataxia and dysarthria. Other common clinical features were oculomotor dysfunction (38.8%), dysphagia (22.1%), hypoacousia (23.3%), vibratory hypoesthesia (24.3%), and dysreflexia (41.6%). Unfrequently, abnormal movements (7.4%), extrapyramidal symptoms (4.5%) and cognitive impairment (6.9%) may be observed. Upon radiological examination, clinicians can expect a high prevalence of cerebellar atrophy (78.7%), occasionally accompanied by brainstem (9.1%) and cortical (9.1%) atrophy. Although SCA31 is described as a slowly progressive pure cerebellar syndrome characterized by cerebellar signs such as ataxia, dysarthria and oculomotor dysfunction, this study evaluated a high prevalence of extracerebellar manifestations. Extracerebellar signs were observed in 52.5% of patients, primarily consisting of dysreflexia, vibratory hypoesthesia and hypoacousia. Nonetheless, we must consider the old age and longstanding disease course of patients as a confounding factor for extracerebellar sign development, as some may not be directly attributable to SCA31. Clinicians should consider SCA31 in patients with a hereditary, pure cerebellar syndrome and in patients with extracerebellar signs.
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Affiliation(s)
- Jacob Saucier
- Centre de formation médicale du Nouveau-Brunswick, Université de Sherbrooke, Moncton, NB, Canada..
| | - Mohammad Al-Qadi
- Centre de formation médicale du Nouveau-Brunswick, Université de Sherbrooke, Moncton, NB, Canada
| | - Mouna Ben Amor
- Centre de formation médicale du Nouveau-Brunswick, Université de Sherbrooke, Moncton, NB, Canada.; Department of Genetic Medicine, Dr. Georges-L.-Dumont University Hospital Centre, Moncton, NB, Canada
| | - Kinya Ishikawa
- The Center for Personalized Medecine for Healthy Aging, Tokyo, Japan; Department of Neurology and Neurological Science, Tokyo Medical and Dental University, Yushima 1-5-45, Bunkyo-ku, 113-8519 Tokyo, Japan
| | - Ludivine Chamard-Witkowski
- Centre de formation médicale du Nouveau-Brunswick, Université de Sherbrooke, Moncton, NB, Canada.; Department of Neurology, Dr. Georges-L.-Dumont University Hospital Centre, Moncton, NB, Canada
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5
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Matsugi A, Mori N, Hosomi K, Saitoh Y. Cerebellar repetitive transcranial magnetic stimulation modulates the motor learning of visually guided voluntary postural control task. Neurosci Lett 2022; 788:136859. [PMID: 36038031 DOI: 10.1016/j.neulet.2022.136859] [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: 06/09/2022] [Revised: 08/10/2022] [Accepted: 08/23/2022] [Indexed: 10/15/2022]
Abstract
We investigated whether vermal cerebellar low-frequency repetitive transcranial magnetic stimulation (crTMS) affects motor learning of visually guided postural tracking training (VTT) using foot center of pressure (COP) as well as the stability and sensory contribution of upright standing. Twenty-one healthy volunteers participated (10 in the sham-crTMS group and 11 in the active-crTMS group). For VTT, participants stood on the force plate 1.5 m from the monitor on which the COP and target moved in a circle. Participants tracked the target with their own COP for 1 min, and 10 VTT sessions were conducted. The tracking error (TE) was compared between trials. Active- or sham-crTMS sessions were conducted prior to VTT. At baseline (before crTMS), pre-VTT (after crTMS), and post-VTT, the COP trajectory during upright static standing under four conditions (eyes, open/closed; surface, hard/rubber) was recorded. Comparison of the length of the COP trajectory or path and sensory-contribution-rate showed no significant difference between baseline and pre- and post-VTT. There was a significant decrease in TE in the sham-crTMS but not in the active-crTMS group. VTT and crTMS did not immediately affect the stability and sensory contribution of upright standing; however, crTMS immediately affected motor learning. The vermal cerebellum may contribute to motor learning of voluntary postural control.
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Affiliation(s)
- Akiyoshi Matsugi
- Faculty of Rehabilitation, Shijonawate Gakuen University, Hojo 5-11-10, Daitou City, Osaka 574-0011, Japan.
| | - Nobuhiko Mori
- Department of Neurosurgery, Osaka University Graduate School of Medicine, Yamadaoka 2-2, Suita City, Osaka 565-0871, Japan
| | - Koichi Hosomi
- Department of Neurosurgery, Osaka University Graduate School of Medicine, Yamadaoka 2-2, Suita City, Osaka 565-0871, Japan
| | - Youichi Saitoh
- Department of Mechanical Science and Bioengineering, Osaka University Graduate School of Engineering Science, Machikaneyama 1-3, Toyonaka City, Osaka 560-8531, Japan; Tokuyukai Rehabilitation Clinic, Shinsenri-nishimachi 2-24-18, Toyonaka City, Osaka 560-0083, Japan
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Matsugi A, Nishishita S, Yoshida N, Tanaka H, Douchi S, Bando K, Tsujimoto K, Honda T, Kikuchi Y, Shimizu Y, Odagaki M, Nakano H, Okada Y, Mori N, Hosomi K, Saitoh Y. Impact of Repetitive Transcranial Magnetic Stimulation to the Cerebellum on Performance of a Ballistic Targeting Movement. CEREBELLUM (LONDON, ENGLAND) 2022:10.1007/s12311-022-01438-9. [PMID: 35781778 DOI: 10.1007/s12311-022-01438-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 06/17/2022] [Indexed: 12/30/2022]
Abstract
This study aimed to investigate the effects of repetitive transcranial magnetic stimulation (rTMS) of the cerebellum on changes in motor performance during a series of repetitive ballistic-targeting tasks. Twenty-two healthy young adults (n = 12 in the active-rTMS group and n = 10 in the sham rTMS group) participated in this study. The participants sat on a chair in front of a monitor and fixed their right forearms to a manipulandum. They manipulated the handle with the flexion/extension of the wrist to move the bar on the monitor. Immediately after a beep sound was played, the participant moved the bar as quickly as possible to the target line. After the first 10 repetitions of the ballistic-targeting task, active or sham rTMS (1 Hz, 900 pulses) was applied to the right cerebellum. Subsequently, five sets of 100 repetitions of this task were conducted. Participants in the sham rTMS group showed improved reaction time, movement time, maximum velocity of movement, and targeting error after repetition. However, improvements were inhibited in the active-rTMS group. Low-frequency cerebellar rTMS may disrupt motor learning during repetitive ballistic-targeting tasks. This supports the hypothesis that the cerebellum contributes to motor learning and motor-error correction in ballistic-targeting movements.
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Affiliation(s)
- Akiyoshi Matsugi
- Faculty of Rehabilitation, Shijonawate Gakuen University, Hojo 5-11-10, Daitou city, Osaka, 574-0011, Japan.
| | - Satoru Nishishita
- Institute of Rehabilitation Science, Tokuyukai Medical Corporation, 3-11-1 Sakuranocho, Toyonaka City, Osaka, 560-0054, Japan.,Kansai Rehabilitation Hospital, 3-11-1 Sakuranocho, Toyonaka City, Osaka, 560-0054, Japan
| | - Naoki Yoshida
- Okayama Healthcare Professional University, Okayama, Japan
| | - Hiroaki Tanaka
- Department of Physical Medicine and Rehabilitation, Kansai Medical University Hirakata Hospital, Shinmachi 2-3-1, Hirakata City, Osaka, 573-1191, Japan.,Department of Physical Medicine and Rehabilitation, Kansai Medical University, Shinmachi 2-5-1, Hirakata City, Osaka, 573-1010, Japan
| | - Shinya Douchi
- Department of Rehabilitation, National Hospital Organization Kinki-chuo Chest Medical Center, 1180 Nagasone-Town, Kita-ku, Sakai, Osaka, 591-8025, Japan
| | - Kyota Bando
- National Center of Neurology and Psychiatry, National Center Hospital, Kodaira, 187-0031, Japan
| | - Kengo Tsujimoto
- National Center of Neurology and Psychiatry, National Center Hospital, Kodaira, 187-0031, Japan
| | - Takeru Honda
- Basic Technology Research Center, Tokyo Metropolitan Institute of Medical Science, 2-1-6 Kamikitazawa, Setagaya-ku, Tokyo, 156-8506, Japan
| | - Yutaka Kikuchi
- Department of Rehabilitation for Intractable Neurological Disorders, Institute of Brain and Blood Vessels, Mihara Memorial Hospital, Ohtamachi366, Isesaki City, Gunma, 372-0006, Japan
| | - Yuto Shimizu
- Department of Rehabilitation for Intractable Neurological Disorders, Institute of Brain and Blood Vessels, Mihara Memorial Hospital, Ohtamachi366, Isesaki City, Gunma, 372-0006, Japan
| | - Masato Odagaki
- Maebashi Institute of Technology, Maebashi, Gunma Prefecture, Japan
| | - Hideki Nakano
- Department of Physical Therapy, Faculty of Health Sciences, Kyoto Tachibana University, Kyoto, Japan
| | - Yohei Okada
- Neurorehabilitation Research Center of Kio University, Nara, Koryo-cho, Kitakatsuragi-gun, 635-0832, Japan
| | - Nobuhiko Mori
- Department of Neurosurgery, Osaka University Graduate School of Medicine, Yamadaoka 2-2, Suita City, Osaka, 565-0871, Japan
| | - Koichi Hosomi
- Department of Neurosurgery, Osaka University Graduate School of Medicine, Yamadaoka 2-2, Suita City, Osaka, 565-0871, Japan
| | - Youichi Saitoh
- Department of Mechanical Science and Bioengineering, Osaka University Graduate School of Engineering Science, Machikaneyama 1-3, Toyonaka City, Osaka, 560-8531, Japan.,Tokuyukai Rehabilitation Clinic, Shinsenrinishimachi 2-24-18, Toyonaka City, Osaka, 560-0083, Japan
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Ngo T, Nguyen DC, Pathirana PN, Corben LA, Delatycki MB, Horne M, Szmulewicz DJ, Roberts M. Federated Deep Learning for the Diagnosis of Cerebellar Ataxia: Privacy Preservation and Auto-crafted Feature Extractor. IEEE Trans Neural Syst Rehabil Eng 2022; 30:803-811. [PMID: 35316188 DOI: 10.1109/tnsre.2022.3161272] [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: 11/07/2022]
Abstract
Cerebellar ataxia (CA) is concerned with the incoordination of movement caused by cerebellar dysfunction. Movements of the eyes, speech, trunk, and limbs are affected. Conventional machine learning approaches utilizing centralised databases have been used to objectively diagnose and quantify the severity of CA. Although these approaches achieved high accuracy, large scale deployment will require large clinics and raises privacy concerns. In this study, we propose an image transformation-based approach to leverage the advantages of state-of-the-art deep learning with federated learning in diagnosing CA. We use motion capture sensors during the performance of a standard neurological balance test obtained from four geographically separated clinics. The recurrence plot, melspectrogram, and poincaré plot are three transformation techniques explored. Experimental results indicate that the recurrence plot yields the highest validation accuracy (86.69%) with MobileNetV2 model in diagnosing CA. The proposed scheme provides a practical solution with high diagnosis accuracy, removing the need for feature engineering and preserving data privacy for a large-scale deployment.
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Mitoma H, Yamaguchi K, Honnorat J, Manto M. The Clinical Concept of LTDpathy: Is Dysregulated LTD Responsible for Prodromal Cerebellar Symptoms? Brain Sci 2022; 12:brainsci12030303. [PMID: 35326260 PMCID: PMC8946597 DOI: 10.3390/brainsci12030303] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2022] [Revised: 02/21/2022] [Accepted: 02/21/2022] [Indexed: 12/10/2022] Open
Abstract
Long-term depression at parallel fibers-Purkinje cells (PF-PC LTD) is essential for cerebellar motor learning and motor control. Recent progress in ataxiology has identified dysregulation of PF-PC LTD in the pathophysiology of certain types of immune-mediated cerebellar ataxias (IMCAs). Auto-antibodies towards voltage-gated Ca channel (VGCC), metabotropic glutamate receptor type 1 (mGluR1), and glutamate receptor delta (GluR delta) induce dysfunction of PF-PC LTD, resulting in the development of cerebellar ataxias (CAs). These disorders show a good response to immunotherapies in non-paraneoplastic conditions but are sometimes followed by cell death in paraneoplastic conditions. On the other hand, in some types of spinocerebellar ataxia (SCA), dysfunction in PF-PC LTD, and impairments of PF-PC LTD-related adaptive behaviors (including vestibulo-ocular reflex (VOR) and prism adaptation) appear during the prodromal stage, well before the manifestations of obvious CAs and cerebellar atrophy. Based on these findings and taking into account the findings of animal studies, we re-assessed the clinical concept of LTDpathy. LTDpathy can be defined as a clinical spectrum comprising etiologies associated with a functional disturbance of PF-PC LTD with concomitant impairment of related adaptative behaviors, including VOR, blink reflex, and prism adaptation. In IMCAs or degenerative CAs characterized by persistent impairment of a wide range of molecular mechanisms, these disorders are initially functional and are followed subsequently by degenerative cell processes. In such cases, adaptive disorders associated with PF-PC LTD manifest clinically with subtle symptoms and can be prodromal. Our hypothesis underlines for the first time a potential role of LTD dysfunction in the pathogenesis of the prodromal symptoms of CAs. This hypothesis opens perspectives to block the course of CAs at a very early stage.
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Affiliation(s)
- Hiroshi Mitoma
- Department of Medical Education, Tokyo Medical University, Tokyo 160-0023, Japan
- Correspondence: Japan;
| | - Kazuhiko Yamaguchi
- Department of Ultrastructural Research, National Institute of Neuroscience, National Center of Neurology and Psychiatry, Tokyo 187-8511, Japan;
| | - Jerome Honnorat
- French Reference Center on Paraneoplastic Neurological Syndromes, Hospices Civils de Lyon, Hôpital Neurologique, 69677 Bron, France;
- Institut MeLis INSERM U1314/CNRS UMR 5284, Université de Lyon, Université Claude Bernard Lyon 1, 69372 Lyon, France
| | - Mario Manto
- Unité des Ataxies Cérébelleuses, Service de Neurologie, Médiathèque Jean Jacquy, CHU-Charleroi, 6000 Charleroi, Belgium;
- Service des Neurosciences, University of Mons, 7000 Mons, Belgium
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