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Predicting the Progression of Mild Cognitive Impairment to Alzheimer's Dementia Using Recurrent Neural Networks With a Series of Neuropsychological Tests. 利用递归神经网络和一系列神经心理学测试预测轻度认知功能障碍向阿尔茨海默氏症的发展过程
IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-09-01 DOI: 10.3988/jcn.2023.0289
Chaeyoon Park, Gihun Joo, Minji Roh, Seunghun Shin, Sujin Yum, Na Young Yeo, Sang Won Park, Jae-Won Jang, Hyeonseung Im

Background and purpose: The prevalence of Alzheimer's dementia (AD) is increasing as populations age, causing immense suffering for patients, families, and communities. Unfortunately, no treatments for this neurodegenerative disease have been established. Predicting AD is therefore becoming more important, because early diagnosis is the best way to prevent its onset and delay its progression.

Methods: Mild cognitive impairment (MCI) is the stage between normal cognition and AD, with large variations in its progression. The disease can be effectively managed by accurately predicting the probability of MCI progressing to AD over several years. In this study we used the Alzheimer's Disease Neuroimaging Initiative dataset to predict the progression of MCI to AD over a 3-year period from baseline. We developed and compared various recurrent neural network (RNN) models to determine the predictive effectiveness of four neuropsychological (NP) tests and magnetic resonance imaging (MRI) data at baseline.

Results: The experimental results confirmed that the Preclinical Alzheimer's Cognitive Composite score was the most effective of the four NP tests, and that the prediction performance of the NP tests improved over time. Moreover, the gated recurrent unit model exhibited the best performance among the prediction models, with an average area under the receiver operating characteristic curve of 0.916.

Conclusions: Timely prediction of progression from MCI to AD can be achieved using a series of NP test results and an RNN, both with and without using the baseline MRI data.

背景和目的:随着人口老龄化,阿尔茨海默氏痴呆症(AD)的发病率不断上升,给患者、家庭和社区带来了巨大的痛苦。遗憾的是,目前还没有针对这种神经退行性疾病的治疗方法。因此,预测老年痴呆症变得越来越重要,因为早期诊断是预防发病和延缓病情发展的最佳方法:方法:轻度认知障碍(MCI)是介于正常认知和注意力缺失症之间的阶段,其发展过程差异很大。通过准确预测 MCI 在数年内发展为 AD 的概率,可以有效控制病情。在这项研究中,我们利用阿尔茨海默病神经影像倡议数据集来预测从基线起三年内 MCI 向 AD 的进展。我们开发并比较了各种递归神经网络(RNN)模型,以确定四种神经心理(NP)测试和磁共振成像(MRI)数据在基线时的预测效果:实验结果证实,临床前阿尔茨海默氏症认知综合评分是四项神经心理学测试中最有效的,而且神经心理学测试的预测性能随着时间的推移而提高。此外,门控递归单元模型在预测模型中表现最佳,接收者工作特征曲线下的平均面积为 0.916:无论是使用还是不使用基线磁共振成像数据,利用一系列 NP 测试结果和 RNN 都能及时预测 MCI 向 AD 的进展。
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引用次数: 0
Impact of Apolipoprotein E ε4 in Alzheimer's Disease: Insights From a Meta-Analysis. 载脂蛋白 E ε4对阿尔茨海默病的影响:元分析的启示。
IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-09-01 DOI: 10.3988/jcn.2024.0353
Hyuk Sung Kwon, Seong-Ho Koh
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引用次数: 0
Customized Visual Discrimination Digital Therapy According to Visual Field Defects in Chronic Stroke Patients. 根据慢性中风患者的视野缺陷定制视觉辨别数字疗法
IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-09-01 DOI: 10.3988/jcn.2024.0015
Eun Namgung, Hana Kim, Yong-Hwan Kim, Young-Sun Kim, Eun-Jae Lee, Jee-Hyun Lee, Yuka Sasaki, Takeo Watanabe, Dong-Wha Kang

Background and purpose: Visual perceptual learning (VPL) may improve visual field defects (VFDs) after chronic stroke, but the optimal training duration and location remain unknown. This prospective study aimed to determine the efficacy of 8 weeks of VFD-customized visual discrimination training in improving poststroke VFDs.

Methods: Prospectively enrolled patients with poststroke VFDs initially received no training for 8 weeks (no-training phase). They subsequently underwent our customized VPL program that included orientation-discrimination tasks in individualized blind fields and central letter-discrimination tasks three times per week for 8 weeks (training phase). We analyzed the luminance detection sensitivity and deviation as measured using Humphrey visual field tests before and after the no-training and training phases. The vision-related quality of life was assessed at baseline and at a 16-week follow-up using the National Eye Institute Visual Function Questionnaire-25 (NEI-VFQ-25).

Results: Changes in mean total deviation (MTD) scores were greater during the training phase than during the no-training phase (defective hemifield, p=0.002; whole field, p=0.004). The MTD scores improved during the training phase (defective hemifield, p=0.004; whole field, p=0.016), but not during the no-training phase (defective hemifield, p=0.178; whole field, p=0.178). The difference between the improved and worsened areas (≥6 dB changes in luminance detection sensitivity) was greater during the training phase than during the no-training phase (p=0.009). The vision-specific social functioning subscore of the NEI-VFQ-25 improved after the 16-week study period (p=0.040).

Conclusions: Our 8-week VFD-customized visual discrimination training protocol may effectively improve VFDs and vision-specific social functioning in chronic stroke patients.

背景和目的:视知觉学习(VPL)可改善慢性中风后的视野缺损(VFDs),但最佳训练时间和地点仍然未知。这项前瞻性研究旨在确定为期 8 周的 VFD 定制视觉分辨训练对改善脑卒中后 VFD 的疗效:方法:前瞻性招募的脑卒中后视觉分辨障碍患者最初接受为期8周的无训练(无训练阶段)。随后,他们接受了我们为其量身定制的 VPL 项目,该项目包括在个性化盲区中进行方位辨别任务和中心字母辨别任务,每周三次,持续 8 周(训练阶段)。我们分析了未经训练和训练阶段前后使用汉弗莱视野测试测量的亮度检测灵敏度和偏差。在基线和 16 周的随访中,我们使用美国国家眼科研究所视觉功能问卷-25(NEI-VFQ-25)对与视觉相关的生活质量进行了评估:结果:训练阶段的平均总偏差(MTD)得分变化大于未训练阶段(缺陷半视野,P=0.002;全视野,P=0.004)。在训练阶段,MTD 分数有所提高(缺陷半视野,p=0.004;全视野,p=0.016),但在未训练阶段没有提高(缺陷半视野,p=0.178;全视野,p=0.178)。在训练阶段,改善区和恶化区之间的差异(亮度检测灵敏度变化≥6 dB)大于未训练阶段(p=0.009)。为期 16 周的研究结束后,NEI-VFQ-25 的视力特异性社会功能子分数有所改善(p=0.040):我们为期 8 周的视觉分辨能力定制训练方案可有效改善慢性中风患者的视觉分辨能力和视觉特异性社会功能。
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引用次数: 0
Impact of Apolipoprotein E ε4 in Alzheimer's Disease: A Meta-Analysis of Voxel-Based Morphometry Studies. 载脂蛋白 E ε4对阿尔茨海默病的影响:基于体素的形态计量学研究的元分析。
IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-09-01 DOI: 10.3988/jcn.2024.0176
Madison Bailey, Zlatomira G Ilchovska, Akram A Hosseini, JeYoung Jung

Background and purpose: Alzheimer's disease (AD) is the most-prevalent form of dementia and imposes substantial burdens at the personal and societal levels. The apolipoprotein E (APOE) ε4 allele is a genetic factor known to increase AD risk and exacerbate brain atrophy and its symptoms. We aimed to provide a comprehensive review of the impacts of APOE ε4 on brain atrophy in AD as well as in mild cognitive impairment (MCI) as a transitional stage of AD.

Methods: We performed a coordinate-based meta-analysis of voxel-based morphometry studies to compare gray-matter atrophy patterns between carriers and noncarriers of APOE ε4. We obtained coordinate-based structural magnetic resonance imaging data from 1,135 individuals who met our inclusion criteria among 12 studies reported in PubMed and Google Scholar.

Results: We found that atrophy of the hippocampus and parahippocampus was significantly greater in APOE ε4 carriers than in noncarriers, especially among those with AD and MCI, while there was no significant atrophy in these regions in healthy controls who were also carriers.

Conclusions: The present meta-analysis has highlighted the significant link between the APOE ε4 allele and hippocampal atrophy in both AD and MCI, which emphasizes the critical influence of the allele on neurodegeneration, especially in the hippocampus. These findings improve the understanding of AD pathology, potentially facilitating progress in early detection, targeted interventions, and personalized care strategies for individuals at risk of AD who carry the APOE ε4 allele.

背景和目的:阿尔茨海默病(AD)是痴呆症中发病率最高的一种,给个人和社会造成了巨大负担。众所周知,载脂蛋白 E(APOE)ε4 等位基因会增加阿尔茨海默病的发病风险,并加剧脑萎缩及其症状。我们旨在全面综述 APOE ε4 对 AD 以及作为 AD 过渡阶段的轻度认知障碍(MCI)脑萎缩的影响:我们对基于体素的形态计量学研究进行了基于坐标的荟萃分析,以比较 APOE ε4携带者和非携带者的灰质萎缩模式。我们从 PubMed 和 Google Scholar 上报道的 12 项研究中获得了符合纳入标准的 1,135 人的基于坐标的结构性磁共振成像数据:结果:我们发现,APOE ε4携带者海马和副海马的萎缩程度明显高于非携带者,尤其是在AD和MCI患者中,而同样是携带者的健康对照组在这些区域没有明显萎缩:本荟萃分析强调了APOE ε4等位基因与AD和MCI患者海马体萎缩之间的重要联系,从而强调了等位基因对神经退行性变,尤其是海马体神经退行性变的重要影响。这些发现加深了人们对注意力缺失症病理的理解,可能有助于对携带 APOE ε4 等位基因的注意力缺失症高风险人群进行早期检测、有针对性的干预和个性化护理策略。
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引用次数: 0
Potential Benefits of Using Artificial Intelligence to Diagnose Alzheimer's Disease. 利用人工智能诊断阿尔茨海默病的潜在益处。
IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-09-01 DOI: 10.3988/jcn.2024.0288
Jakub Cecot, Konrad Zarzecki, Miłosz Mandryk
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引用次数: 0
Refractory Status Epilepticus Associated With Dialysis Disequilibrium Syndrome. 与透析失衡综合征相关的难治性癫痫状态。
IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-09-01 DOI: 10.3988/jcn.2024.0059
Jaehyeong An, Ji Yun Kang, Hyun Kyung Kim
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引用次数: 0
Long-Term Outcome of Motor Functional Neurological Disorder After Rehabilitation. 运动功能性神经障碍者康复后的长期疗效。
IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-09-01 DOI: 10.3988/jcn.2023.0246
Thibault Schneider, Beatrice Leemann, Nicolas Nicastro, Armin Schnider

Background and purpose: Functional neurological disorder (FND) is defined as the presence of neurological symptoms that are inconsistent with a neurological disease. We performed a single-center retrospective study aimed at determining the long-term outcome of FND patients receiving inpatient rehabilitation and the predictors of a good outcome.

Methods: A multidisciplinary graded exercise program was provided with one or two daily physiotherapy and occupational therapy sessions on 5 days each week, as well as weekly psychological support. Outcome was assessed using the motor part of the Functional Independence Measure scale (FIM; maximum score of 91) at admission, discharge, and follow-up, with the last assessment performed by phone interview.

Results: The 30 included patients were aged 43.6±14.7 years (mean±standard deviation), comprised 70% females, and received a mean of 4 weeks of rehabilitation. The admission FIM score (80.2±8.3) was significantly lower than the discharge FIM score (86.9±4.6; p<0.001, Wilcoxon signed-rank test). No notable difference was observed between discharge and follow-up FIM scores (85.5±8.5, p=0.54). The mean follow-up of the 36-month FIM scores at discharge and follow-up was dichotomized as a good outcome in cases where all items were scored ≥6 (functional independence). Binomial logistic regression showed that absence of a comorbid psychiatric disorder (p=0.039, odds ratio=10.7) was a predictive factor for a good outcome at follow-up. Other variables (e.g., sex and age) were not significant predictors of clinical outcome (all p≥0.058).

Conclusions: These results suggest inpatient intensive rehabilitation for motor FND is effective and produces favorable long-term results. Further studies with larger groups are warranted so that the management protocols can be standardized.

背景和目的:功能性神经紊乱(FND)是指出现与神经系统疾病不一致的神经系统症状。我们进行了一项单中心回顾性研究,旨在确定接受住院康复治疗的 FND 患者的长期疗效以及良好疗效的预测因素:我们提供了一个多学科分级锻炼计划,每周五天每天进行一到两次物理治疗和职业治疗,每周还提供心理支持。在入院、出院和随访时,使用功能独立性量表(FIM,最高分91分)的运动部分对疗效进行评估,最后一次评估通过电话访谈进行:30名患者的年龄为(43.6±14.7)岁(平均值±标准差),70%为女性,平均接受了4周的康复治疗。入院时的 FIM 评分(80.2±8.3)明显低于出院时的 FIM 评分(86.9±4.6;pp=0.54)。出院时和随访 36 个月的 FIM 平均随访得分被二分为所有项目得分均≥6(功能独立)的病例为良好结果。二项式逻辑回归显示,无合并精神障碍(p=0.039,几率比=10.7)是随访结果良好的预测因素。其他变量(如性别和年龄)对临床结果的预测作用不明显(均为 p≥0.058):这些结果表明,住院强化康复治疗运动型FND是有效的,并能产生良好的长期效果。有必要对更大的群体进行进一步研究,以便对管理方案进行标准化。
{"title":"Long-Term Outcome of Motor Functional Neurological Disorder After Rehabilitation.","authors":"Thibault Schneider, Beatrice Leemann, Nicolas Nicastro, Armin Schnider","doi":"10.3988/jcn.2023.0246","DOIUrl":"10.3988/jcn.2023.0246","url":null,"abstract":"<p><strong>Background and purpose: </strong>Functional neurological disorder (FND) is defined as the presence of neurological symptoms that are inconsistent with a neurological disease. We performed a single-center retrospective study aimed at determining the long-term outcome of FND patients receiving inpatient rehabilitation and the predictors of a good outcome.</p><p><strong>Methods: </strong>A multidisciplinary graded exercise program was provided with one or two daily physiotherapy and occupational therapy sessions on 5 days each week, as well as weekly psychological support. Outcome was assessed using the motor part of the Functional Independence Measure scale (FIM; maximum score of 91) at admission, discharge, and follow-up, with the last assessment performed by phone interview.</p><p><strong>Results: </strong>The 30 included patients were aged 43.6±14.7 years (mean±standard deviation), comprised 70% females, and received a mean of 4 weeks of rehabilitation. The admission FIM score (80.2±8.3) was significantly lower than the discharge FIM score (86.9±4.6; <i>p</i><0.001, Wilcoxon signed-rank test). No notable difference was observed between discharge and follow-up FIM scores (85.5±8.5, <i>p</i>=0.54). The mean follow-up of the 36-month FIM scores at discharge and follow-up was dichotomized as a good outcome in cases where all items were scored ≥6 (functional independence). Binomial logistic regression showed that absence of a comorbid psychiatric disorder (<i>p</i>=0.039, odds ratio=10.7) was a predictive factor for a good outcome at follow-up. Other variables (e.g., sex and age) were not significant predictors of clinical outcome (all <i>p</i>≥0.058).</p><p><strong>Conclusions: </strong>These results suggest inpatient intensive rehabilitation for motor FND is effective and produces favorable long-term results. Further studies with larger groups are warranted so that the management protocols can be standardized.</p>","PeriodicalId":15432,"journal":{"name":"Journal of Clinical Neurology","volume":"20 5","pages":"493-500"},"PeriodicalIF":2.9,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11372205/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142125854","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Recurrent Seizures in a Case of Linear Scleroderma En Coup de Sabre. 线性硬皮病 En Coup de Sabre 病例中的复发性癫痫发作。
IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-09-01 DOI: 10.3988/jcn.2024.0057
Soo Hyun Ahn, Han Sang Lee, Seunghan Yeom, Kyung-Il Park
{"title":"Recurrent Seizures in a Case of Linear Scleroderma En Coup de Sabre.","authors":"Soo Hyun Ahn, Han Sang Lee, Seunghan Yeom, Kyung-Il Park","doi":"10.3988/jcn.2024.0057","DOIUrl":"10.3988/jcn.2024.0057","url":null,"abstract":"","PeriodicalId":15432,"journal":{"name":"Journal of Clinical Neurology","volume":"20 5","pages":"545-547"},"PeriodicalIF":2.9,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11372204/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142125858","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Withdrawal of Life-Sustaining Mechanical Ventilation for a Patient With Amyotrophic Lateral Sclerosis in Locked-In Syndrome. 为肌萎缩侧索硬化症锁定综合征患者撤除维持生命的机械通气。
IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-09-01 DOI: 10.3988/jcn.2024.0249
Seok-Jin Choi, Shin Hye Yoo, Sun Young Lee, Jung-Joon Sung
{"title":"Withdrawal of Life-Sustaining Mechanical Ventilation for a Patient With Amyotrophic Lateral Sclerosis in Locked-In Syndrome.","authors":"Seok-Jin Choi, Shin Hye Yoo, Sun Young Lee, Jung-Joon Sung","doi":"10.3988/jcn.2024.0249","DOIUrl":"10.3988/jcn.2024.0249","url":null,"abstract":"","PeriodicalId":15432,"journal":{"name":"Journal of Clinical Neurology","volume":"20 5","pages":"537-538"},"PeriodicalIF":2.9,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11372215/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142125863","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Genetic Diagnosis in Neonatal Encephalopathy With Hypoxic Brain Damage Using Targeted Gene Panel Sequencing. 利用靶向基因组测序对缺氧性脑损伤新生儿脑病进行基因诊断
IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2024-09-01 DOI: 10.3988/jcn.2023.0500
Sangbo Lee, Se Hee Kim, Heung Dong Kim, Joon Soo Lee, Ara Ko, Hoon-Chul Kang

Background and purpose: Neonatal encephalopathy (NE) is a neurological syndrome that presents with severe neurological impairments and complications. Hypoxic-ischemic encephalopathy is a major contributor to poor outcomes, being responsible for 50%-80% of admissions to neonatal intensive care units. However, some cases of NE accompanied by hypoxic brain damage cannot be solely attributed to hypoxia-ischemia. We aimed to identify diverse pathogenic genetic variations that may be associated with cases of NE accompanied by hypoxic brain damage rather than hypoxia-ischemia.

Methods: We collected data from 34 patients diagnosed with NE accompanied by hypoxic brain damage over a 10-year period. Patients with the following specific conditions were excluded: 1) premature birth (<32 weeks), 2) no history of hypoxic events, 3) related anomalies, 4) neonatal infections, 5) antenatal or perinatal obstetrical complications, 6) severe hypoxia due to other medical conditions, and 7) early death (within 1 week). A comprehensive review of clinical and radiological features was conducted.

Results: A genetic diagnosis was made in 11 (32.4%) patients, with pathogenic variants being identified in the following 9 genes: CACNA1A (n=2), KCNQ2 (n=2), SCN2A (n=1), SCN8A (n=1), STXBP1 (n=1), NSD1 (n=1), PURA (n=1), ZBTB20 (n=1), and ENG (n=1). No specific treatment outcomes or clinical features other than preterm birth were associated with the results of the genetic analyses. Personalized treatments based on the results of genetic tests were attempted, such as the administration of sodium-channel blockers in patients with KCNQ2 or SCN8A variants and the implementation of a ketogenic diet in patients with STXBP1 or SCN2A mutations, which demonstrated some degree of effectiveness in these patients.

Conclusions: Genetic analyses may help in diagnosing the underlying etiology of NE and concurrent hypoxic brain damage, irrespective of the initial clinical features.

背景和目的:新生儿脑病(NE)是一种神经系统综合征,表现为严重的神经系统损伤和并发症。缺氧缺血性脑病是导致不良预后的主要因素,占新生儿重症监护病房收治病例的 50%-80%。然而,一些伴有缺氧性脑损伤的 NE 病例不能完全归咎于缺氧缺血。我们旨在找出可能与伴有缺氧性脑损伤而非缺氧缺血的 NE 病例相关的各种致病基因变异:我们收集了 34 名被诊断为伴有缺氧性脑损伤的 NE 患者 10 年间的数据。排除了以下特殊情况的患者:1)早产儿(结果:11 例早产儿被确诊为遗传性 NE:11名患者(32.4%)被确诊为遗传病,并在以下9个基因中发现了致病变体:CACNA1A(n=2)、KCNQ2(n=2)、SCN2A(n=1)、SCN8A(n=1)、STXBP1(n=1)、NSD1(n=1)、PURA(n=1)、ZBTB20(n=1)和 ENG(n=1)。除早产外,其他特定治疗结果或临床特征均与基因分析结果无关。根据基因检测结果尝试了个性化治疗,如对KCNQ2或SCN8A变异的患者使用钠通道阻滞剂,对STXBP1或SCN2A变异的患者实施生酮饮食,这在一定程度上对这些患者有效:无论最初的临床特征如何,基因分析都有助于诊断 NE 和并发缺氧性脑损伤的潜在病因。
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引用次数: 0
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Journal of Clinical Neurology
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