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He R, Xu X, Chen X, Cai H, Huang X, Shu H. Nomogram Model for Predicting the Functional Outcomes in Patients With Minor Ischemic Stroke Based on Clinical Characteristics and Small Vessel Disease Burden. Neurologist 2025:00127893-990000000-00183. [PMID: 40104991 DOI: 10.1097/nrl.0000000000000614] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/20/2025]
Abstract
OBJECTIVES Our purpose is to assess the role of total small vessel disease (SVD) burden affecting the clinical outcome and develop and validate a prognostic nomogram for minor ischemic stroke (MIS) patients. METHODS Between January 2018 and April 2023, 454 MIS patients were enrolled. The functional outcome was the modified Rankin scale (mRS) score at 90 days. The least absolute shrinkage and selection operator (LASSO) regression and multivariate logistic regression model were used to identify prognostic predictors, and then a nomogram was drawn. RESULTS Our nomogram comprising of systolic blood pressure (SBP), baseline National Institutes of Health Stroke Scale score (NIHSS), total SVD burden scores, coronary heart disease, disabling stroke, progressive stroke, alteplase treatment, and infarction location demonstrated a good discriminative power in both the training set (AUC=0.870; 95% CI: 0.827-0.912) and the internal validation set (AUC=0.876; 95% CI: 0.817-0.935). The calibration curve and DCA in our result showed the model's high degree of calibration and clinical value. The DeLong test was used to compare the AUCs between the nomogram and non-SVD burden score model in the training (P=0.028) and internal validation sets (P=0.013), indicating that our nomogram performs significantly better than the non-SVD burden score model. CONCLUSIONS The SVD burden is an important prognosis factor. Furthermore, the proposed nomogram has good discrimination, calibration, and clinical benefits and is better than the non-SVD burden score model in predicting the outcomes for MIS patients.
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Affiliation(s)
| | | | | | - Haoye Cai
- Rehabilitation, The Third Affiliated Hospital of Wenzhou Medical University (Ruian People's Hospital), Wenzhou, Zhejiang, People's Republic of China
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Grunke C, Marshall J, Miles A, Carrigg B, Ward EC. Identifying Paediatric Populations with Increased Risk for Oropharyngeal Dysphagia in Acute and Critical Care Settings: A Scoping Review. Dysphagia 2024:10.1007/s00455-024-10795-y. [PMID: 39704737 DOI: 10.1007/s00455-024-10795-y] [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: 06/26/2024] [Accepted: 12/06/2024] [Indexed: 12/21/2024]
Abstract
Dysphagia is common in hospitalised children. Clarity regarding its prevalence is required to direct service needs. This review reports oropharyngeal dysphagia prevalence in children admitted to acute and/or critical care, following acute illness, medical or surgical intervention. It also explores patient characteristics significantly associated with oropharyngeal dysphagia in these settings. Five electronic databases (EMBASE, CINAHL, Cochrane, PubMed, Scopus) were searched. Studies identified for inclusion involved children (0-16 years), in acute or critical care settings, where prevalence data for new-onset or worsening oropharyngeal dysphagia was reported. Peer reviewed journal articles, including systematic reviews were included. Data was extracted and synthesised using a purpose designed extraction tool. A total of 7,522 studies were screened and 67 studies met criteria. The most researched populations included congenital heart disease surgeries, posterior fossa tumour resections, stroke and post-extubation dysphagia. Populations with the highest documented dysphagia prevalence were children after posterior fossa tumour resection with a new tracheostomy, children using nasal continuous positive airway pressure, and children following ischemic stroke. Characteristics significantly associated with oropharyngeal dysphagia were younger age, lower weight, longer intubation, upper/middle airway dysfunction (e.g., vocal paresis), and presence of additional comorbidities. This review presents synthesised prevalence data for children in acute and critical care settings with new-onset or worsening oropharyngeal dysphagia. It highlights the broad nature of oropharyngeal dysphagia in hospitalised children and the need for more rigorous research into characteristics associated with increased risk to better support screening and early identification of oropharyngeal dysphagia in these settings.
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Affiliation(s)
- Christie Grunke
- School of Health and Rehabilitation Sciences, The University of Queensland, Brisbane, Australia.
| | - Jeanne Marshall
- School of Health and Rehabilitation Sciences, The University of Queensland, Brisbane, Australia
- Queensland Children's Hospital, Children's Health Queensland Hospital and Health Service, Brisbane, Australia
| | - Anna Miles
- Speech Science, School of Psychology, The University of Auckland, Auckland, New Zealand
| | | | - Elizabeth C Ward
- School of Health and Rehabilitation Sciences, The University of Queensland, Brisbane, Australia
- Centre for Functioning and Health Research (CFAHR), Metro South Hospital and Health Service, Brisbane, Australia
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Brates D, Peña-Chávez R. Noninstrumental Dysphagia Assessment and Screening: A Proposed Checklist. AMERICAN JOURNAL OF SPEECH-LANGUAGE PATHOLOGY 2024; 33:2177-2184. [PMID: 39151049 DOI: 10.1044/2024_ajslp-22-00174] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/18/2024]
Abstract
PURPOSE In the field of dysphagia research, there is a need to establish a framework for the critical appraisal of methodological reporting. A working group was formed to develop a tool to aid in such critical appraisal across various domains of dysphagia research (called the FRONTIERS [Framework for RigOr aNd Transparency In REseaRch on Swallowing] Framework). The goal of the current paper is to present and describe one domain of this tool: noninstrumental assessment and screening tools. METHOD Methods describing the development of the FRONTIERS Framework and the associated tool are detailed in the prologue of this series. RESULTS A set of questions specific to the critical appraisal of transparency and rigor of research involving noninstrumental screening and assessment tools was developed. This included 13 "yes/no" questions, each of which is presented with a rationale for its inclusion and an example of its implementation. CONCLUSIONS The use of this framework will serve researchers and those appraising the quality of research that uses noninstrumental dysphagia assessment and screening tools. More broadly, the FRONTIERS Framework will facilitate improved rigor and transparency across dysphagia research. Special considerations and future goals are discussed.
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Affiliation(s)
- Danielle Brates
- Department of Communicative Sciences and Disorders, New York University
- Swallowing and Salivary Bioscience Laboratory, Geriatric Research Education and Clinical Center (GRECC), University of Wisconsin-Madison
- Department of Communication and Sciences Disorders, University of Wisconsin-Madison
| | - Rodolfo Peña-Chávez
- Swallowing and Salivary Bioscience Laboratory, Geriatric Research Education and Clinical Center (GRECC), University of Wisconsin-Madison
- Department of Communication and Sciences Disorders, University of Wisconsin-Madison
- Departamento de Ciencias de la Rehabilitación en Salud, Facultad de Ciencias de la Salud y Alimentos, Universidad del Bío-Bío, Chile
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Cui Y, Xiang L, Zhao P, Chen J, Cheng L, Liao L, Yan M, Zhang X. Machine learning decision support model for discharge planning in stroke patients. J Clin Nurs 2024; 33:3145-3160. [PMID: 38358023 DOI: 10.1111/jocn.16999] [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: 09/14/2023] [Revised: 12/28/2023] [Accepted: 01/07/2024] [Indexed: 02/16/2024]
Abstract
BACKGROUND/AIM Efficient discharge for stroke patients is crucial but challenging. The study aimed to develop early predictive models to explore which patient characteristics and variables significantly influence the discharge planning of patients, based on the data available within 24 h of admission. DESIGN Prospective observational study. METHODS A prospective cohort was conducted at a university hospital with 523 patients hospitalised for stroke. We built and trained six different machine learning (ML) models, followed by testing and tuning those models to find the best-suited predictor for discharge disposition, dichotomized into home and non-home. To evaluate the accuracy, reliability and interpretability of the best-performing models, we identified and analysed the features that had the greatest impact on the predictions. RESULTS In total, 523 patients met the inclusion criteria, with a mean age of 61 years. Of the patients with stroke, 30.01% had non-home discharge. Our model predicting non-home discharge achieved an area under the receiver operating characteristic curve of 0.95 and a precision of 0.776. After threshold was moved, the model had a recall of 0.809. Top 10 variables by importance were National Institutes of Health Stroke Scale (NIHSS) score, family income, Barthel index (BI) score, FRAIL score, fall risk, pressure injury risk, feeding method, depression, age and dysphagia. CONCLUSION The ML model identified higher NIHSS, BI, and FRAIL, family income, higher fall risk, pressure injury risk, older age, tube feeding, depression and dysphagia as the top 10 strongest risk predictors in identifying patients who required non-home discharge to higher levels of care. Modern ML techniques can support timely and appropriate clinical decision-making. RELEVANCE TO CLINICAL PRACTICE This study illustrates the characteristics and risk factors of non-home discharge in patients with stroke, potentially contributing to the improvement of the discharge process. REPORTING METHOD STROBE guidelines.
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Affiliation(s)
- Yanli Cui
- Department of Neurology, Nanfang Hospital, Southern Medical University, Guangzhou, China
- School of Nursing, Southern Medical University, Guangzhou, China
| | - Lijun Xiang
- Department of Neurology, Nanfang Hospital, Southern Medical University, Guangzhou, China
| | - Peng Zhao
- Department of Neurology, Nanfang Hospital, Southern Medical University, Guangzhou, China
- School of Nursing, Southern Medical University, Guangzhou, China
| | - Jian Chen
- Department of Neurology, Nanfang Hospital, Southern Medical University, Guangzhou, China
- School of Nursing, Southern Medical University, Guangzhou, China
| | - Lei Cheng
- Department of Neurology, Nanfang Hospital, Southern Medical University, Guangzhou, China
- School of Nursing, Southern Medical University, Guangzhou, China
| | - Lin Liao
- Department of Neurology, Nanfang Hospital, Southern Medical University, Guangzhou, China
- School of Nursing, Southern Medical University, Guangzhou, China
| | - Mingyu Yan
- Department of Neurology, Nanfang Hospital, Southern Medical University, Guangzhou, China
- School of Nursing, Southern Medical University, Guangzhou, China
| | - Xiaomei Zhang
- Department of Neurology, Nanfang Hospital, Southern Medical University, Guangzhou, China
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Blaauw J, Meelis GA, Jacobs B, Gaag NA, Jellema K, Kho KH, Groen RJ, Naalt J, Lingsma HF, den Hertog HM. Presenting symptoms and functional outcome of chronic subdural hematoma patients. Acta Neurol Scand 2022; 145:38-46. [PMID: 34448196 DOI: 10.1111/ane.13518] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2021] [Revised: 07/23/2021] [Accepted: 08/04/2021] [Indexed: 12/26/2022]
Abstract
BACKGROUND Patients with chronic subdural hematoma (CSDH) can present with a variety of signs and symptoms. The relationship of these signs and symptoms with functional outcome is unknown. Knowledge of these associations might aid clinicians in the choice to initiate treatment and may allow them to better inform patients on expected outcomes. OBJECTIVE To investigate if presenting signs and symptoms influence functional outcome in patients with CSDH. METHODS We conducted a retrospective analysis of consecutive CSDH patients in three hospitals. Glasgow Outcome Scale Extended (GOS-E) scores were obtained from the first follow-up visit after treatment. An ordinal multivariable regression analysis was performed, to assess the relationship between the different signs and symptoms on the one hand and functional outcome on the other adjusted for potential confounders. RESULTS We included 1,307 patients, of whom 958 (73%) were male and mean age was 74 (SD ± 11) years. Cognitive complaints were associated with lower GOS-E scores at follow-up (aOR 0.7, 95% CI: 0.5 - 0.8) Headache and higher Glasgow Coma Scale (GCS) scores were associated with higher GOS-E scores. (aOR 1.9, 95% CI: 1.5-2.3 and aOR 1.3, 95% CI: 1.2-1.4). CONCLUSION Cognitive complaints are independently associated with worse functional outcome, whereas headache and higher GCS scores are associated with better outcome. The increased probability of unfavorable outcome in patients with CSDH who present with cognitive complaints favors a more prominent place of assessing cognitive status at diagnosis.
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Affiliation(s)
- Jurre Blaauw
- Department of Neurology University of GroningenUniversity Medical Center Groningen Groningen The Netherlands
- Center for Medical Decision Sciences Department of Public Health Erasmus Medical Center Rotterdam The Netherlands
| | | | - Bram Jacobs
- Department of Neurology University of GroningenUniversity Medical Center Groningen Groningen The Netherlands
| | - Niels A. Gaag
- University Neurosurgical Center Holland (UNCHLeiden University Medical CenterHaaglanden Medical Center & Haga teaching hospitalLeiden & The Hague The Hague The Netherlands
| | - Korné Jellema
- Department of Neurology Haaglanden Medical Centre The Hague The Netherlands
| | - Kuan H. Kho
- Department of Neurosurgery Medisch Spectrum Twente Enschede The Netherlands
| | - Rob J.M. Groen
- Department of Neurosurgery University Medical Center Groningen Groningen The Netherlands
| | - Joukje Naalt
- Department of Neurology University of GroningenUniversity Medical Center Groningen Groningen The Netherlands
| | - Hester F. Lingsma
- Center for Medical Decision Sciences Department of Public Health Erasmus Medical Center Rotterdam The Netherlands
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Sreedharan SE, Sayed JV, Vipina VP, Mohan MP, Paul R, Sylaja PN. Dysphagia and disability in minor strokes - An institutional study. J Stroke Cerebrovasc Dis 2020; 29:105070. [PMID: 32807472 DOI: 10.1016/j.jstrokecerebrovasdis.2020.105070] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2020] [Revised: 06/12/2020] [Accepted: 06/15/2020] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND Minor strokes, defined as NIHSS ≤5 are considered non-disabling, associated with a favourable outcome. AIM Our aim was to study prevalence and predictors of dysphagia in patients with minor stroke and its impact on functional outcome. METHODS Single centre retrospective study of all minor strokes admitted to Comprehensive Stroke care centre with 1 year completed follow-up were recruited. Clinical and imaging details and follow-up data were extracted from medical records. RESULTS We had 147 patients with minor stroke, 72.1% men with median age 61 years. 71% presented within 24 h of symptom onset. Most common etiology was lacunar .Median NIHSS at admission was 3(IQR 2). 85 patients had anterior circulation strokes and 34 had chronic infarcts in imaging.19 had significant dysphagia and 10 were discharged with nasogastric feeding tube. Admission NIHSS and white mater changes in imaging were predictive of post stroke dysphagia. Excellent recovery of dysphagia was found within 1 month post stroke in all, except one who required percutaneous gastrostomy. At 3 months 76% had excellent outcome. Presence of dysphagia and diabetes were found to be predictive of short term outcome, independent of admission stroke severity. At 12 months, post stroke dysphagia, female gender and white mater changes in imaging were predictive of unfavourable outcome. CONCLUSIONS Minor strokes are disabling in a small fraction of patients. Over 10% of them can have significant post stroke dysphagia necessitating nasogastric feeding short term. This patient subgroup tend to have less favourable outcome on short and long term follow-up.
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Affiliation(s)
- Sapna Erat Sreedharan
- Comprehensive Stroke Care Centre, Department of Neurology, Sree Chitra Tirunal Institute for Medical Sciences and Technology, Trivandrum-11, India.
| | - Jaffar Vali Sayed
- Comprehensive Stroke Care Centre, Department of Neurology, Sree Chitra Tirunal Institute for Medical Sciences and Technology, Trivandrum-11, India
| | - V P Vipina
- Comprehensive Stroke Care Centre, Department of Neurology, Sree Chitra Tirunal Institute for Medical Sciences and Technology, Trivandrum-11, India
| | - Manju P Mohan
- Comprehensive Stroke Care Centre, Department of Neurology, Sree Chitra Tirunal Institute for Medical Sciences and Technology, Trivandrum-11, India
| | - Rejith Paul
- Comprehensive Stroke Care Centre, Department of Neurology, Sree Chitra Tirunal Institute for Medical Sciences and Technology, Trivandrum-11, India
| | - P N Sylaja
- Comprehensive Stroke Care Centre, Department of Neurology, Sree Chitra Tirunal Institute for Medical Sciences and Technology, Trivandrum-11, India
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Roberts PS, Krishnan S, Burns SP, Ouellette D, Pappadis MR. Inconsistent Classification of Mild Stroke and Implications on Health Services Delivery. Arch Phys Med Rehabil 2020; 101:1243-1259. [PMID: 32001257 PMCID: PMC7311258 DOI: 10.1016/j.apmr.2019.12.013] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2019] [Revised: 11/24/2019] [Accepted: 12/02/2019] [Indexed: 11/28/2022]
Abstract
OBJECTIVE To conduct a scoping review on classifications of mild stroke based on stroke severity assessments and/or clinical signs and symptoms reported in the literature. DATA SOURCES Electronic searches of PubMed, PsycINFO (Ovid), and Cumulative Index to Nursing and Allied Health (CINAHL-EBSCO) databases included keyword combinations of mild stroke, minor stroke, mini stroke, mild cerebrovascular, minor cerebrovascular, transient ischemic attack, or TIA. STUDY SELECTION Inclusion criteria were limited to articles published between January 2003 and February 2018. Inclusion criteria included studies (1) with a definition of either mild or minor stroke, (2) written in English, and (3) with participants aged 18 years and older. Animal studies, reviews, dissertations, blogs, editorials, commentaries, case reports, newsletters, drug trials, and presentation abstracts were excluded. DATA EXTRACTION Five reviewers independently screened titles and abstracts for inclusion and exclusion criteria. Two reviewers independently screened each full-text article for eligibility. The 5 reviewers checked the quality of the included full-text articles for accuracy. Data were extracted by 2 reviewers and verified by a third reviewer. DATA SYNTHESIS Sixty-two studies were included in the final review. Ten unique definitions of mild stroke using stroke severity assessments were discovered, and 10 different cutoff points were used. The National Institutes of Health Stroke Scale was the most widely used measure to classify stroke severity. Synthesis also revealed variations in classification of mild stroke across publication years, time since stroke, settings, and medical factors including imaging, medical indicators, and clinical signs and symptoms. CONCLUSIONS Inconsistencies in the classification of mild stroke are evident with varying use of stroke severity assessments, measurement cutoff scores, imaging tools, and clinical or functional outcomes. Continued work is necessary to develop a consensus definition of mild stroke, which directly affects treatment receipt, referral for services, and health service delivery.
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Affiliation(s)
| | - Shilpa Krishnan
- Department of Rehabilitation Medicine, Division of Physical Therapy, Emory University, Atlanta, Georgia
| | | | - Debra Ouellette
- Casa Colina Hospital and Centers for Healthcare, Pomona, California
| | - Monique R Pappadis
- Division of Rehabilitation Sciences, University of Texas Medical Branch, Galveston, Texas
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Suntrup-Krueger S, Minnerup J, Muhle P, Claus I, Schröder JB, Marian T, Warnecke T, Kalic M, Berger K, Dziewas R. The Effect of Improved Dysphagia Care on Outcome in Patients with Acute Stroke: Trends from 8-Year Data of a Large Stroke Register. Cerebrovasc Dis 2018. [PMID: 29533960 DOI: 10.1159/000487811] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND Early dysphagia screening and appropriate management are recommended by current guidelines to reduce complications and case fatality in acute stroke. However, data on the potential benefit of changes in dysphagia care on patient outcome are limited. Our objective was to assess the degree of implementation of dysphagia guidelines and determine the impact of modifications in dysphagia screening and treatment practices on disease complications and outcome in stroke patients over time. METHODS In this prospective register-based study ("Stroke Register of Northwestern Germany"), all adult stroke patients admitted to 157 participating hospitals between January, 2008 and December, 2015 were included (n = 674,423). Dysphagia incidence upon admission, the proportion of patients receiving a standardized swallowing screening, and the percentage of dysphagic patients being referred to a speech language therapist (SLT) for treatment were obtained per year. Pneumonia rate, modified Rankin Scale (mRS) at discharge, and in-hospital mortality were compared between groups of dysphagic vs. non-dysphagic patients over time. RESULTS Screening proportions continuously increased from 47.2% in 2008 to 86.6% in 2015. But the proportion diagnosed with dysphagia remained stable with about 19%. The number of dysphagic patients receiving SLT treatment grew from 81.6 up to 87.0%. Pneumonia incidence was higher in dysphagic stroke cases (adjusted OR 5.4 [5.2-5.5], p < 0.001), accompanied by a worse mRS at discharge (adjusted OR for mRS ≥3: 3.1 [3.0-3.1], p < 0.001) and higher mortality (adjusted OR 3.1 [3.0-3.2], p < 0.001). The order of magnitude of these end points did not change over time. CONCLUSION Although advances have been made in dysphagia care, prevalent screening and treatment practices remain insufficient to reduce pneumonia rate, improve functional outcome, and decrease case fatality in dysphagic stroke patients. More research is urgently needed to develop more effective swallowing therapies.
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Affiliation(s)
| | - Jens Minnerup
- Department of Neurology, University of Muenster, Muenster, Germany
| | - Paul Muhle
- Department of Neurology, University of Muenster, Muenster, Germany
| | - Inga Claus
- Department of Neurology, University of Muenster, Muenster, Germany
| | | | - Thomas Marian
- Department of Neurology, University of Muenster, Muenster, Germany
| | - Tobias Warnecke
- Department of Neurology, University of Muenster, Muenster, Germany
| | - Marianne Kalic
- Institute of Epidemiology and Social Medicine, University of Muenster, Muenster, Germany
| | - Klaus Berger
- Institute of Epidemiology and Social Medicine, University of Muenster, Muenster, Germany
| | - Rainer Dziewas
- Department of Neurology, University of Muenster, Muenster, Germany
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