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Matsulevits A, Alvez P, Atzori M, Beyh A, Corbetta M, Pup FD, Dulyan L, Foulon C, Hope T, Ioannucci S, Jobard G, Lemaitre H, Neville D, Nozais V, Rorden C, Saprikis OV, Sibon I, Sperber C, Teghipco A, Thirion B, Tshimanga LF, Umarova R, Vaidelyte EB, van den Hoven E, Rodriguez EV, Zanola A, Tourdias T, de Schotten MT. A global effort to benchmark predictive models and reveal mechanistic diversity in long-term stroke outcomes. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2024.10.17.618691. [PMID: 39464108 PMCID: PMC11507916 DOI: 10.1101/2024.10.17.618691] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 10/29/2024]
Abstract
Stroke remains a leading cause of mortality and long-term disability worldwide, with variable recovery trajectories posing substantial challenges in anticipating post-event care and rehabilitation planning. To address these challenges, we established the NeuralCup consortium to benchmark predictive models of stroke outcome through a collaborative, data-driven approach. This study presents findings from 15 international teams who used a comprehensive dataset including clinical and imaging data, to identify and compare predictors of motor, cognitive, and emotional outcomes one year post-stroke. Our analyses integrated traditional statistical approaches and novel machine learning algorithms to uncover 'optimal recipes' for predicting each domain. The differences in these 'optimal recipes' reflect distinct brain mechanisms in response to different tasks. Key predictors across all domains included infarct characteristics, T1-weighted MRI sequences, and demographic factors. Additionally, integrating FLAIR imaging and white matter tract analysis significantly improved the prediction of cognitive and motor outcomes, respectively. These findings support a multifaceted approach to stroke outcome prediction, underscoring the potential of collaborative data science to develop personalized care strategies that enhance recovery and quality of life for stroke survivors. To encourage further model development and validation, we provide access to the training dataset at http://neuralcup.bcblab.com.
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Butcher T, Warland A, Stewart V, Aweid B, Samiyappan A, Kal E, Ryan J, Athanasiou DA, Baker K, Singla-Buxarrais G, Anokye N, Pound C, Gowing F, Norris M, Kilbride C. Rehabilitation using virtual gaming for Hospital and hOMe-Based training for the Upper limb in acute and subacute Stroke (RHOMBUS II): results of a feasibility randomised controlled trial. BMJ Open 2025; 15:e089672. [PMID: 39880460 PMCID: PMC11781105 DOI: 10.1136/bmjopen-2024-089672] [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: 06/06/2024] [Accepted: 01/10/2025] [Indexed: 01/31/2025] Open
Abstract
OBJECTIVE To investigate the safety, feasibility and acceptability of the Neurofenix platform for upper-limb rehabilitation in acute and subacute stroke. DESIGN A feasibility randomised controlled trial with a parallel process evaluation. SETTING Acute Stroke Unit and participants' homes (London, UK). PARTICIPANTS 24 adults (>18 years), acute and subacute poststroke, new unilateral weakness, scoring 9-25 on the Motricity Index (elbow and shoulder), with sufficient cognitive and communicative abilities to participate. INTERVENTIONS Participants randomised to the intervention or control group on a 2:1 ratio. The intervention group (n=16) received usual care plus the Neurofenix platform for 7 weeks. The control group (n=8) received usual care only. OUTCOMES Safety was assessed through adverse events (AEs), pain, spasticity and fatigue. Feasibility was assessed through training and support requirements and intervention fidelity. Acceptability was assessed through a satisfaction questionnaire. Impairment, activity and participation outcomes were also collected at baseline and 7 weeks to assess their suitability for use in a definitive trial. RANDOMISATION Computer-generated, allocation sequence concealed by opaque, sealed envelopes. BLINDING Participants and assessors were not blinded; statistician blinded for data processing and analysis. RESULTS 192 stroke survivors were screened for eligibility, and 24 were recruited and randomised. Intervention group: n=16, mean age 66.5 years; median 9.5 days post stroke. CONTROL GROUP n=8, mean age 64.6 years; median 17.5 days post stroke. Three participants withdrew before the 7-week assessment, n=21 included in the analysis (intervention group n=15; control group n=6). No significant group differences in fatigue, spasticity, pain scores or total number of AEs. The median (IQR) time to train participants was 98 (64) min over 1-3 sessions. Participants trained with the platform for a median (range) of 11 (1-58) hours, equating to 94 min extra per week. The mean satisfaction score was 34.9 out of 40. CONCLUSION The Neurofenix platform is safe, feasible and well accepted as an adjunct to usual care in acute and subacute stroke rehabilitation. There was a wide range of engagement with the platform in a cohort of stroke survivors which was varied in age and level of impairment. Recruitment, training and support were manageable and completion of data was good, indicating that a future randomised controlled trial would be feasible. TRIAL REGISTRATION NUMBER ISRCTN11440079.
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Affiliation(s)
- Tom Butcher
- Department of Sport, Exercise and Rehabilitation, Northumbria University, Newcastle upon Tyne, UK
- Department of Health Sciences, Brunel University of London, Uxbridge, UK
| | - Alyson Warland
- Department of Health Sciences, Brunel University of London, Uxbridge, UK
| | - Victoria Stewart
- Department of Health Sciences, Brunel University of London, Uxbridge, UK
- Hillingdon Hospitals NHS Foundation Trust, Uxbridge, UK
| | - Basaam Aweid
- Hillingdon Hospitals NHS Foundation Trust, Uxbridge, UK
- Central and North West London NHS Foundation Trust, London, UK
| | - Arul Samiyappan
- Central and North West London NHS Foundation Trust, London, UK
| | - Elmar Kal
- Department of Health Sciences, Brunel University of London, Uxbridge, UK
| | - Jennifer Ryan
- School of Physiotherapy, Royal College of Surgeons in Ireland, Dublin, Ireland
| | | | | | | | - Nana Anokye
- Department of Health Sciences, Brunel University of London, Uxbridge, UK
| | | | - Francesca Gowing
- Department of Health Sciences, Brunel University of London, Uxbridge, UK
| | - Meriel Norris
- Department of Health Sciences, Brunel University of London, Uxbridge, UK
| | - Cherry Kilbride
- Department of Health Sciences, Brunel University of London, Uxbridge, UK
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Loureiro-Chaves R, Embrechts E, van Hinsberg A, Schröder J, Stinear CM, Yperzeele L, Saeys W, Truijen S. Association between white matter integrity and lower limb motor impairment after stroke: A systematic review: White matter integrity and lower limb motor impairment after stroke. Braz J Phys Ther 2025; 29:101153. [PMID: 39631242 PMCID: PMC11663954 DOI: 10.1016/j.bjpt.2024.101153] [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: 10/16/2023] [Revised: 03/02/2024] [Accepted: 11/06/2024] [Indexed: 12/07/2024] Open
Abstract
BACKGROUND There is no clear consensus on the anatomical substrates required for recovery from lower limb (LL) impairment after stroke. Knowledge of biomarkers, such as white matter integrity (WMI), could fill this knowledge gap. OBJECTIVES To analyze the associations between WMI of the corticospinal tract (CST) and corticoreticulospinal pathway (CRP) and LL motor impairment after stroke, in terms of synergistic control and muscle strength. It also explores whether any associations depend on time post-stroke. METHODS In April 2023, PubMed, Web of Science, and Scopus databases were systematically searched for studies associating WMI of the CST and CRP and LL motor impairment after stroke. Risk of bias was assessed using the Newcastle-Ottawa Quality Assessment Scales. RESULTS Nineteen studies were included, 15 about the association between CST and motor impairment, and 4 concerning CST and CRP. Associations were consistently found between higher WMI of the CST and greater muscle strength, but not with synergistic control. There were no clear associations between WMI of the CRP and muscle strength, and associations could not be analyzed for synergistic control. The results could not determine whether the associations are time dependent. CONCLUSIONS The results of this review supported using WMI of the CST to understand LL muscle strength after stroke. However, the same cannot be said for LL synergistic control due to the small number of studies. There was no clear evidence of an association between WMI of the CRP and LL muscle strength or synergistic control due to mixed results or a lack of studies.
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Affiliation(s)
- Renata Loureiro-Chaves
- Research Group MOVANT, Department of Rehabilitation Sciences & Physical Therapy, University of Antwerp, Universiteitsplein 1 (R314), 2610, Wilrijk, Belgium.
| | - Elissa Embrechts
- Research Group MOVANT, Department of Rehabilitation Sciences & Physical Therapy, University of Antwerp, Universiteitsplein 1 (R314), 2610, Wilrijk, Belgium
| | - Amber van Hinsberg
- Research Group MOVANT, Department of Rehabilitation Sciences & Physical Therapy, University of Antwerp, Universiteitsplein 1 (R314), 2610, Wilrijk, Belgium
| | - Jonas Schröder
- Research Group MOVANT, Department of Rehabilitation Sciences & Physical Therapy, University of Antwerp, Universiteitsplein 1 (R314), 2610, Wilrijk, Belgium
| | - Cathy M Stinear
- Clinical Neuroscience Laboratory, Department of Medicine, The University of Auckland, New Zealand; Centre for Brain Research, The University of Auckland, New Zealand
| | - Laetitia Yperzeele
- Faculty of Medicine and Health Sciences, Antwerp University, Antwerp, Belgium; Department of Neurology, University Hospital Antwerp, Edegem, Belgium
| | - Wim Saeys
- Research Group MOVANT, Department of Rehabilitation Sciences & Physical Therapy, University of Antwerp, Universiteitsplein 1 (R314), 2610, Wilrijk, Belgium
| | - Steven Truijen
- Research Group MOVANT, Department of Rehabilitation Sciences & Physical Therapy, University of Antwerp, Universiteitsplein 1 (R314), 2610, Wilrijk, Belgium
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Toh FM, Lam WWT, Cruz Gonzalez P, Fong KNK. Effects of a Wearable-Based Intervention on the Hemiparetic Upper Limb in Persons With Stroke: A Randomized Controlled Trial. Neurorehabil Neural Repair 2025; 39:31-46. [PMID: 39328083 DOI: 10.1177/15459683241283412] [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] [Indexed: 09/28/2024]
Abstract
INTRODUCTION Wearables have emerged as a transformative rehabilitation tool to provide self-directed training in the home. Objective. In this study, we examined the efficacy of a novel wearable device, "Smart Reminder" (SR), to provide home-based telerehabilitation for hemiparetic upper limb (UL) training in persons with stroke. METHODS Forty stroke survivors from community support groups were randomized (stratified by the period after stroke onset and impairment severity) to either the SR group or the sham device group. Participants received either 20 hours of telerehabilitation using the SR device or training with pictorial handouts and a sham device over 4 weeks. In addition, all participants wore a standard accelerometer for 3 hours each day, 5 times a week, outside the prescribed training. Participants were assessed by a masked assessor at baseline, post-intervention (week 4), and follow-up (week 8). The outcome measures included Fugl-Meyer Assessment for Upper Extremity (FMA-UE), Action Research Arm Test, Motor Activity Log, muscle strength, active range of motion and amount of movement of the UL, and compliance rate of training. RESULTS The SR group improved substantially in their FMA-UE scores after treatment (mean difference = 2.05, P = .036) compared to the sham group. Also, adherence to the training using the SR device was significantly higher, 97%, than the sham group, 82.3% (P = .038). CONCLUSION The 4-week telerehabilitation program using a "SR" device demonstrated potential efficacy in improving FMA-UE scores of the hemiparetic upper limb. However, it did not significantly enhance the performance of the affected limb in daily activities. The trial was registered on ClinicalTrial.gov (URL: http://www.clinicaltrials.gov) with the identifier NCT05877183.
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Affiliation(s)
- Fong Mei Toh
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR
- Department of Rehabilitation, Yishun Community Hospital, Singapore, Singapore
| | - Winnie W T Lam
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR
- Research Centre for Assistive Technology, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR
| | - Pablo Cruz Gonzalez
- Rehabilitation Research Institute of Singapore, Nanyang Technological University, Singapore, Singapore
| | - Kenneth N K Fong
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR
- Research Centre for Assistive Technology, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR
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Sood I, Injety RJ, Farheen A, Kamali S, Jacob A, Mathewson K, Buck BH, Kate MP. Quantitative electroencephalography to assess post-stroke functional disability: A systematic review and meta-analysis. J Stroke Cerebrovasc Dis 2024; 33:108032. [PMID: 39357611 DOI: 10.1016/j.jstrokecerebrovasdis.2024.108032] [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: 05/03/2024] [Revised: 09/11/2024] [Accepted: 09/22/2024] [Indexed: 10/04/2024] Open
Abstract
OBJECTIVE Quantitative electroencephalography (QEEG) is a non-invasive, reliable and easily accessible modality to assess neuronal activity. QEEG in acute stroke may predict short and long-term functional outcomes. The role of individual indices has not been studied in a meta-analysis. We aim to assess individual QEEG-derived indices to predict post-stroke disability. METHODS We included studies (sample size ≥ 10) with stroke patients who underwent EEG and a follow-up outcome assessment was available either in the form of modified Rankin scale (mRS) or National Institute of Stroke scale (NIHSS) or Fugl-Meyer scale (FMA). QEEG indices analysed were delta-alpha ratio (DAR), delta-theta-alpha-beta ratio (DTABR), brain symmetry index (BSI) and pairwise derived brain symmetry (pdBSI). RESULTS Nine studies (8 had only ischemic stroke, and one had both ischemic and haemorrhagic stroke), including 482 participants were included for meta-analysis. Higher DAR was associated with worse mRS (n=300, Pearson's r 0.26, 95 % CI 0.21-0.31). Higher DTABR was associated with worse mRS (n=337, r=0.32, 95 % CI 0.26-0.39). Higher DAR was associated with higher NIHSS (n=161, r=0.42, 95 % CI0.24-0.6). Higher DTABR was associated with higher NIHSS (n=158, r=0.49, 95 % CI 0.31-0.67). CONCLUSIONS QEEG-derived indices DAR and DTABR have the potential to assess post-stroke disability. Adding QEEG to the clinical and imaging biomarkers in the acute phase may help in better prediction of post-stroke recovery. REGISTRY PROSPERO 2022 CRD42022292281.
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Affiliation(s)
- Idha Sood
- Department of Neurology, Christian Medical College & Hospital, Ludhiana, PB, India
| | - Ranjit J Injety
- Department of Neurology, Christian Medical College & Hospital, Ludhiana, PB, India; Department of Community Medicine, Christian Medical College & Hospital, Ludhiana, PB, India
| | - Amtul Farheen
- Department of Neurology, University of Mississippi, Jackson, Mississippi, USA
| | - Setareh Kamali
- Western University of Health Sciences, Los Angeles, CA, USA
| | - Ann Jacob
- Department of Neurology, Christian Medical College & Hospital, Ludhiana, PB, India
| | - Kyle Mathewson
- Department of Psychology, Faculty of Science, Edmonton, Alberta, Canada
| | - Brian H Buck
- Division of Neurology, Department of Medicine, University of Alberta, Edmonton, AB, Canada
| | - Mahesh P Kate
- Division of Neurology, Department of Medicine, University of Alberta, Edmonton, AB, Canada.
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Ribeiro Batista L, Silva SLAD, Cunha Polese J, Silva AC, Teixeira-Salmela LF, Faria CDCDM, Faria-Fortini I. Longitudinal associations between stroke-related neurologic deficits and course of basic activities of daily living up to six months after stroke. Disabil Rehabil 2024; 46:5838-5844. [PMID: 38318868 DOI: 10.1080/09638288.2024.2313124] [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: 06/21/2023] [Revised: 01/26/2024] [Accepted: 01/27/2024] [Indexed: 02/07/2024]
Abstract
PURPOSE To investigate the course of basic activities of daily living (ADL) from admission up to six months after the stroke and the longitudinal associations between stroke-related neurological deficits at admission to the stroke unit and course of basic ADL. MATERIALS AND METHODS 180 individuals with a first-ever stroke were assessed at admission to the stroke unit and at follow-ups of three and six months. Stroke-related neurological deficits were assessed at admission with the National Institutes of Stroke Scale (NIHSS). Independence in basic ADL was assessed at admission and three and six months after the stroke by the Modified Barthel Index (MBI). Generalized Estimating Equations (GEE) were performed. RESULTS Dependence in basic ADL reduced overtime, with most changes occurring over the first three months. Individuals, who had moderate/severe stroke-related neurological deficits (NIHSS ≥6) at admission, had higher chances of becoming more dependent in activities related to feeding (OR:1.27;95%CI = 1.03-1.55;p = 0.021), bathing (OR:1.30;95%CI = 1.11-1.50;p = 0.0005), dressing (OR:1.19;95%CI = 1.04-1.36;p = 0.010), transfers (OR:1.24;95%CI = 1.05-1.46;p = 0.0072), stair climbing (OR:1.46;95%CI = 1.27-1.66;p < 0.0001), and ambulation (OR:1.21;95%CI = 1.02-1.43;p < 0.0001). CONCLUSIONS Decreases in dependence in basic ADL occurred mainly over three months after the stroke and showed different patterns for specific ADL. Baseline moderate/severe stroke-related neurological deficits were associated with poor functional status in basic ADL over the follow-up period.
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Affiliation(s)
- Ludmilla Ribeiro Batista
- Graduate Program in Occupational Studies, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | | | - Janaine Cunha Polese
- Department of Physiotherapy, Faculdade Ciências Médicas de Minas Gerais, Belo Horizonte, Brazil
| | - Aryane Carolina Silva
- Graduate Program in Rehabilitation Sicences, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | | | | | - Iza Faria-Fortini
- Department of Occupational Therapy, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
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Klug J, Leclerc G, Dirren E, Carrera E. Machine learning for early dynamic prediction of functional outcome after stroke. COMMUNICATIONS MEDICINE 2024; 4:232. [PMID: 39537988 PMCID: PMC11561255 DOI: 10.1038/s43856-024-00666-w] [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: 10/23/2023] [Accepted: 11/05/2024] [Indexed: 11/16/2024] Open
Abstract
BACKGROUND Prediction of outcome after stroke is critical for treatment planning and resource allocation but is complicated by fluctuations during the first days after onset. We propose a machine learning model that can provide hourly predictions based on the integration of continuous variables acquired within 72 h of hospital admission. METHODS We analyzed 2492 admissions for ischemic stroke in the Geneva University Hospital from 01.01.2018 to 31.12.2021, amounting to 2'131'752 unique data points. We developed a transformer model that continuously included clinical, physiological, imaging, and biological data recorded within 72 h of admission. This model was trained to generate hourly predictions of mortality and morbidity. Shapley additive explanations were used to identify the most relevant predictors to explain outcomes for each patient. The MIMIC-III database was used for external validation. RESULTS Our transformer model predicts mortality, with an area under the receiver operating characteristic curve of 0.830 (95% CI 0.763-0.885) on admission, reaching 0.893 (95% CI 0.839-0.933) 72 h later for a 3-month outcome. Validated in an independent cohort, it outperforms all static models. Based on their mean explanatory weights, the top predictors included continuous clinical evaluation, baseline patient characteristics, timing from admission to acute treatment, and markers of inflammation and organ dysfunction. CONCLUSIONS The performance of our transformer model demonstrates the potential of machine learning models integrating clinical, physiological, imaging, and biological variables over time after stroke. The clinical applicability of our model is further strengthened by access to hourly updated predictions along with accompanying explanations.
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Affiliation(s)
- Julian Klug
- Stroke Research Group, Department of Clinical Neurosciences, University Hospital and Faculty of Medicine, Geneva, Switzerland
| | - Guillaume Leclerc
- Department of Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Elisabeth Dirren
- Stroke Research Group, Department of Clinical Neurosciences, University Hospital and Faculty of Medicine, Geneva, Switzerland
| | - Emmanuel Carrera
- Stroke Research Group, Department of Clinical Neurosciences, University Hospital and Faculty of Medicine, Geneva, Switzerland.
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Alashram AR. Combined robot-assisted therapy virtual reality for upper limb rehabilitation in stroke survivors: a systematic review of randomized controlled trials. Neurol Sci 2024; 45:5141-5155. [PMID: 38837113 DOI: 10.1007/s10072-024-07628-z] [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: 04/11/2024] [Accepted: 05/28/2024] [Indexed: 06/06/2024]
Abstract
BACKGROUND Upper limb impairments are among the most common consequences following a stroke. Recently, robot-assisted therapy (RT) and virtual reality (VR) have been used to improve upper limb function in stroke survivors. OBJECTIVES This review aims to investigate the effects of combined RT and VR on upper limb function in stroke survivors and to provide recommendations for researchers and clinicians in the medical field. METHODS We searched PubMed, SCOPUS, REHABDATA, PEDro, EMBASE, and Web of Science from inception to March 28, 2024. Randomized controlled trials (RCTs) involving stroke survivors that compared combined RT and VR interventions with either passive (i.e., sham, rest) or active (i.e., traditional therapy, VR, RT) interventions and assessed outcomes related to upper limb function (e.g., strength, muscle tone, or overall function) were included. The Cochrane Collaboration tool was used to evaluate the methodological quality of the included studies. RESULTS Six studies were included in this review. In total, 201 patients with stroke (mean age 57.84 years) were involved in this review. Four studies were considered 'high quality', while two were considered as 'moderate quality' on the Cochrane Collaboration tool. The findings showed inconsistent results for the effects of combined RT and VR interventions on upper limb function poststroke. CONCLUSION In conclusion, there are potential effects of combined RT and VR interventions on improving upper limb function, but further research is needed to confirm these findings, understand the underlying mechanisms, and assess the consistency and generalizability of the results.
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Affiliation(s)
- Anas R Alashram
- Department of Physiotherapy, Middle East University, Ammam, Jordan.
- Applied Science Research Center, Applied Science Private University, Amman, Jordan.
- Department of Human Sciences and Promotion of the Quality of Life, San Raffaele Roma Open University, Rome, Italy.
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Lee S, Lee E, Lee KS, Pyun SB. Explainable artificial intelligence on safe balance and its major determinants in stroke patients. Sci Rep 2024; 14:23735. [PMID: 39390208 PMCID: PMC11467347 DOI: 10.1038/s41598-024-74689-7] [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: 07/11/2024] [Accepted: 09/27/2024] [Indexed: 10/12/2024] Open
Abstract
This study develops explainable artificial intelligence for predicting safe balance using hospital data, including clinical, neurophysiological, and diffusion tensor imaging properties. Retrospective data from 92 first-time stroke patients from January 2016 to June 2023 was analysed. The dependent variables were independent mobility scores, i.e., Berg Balance Scales with 0 (45 or below) vs. 1 (above 45) measured after three and six months, respectively. Twenty-nine predictors were included. Random forest variable importance was employed for identifying significant predictors of the Berg Balance Scale and testing its associations with the predictors, including Berg Balance Scale after one month and corticospinal tract diffusion tensor imaging properties. Shapley Additive Explanation values were calculated to analyse the directions of these associations. The random forest registered a higher or similar area under the curve compared to logistic regression, i.e., 91% vs. 87% (Berg Balance Scale after three months), 92% vs. 92% (Berg Balance Scale after six months). Based on random forest variable importance values and rankings: (1) Berg Balance Scale after three months has strong associations with Berg Balance Scale after one month, Fugl-Meyer assessment scale, ipsilesional corticospinal tract fractional anisotropy, fractional anisotropy laterality index and age; (2) Berg Balance Scale after six months has strong relationships with Fugl-Meyer assessment scale, Berg Balance Scale after one month, ankle plantar flexion muscle strength, knee extension muscle strength and hip flexion muscle strength. These associations were positive in the SHAP summary plots. Including Berg Balance Scale after one month, Fugl-Meyer assessment scale or ipsilesional corticospinal tract fractional anisotropy in the random forest will increase the probability of Berg Balance Scale after three months being above 45 by 0.11, 0.08, or 0.08. In conclusion, safe balance after stroke strongly correlates with its initial motor function, Fugl-Meyer assessment scale, and ipsilesional corticospinal tract fractional anisotropy. Diffusion tensor imaging information aids in developing explainable artificial intelligence for predicting safe balance after stroke.
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Affiliation(s)
- Sekwang Lee
- Department of Physical Medicine and Rehabilitation, Anam Hospital, Korea University College of Medicine, 73, Goryeodae-ro, Seongbuk-gu, Seoul, 02841, Republic of Korea
| | - Eunyoung Lee
- Department of Physical Medicine and Rehabilitation, Sahmyook Medical Center, Seoul, South Korea
| | - Kwang-Sig Lee
- AI Center, Anam Hospital, Korea University College of Medicine, 73, Goryeodae-ro, Seongbuk-gu, Seoul, 02841, Republic of Korea.
| | - Sung-Bom Pyun
- Department of Physical Medicine and Rehabilitation, Anam Hospital, Korea University College of Medicine, 73, Goryeodae-ro, Seongbuk-gu, Seoul, 02841, Republic of Korea.
- Brain Convergence Research Center, Korea University College of Medicine, Seoul, South Korea.
- Department of Biomedical Sciences, Korea University College of Medicine, Seoul, South Korea.
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Facciorusso S, Guanziroli E, Brambilla C, Spina S, Giraud M, Molinari Tosatti L, Santamato A, Molteni F, Scano A. Muscle synergies in upper limb stroke rehabilitation: a scoping review. Eur J Phys Rehabil Med 2024; 60:767-792. [PMID: 39248705 PMCID: PMC11558461 DOI: 10.23736/s1973-9087.24.08438-7] [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: 01/23/2024] [Revised: 06/04/2024] [Accepted: 08/01/2024] [Indexed: 09/10/2024]
Abstract
INTRODUCTION Upper limb impairment is a common consequence of stroke, significantly affecting the quality of life and independence of survivors. This scoping review assesses the emerging field of muscle synergy analysis in enhancing upper limb rehabilitation, focusing on the comparison of various methodologies and their outcomes. It aims to standardize these approaches to improve the effectiveness of rehabilitation interventions and drive future research in the domain. EVIDENCE ACQUISITION Studies included in this scoping review focused on the analysis of muscle synergies during longitudinal rehabilitation of stroke survivors' upper limbs. A systematic literature search was conducted using PubMed, Scopus, and Web of Science databases, until September 2023, and was guided by the PRISMA for scoping review framework. EVIDENCE SYNTHESIS Fourteen studies involving a total of 247 stroke patients were reviewed, featuring varied patient populations and rehabilitative interventions. Protocols differed among studies, with some utilizing robotic assistance and others relying on traditional therapy methods. Muscle synergy extraction was predominantly conducted using Non-Negative Matrix Factorization from electromyography data, focusing on key upper limb muscles essential for shoulder, elbow, and wrist rehabilitation. A notable observation across the studies was the heterogeneity in findings, particularly in the changes observed in the number, weightings, and temporal coefficients of muscle synergies. The studies indicated varied and complex relationships between muscle synergy variations and clinical outcomes. This diversity underscored the complexity involved in interpreting muscle coordination in the stroke population. The variability in results was also influenced by differing methodologies in muscle synergy analysis, highlighting a need for more standardized approaches to improve future research comparability and consistency. CONCLUSIONS The synthesis of evidence presented in this scoping review highlights the promising role of muscle synergy analysis as an indicator of motor control recovery in stroke rehabilitation. By offering a comprehensive overview of the current state of research and advocating for harmonized methodological practices in future longitudinal studies, this scoping review aspires to advance the field of upper limb rehabilitation, ensuring that post-stroke interventions are both scientifically grounded and optimally beneficial for patients.
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Affiliation(s)
- Salvatore Facciorusso
- Department of Medical and Surgical Specialties and Dentistry, Luigi Vanvitelli University of Campania, Naples, Italy -
- Spasticity and Movement Disorders "ReSTaRt", Section of Physical Medicine and Rehabilitation, Department of Medical and Surgical Sciences, University of Foggia, Foggia, Italy -
| | - Eleonora Guanziroli
- Villa Beretta Rehabilitation Center, Valduce Hospital Como, Costa Masnaga, Lecco, Italy
| | - Cristina Brambilla
- Institute of Systems and Technologies for Industrial Intelligent Technologies and Advanced Manufacturing, Italian Council of National Research, Milan, Italy
| | - Stefania Spina
- Spasticity and Movement Disorders "ReSTaRt", Section of Physical Medicine and Rehabilitation, Department of Medical and Surgical Sciences, University of Foggia, Foggia, Italy
| | - Manuela Giraud
- Villa Beretta Rehabilitation Center, Valduce Hospital Como, Costa Masnaga, Lecco, Italy
| | - Lorenzo Molinari Tosatti
- Institute of Systems and Technologies for Industrial Intelligent Technologies and Advanced Manufacturing, Italian Council of National Research, Milan, Italy
| | - Andrea Santamato
- Spasticity and Movement Disorders "ReSTaRt", Section of Physical Medicine and Rehabilitation, Department of Medical and Surgical Sciences, University of Foggia, Foggia, Italy
| | - Franco Molteni
- Villa Beretta Rehabilitation Center, Valduce Hospital Como, Costa Masnaga, Lecco, Italy
| | - Alessandro Scano
- Institute of Systems and Technologies for Industrial Intelligent Technologies and Advanced Manufacturing, Italian Council of National Research, Milan, Italy
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Lin R, Zhang JJ, Zhong L, Chan SSY, Kwong PWH, Lorentz L, Shaikh UJ, Lam TLH, Mehler DMA, Fong KNK. Does repetitive transcranial magnetic stimulation have a beneficial effect on improving unilateral spatial neglect caused by stroke? A meta-analysis. J Neurol 2024; 271:6494-6507. [PMID: 39196395 PMCID: PMC11446973 DOI: 10.1007/s00415-024-12612-w] [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: 06/18/2024] [Revised: 07/23/2024] [Accepted: 07/27/2024] [Indexed: 08/29/2024]
Abstract
This review aimed to assess the effect of repetitive transcranial magnetic stimulation (rTMS) in improving post-stroke unilateral spatial neglect (USN) using a meta-analysis. Further, we aimed to identify any association between rTMS parameters, patient demographics, and treatment effect sizes using subgroup analyses and meta-regression. A literature search was conducted through four databases from inception to March 6, 2024, to retrieve all relevant controlled trials investigating the effects of rTMS on symptoms of USN in post-stroke patients. Overall, rTMS significantly improved post-stroke USN, as measured by the line bisection test (Hedges' g = - 1.301, p < 0.0001), the cancelation test (Hedge's g = - 1.512, p < 0.0001), and the Catherine Bergego Scale (Hedges'g = - 0.770, p < 0.0001), compared to sham stimulation. Subgroup analysis found that generally larger effect sizes following excitatory rTMS across several outcome measures, indicating that excitatory rTMS on the ipsilesional hemisphere may be more effective than inhibitory rTMS on the contralesional hemisphere in ameliorating neglect symptoms. Meta-regression analysis of the line bisection test showed a significant difference in the chronicity of stroke patients, suggesting that rTMS may be more effective for USN in patients at the acute stage (within 3 months since stroke) than in those at the post-acute stage (p = 0.035). In conclusion, rTMS appears to be effective in promoting recovery from post-stroke USN. Excitatory protocols and early intervention may enhance recovery outcomes for neglect behaviors in post-stroke survivors.
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Affiliation(s)
- Ruixuan Lin
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hung Hom, Hong Kong SAR, China
| | - Jack Jiaqi Zhang
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hung Hom, Hong Kong SAR, China.
| | - Lingling Zhong
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hung Hom, Hong Kong SAR, China
| | - Sofina S Y Chan
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hung Hom, Hong Kong SAR, China
| | - Patrick W H Kwong
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hung Hom, Hong Kong SAR, China
| | - Lukas Lorentz
- Division of Clinical Cognitive Sciences, Department of Neurology, University Hospital RWTH Aachen, Aachen, Germany
| | - Usman Jawed Shaikh
- Division of Clinical Cognitive Sciences, Department of Neurology, University Hospital RWTH Aachen, Aachen, Germany
| | - Tommy L H Lam
- University Research Facility in Behavioral and Systems Neuroscience, The Hong Kong Polytechnic University, Hung Hom, Hong Kong SAR, China
| | - David M A Mehler
- Department of Psychiatry, Psychotherapy and Psychosomatics, University Hospital RWTH Aachen, Aachen, Germany
- Institute for Translational Psychiatry, University of Münster, Münster, Germany
| | - Kenneth N K Fong
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hung Hom, Hong Kong SAR, China
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12
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Fruhwirth V, Berger L, Gattringer T, Fandler-Höfler S, Kneihsl M, Eppinger S, Ropele S, Fink A, Deutschmann H, Reishofer G, Enzinger C, Pinter D. White matter integrity and functional connectivity of the default mode network in acute stroke are associated with cognitive outcome three months post-stroke. J Neurol Sci 2024; 462:123071. [PMID: 38850772 DOI: 10.1016/j.jns.2024.123071] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2024] [Revised: 05/27/2024] [Accepted: 05/29/2024] [Indexed: 06/10/2024]
Abstract
BACKGROUND Knowledge about factors that are associated with post-stroke cognitive outcome is important to identify patients with high risk for impairment. We therefore investigated the associations of white matter integrity and functional connectivity (FC) within the brain's default-mode network (DMN) in acute stroke patients with cognitive outcome three months post-stroke. METHODS Patients aged between 18 and 85 years with an acute symptomatic MRI-proven unilateral ischemic middle cerebral artery infarction, who had received reperfusion therapy, were invited to participate in this longitudinal study. All patients underwent brain MRI within 24-72 h after symptom onset, and participated in a neuropsychological assessment three months post-stroke. We performed hierarchical regression analyses to explore the incremental value of baseline white matter integrity and FC beyond demographic, clinical, and macrostructural information for cognitive outcome. RESULTS The study cohort comprised 34 patients (mean age: 64 ± 12 years, 35% female). The initial median National Institutes of Health Stroke Scale (NIHSS) score was 10, and significantly improved three months post-stroke to a median NIHSS = 1 (p < .001). Nonetheless, 50% of patients showed cognitive impairment three months post-stroke. FC of the non-lesioned anterior cingulate cortex of the affected hemisphere explained 15% of incremental variance for processing speed (p = .007), and fractional anisotropy of the non-lesioned cingulum of the affected hemisphere explained 13% of incremental variance for cognitive flexibility (p = .033). CONCLUSIONS White matter integrity and functional MRI markers of the DMN in acute stroke explain incremental variance for post-stroke cognitive outcome beyond demographic, clinical, and macrostructural information.
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Affiliation(s)
- Viktoria Fruhwirth
- Department of Neurology, Medical University of Graz, Graz, Austria; Department of Neurology, Research Unit for Neuronal Plasticity and Repair, Medical University of Graz, Graz, Austria; Institute of Psychology, Department of Biological Psychology, University of Graz, Graz, Austria
| | - Lisa Berger
- Institute of Psychology, Department of Neuropsychology - Neuroimaging, University of Graz, Graz, Austria
| | - Thomas Gattringer
- Department of Neurology, Medical University of Graz, Graz, Austria; Division of Neuroradiology, Vascular and Interventional Radiology, Department of Radiology, Medical University of Graz, Graz, Austria
| | | | - Markus Kneihsl
- Department of Neurology, Medical University of Graz, Graz, Austria
| | | | - Stefan Ropele
- Department of Neurology, Medical University of Graz, Graz, Austria
| | - Andreas Fink
- Institute of Psychology, Department of Biological Psychology, University of Graz, Graz, Austria
| | - Hannes Deutschmann
- Division of Neuroradiology, Vascular and Interventional Radiology, Department of Radiology, Medical University of Graz, Graz, Austria
| | - Gernot Reishofer
- Division of Neuroradiology, Vascular and Interventional Radiology, Department of Radiology, Medical University of Graz, Graz, Austria
| | - Christian Enzinger
- Department of Neurology, Medical University of Graz, Graz, Austria; Department of Neurology, Research Unit for Neuronal Plasticity and Repair, Medical University of Graz, Graz, Austria; Division of Neuroradiology, Vascular and Interventional Radiology, Department of Radiology, Medical University of Graz, Graz, Austria
| | - Daniela Pinter
- Department of Neurology, Medical University of Graz, Graz, Austria; Department of Neurology, Research Unit for Neuronal Plasticity and Repair, Medical University of Graz, Graz, Austria.
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13
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Marek K, Zielińska-Nowak E, Redlicka J, Starosta M, Miller E. Intracranial Hemorrhage-Is Very Early Rehabilitation Safe? A Narrative Review. J Clin Med 2024; 13:3776. [PMID: 38999342 PMCID: PMC11242133 DOI: 10.3390/jcm13133776] [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: 04/19/2024] [Revised: 06/15/2024] [Accepted: 06/18/2024] [Indexed: 07/14/2024] Open
Abstract
Intracerebral hemorrhage (ICH) is a serious neurological disease with a 30-day mortality rate of 34-50%. Rehabilitation can reduce disability and improve recovery from a stroke; however, it is uncertain whether early rehabilitation is safe. There are many studies and reviews on rehabilitation for chronic conditions, but there is not enough information on the details of rehabilitation in the acute and subacute phases of ICH. We analyzed clinical trials from the electronic databases PubMed, PubMedCentral, Medline, Cochrane Library, Embase, Scopus and PEDro. Based on the data, we determined that early rehabilitation of patients with ICH has beneficial effects on improving ADL scores, motor function, functional independence, quality of life, improved gait, improved trunk control and reduced mortality. Varying the duration and intensity of rehabilitation in patients with ICH may improve health status, functional outcomes and reduce the length of stay in the hospital. The earliest protocol for initiating rehabilitation after ICH included up to 24 h after stroke onset. The medical literature indicates the need for more randomized controlled group trials of early rehabilitation in patients with acute and subacute ICH with a precise timing of rehabilitation initiation. This narrative review aims to summarize the existing evidence and provide insights into the current state of knowledge regarding the safety of early rehabilitation. There is a need for a clear definition of "early rehabilitation" when determining the most appropriate time to begin rehabilitation therapy.
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Affiliation(s)
- Klaudia Marek
- Department of Neurological Rehabilitation, Medical University of Lodz, Milionowa 14, 93-113 Lodz, Poland; (E.Z.-N.); (J.R.); (M.S.)
| | | | | | | | - Elżbieta Miller
- Department of Neurological Rehabilitation, Medical University of Lodz, Milionowa 14, 93-113 Lodz, Poland; (E.Z.-N.); (J.R.); (M.S.)
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14
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Takahashi MTC, Balardin JB, Bazán PR, Boasquevisque DDS, Amaro E, Conforto AB. Effect of transcranial direct current stimulation in the initial weeks post-stroke: a pilot randomized study. EINSTEIN-SAO PAULO 2024; 22:eAO0450. [PMID: 38922218 PMCID: PMC11196089 DOI: 10.31744/einstein_journal/2024ao0450] [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: 01/16/2023] [Accepted: 09/18/2023] [Indexed: 06/27/2024] Open
Abstract
OBJECTIVE This study aimed at assessing the alterations in upper limb motor impairment and connectivity between motor areas following the post-stroke delivery of cathodal transcranial direct current stimulation sessions. METHODS Modifications in the Fugl-Meyer Assessment scores, connectivity between the primary motor cortex of the unaffected and affected hemispheres, and between the primary motor and premotor cortices of the unaffected hemisphere were compared prior to and following six sessions of cathodal transcranial direct current stimulation application in 13 patients (active = 6; sham = 7); this modality targets the primary motor cortex of the unaffected hemisphere early after a stroke. RESULTS Clinically relevant distinctions in Fugl-Meyer Assessment scores (≥9 points) were observed more frequently in the Sham Group than in the Active Group. Between-group differences in the alterations in Fugl-Meyer Assessment scores were not statistically significant (Mann-Whitney test, p=0.133). ROI-to-ROI correlations between the primary motor cortices of the affected and unaffected hemispheres post-therapeutically increased in 5/6 and 2/7 participants in the Active and Sham Groups, respectively. Between-group differences in modifications in connectivity between the aforementioned areas were not statistically significant. Motor performance enhancements were more frequent in the Sham Group compared to the Active Group. CONCLUSION The results of this hypothesis-generating investigation suggest that heightened connectivity may not translate into early clinical benefits following a stroke and will be crucial in designing larger cohort studies to explore mechanisms underlying the impacts of this intervention. ClinicalTrials.gov Identifier: NCT02455427.
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Affiliation(s)
- Marcela Tengler Carvalho Takahashi
- Hospital Municipal da Vila Santa Catarina Dr. Gilson Cássia Marques de CarvalhoHospital Israelita Albert EinsteinSão PauloSPBrazilHospital Municipal da Vila Santa Catarina Dr. Gilson Cássia Marques de Carvalho ; Hospital Israelita Albert Einstein,São Paulo, SP, Brazil.
| | - Joana Bisol Balardin
- Hospital Israelita Albert EinsteinSão PauloSPBrazil Hospital Israelita Albert Einstein, São Paulo, SP, Brazil.
| | - Paulo Rodrigo Bazán
- Hospital Israelita Albert EinsteinSão PauloSPBrazil Hospital Israelita Albert Einstein, São Paulo, SP, Brazil.
| | - Danielle de Sá Boasquevisque
- Division of NeurologyPopulation Health Research InstitutMcMaster UniversityHamiltonOntarioCanada Division of Neurology, Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada.
| | - Edson Amaro
- Hospital Israelita Albert EinsteinSão PauloSPBrazil Hospital Israelita Albert Einstein, São Paulo, SP, Brazil.
| | - Adriana Bastos Conforto
- Hospital Israelita Albert EinsteinSão PauloSPBrazil Hospital Israelita Albert Einstein, São Paulo, SP, Brazil.
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15
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Alashram AR. Combined noninvasive brain stimulation virtual reality for upper limb rehabilitation poststroke: A systematic review of randomized controlled trials. Neurol Sci 2024; 45:2523-2537. [PMID: 38286919 DOI: 10.1007/s10072-024-07360-8] [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: 12/12/2023] [Accepted: 01/22/2024] [Indexed: 01/31/2024]
Abstract
Upper limb impairments are common consequences of stroke. Noninvasive brain stimulation (NIBS) and virtual reality (VR) play crucial roles in improving upper limb function poststroke. This review aims to evaluate the effects of combined NIBS and VR interventions on upper limb function post-stroke and to provide recommendations for future studies in the rehabilitation field. PubMed, MEDLINE, PEDro, SCOPUS, REHABDATA, EMBASE, and Web of Science were searched from inception to November 2023. Randomized controlled trials (RCTs) encompassed patients with a confirmed stroke diagnosis, administrated combined NIBS and VR compared with passive (i.e., rest) or active (conventional therapy), and included at least one outcome assessing upper limb function (i.e., strength, spasticity, function) were selected. The quality of the included studies was assessed using the Cochrane Collaboration tool. Seven studies met the eligibility criteria. In total, 303 stroke survivors (Mean age: 61.74 years) were included in this review. According to the Cochrane Collaboration tool, five studies were classified as "high quality," while two were categorized as "moderate quality". There are mixed findings for the effects of combined NIBS and VR on upper limb function in stroke survivors. The evidence for the effects of combined transcranial direct current stimulation and VR on upper limb function post-stroke is promising. However, the evidence regarding the effects of combined repetitive transcranial magnetic stimulation and VR on upper limb function is limited. Further randomized controlled trials with long-term follow-up are strongly warranted.
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Affiliation(s)
- Anas R Alashram
- Department of Physiotherapy, Middle East University, Amman, Jordan.
- Applied Science Research Center, Applied Science Private University, Amman, Jordan.
- Department of Human Sciences and Promotion of the Quality of Life, San Raffaele Roma Open University, Rome, Italy.
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16
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Rodrigues NAG, da Silva SLA, Nascimento LR, de Paula Magalhães J, Sant'Anna RV, de Morais Faria CDC, Faria-Fortini I. R3-Walk and R6-Walk, Simple Clinical Equations to Accurately Predict Independent Walking at 3 and 6 Months After Stroke: A Prospective, Cohort Study. Arch Phys Med Rehabil 2024; 105:1116-1123. [PMID: 38281578 DOI: 10.1016/j.apmr.2024.01.013] [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: 08/10/2023] [Accepted: 01/12/2024] [Indexed: 01/30/2024]
Abstract
OBJECTIVE To investigate if independent walking at 3 and 6 months poststroke can be accurately predicted within the first 72 hours, based on simple clinical bedside tests. DESIGN Prospective observational cohort study with 3-time measurements: immediately after stroke, and 3 and 6 months poststroke. SETTING Public hospital. PARTICIPANTS Adults with first-ever stroke evaluated at 3 (N=263) and 6 (N=212) months poststroke. INTERVENTION Not applicable. MAIN OUTCOME MEASURES The outcome of interest was independent walking at 3 and 6 months after stroke. Predictors were age, walking ability, lower limb strength, motor recovery, spatial neglect, continence, and independence in activities of daily living. RESULTS The equation for predicting walking 3 months poststroke was 3.040 + (0.283 × FAC baseline) + (0.021 × Modified Barthel Index), and for predicting walking 6 months poststroke was 3.644 + (-0.014 × age) + (0.014 × Modified Barthel Index). For walking ability 3 months after stroke, sensitivity was classified as high (91%; 95% CI: 81-96), specificity was moderate (57%; 95% CI: 45-69), positive predictive value was high (76%; 95% CI: 64-86), and negative predictive value was high (80%; 95% CI: 60-93). For walking ability 6 months after stroke, sensitivity was classified as moderate (54%; 95% CI: 47-61), specificity was high (81%; 95% CI: 61-92), positive predictive value was high (87%; 95% CI: 70-96), and negative predictive value was low (42%; 95% CI: 50-73). CONCLUSIONS This study provided 2 simple equations that predict walking ability 3 and 6 months after stroke. This represents an important step to accurately identify individuals, who are at high risk of walking dependence early after stroke.
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Affiliation(s)
| | | | | | - Jordana de Paula Magalhães
- Graduate Program in Rehabilitation Sciences, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | | | | | - Iza Faria-Fortini
- Department of Occupational Therapy, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil.
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Bhattacharjee S, Barman A, Patel S, Sahoo J. The Combined Effect of Robot-assisted Therapy and Activities of Daily Living Training on Upper Limb Recovery in Persons With Subacute Stroke: A Randomized Controlled Trial. Arch Phys Med Rehabil 2024; 105:1041-1049. [PMID: 38367830 DOI: 10.1016/j.apmr.2024.01.027] [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: 10/17/2023] [Revised: 01/22/2024] [Accepted: 01/27/2024] [Indexed: 02/19/2024]
Abstract
OBJECTIVES To evaluate the effectiveness of robot-assisted therapy (RAT) followed by activities of daily living (ADL) training in comparison with conventional rehabilitation therapy (CRT) and ADL training in individuals with subacute stroke. DESIGN A single-blind, 2-arm, parallel-group, open-level, randomized controlled trial. SETTING A tertiary care teaching hospital in India. PARTICIPANTS Forty-four persons (n=44) with first-ever stroke (in subacute stage) were enrolled from August 2021 to July 2023. INTERVENTION Participants in the RAT group (n=22) received RAT for 30 minutes, followed by ADL training for 30 minutes. In contrast, participants in the CRT group (n=22) received CRT (30 minutes) followed by ADL training (30 minutes). Both groups received allocated interventions for 15 days over 3 weeks (5 days/week, 3 weeks). MAIN OUTCOME MEASURES Primary outcome: Motor domain score of the Fugl-Meyer Assessment scale for upper extremity (FMA-UE). SECONDARY OUTCOMES the other domains scores of FMA-UE (UL -sensation, -joint motions, -joint pain); Modified Ashworth Scale (MAS) (spasticity); hand-function (HF) and ADL-domain scores of the stroke impact scale (SIS); WHOQQL-BREF questionnaires (QOL). Participants were assessed at enrolment and follow-up at 3, 6, and 12 weeks. RESULTS Persons who received RAT and ADL training reported significant improvement (P<.05) in UL motor function (mean difference [MD]=3.54;(95% confidence interval [CI]: 1.28 to 5.79]), UL passive joint motions (MD=2.54; [95% CI: 1.56 to 3.52]), SIS-HF (MD=6.37;[95% CI: 4.75 to 7.99]), SIS-ADL (MD=7.13 [95% CI: 3.52 to 8.74]), and in all domains of WHOQOL-BREF (except environmental domain) compared with persons who received CRT and ADL training at 12 weeks. CONCLUSIONS The findings indicate that RAT followed by ADL training is more effective than CRT followed by ADL training in motor improvement, SIS-HF, SIS-ADL, and QOL at 12 weeks.
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Affiliation(s)
- Souvik Bhattacharjee
- Department of Physical Medicine and Rehabilitation, All India Institute of Medical Sciences, Bhubaneswar, India
| | - Apurba Barman
- Department of Physical Medicine and Rehabilitation, All India Institute of Medical Sciences, Bhubaneswar, India.
| | - Suman Patel
- Department of Physical Medicine and Rehabilitation, All India Institute of Medical Sciences, Bhubaneswar, India
| | - Jagannatha Sahoo
- Department of Physical Medicine and Rehabilitation, All India Institute of Medical Sciences, Bhubaneswar, India
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18
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O'Callaghan G, Fahy M, O'Meara S, Chawke M, Waldron E, Corry M, Gallagher S, Coyne C, Lynch J, Kennedy E, Walsh T, Cronin H, Hannon N, Fallon C, Williams DJ, Langhorne P, Galvin R, Horgan F. Transitioning to home and beyond following stroke: a prospective cohort study of outcomes and needs. BMC Health Serv Res 2024; 24:449. [PMID: 38600523 PMCID: PMC11005232 DOI: 10.1186/s12913-024-10820-8] [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: 10/09/2023] [Accepted: 03/04/2024] [Indexed: 04/12/2024] Open
Abstract
INTRODUCTION Understanding of the needs of people with stroke at hospital discharge and in the first six-months is limited. This study aim was to profile and document the needs of people with stroke at hospital discharge to home and thereafter. METHODS A prospective cohort study recruiting individuals with stroke, from three hospitals, who transitioned home, either directly, through rehabilitation, or with early supported discharge teams. Their outcomes (global-health, cognition, function, quality of life, needs) were described using validated questionnaires and a needs survey, at 7-10 days, and at 3-, and 6-months, post-discharge. RESULTS 72 patients were available at hospital discharge; mean age 70 (SD 13); 61% female; median NIHSS score of 4 (IQR 0-20). 62 (86%), 54 (75%), and 45 (63%) individuals were available respectively at each data collection time-point. Perceived disability was considerable at hospital discharge (51% with mRS ≥ 3), and while it improved at 3-months, it increased thereafter (35% with mRS ≥ 3 at 6-months). Mean physical health and social functioning were "fair" at hospital discharge and ongoing; while HR-QOL, although improved over time, remained impaired at 6-months (0.69+/-0.28). At 6-months cognitive impairment was present in 40%. Unmet needs included involvement in transition planning and care decisions, with ongoing rehabilitation, information, and support needs. The median number of unmet needs at discharge to home was four (range:1-9), and three (range:1-7) at 6-months. CONCLUSION Stroke community reintegration is challenging for people with stroke and their families, with high levels of unmet need. Profiling outcomes and unmet needs for people with stroke at hospital-to-home transition and onwards are crucial for shaping the development of effective support interventions to be delivered at this juncture. ISRCTN REGISTRATION 02/08/2022; ISRCTN44633579.
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Affiliation(s)
- Geraldine O'Callaghan
- iPASTAR Collaborative Doctoral Award Programme, School of Physiotherapy, RCSI University of Medicine and Health Sciences, 123 St. Stephen's Green, Dublin 2, Ireland.
- iPASTAR Collaborative Doctoral Award Programme, RCSI Division of Population Health Sciences, RCSI University of Medicine and Health Sciences, 123 St. Stephen's Green, Dublin 2, Ireland.
| | - Martin Fahy
- iPASTAR Collaborative Doctoral Award Programme, RCSI Division of Population Health Sciences, RCSI University of Medicine and Health Sciences, 123 St. Stephen's Green, Dublin 2, Ireland
| | - Sigrid O'Meara
- iPASTAR Collaborative Doctoral Award Programme, RCSI Division of Population Health Sciences, RCSI University of Medicine and Health Sciences, 123 St. Stephen's Green, Dublin 2, Ireland
| | - Mairead Chawke
- Early Supported Discharge Team for Stroke, Galway University Hospital, Newcastle Rd, H91 YR71, Galway, Ireland
| | - Eithne Waldron
- Early Supported Discharge Team for Stroke, Galway University Hospital, Newcastle Rd, H91 YR71, Galway, Ireland
| | - Marie Corry
- Early Supported Discharge Team for Stroke, Galway University Hospital, Newcastle Rd, H91 YR71, Galway, Ireland
| | - Sinead Gallagher
- Acute Stroke Team, Regional Hospital Mullingar, N91 NA43, Co. Westmeath, Ireland
| | - Catriona Coyne
- Acute Stroke Team, Regional Hospital Mullingar, N91 NA43, Co. Westmeath, Ireland
| | - Julie Lynch
- Acute Stroke Team, Beaumont Hospital, D09V2N0, Dublin 9, Ireland
| | - Emma Kennedy
- Acute Stroke Team, Beaumont Hospital, D09V2N0, Dublin 9, Ireland
| | - Thomas Walsh
- Consultant Geriatrician / Stroke Physician, Stroke and Geriatric Medicine, Galway University Hospital, Newcastle Rd, H91 YR71, Galway, Ireland
| | - Hilary Cronin
- Consultant Geriatrician, Regional Hospital Mullingar, N91 NA43, Co. Westmeath, Ireland
| | - Niamh Hannon
- Consultant Stroke Physician, Stroke and Geriatric Medicine, Galway University Hospital, Newcastle Rd, H91 YR71, Galway, Ireland
| | - Clare Fallon
- Consultant Geriatrician, General Internal Medicine Physician & RCSI Undergraduate Dean, Regional Hospital Mullingar, N91 NA43, Co. Westmeath, Ireland
| | - David J Williams
- Department of Geriatric and Stroke Medicine and iPASTAR Collaborative Doctoral Award Programme, RSCI University of Medicine and Health Sciences and Beaumont Hospital, Dublin 9, Ireland
| | - Peter Langhorne
- School of Cardiovascular and Metabolic Health (SCMH), University of Glasgow, G12 8QQ, Glasgow, Scotland
| | - Rose Galvin
- School of Allied Health, Faculty of Education and Health Sciences, Ageing Research Centre, Health Research Institute, University of Limerick, V94 T9PX, Limerick, Ireland
| | - Frances Horgan
- iPASTAR Collaborative Doctoral Award Programme, School of Physiotherapy, RCSI University of Medicine and Health Sciences, 123 St. Stephen's Green, Dublin 2, Ireland
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19
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Scheermesser M, Baumgartner D, Nast I, Bansi J, Kool J, Bischof P, Bauer CM. Therapists and patients perceptions of a mixed reality system designed to improve trunk control and upper extremity function. Sci Rep 2024; 14:6598. [PMID: 38503795 PMCID: PMC10951291 DOI: 10.1038/s41598-024-55692-4] [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: 07/14/2023] [Accepted: 02/27/2024] [Indexed: 03/21/2024] Open
Abstract
A prototype system aimed at improving arm function and trunk control after stroke has been developed that combines mixed-reality (MR) feedback with a mobile seat system (Holoreach). The purpose of this study was to assess the usability of Holoreach in a rehabilitation setting from both the patient and therapist perspective. Ten therapists (eight physiotherapists and two occupational therapists) used the device in their regular therapy programs for fifteen stroke patients with trunk control issues. Each patient received four individual therapy sessions with the device performed under the supervision of the therapist. Therapists and patients kept therapy diaries and used customized questionnaires. At the end of the study two focus groups were conducted to further assess usability. Generally, the prototype system is suitable for training trunk and arm control. The therapists expressed overall positive views on the impact of Holoreach. They characterized it as new, motivating, fresh, joyful, interesting, and exciting. All therapists and 80% of the patients agreed with the statement that training with Holoreach is beneficial for rehabilitation. Nonetheless, improvements are required in the hardware and software, and design. The prototype system contributes at various levels to the rapidly evolving advances in neurorehabilitation, particularly regarding the practical aspect of exercise delivery.
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Affiliation(s)
- M Scheermesser
- School of Health Sciences, Institute of Physiotherapy, Zurich University of Applied Sciences, Katharina-Sulzer-Platz 9, 8401, Winterthur, Switzerland.
| | - D Baumgartner
- School of Engineering, Institute of Mechanical Systems IMES, Zurich University of Applied Sciences, Technikumstrasse 71, 8400, Winterthur, Switzerland
| | - I Nast
- School of Health Sciences, Institute of Physiotherapy, Zurich University of Applied Sciences, Katharina-Sulzer-Platz 9, 8401, Winterthur, Switzerland
| | - J Bansi
- Kliniken-Valens, Research and Development, Rehabilitation Centre Valens, Taminaplatz 1, 7317, Valens, Switzerland
- Department of Health, Physiotherapy, OST-University of Applied Sciences Eastern Switzerland, Rosenbergstrasse 59, 9001, St. Gallen, Switzerland
| | - J Kool
- Kliniken-Valens, Research and Development, Rehabilitation Centre Valens, Taminaplatz 1, 7317, Valens, Switzerland
| | - P Bischof
- School of Engineering, Institute of Mechanical Systems IMES, Zurich University of Applied Sciences, Technikumstrasse 71, 8400, Winterthur, Switzerland
| | - C M Bauer
- School of Health Sciences, Institute of Physiotherapy, Zurich University of Applied Sciences, Katharina-Sulzer-Platz 9, 8401, Winterthur, Switzerland.
- Lake Lucerne Institute, Seestrasse 18, 6354, Vitznau, Switzerland.
- Faculty of Sport and Health Science, University of Jyväskylä, PO Box 35, 40014, Jyvaskyla, Finland.
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Lin YN, Van Sang P, Chiu V, Kang JH, Liou TH, Ni P, Chang FH. Prediction of Changes in Functional Outcomes During the First Year After Inpatient Stroke Rehabilitation: A Longitudinal Study. Arch Phys Med Rehabil 2024; 105:487-497. [PMID: 37802175 DOI: 10.1016/j.apmr.2023.09.016] [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: 12/16/2022] [Revised: 09/13/2023] [Accepted: 09/14/2023] [Indexed: 10/08/2023]
Abstract
OBJECTIVE To identify meaningful changes in patients in 3 functional domains (basic mobility [BM], daily activity [DA], and applied cognition [AC]) after discharge from inpatient stroke rehabilitation and to identify the predictors of 1-year functional improvement. DESIGN A longitudinal, multicenter, prospective cohort study. SETTING The acute care wards of 3 hospitals in the Greater Taipei area of Taiwan. PARTICIPANTS Five hundred patients with stroke in acute care wards (mean age=60±12.2 years, 62% men, N=500). INTERVENTIONS Not applicable. MAIN OUTCOME MEASURE(S) The Mandarin version of the Activity Measure for Post-Acute Care (AM-PAC) short forms were assessed at discharge and 3-, 6-, and 12-month follow-up. The minimal detectable change (MDC) was used to categorize changes in the scores as improved and unimproved at the 4 time points. RESULTS The mean scores of the AM-PAC BM and DA subscales substantially increased over the first 3 months after discharge (86% of participants exhibited improvement) and slightly increased during the subsequent 9 months (5∼26% of participants exhibited improvement). However, the mean score of the AC subscale decreased within the first 3 months and increased over the subsequent 9 months (22-23% of participants exhibited improvement). The BM, AC scores at discharge were the dominant predictors of subsequent functional improvement (P<.05). Patients with a higher functional stage at discharge were more likely to experience significant improvement. CONCLUSION This study established the capacity of the AM-PAC to predict functional improvement in 3 domains during the early, middle, and late stages of recovery. The findings can assist clinicians in identifying patients at risk of unfavorable long-term functional recovery and providing such patients with tailored interventions during the early stage of rehabilitation.
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Affiliation(s)
- Yen-Nung Lin
- Graduate Institute of Injury Prevention and Control, College of Public Health, Taipei Medical University, Taipei, Taiwan; Department of Physical Medicine and Rehabilitation, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan
| | - Phan Van Sang
- Graduate Institute of Injury Prevention and Control, College of Public Health, Taipei Medical University, Taipei, Taiwan
| | - Valeria Chiu
- Department of Physical Medicine and Rehabilitation, Taipei Tzu Chi Hospital, Buddhist TzuChi Medical Foundation, New Taipei City, Taiwan
| | - Jiunn-Horng Kang
- Department of Physical Medicine and Rehabilitation, Taipei Medical University Hospital, Taipei, Taiwan; Research Centre of Artificial Intelligence in Medicine, Taipei Medical University, Taipei, Taiwan; Graduate Institute of Nanomedicine and Medical Engineering, College of Biomedical Engineering, Taipei Medical University, Taipei, Taiwan
| | - Tsan-Hon Liou
- Department of Physical Medicine and Rehabilitation, Shuang Ho Hospital, Taipei Medical University, Taipei, Taiwan; Department of Physical Medicine and Rehabilitation, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan
| | - Pengsheng Ni
- Health Law, Policy, and Management: Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, MA
| | - Feng-Hang Chang
- Graduate Institute of Injury Prevention and Control, College of Public Health, Taipei Medical University, Taipei, Taiwan; Department of Physical Medicine and Rehabilitation, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan.
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21
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Rothacher C, Liepert J. [Factors Modulating Motor Function Changes in Stroke Patients During Inpatient Neurological Rehabilitation]. DIE REHABILITATION 2024; 63:31-38. [PMID: 38335972 DOI: 10.1055/a-2204-3952] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/12/2024]
Abstract
PURPOSE To identify factors that have an impact on the degree of functional improvements in stroke patients during inpatient neurological rehabilitation. METHODS Retrospective analysis of 398 stroke patients who participated in an inpatient Phase C rehabilitation (Barthel index between 30 and 70 points). We correlated changes in 3 physiotherapeutic assessments (transfer from sitting to standing; transfer from bed to (wheel)chair; climbing stairs) and 3 occupational therapeutic assessments (eating/drinking; dressing of the upper part of the body; object manipulation) with the factors age, gender, Barthel-Index at admission, time since stroke, length of stay in inpatient rehab, number and extent of therapies and ischemic versus hemorrhagic stroke. In addition, a stepwise regression analysis was performed. RESULTS The patient group showed significant improvements in all assessments. Length of stay in inpatient rehab and number/extent of therapies correlated with improvements of transfer from sitting to standing, transfer from bed to (wheel)chair, climbing stairs, and dressing of the upper part of the body. Number/extent of therapies also correlated with eating/drinking. Barthel-Index at admission was negatively correlated with transfer from sitting to standing, transfer from bed to (wheel)chair, and dressing of the upper part of the body. No correlation between changes of motor functions and age or gender or type of stroke (ischemic versus hemorrhagic) was found. Patients<3 months after stroke showed stronger improvements of transfer from sitting to standing, transfer from bed to (wheel)chair, climbing stairs, dressing of the upper part of the body, and object manipulation than patients>6 months after stroke. However, patients<3 months after stroke also stayed 10 days longer in inpatient rehab. The stepwise regression analysis identified the number of physiotherapies and Barthel-Index at admission as the most important factors for changes in transfer from sitting to standing and transfer from bed to (wheel)chair, number of physiotherapies and time since stroke for climbing stairs, number of occupational therapies for eating/drinking, number of occupational therapies and time since stroke for dressing the upper part of the body and number of occupational therapies and length of inpatient rehab for object manipulation. CONCLUSION In stroke patients, a higher number of therapies is associated with greater improvements of motor functions. Age, gender and type of stroke have no relevant impact on changes of motor functions during inpatient rehabilitation.
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Kilbride C, Butcher T, Warland A, Ryan J, Scott DJM, Cassidy E, Athanasiou DA, Singla-Buxarrais G, Baker K, Norris M. Rehabilitation via HOMe-Based gaming exercise for the Upper limb post Stroke (RHOMBUS): a qualitative analysis of participants' experience. BMJ Open 2024; 14:e075821. [PMID: 38245009 PMCID: PMC10806457 DOI: 10.1136/bmjopen-2023-075821] [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: 05/19/2023] [Accepted: 11/08/2023] [Indexed: 01/22/2024] Open
Abstract
OBJECTIVE To report participants' experiences of trial processes and use of the Neurofenix platform for home-based rehabilitation following stroke. The platform, consisting of the NeuroBall device and Neurofenix app, is a non-immersive virtual reality tool to facilitate upper limb rehabilitation following stroke. The platform has recently been evaluated and demonstrated to be safe and effective through a non-randomised feasibility trial (RHOMBUS). DESIGN Qualitative approach using semistructured interviews. Interviews were audio recorded, transcribed verbatim and analysed using the framework method. SETTING Participants' homes, South-East England. PARTICIPANTS Purposeful sample of 18 adults (≥18 years), minimum 12 weeks following stroke, not receiving upper limb rehabilitation prior to the RHOMBUS trial, scoring 9-25 on the Motricity Index (elbow and shoulder), with sufficient cognitive and communicative abilities to participate. RESULTS Five themes were developed which explored both trial processes and experiences of using the platform. Factors that influenced participant's decision to take part in the trial, their perceptions of support provided during the trial and communication with the research team were found to be important contextual factors effecting participants' overall experience. Specific themes around usability and comfort of the NeuroBall device, factors motivating persistence and perceived effectiveness of the intervention were highlighted as being central to the usability and acceptability of the platform. CONCLUSION This study demonstrated the overall acceptability of the platform and identified areas for enhancement which have since been implemented by Neurofenix. The findings add to the developing literature on the interface between virtual reality systems and user experience. TRIAL REGISTRATION NUMBER ISRCTN60291412.
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Affiliation(s)
- Cherry Kilbride
- Department of Health Sciences, Brunel University London, Uxbridge, UK
| | - Tom Butcher
- Department of Health Sciences, Brunel University London, Uxbridge, UK
- Department of Sport, Exercise and Rehabilitation, Northumbria University, Newcastle upon Tyne, UK
| | - Alyson Warland
- Department of Health Sciences, Brunel University London, Uxbridge, UK
| | - Jennifer Ryan
- Department of Health Sciences, Brunel University London, Uxbridge, UK
- Public Health and Epidemiology, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Daniel J M Scott
- Department of Health Sciences, Brunel University London, Uxbridge, UK
- Neurofenix, London, UK
| | | | | | | | - Karen Baker
- Department of Health Sciences, Brunel University London, Uxbridge, UK
- Neurofenix, London, UK
| | - Meriel Norris
- Department of Health Sciences, Brunel University London, Uxbridge, UK
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Inoue S, Takagi H, Tan E, Oyama C, Otaka E, Kondo K, Otaka Y. Comparison of usefulness between the Mini-Balance Evaluation Systems Test and the Berg Balance Scale for measuring balance in patients with subacute stroke: a prospective cohort study. FRONTIERS IN REHABILITATION SCIENCES 2024; 4:1308706. [PMID: 38239627 PMCID: PMC10794569 DOI: 10.3389/fresc.2023.1308706] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Accepted: 12/07/2023] [Indexed: 01/22/2024]
Abstract
Introduction The aim of this study was to compare the clinical applicability of the Mini-Balance Evaluation Systems Test and the Berg Balance Scale for measuring balance in inpatients with subacute stroke. Methods This was a prospective observational study which included 58 consecutive patients admitted to a convalescent rehabilitation hospital with a first-ever stroke and who met the inclusion/exclusion criteria. The Mini-Balance Evaluation Systems Test and the Berg Balance Scale were used to assess patient balance at admission and discharge. The ceiling and floor effects and responsiveness of each balance score were examined. In addition, receiver operating characteristic analysis based on each balance score at admission was used to examine its discriminative power to predict ambulatory independence and falls during hospitalization. Results The mean (standard deviation) change between admission and discharge for each balance scale was 4.4 (4.7) for the Mini-Balance Evaluation Systems Test and 8.3 (10.0) for the Berg Balance Scale, with standard response means, a measure of responsiveness of 0.9 (large) and 0.8 (medium), respectively. Each balance score at admission almost equally predicted gait independence and fallers during hospitalization. On the contrary, only the distribution of scores on the Berg Balance Scale at discharge showed a ceiling effect, with 25 patients (43%) obtaining a perfect score. Discussion The Mini-Balance Evaluation Systems Test may be useful as a balance measure for inpatients with subacute stroke because it is less susceptible to ceiling effects and more responsive than the Berg Balance Scale.
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Affiliation(s)
- Seigo Inoue
- Department of Rehabilitation Medicine, Tokyo Bay Rehabilitation Hospital, Chiba, Japan
| | - Hideyuki Takagi
- Department of Rehabilitation Medicine, Tokyo Bay Rehabilitation Hospital, Chiba, Japan
| | - Emiko Tan
- Department of Rehabilitation Medicine, Tokyo Bay Rehabilitation Hospital, Chiba, Japan
| | - Chisato Oyama
- Department of Rehabilitation Medicine, Tokyo Bay Rehabilitation Hospital, Chiba, Japan
| | - Eri Otaka
- Assistive Robot Center, National Center for Geriatrics and Gerontology, Aichi, Japan
| | - Kunitsugu Kondo
- Department of Rehabilitation Medicine, Tokyo Bay Rehabilitation Hospital, Chiba, Japan
| | - Yohei Otaka
- Department of Rehabilitation Medicine, Tokyo Bay Rehabilitation Hospital, Chiba, Japan
- Department of Rehabilitation Medicine I, School of Medicine, Fujita Health University, Aichi, Japan
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Ghazavi Dozin SM, Mohammad Rahimi N, Aminzadeh R. Wii Fit-Based Biofeedback Rehabilitation Among Post-Stroke Patients: A Systematic Review and Meta-Analysis of Randomized Controlled Trial. Biol Res Nurs 2024; 26:5-20. [PMID: 37247514 DOI: 10.1177/10998004231180316] [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] [Indexed: 05/31/2023]
Abstract
BACKGROUND Stroke is one of the most widespread reasons for acquired adult disability. Recent experimental studies have reported the beneficial influence of Wii Fit-based feedback on improving overall balance and gait for stroke survivors. METHODS We conducted a systematic review of the literature using the following keywords to retrieve the data: feedback, biofeedback, stroke, visual, auditory, tactile, virtual reality, videogame rehabilitation, Nintendo Wii stroke, videogame stroke, exergame stroke, Nintendo Wii rehabilitation, balance, and gait. A review and meta-analysis of RCTs regarding Wii Fit-based rehabilitation accompanied by conventional therapy effects on Berg Balance Scale (BBS), Timed Up and Go (TUG), functional reach test, and gait (speed) in stroke survivors was conducted. OBJECTIVE To determine the impacts of Wii Fit-based feedback combined with traditional therapy on balance and gait in stroke survivors. RESULTS 22 studies were included. The meta-analysis results revealed statistically significant improvements in functional ambulation measured using TUG (p < 0.0001), balance measured using BBS (p = 0.0001), and functional reach test (p = 0.01), but not in gait speed (p = 0.32) following Wii Fit-based feedback. Regarding the types of feedback, significant differences were found in BBS scores when mixed visual and auditory feedback was used. CONCLUSION Wii Fit-based feedback has desired effects on improving balance in stroke patients, making it a suitable adjunct to physical therapy.
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Affiliation(s)
| | | | - Reza Aminzadeh
- Department of Sports Sciences, Imam Reza International University, Mashhad, Iran
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25
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Silva EADM, Batista LR, Braga MAF, Teixeira-Salmela LF, Faria CDCDM, Faria-Fortini I. Predicting self-perceived manual ability at three and six months after stroke: A prospective longitudinal study. J Stroke Cerebrovasc Dis 2024; 33:107479. [PMID: 37984045 DOI: 10.1016/j.jstrokecerebrovasdis.2023.107479] [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: 07/14/2023] [Revised: 10/25/2023] [Accepted: 11/06/2023] [Indexed: 11/22/2023] Open
Abstract
BACKGROUND Recovery of manual ability is a critical issue in rehabilitation. Currently, little is known regarding the baseline predictors of self-perceived manual ability, which could capture information on individual's perceived functional ability, especially in carrying-out routine tasks outside clinical settings. OBJECTIVE To identify baseline predictors, which can be easily obtained within clinical settings, of self-perceived manual ability at three and six months after discharge from a stroke unit. METHODS A 6-month longitudinal study was carried-out. Participants were recruited from a stroke unit of a public hospital. The dependent outcome was self-perceived manual ability, and the following predictors were investigated: age, stroke severity, upper-limb motor impairments, cognitive function, muscle strength, and functional capacity. Linear regression analyses were employed to identify multivariate predictors of manual ability at three and six months after discharge (α=5%). RESULTS Participated 131 individuals, 69 women (mean age of 60 years). Regression analyses revealed that stroke severity and age accounted for 31% and 47% of the variance in manual ability at three and six months after stroke, respectively. Stroke severity was the best predictor of manual ability at three (R2=29%; F=44.7; p<0.0001) and six months (R2=45%; F=88.2; p<0.0001) after stroke, respectively. CONCLUSION Stroke severity showed to be the best predictor of manual ability at both three and six months after stroke. Although significant, age added little to the explained variance.
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Affiliation(s)
| | - Ludmilla Ribeiro Batista
- Graduate Program in Occupational Studies, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil
| | | | | | | | - Iza Faria-Fortini
- Department of Occupational Therapy, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.
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26
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Yang SW, Ma SR, Choi JB. Effect of 3-Dimensional Robotic Therapy Combined with Electromyography-Triggered Neuromuscular Electrical Stimulation on Upper Limb Function and Cerebral Cortex Activation in Stroke Patients: A Randomized Controlled Trial. Bioengineering (Basel) 2023; 11:12. [PMID: 38247889 PMCID: PMC10813281 DOI: 10.3390/bioengineering11010012] [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: 11/26/2023] [Revised: 12/19/2023] [Accepted: 12/21/2023] [Indexed: 01/23/2024] Open
Abstract
(1) Background: This study investigated the effect of 3-dimensional robotic therapy (RT) combined with electromyography-triggered neuromuscular electrical stimulation (RT-ENMES) on stroke patients' upper-limb function and cerebral cortex activation. (2) Methods: Sixty-one stroke patients were assigned randomly to one of three groups. The stroke patients were in the subacute stage between 2 and 6 months after onset. The three groups received 20 min of RT and 20 min of electromyography-triggered neuromuscular electrical stimulation (ENMES) in the RT-ENMES group (n = 21), 40 min of RT in the RT group (n = 20), and 40 min of ENMES in the ENMES group (n = 20). The treatments were for 40 min, 5 days per week, and for 8 weeks. Upper-extremity function was evaluated using the Fugl-Meyer assessment for upper extremity (FMA-UE), Wolf motor function test, and action research arm test (ARAT); cerebral cortex activation and motor-evoked potential (MEP) amplitude were evaluated before and after the study. (3) Results: The analysis showed significant changes in all evaluation items for all three groups in the before-and-after comparisons. Significant changes were observed in the FMA-UE, ARAT, and MEP; in the posttest, the RT-ENMES group showed more significant changes in the FMA-UE, ARAT, and MEP than the other two groups. (4) Conclusions: The study analysis suggests that RT-ENMES effectively improves upper-limb function and cerebral cortex activation in patients with stroke.
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Affiliation(s)
- Seo-Won Yang
- Department of Occupational Therapy, Sangji University, 83 Sangjidae-gil, Wonju-si 26339, Republic of Korea;
| | - Sung-Ryong Ma
- Department of Occupational Therapy, Chosun University, 309 Pilmun-daero, Dong-gu, Gwangju 61452, Republic of Korea;
| | - Jong-Bae Choi
- Department of Occupational Therapy, Chosun University, 309 Pilmun-daero, Dong-gu, Gwangju 61452, Republic of Korea;
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27
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Shen X, Yu Y, Xiao H, Ji L, Wu J. Cortical activity associated with focal muscle vibration applied directly to the affected forearm flexor muscle in post-stroke patients: an fNIRS study. Front Neurosci 2023; 17:1281160. [PMID: 38192508 PMCID: PMC10773788 DOI: 10.3389/fnins.2023.1281160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Accepted: 11/27/2023] [Indexed: 01/10/2024] Open
Abstract
Objective The purpose of this study was to utilize functional near-infrared spectroscopy (fNIRS) to identify changes in cortical activity caused by focal muscle vibration (FMV), which was directly administered to the affected forearm flexor muscles of hemiplegic stroke patients. Additionally, the study aimed to investigate the correlation between these changes and the clinical characteristics of the patients, thereby expanding the understanding of potential neurophysiological mechanisms linked to these effects. Methods Twenty-two stroke patients with right hemiplegia who were admitted to our ward for rehabilitation were selected for this study. The fNIRS data were collected from subjects using a block-design paradigm. Subsequently, the collected data were analyzed using the NirSpark software to determine the mean Oxyhemoglobin (Hbo) concentrations for each cortical region of interest (ROI) in the task and rest states for every subject. The stimulation task was FMV (frequency 60 Hz, amplitude 6 mm) directly applied to belly of the flexor carpi radialis muscle (FCR) on the affected side. Hbo was measured in six regions of interest (ROIs) in the cerebral cortex, which included the bilateral prefrontal cortex (PFC), sensorimotor cortex (SMC), and occipital cortex (OC). The clinical characteristics of the patients were assessed concurrently, including Lovett's 6-level muscle strength assessment, clinical muscle tone assessment, the upper extremity function items of the Fugl-Meyer Assessment (FMA-UE), Bruunstrom staging scale (BRS), and Modified Barthel index (MBI). Statistical analyses were conducted to determine the activation in the ROIs and to comprehend its correlation with the clinical characteristics of the patients. Results Statistical analysis revealed that, except for right OC, there were statistically significant differences between the mean Hbo in the task state and rest state for bilateral SMC, PFC, and left OC. A positive correlation was observed between the muscle strength of the affected wrist flexor group and the change values of Hbo (Hbo-CV), as well as the beta values in the left SMC, PFC, and OC. However, no statistical correlation was found between muscle strength and Hbo-CV or beta values in the right SMC, PFC, and OC. The BRS of the affected upper limb exhibited a positive correlation with the Hbo-CV or beta values in the left SMC and PFC. In contrast, no statistical correlation was observed in the right SMC, PFC, and bilateral OC. No significant correlation was found between the muscle tone of the affected wrist flexor group, FMA-UE, MBI, and Hbo-CV or beta values of cortical ROIs. Conclusion FMV-evoked sensory stimulation applied directly to the FCR belly on the paralyzed side activated additional brain cortices, including bilateral PFC and ipsilesional OC, along with bilateral SMC in stroke patients. However, the clinical characteristics of the patients were only correlated with the intensity of ipsilesional SMC and PFC activation. The results of this study provide neurophysiological theoretical support for the expanded clinical application of FMV.
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Affiliation(s)
- Xianshan Shen
- Department of Rehabilitation Medicine, The Second Affiliated Hospital of Anhui Medical University, Hefei, China
- Department of Rehabilitation and Sports Medicine, The Second Clinical College of Anhui Medical University, Hefei, China
| | - Yang Yu
- Department of Rehabilitation Medicine, The Second Affiliated Hospital of Anhui Medical University, Hefei, China
- Department of Rehabilitation and Sports Medicine, The Second Clinical College of Anhui Medical University, Hefei, China
| | - Han Xiao
- Department of Rehabilitation Medicine, The Second Affiliated Hospital of Anhui Medical University, Hefei, China
- Department of Rehabilitation and Sports Medicine, The Second Clinical College of Anhui Medical University, Hefei, China
| | - Leilei Ji
- Department of Rehabilitation Medicine, The Second Affiliated Hospital of Anhui Medical University, Hefei, China
- Department of Rehabilitation and Sports Medicine, The Second Clinical College of Anhui Medical University, Hefei, China
| | - Jianxian Wu
- Department of Rehabilitation Medicine, The Second Affiliated Hospital of Anhui Medical University, Hefei, China
- Department of Rehabilitation and Sports Medicine, The Second Clinical College of Anhui Medical University, Hefei, China
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Awaji A, Fuchigami T, Ogata R, Morioka S. Effects of Vibration-Based Generation of Timing of Tactile Perception on Upper Limb Function After Stroke: A Case Study. Cureus 2023; 15:e50855. [PMID: 38249200 PMCID: PMC10798842 DOI: 10.7759/cureus.50855] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/19/2023] [Indexed: 01/23/2024] Open
Abstract
Sensorimotor dysfunction of the fingers and hands hinders the recovery of motor function post-stroke. Generally, hemiplegic patients are unable to properly control the dynamic friction generated between their fingers and objects during hand/finger muscle activity. In addition to sensory information, a sense of agency generated by the temporal synchronization of sensory prediction and sensory feedback is required to control this dynamic friction. In the present study, we utilized a novel rehabilitation device that transmits real-time fingertip contact information to a transducer in a case of stroke hemiplegia with sensorimotor deficits and stagnated hand/finger motor performance. Post-intervention, the patient's upper extremity motor function score (FMA-UE), which had previously been in a state of arrested recovery, improved from 51/66 to 61/66, especially in the wrist joints. Excessive grip force during object grasping and frequency of falling objects was notably decreased post-intervention. We believe that rehabilitation tasks using perceptual generation via transducer will be a new tool for the rehabilitation of post-stroke hand/finger sensorimotor deficits.
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Affiliation(s)
- Ayaka Awaji
- Department of Physical Therapy, Faculty of Health Sciences, Kio University, Nara, JPN
| | - Takeshi Fuchigami
- Neurorehabilitation Research Center, Kio University, Nara, JPN
- Department of Rehabilitation, Kishiwada Rehabilitation Hospital, Osaka, JPN
- Stroke Rehabilitation Research Laboratory, Kishiwada Rehabilitation Hospital, Osaka, JPN
| | - Rento Ogata
- Department of Rehabilitation, Kishiwada Rehabilitation Hospital, Osaka, JPN
- Stroke Rehabilitation Research Laboratory, Kishiwada Rehabilitation Hospital, Osaka, JPN
- Department of Neurorehabilitation, Graduate School of Health Sciences, Kio University, Nara, JPN
| | - Shu Morioka
- Neurorehabilitation Research Center, Kio University, Nara, JPN
- Stroke Rehabilitation Research Laboratory, Kishiwada Rehabilitation Hospital, Osaka, JPN
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Hu M, Zhang B, Lin Y, Xu M, Zhu C. Trajectories of post-stroke quality of life and long-term prognosis: Results from an eleven-year prospective study. J Psychosom Res 2023; 173:111466. [PMID: 37647831 DOI: 10.1016/j.jpsychores.2023.111466] [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: 11/25/2022] [Revised: 08/14/2023] [Accepted: 08/15/2023] [Indexed: 09/01/2023]
Abstract
PURPOSE The relationship between quality of life (QoL) and long-term prognosis in stroke patients is still unclear. We explored physical and mental QoL trajectories during the first six months after stroke and determined the associations between trajectories and long-term prognosis in patients with first-ever ischemic stroke. METHODS Included were 733 participants from a prospective study. QoL was assessed with the 12-item Short Form Survey (SF-12) at baseline, 3 and 6 months. Patients' prognoses (stroke recurrence and death) were identified from 2010 to 2021. The latent class growth model (LCGM) was used to identify distinct trajectories of physical and mental QoL measured over the first 6 months. We employed the Cox model or Fine-Gray model for prognoses to examine the associations between QoL trajectories and prognosis. RESULTS Five trajectories of physical QoL and five trajectories of mental QoL were identified. For physical QoL of the Poor-Improved, and Moderate-Impaired trajectory versus Moderate-Improved trajectory, the hazard ratio (HR) for death was 2.39 (1.14 to 5.02), and 2.03(0.93 to 4.44); the HR for recurrence was 1.56 (0.83 to 2.94) and 2.33 (1.28 to 4.24). For mental QoL of the Moderate-Impaired trajectory versus the Moderate-Improved trajectory, the HR for death was 2.48 (1.21 to 5.07). The results were robust in the sensitivity analysis. CONCLUSION QoL during the first six months after ischemic stroke can be categorized into distinct groups. Change in QoL was associated with long-term survival. Secondary prevention of recurrent strokes might rely more on improving patients' physical QoL.
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Affiliation(s)
- Meijing Hu
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, People's Republic of China
| | - Baiyang Zhang
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, People's Republic of China
| | - Yidie Lin
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, People's Republic of China
| | - Minghan Xu
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, People's Republic of China
| | - Cairong Zhu
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, People's Republic of China.
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Shiba T, Mizuta N, Hasui N, Kominami Y, Nakatani T, Taguchi J, Morioka S. Effect of bihemispheric transcranial direct current stimulation on distal upper limb function and corticospinal tract excitability in a patient with subacute stroke: a case study. FRONTIERS IN REHABILITATION SCIENCES 2023; 4:1250579. [PMID: 37732289 PMCID: PMC10507690 DOI: 10.3389/fresc.2023.1250579] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Accepted: 08/21/2023] [Indexed: 09/22/2023]
Abstract
Introduction Activation of the unaffected hemisphere contributes to motor function recovery post stroke in patients with severe upper limb motor paralysis. Transcranial direct current stimulation (tDCS) has been used in stroke rehabilitation to increase the excitability of motor-related areas. tDCS has been reported to improve upper limb motor function; nonetheless, its effects on corticospinal tract excitability and muscle activity patterns during upper limb exercise remain unclear. Additionally, it is unclear whether simultaneously applied bihemispheric tDCS is more effective than anodal tDCS, which stimulates only one hemisphere. This study examined the effects of bihemispheric tDCS training on corticospinal tract excitability and muscle activity patterns during upper limb movements in a patient with subacute stroke. Methods In this single-case retrospective study, the Fugl-Meyer Assessment, Box and Block Test, electromyography, and intermuscular coherence measurement were performed. Intermuscular coherence was calculated at 15-30 Hz, which reflects corticospinal tract excitability. Results The results indicated that bihemispheric tDCS improved the Fugl-Meyer Assessment, Box and Block Test, co-contraction, and intermuscular coherence results, as compared with anodal tDCS. Discussion: These results reveal that upper limb training with bihemispheric tDCS improves corticospinal tract excitability and muscle activity patterns in patients with subacute stroke.
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Affiliation(s)
- Takahiro Shiba
- Department of Therapy, Takarazuka Rehabilitation Hospital, Medical Corporation SHOWAKAI, Hyogo, Japan
| | - Naomichi Mizuta
- Department of Rehabilitation, Faculty of Health Sciences, Nihon Fukushi University, Aichi, Japan
- Neurorehabilitation Research Center, Kio University, Nara, Japan
| | - Naruhito Hasui
- Department of Therapy, Takarazuka Rehabilitation Hospital, Medical Corporation SHOWAKAI, Hyogo, Japan
- Department of Neurorehabilitation, Graduate School of Health Sciences, Kio University, Nara, Japan
| | - Yohei Kominami
- Department of Therapy, Takarazuka Rehabilitation Hospital, Medical Corporation SHOWAKAI, Hyogo, Japan
| | - Tomoki Nakatani
- Department of Therapy, Takarazuka Rehabilitation Hospital, Medical Corporation SHOWAKAI, Hyogo, Japan
| | - Junji Taguchi
- Department of Therapy, Takarazuka Rehabilitation Hospital, Medical Corporation SHOWAKAI, Hyogo, Japan
| | - Shu Morioka
- Neurorehabilitation Research Center, Kio University, Nara, Japan
- Department of Neurorehabilitation, Graduate School of Health Sciences, Kio University, Nara, Japan
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Chen ZJ, He C, Xu J, Zheng CJ, Wu J, Xia N, Hua Q, Xia WG, Xiong CH, Huang XL. Exoskeleton-Assisted Anthropomorphic Movement Training for the Upper Limb After Stroke: The EAMT Randomized Trial. Stroke 2023; 54:1464-1473. [PMID: 37154059 DOI: 10.1161/strokeaha.122.041480] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Accepted: 04/07/2023] [Indexed: 05/10/2023]
Abstract
BACKGROUND Robot-assisted arm training is generally delivered in the robot-like manner of planar or mechanical 3-dimensional movements. It remains unclear whether integrating upper extremity (UE) natural coordinated patterns into a robotic exoskeleton can improve outcomes. The study aimed to compare conventional therapist-mediated training to the practice of human-like gross movements derived from 5 typical UE functional activities managed with exoskeletal assistance as needed for patients after stroke. METHODS In this randomized, single-blind, noninferiority trial, patients with moderate-to-severe UE motor impairment due to subacute stroke were randomly assigned (1:1) to receive 20 sessions of 45-minute exoskeleton-assisted anthropomorphic movement training or conventional therapy. Treatment allocation was masked from independent assessors, but not from patients or investigators. The primary outcome was the change in the Fugl-Meyer Assessment for Upper Extremity from baseline to 4 weeks against a prespecified noninferiority margin of 4 points. Superiority would be tested if noninferiority was demonstrated. Post hoc subgroup analyses of baseline characteristics were performed for the primary outcome. RESULTS Between June 2020 and August 2021, totally 80 inpatients (67 [83.8%] males; age, 51.9±9.9 years; days since stroke onset, 54.6±38.0) were enrolled, randomly assigned to the intervention, and included in the intention-to-treat analysis. The mean Fugl-Meyer Assessment for Upper Extremity change in exoskeleton-assisted anthropomorphic movement training (14.73 points; [95% CI, 11.43-18.02]) was higher than that of conventional therapy (9.90 points; [95% CI, 8.15-11.65]) at 4 weeks (adjusted difference, 4.51 points [95% CI, 1.13-7.90]). Moreover, post hoc analysis favored the patient subgroup (Fugl-Meyer Assessment for Upper Extremity score, 23-38 points) with moderately severe motor impairment. CONCLUSIONS Exoskeleton-assisted anthropomorphic movement training appears to be effective for patients with subacute stroke through repetitive practice of human-like movements. Although the results indicate a positive sign for exoskeleton-assisted anthropomorphic movement training, further investigations into the long-term effects and paradigm optimization are warranted. REGISTRATION URL: https://www.chictr.org.cn; Unique identifier: ChiCTR2100044078.
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Affiliation(s)
- Ze-Jian Chen
- Department of Rehabilitation Medicine, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.-J.C., J.X., N.X., X.-L.H.)
- World Health Organization Cooperative Training and Research Center in Rehabilitation, Wuhan, China (Z.-J.C., J.X., N.X., X.-L.H.)
| | - Chang He
- Institute of Medical Equipment Science and Engineering, Huazhong University of Science and Technology, Wuhan, China (C.H., C.-H.X.)
- State Key Laboratory of Digital Manufacturing Equipment and Technology, School of Mechanical Science and Engineering, Huazhong University of Science and Technology, Wuhan, China (C.H., C.-H.X.)
| | - Jiang Xu
- Department of Rehabilitation Medicine, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.-J.C., J.X., N.X., X.-L.H.)
- World Health Organization Cooperative Training and Research Center in Rehabilitation, Wuhan, China (Z.-J.C., J.X., N.X., X.-L.H.)
| | - Chan-Juan Zheng
- Department of Rehabilitation Medicine, Hubei Provincial Hospital of Integrated Traditional Chinese and Western Medicine, Wuhan, China (C.-J.Z., J.W., Q.H.)
| | - Jing Wu
- Department of Rehabilitation Medicine, Hubei Provincial Hospital of Integrated Traditional Chinese and Western Medicine, Wuhan, China (C.-J.Z., J.W., Q.H.)
| | - Nan Xia
- Department of Rehabilitation Medicine, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.-J.C., J.X., N.X., X.-L.H.)
- World Health Organization Cooperative Training and Research Center in Rehabilitation, Wuhan, China (Z.-J.C., J.X., N.X., X.-L.H.)
| | - Qiang Hua
- Department of Rehabilitation Medicine, Hubei Provincial Hospital of Integrated Traditional Chinese and Western Medicine, Wuhan, China (C.-J.Z., J.W., Q.H.)
| | - Wen-Guang Xia
- Hubei Rehabilitation Hospital, Wuhan, China (W.-G.X.)
| | - Cai-Hua Xiong
- Institute of Medical Equipment Science and Engineering, Huazhong University of Science and Technology, Wuhan, China (C.H., C.-H.X.)
- State Key Laboratory of Digital Manufacturing Equipment and Technology, School of Mechanical Science and Engineering, Huazhong University of Science and Technology, Wuhan, China (C.H., C.-H.X.)
| | - Xiao-Lin Huang
- Department of Rehabilitation Medicine, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.-J.C., J.X., N.X., X.-L.H.)
- World Health Organization Cooperative Training and Research Center in Rehabilitation, Wuhan, China (Z.-J.C., J.X., N.X., X.-L.H.)
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Lista-Paz A, Kuisma R, Canosa JLS, Sebio García R, González Doniz L. Pulmonary function in patients with chronic stroke compared with a control group of healthy people matched by age and sex. Physiother Theory Pract 2023; 39:918-926. [PMID: 35098873 DOI: 10.1080/09593985.2022.2031363] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2021] [Revised: 10/21/2021] [Accepted: 12/23/2021] [Indexed: 10/19/2022]
Abstract
BACKGROUND Effects of chronic stroke on pulmonary function are largely unknown. AIM To compare lung volumes in people with chronic stroke with a control group of healthy people matched by age and sex, as well as to investigate the relationship between the lung volumes and functional capacity. METHODS A cross-sectional study involving people with chronic stroke. Cases were matched to a control group of healthy people. Lung function and the distance walked during the Six-Minute Walk Test (6MWD) were the main outcomes. Independent t-tests were used to compare pulmonary function between groups and the Pearson correlation coefficient was used to assess any relationship between lung volumes and the 6MWD in the stroke group. RESULTS Sixty-six participants (24 males in each group; 56.5 ± 15.5 years) were included. People with stroke presented significantly lower lung volumes when compared to the control group. The median of forced vital capacity (FVC) was 79% and peak expiratory flow was 64% of the reference value. The 6MWD was found to be weakly correlated with inspiratory reserve volume (r = 0.39, p = .03) and peak inspiratory flow (r = 0.35, p = .05). CONCLUSIONS People with chronic stroke show decreased lung volumes when compared with healthy people and this likely impacts on their functional capacity.
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Affiliation(s)
- Ana Lista-Paz
- Faculty of Physiotherapy, The University of A Coruña. Campus Universitario de Oza, n°1, A Coruña, Spain
- Psychosocial and Functional Rehabilitation Intervention Research Group, The University of A Coruña. Campus Universitario de Oza, n°1, A Coruña, Spain
| | - Raija Kuisma
- Karelia University of Applied Sciences. Tikkarinne, Joensuu, Finland
| | - Jesús L Saleta Canosa
- Faculty of Physiotherapy, The University of A Coruña. Campus Universitario de Oza, n°1, A Coruña, Spain
- Department of Preventive Medicine, Complejo Hospitalario Universitario de A Coruña. As Xubias, A Coruña, Spain
| | - Raquel Sebio García
- Department of Rehabilitation. Hospital Clinic de Barcelona. Barcelona, Spain Casanova bis Barcelona, Spain
- Research Group in Attention to Chronicity and Innovation in Health (GRACIS). School of Health Sciences TecnoCampus - University Pompeu Fabra. Avinguda Ernest Lluch, Mataró, Spain
| | - Luz González Doniz
- Faculty of Physiotherapy, The University of A Coruña. Campus Universitario de Oza, n°1, A Coruña, Spain
- Psychosocial and Functional Rehabilitation Intervention Research Group, The University of A Coruña. Campus Universitario de Oza, n°1, A Coruña, Spain
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Panunzi S, Lucca LF, De Tanti A, Cava F, Romoli A, Formisano R, Scarponi F, Estraneo A, Frattini D, Tonin P, Piergentilli I, Pioggia G, De Gaetano A, Cerasa A. Modeling outcome trajectories in patients with acquired brain injury using a non-linear dynamic evolution approach. Sci Rep 2023; 13:6295. [PMID: 37072538 PMCID: PMC10113248 DOI: 10.1038/s41598-023-33560-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2022] [Accepted: 04/14/2023] [Indexed: 05/03/2023] Open
Abstract
This study describes a dynamic non-linear mathematical approach for modeling the course of disease in acquired brain injury (ABI) patients. Data from a multicentric study were used to evaluate the reliability of the Michaelis-Menten (MM) model applied to well-known clinical variables that assess the outcome of ABI patients. The sample consisted of 156 ABI patients admitted to eight neurorehabilitation subacute units and evaluated at baseline (T0), 4 months after the event (T1) and at discharge (T2). The MM model was used to characterize the trend of the first Principal Component Analysis (PCA) dimension (represented by the variables: feeding modality, RLAS, ERBI-A, Tracheostomy, CRS-r and ERBI-B) in order to predict the most plausible outcome, in terms of positive or negative Glasgow outcome score (GOS) at discharge. Exploring the evolution of the PCA dimension 1 over time, after day 86 the MM model better differentiated between the time course for individuals with a positive and negative GOS (accuracy: 85%; sensitivity: 90.6%; specificity: 62.5%). The non-linear dynamic mathematical model can be used to provide more comprehensive trajectories of the clinical evolution of ABI patients during the rehabilitation period. Our model can be used to address patients for interventions designed for a specific outcome trajectory.
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Affiliation(s)
- Simona Panunzi
- CNR-IASI, Laboratorio di Biomatematica, Consiglio Nazionale delle Ricerche, Istituto di Analisi dei Sistemi ed Informatica, Rome, Italy
| | | | | | - Francesca Cava
- Rehabilitation Institute Montecatone, Montecatone, Imola, BO, Italy
| | | | - Rita Formisano
- Neurorehabilitation 2 Unit, IRCCS Fondazione Santa Lucia, Rome, Italy
| | - Federico Scarponi
- Department of Rehabilitation, San Giovanni Battista Hospital, Foligno, PG, Italy
| | - Anna Estraneo
- IRCCS- Don Carlo Gnocchi Foundation, Florence, Italy
| | - Diana Frattini
- Department of Rehabilitation, Vimercate Hospital, Vimercate, MB, Italy
| | | | - Ilaria Piergentilli
- CNR-IASI, Laboratorio di Biomatematica, Consiglio Nazionale delle Ricerche, Istituto di Analisi dei Sistemi ed Informatica, Rome, Italy
| | - Giovanni Pioggia
- IRIB-CNR, Institute for Biomedical Research and Innovation, National Research Council, 98164, Messina, Italy
| | - Andrea De Gaetano
- CNR-IASI, Laboratorio di Biomatematica, Consiglio Nazionale delle Ricerche, Istituto di Analisi dei Sistemi ed Informatica, Rome, Italy
- IRIB-CNR, Institute for Biomedical Research and Innovation, National Research Council, 98164, Messina, Italy
- Department of Biomatics, Óbuda University, Budapest, Hungary
| | - Antonio Cerasa
- S. Anna Institute, Crotone, Italy.
- IRIB-CNR, Institute for Biomedical Research and Innovation, National Research Council, 98164, Messina, Italy.
- Pharmacotechnology Documentation and Transfer Unit, Preclinical and Translational Pharmacology, Department of Pharmacy, Health Science and Nutrition, University of Calabria, 87036, Arcavacata, CS, Italy.
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Pregnolato G, Rimini D, Baldan F, Maistrello L, Salvalaggio S, Celadon N, Ariano P, Pirri CF, Turolla A. Clinical Features to Predict the Use of a sEMG Wearable Device (REMO ®) for Hand Motor Training of Stroke Patients: A Cross-Sectional Cohort Study. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:5082. [PMID: 36981992 PMCID: PMC10049214 DOI: 10.3390/ijerph20065082] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/29/2023] [Revised: 03/04/2023] [Accepted: 03/09/2023] [Indexed: 06/18/2023]
Abstract
After stroke, upper limb motor impairment is one of the most common consequences that compromises the level of the autonomy of patients. In a neurorehabilitation setting, the implementation of wearable sensors provides new possibilities for enhancing hand motor recovery. In our study, we tested an innovative wearable (REMO®) that detected the residual surface-electromyography of forearm muscles to control a rehabilitative PC interface. The aim of this study was to define the clinical features of stroke survivors able to perform ten, five, or no hand movements for rehabilitation training. 117 stroke patients were tested: 65% of patients were able to control ten movements, 19% of patients could control nine to one movement, and 16% could control no movements. Results indicated that mild upper limb motor impairment (Fugl-Meyer Upper Extremity ≥ 18 points) predicted the control of ten movements and no flexor carpi muscle spasticity predicted the control of five movements. Finally, severe impairment of upper limb motor function (Fugl-Meyer Upper Extremity > 10 points) combined with no pain and no restrictions of upper limb joints predicted the control of at least one movement. In conclusion, the residual motor function, pain and joints restriction, and spasticity at the upper limb are the most important clinical features to use for a wearable REMO® for hand rehabilitation training.
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Affiliation(s)
- Giorgia Pregnolato
- Laboratory of Healthcare Innovation Technology, IRCCS San Camillo Hospital, Via Alberoni 70, 30126 Venice, Italy; (L.M.); (S.S.)
| | - Daniele Rimini
- Medical Physics Department, Salford Care Organisation, Northern Care Alliance, Salford M6 8HD, UK;
- Division of Cardiovascular Sciences, School of Medical Sciences, Faculty of Biology, Medicine and Health, University Of Manchester, Manchester M13 9PL, UK
| | | | - Lorenza Maistrello
- Laboratory of Healthcare Innovation Technology, IRCCS San Camillo Hospital, Via Alberoni 70, 30126 Venice, Italy; (L.M.); (S.S.)
| | - Silvia Salvalaggio
- Laboratory of Healthcare Innovation Technology, IRCCS San Camillo Hospital, Via Alberoni 70, 30126 Venice, Italy; (L.M.); (S.S.)
- Padova Neuroscience Center, Università degli Studi di Padova, Via Orus 2/B, 35131 Padova, Italy
| | - Nicolò Celadon
- Morecognition s.r.l., 10129 Turin, Italy; (N.C.); (P.A.)
| | - Paolo Ariano
- Morecognition s.r.l., 10129 Turin, Italy; (N.C.); (P.A.)
- Artificial Physiology Group, Center for Sustainable Future Technologies, Istituto Italiano di Tecnologia, Via Livorno 60, 10144 Torino, Italy;
| | - Candido Fabrizio Pirri
- Artificial Physiology Group, Center for Sustainable Future Technologies, Istituto Italiano di Tecnologia, Via Livorno 60, 10144 Torino, Italy;
- Department of Applied Science and Technology, Politecnico di Torino, Corso Duca degli Abruzzi 24, 10129 Turin, Italy
| | - Andrea Turolla
- Department of Biomedical and Neuromotor Sciences—DIBINEM, Alma Mater Studiorum Università di Bologna, Via Massarenti, 9, 40138 Bologna, Italy;
- Unit of Occupational Medicine, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Via Pelagio Palagi, 9, 40138 Bologna, Italy
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Stroke impairment, balance, and cognitive status on admission predict walking independence up to 90 days post-stroke but their contributions change over time. Int J Rehabil Res 2023; 46:61-69. [PMID: 36728860 DOI: 10.1097/mrr.0000000000000561] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
This study aimed to identify predictors of gait independence in three successive patient cohorts that received inpatient rehabilitation for at least 30 days, 60 days, or 90 days post-stroke. A total of 26 independent variables were collected within 3 days of stroke onset, including basic information (age, sex, stroke type), sensorimotor function (Stroke Impairment Assessment Set), gait function, balance function, and cognitive function. The dependent variable was walking independence (without assistance from another person) at 30, 60, or 90 days post-stroke. A decision tree was developed for predicting gait independence at each assessment time point. The predictors of walking independence differed among the cohorts that received inpatient rehabilitation for at least 30, 60, and 90 days post-stroke. Specifically, the Short Form Berg Balance Scale score was in the higher layer and was a strong predictor of gait at all time points. The cognitive Functional Independence Measure progressed to the higher layer at later time points. The lower extremity motor function was an additional predictor in the 30-day cohort. For later cohorts, the predictive value of balance and cognitive function declined whereas the contribution of the paralyzed grip strength and trunk function increased. These results suggest that sensorimotor and cognitive function within 3 days of stroke can predict walking independence between 1 and 3 months post-stroke; however, the prognostic value of predictors varies among the patients who receive inpatient rehabilitation for shorter versus longer time.
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MontJohnson A, Cronce A, Qiu Q, Patel J, Eriksson M, Merians A, Adamovich S, Fluet G. Laboratory-Based Examination of the Reliability and Validity of Kinematic Measures of Wrist and Finger Function Collected by a Telerehabilitation System in Persons with Chronic Stroke. SENSORS (BASEL, SWITZERLAND) 2023; 23:s23052656. [PMID: 36904860 PMCID: PMC10007090 DOI: 10.3390/s23052656] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Revised: 02/23/2023] [Accepted: 02/24/2023] [Indexed: 06/09/2023]
Abstract
We have developed the New Jersey Institute of Technology-Home Virtual Rehabilitation System (NJIT-HoVRS) to facilitate intensive, hand-focused rehabilitation in the home. We developed testing simulations with the goal of providing richer information for clinicians performing remote assessments. This paper presents the results of reliability testing examining differences between in-person and remote testing as well as discriminatory and convergent validity testing of a battery of six kinematic measures collected with NJIT-HoVRS. Two different groups of persons with upper extremity impairments due to chronic stroke participated in two separate experiments. Data Collection: All data collection sessions included six kinematic tests collected with the Leap Motion Controller. Measurements collected include hand opening range, wrist extension range, pronation-supination range, hand opening accuracy, wrist extension accuracy, and pronation-supination accuracy. The system usability was evaluated by therapists performing the reliability study using the System Usability Scale. When comparing the in-laboratory collection and the first remote collection, the intra-class correlation coefficients (ICC) for three of the six measurements were above 0.900 and the other three were between 0.500 and 0.900. Two of the first remote collection/second remote collection ICCs were above 0.900, and the other four were between 0.600 and 0.900. The 95% confidence intervals for these ICC were broad, suggesting that these preliminary analyses need to be confirmed by studies with larger samples. The therapist's SUS scores ranged from 70 to 90. The mean was 83.1 (SD = 6.4), which is consistent with industry adoption. There were statistically significant differences in the kinematic scores when comparing unimpaired and impaired UE for all six measures. Five of six impaired hand kinematic scores and five of six impaired/unimpaired hand difference scores demonstrated correlations between 0.400 and 0.700 with UEFMA scores. Reliability for all measures was acceptable for clinical practice. Discriminant and convergent validity testing suggest that scores on these tests may be meaningful and valid. Further testing in a remote setting is necessary to validate this process.
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Affiliation(s)
- Ashley MontJohnson
- Department of Biomedical Engineering, New Jersey Institute of Technology, Newark, NJ 07105, USA
- NeurotechR3 Inc., Warren, NJ 07059, USA
| | - Amanda Cronce
- Department of Biomedical Engineering, New Jersey Institute of Technology, Newark, NJ 07105, USA
- NeurotechR3 Inc., Warren, NJ 07059, USA
| | - Qinyin Qiu
- NeurotechR3 Inc., Warren, NJ 07059, USA
- School of Health Professions, Department of Rehabilitation and Movement Sciences, Rutgers, The State University of New Jersey, Newark, NJ 07102, USA
| | - Jigna Patel
- School of Health Professions, Department of Rehabilitation and Movement Sciences, Rutgers, The State University of New Jersey, Newark, NJ 07102, USA
| | | | - Alma Merians
- School of Health Professions, Department of Rehabilitation and Movement Sciences, Rutgers, The State University of New Jersey, Newark, NJ 07102, USA
| | - Sergei Adamovich
- Department of Biomedical Engineering, New Jersey Institute of Technology, Newark, NJ 07105, USA
- School of Health Professions, Department of Rehabilitation and Movement Sciences, Rutgers, The State University of New Jersey, Newark, NJ 07102, USA
| | - Gerard Fluet
- School of Health Professions, Department of Rehabilitation and Movement Sciences, Rutgers, The State University of New Jersey, Newark, NJ 07102, USA
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Susts J, Reinholdsson M, Sunnerhagen KS, Abzhandadze T. Physical inactivity before stroke is associated with dependency in basic activities of daily living 3 months after stroke. Front Neurol 2023; 14:1094232. [PMID: 36824422 PMCID: PMC9942155 DOI: 10.3389/fneur.2023.1094232] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2022] [Accepted: 01/09/2023] [Indexed: 02/10/2023] Open
Abstract
Background Physical inactivity is a leading risk factor for non-communicable diseases, including stroke. Moreover, physical inactivity before stroke is associated with stroke severity, which, in turn, can cause disability. However, it remains unclear whether physical inactivity before stroke is associated with dependency in basic activities of daily living (ADL). Aim The aim of this study was to evaluate whether physical inactivity before stroke influences ADL dependency 3 months after stroke. Methods This longitudinal study was based on data from three Swedish registries. Patients with acute stroke who were admitted to the Sahlgrenska University Hospital between 9 November 2014 and 30 June 2019 were included in the study. Baseline data were collected from the three stroke units, and self-reported questionnaires were used to collect 3-month follow-up data. Physical inactivity before stroke was the primary independent variable that was self-reported using the Saltin-Grimby physical activity level scale. ADL dependency was a composite measure of three tasks: mobility, dressing, and toilet use. A binary logistic regression analysis was used to explain the association between physical inactivity before stroke and basic ADL 3 months after stroke. Results In total, 3,472 patients were included in the study. The median age was 75 years, 49% of the patients were physically inactive before stroke, and 75% had a mild stroke. ADL dependency at follow-up was reported to be 32%. Physically inactive patients, compared with physically active patients, had 2.35 times higher odds for ADL dependency 3 months after stroke (odds ratio 2.30 [95% CI 1.89 - 2.80]). The model correctly classified 84% of the patients (the area under the receiver operating characteristic curve was 0.84 [95% CI, 0.83 - 0.86]). Conclusion The findings of this study suggest that physical inactivity before stroke is associated with dependency in basic ADL 3 months after stroke. In addition, older age, female sex, pre-stroke living conditions, need for help, previous stroke, and admission stroke severity are significant contributors to dependency.
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Affiliation(s)
- Jevgenijs Susts
- Department of Education and Science, National Rehabilitation Center “Vaivari”, Jurmala, Latvia,Faculty of Residency, Riga Stradins University, Riga, Latvia
| | - Malin Reinholdsson
- Department of Clinical Neuroscience, Institute of Neuroscience and Physiology, University of Gothenburg, The Sahlgrenska Academy, Gothenburg, Sweden,Department of Occupational Therapy and Physiotherapy, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Katharina Stibrant Sunnerhagen
- Department of Clinical Neuroscience, Institute of Neuroscience and Physiology, University of Gothenburg, The Sahlgrenska Academy, Gothenburg, Sweden,Rehabilitation Medicine, Neurocare, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Tamar Abzhandadze
- Department of Clinical Neuroscience, Institute of Neuroscience and Physiology, University of Gothenburg, The Sahlgrenska Academy, Gothenburg, Sweden,Department of Occupational Therapy and Physiotherapy, Sahlgrenska University Hospital, Gothenburg, Sweden,*Correspondence: Tamar Abzhandadze ✉
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Bressi F, Cricenti L, Campagnola B, Bravi M, Miccinilli S, Santacaterina F, Sterzi S, Straudi S, Agostini M, Paci M, Casanova E, Marino D, La Rosa G, Giansanti D, Perrero L, Battistini A, Filoni S, Sicari M, Petrozzino S, Solaro CM, Gargano S, Benanti P, Boldrini P, Bonaiuti D, Castelli E, Draicchio F, Falabella V, Galeri S, Gimigliano F, Grigioni M, Mazzoleni S, Mazzon S, Molteni F, Petrarca M, Picelli A, Posteraro F, Senatore M, Turchetti G, Morone G, Gallotti M, Germanotta M, Aprile I. Effects of robotic upper limb treatment after stroke on cognitive patterns: A systematic review. NeuroRehabilitation 2022; 51:541-558. [PMID: 36530099 PMCID: PMC9837692 DOI: 10.3233/nre-220149] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
BACKGROUND Robotic therapy (RT) has been internationally recognized for the motor rehabilitation of the upper limb. Although it seems that RT can stimulate and promote neuroplasticity, the effectiveness of robotics in restoring cognitive deficits has been considered only in a few recent studies. OBJECTIVE To verify whether, in the current state of the literature, cognitive measures are used as inclusion or exclusion criteria and/or outcomes measures in robotic upper limb rehabilitation in stroke patients. METHODS The systematic review was conducted according to PRISMA guidelines. Studies eligible were identified through PubMed/MEDLINE and Web of Science from inception to March 2021. RESULTS Eighty-one studies were considered in this systematic review. Seventy-three studies have at least a cognitive inclusion or exclusion criteria, while only seven studies assessed cognitive outcomes. CONCLUSION Despite the high presence of cognitive instruments used for inclusion/exclusion criteria their heterogeneity did not allow the identification of a guideline for the evaluation of patients in different stroke stages. Therefore, although the heterogeneity and the low percentage of studies that included cognitive outcomes, seemed that the latter were positively influenced by RT in post-stroke rehabilitation. Future larger RCTs are needed to outline which cognitive scales are most suitable and their cut-off, as well as what cognitive outcome measures to use in the various stages of post-stroke rehabilitation.
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Affiliation(s)
- Federica Bressi
- Physical Medicine and Rehabilitation Unit, Campus Bio-Medico University Polyclinic Foundation, Rome, Italy
| | - Laura Cricenti
- Physical Medicine and Rehabilitation Unit, Campus Bio-Medico University Polyclinic Foundation, Rome, Italy
| | - Benedetta Campagnola
- Physical Medicine and Rehabilitation Unit, Campus Bio-Medico University Polyclinic Foundation, Rome, Italy,Address for correspondence: Benedetta Campagnola, Physical Medicine and Rehabilitation Unit, Campus Bio-Medico University Polyclinic Foundation, Rome, Italy. E-mail:
| | - Marco Bravi
- Physical Medicine and Rehabilitation Unit, Campus Bio-Medico University Polyclinic Foundation, Rome, Italy
| | - Sandra Miccinilli
- Physical Medicine and Rehabilitation Unit, Campus Bio-Medico University Polyclinic Foundation, Rome, Italy
| | - Fabio Santacaterina
- Physical Medicine and Rehabilitation Unit, Campus Bio-Medico University Polyclinic Foundation, Rome, Italy
| | - Silvia Sterzi
- Physical Medicine and Rehabilitation Unit, Campus Bio-Medico University Polyclinic Foundation, Rome, Italy
| | - Sofia Straudi
- Department of Neuroscience and Rehabilitation, Ferrara University Hospital, Ferrara, Italy
| | | | - Matteo Paci
- AUSL (Unique Sanitary Local Company) District of Central Tuscany, Florence, Italy
| | - Emanuela Casanova
- Unità Operativa di Medicina Riabilitativa e Neuroriabilitazione (SC), IRCCS Istituto delle Scienze Neurologiche di Bologna, Bologna, Italy
| | - Dario Marino
- IRCCS Neurolysis Center “Bonino Pulejo”, Messina, Italy
| | | | - Daniele Giansanti
- National Center for Innovative Technologies in Public Health, Italian National Institute of Health, Rome, Italy
| | - Luca Perrero
- Neurorehabilitation Unit, Azienda Ospedaliera Nazionale SS. Antonio e Biagio e Cesare Arrigo, Alessandria, Italy
| | - Alberto Battistini
- Unità Operativa di Medicina Riabilitativa e Neuroriabilitazione (SC), IRCCS Istituto delle Scienze Neurologiche di Bologna, Bologna, Italy
| | - Serena Filoni
- Padre Pio Onlus Rehabilitation Centers Foundation, San Giovanni Rotondo, Italy
| | - Monica Sicari
- A.O.U. Città della Salute e della Scienza di Torino, Turin, Italy
| | | | | | | | | | - Paolo Boldrini
- Società Italiana di Medicina Fisica e Riabilitativa (SIMFER), Rome, Italy
| | | | - Enrico Castelli
- Department of Paediatric Neurorehabilitation, IRCCS Bambino Gesù Children’s Hospital, Rome, Italy
| | - Francesco Draicchio
- Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, INAIL, Rome, Italy
| | - Vincenzo Falabella
- Italian Federation of Persons with Spinal Cord Injuries (Faip Onlus), Rome, Italy
| | | | - Francesca Gimigliano
- Department of Mental, Physical Health and Preventive Medicine, University of Campania “Luigi Vanvitelli”, Naples, Italy
| | - Mauro Grigioni
- National Center for Innovative Technologies in Public Health, Italian National Institute of Health, Rome, Italy
| | - Stefano Mazzoleni
- Department of Electrical and Information Engineering, Politecnico di Bari, Bari, Italy
| | - Stefano Mazzon
- AULSS6 (Unique Sanitary Local Company) Euganea Padova – Distretto 4 “Alta Padovana”, Padua, Italy
| | - Franco Molteni
- Department of Rehabilitation Medicine, Villa Beretta Rehabilitation Center, Valduce Hospital, Lecco, Italy
| | - Maurizio Petrarca
- Movement Analysis and Robotics Laboratory (MARlab), IRCCS Bambino Gesù Children’s Hospital, Rome, Italy
| | - Alessandro Picelli
- Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy
| | - Federico Posteraro
- Department of Rehabilitation, Versilia Hospital – AUSL12, Viareggio, Italy
| | - Michele Senatore
- Associazione Italiana dei Terapisti Occupazionali (AITO), Rome, Italy
| | | | | | | | | | - Irene Aprile
- IRCCS Fondazione Don Carlo Gnocchi, Florence, Italy
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Elango S, Francis AJA, Chakravarthy VS. Interaction of network and rehabilitation therapy parameters in defining recovery after stroke in a Bilateral Neural Network. J Neuroeng Rehabil 2022; 19:142. [PMID: 36536385 PMCID: PMC9762011 DOI: 10.1186/s12984-022-01106-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2021] [Accepted: 10/27/2022] [Indexed: 12/23/2022] Open
Abstract
BACKGROUND Restoring movement after hemiparesis caused by stroke is an ongoing challenge in the field of rehabilitation. With several therapies in use, there is no definitive prescription that optimally maps parameters of rehabilitation with patient condition. Recovery gets further complicated once patients enter chronic phase. In this paper, we propose a rehabilitation framework based on computational modeling, capable of mapping patient characteristics to parameters of rehabilitation therapy. METHOD To build such a system, we used a simple convolutional neural network capable of performing bilateral reaching movements in 3D space using stereovision. The network was designed to have bilateral symmetry to reflect the bilaterality of the cerebral hemispheres with the two halves joined by cross-connections. This network was then modified according to 3 chosen patient characteristics-lesion size, stage of recovery (acute or chronic) and structural integrity of cross-connections (analogous to Corpus Callosum). Similarly, 3 parameters were used to define rehabilitation paradigms-movement complexity (Exploratory vs Stereotypic), hand selection mode (move only affected arm, CIMT vs move both arms, BMT), and extent of plasticity (local vs global). For each stroke condition, performance under each setting of the rehabilitation parameters was measured and results were analyzed to find the corresponding optimal rehabilitation protocol. RESULTS Upon analysis, we found that regardless of patient characteristics network showed better recovery when high complexity movements were used and no significant difference was found between the two hand selection modes. Contrary to these two parameters, optimal extent of plasticity was influenced by patient characteristics. For acute stroke, global plasticity is preferred only for larger lesions. However, for chronic, plasticity varies with structural integrity of cross-connections. Under high integrity, chronic prefers global plasticity regardless of lesion size, but with low integrity local plasticity is preferred. CONCLUSION Clinically translating the results obtained, optimal recovery may be observed when paretic arm explores the available workspace irrespective of the hand selection mode adopted. However, the extent of plasticity to be used depends on characteristics of the patient mainly stage of stroke and structural integrity. By using systems as developed in this study and modifying rehabilitation paradigms accordingly it is expected post-stroke recovery can be maximized.
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Affiliation(s)
- Sundari Elango
- grid.417969.40000 0001 2315 1926Computational Neuroscience Laboratory, Department of Biotechnology, Indian Institute of Technology, Madras, India
| | - Amal Jude Ashwin Francis
- grid.417969.40000 0001 2315 1926Computational Neuroscience Laboratory, Department of Biotechnology, Indian Institute of Technology, Madras, India
| | - V. Srinivasa Chakravarthy
- grid.417969.40000 0001 2315 1926Computational Neuroscience Laboratory, Department of Biotechnology, Indian Institute of Technology, Madras, India
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Lee Friesen C, Lawrence M, Ingram TGJ, Boe SG. Home-based portable fNIRS-derived cortical laterality correlates with impairment and function in chronic stroke. Front Hum Neurosci 2022; 16:1023246. [PMID: 36569472 PMCID: PMC9780676 DOI: 10.3389/fnhum.2022.1023246] [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: 08/19/2022] [Accepted: 11/21/2022] [Indexed: 12/13/2022] Open
Abstract
Introduction Improved understanding of the relationship between post-stroke rehabilitation interventions and functional motor outcomes could result in improvements in the efficacy of post-stroke physical rehabilitation. The laterality of motor cortex activity (M1-LAT) during paretic upper-extremity movement has been documented as a useful biomarker of post-stroke motor recovery. However, the expensive, labor intensive, and laboratory-based equipment required to take measurements of M1-LAT limit its potential clinical utility in improving post-stroke physical rehabilitation. The present study tested the ability of a mobile functional near-infrared spectroscopy (fNIRS) system (designed to enable independent measurement by stroke survivors) to measure cerebral hemodynamics at the motor cortex in the homes of chronic stroke survivors. Methods Eleven chronic stroke survivors, ranging widely in their level of upper-extremity motor deficit, used their stroke-affected upper-extremity to perform a simple unilateral movement protocol in their homes while a wireless prototype fNIRS headband took measurements at the motor cortex. Measures of participants' upper-extremity impairment and function were taken. Results Participants demonstrated either a typically lateralized response, with an increase in contralateral relative oxyhemoglobin (ΔHbO), or response showing a bilateral pattern of increase in ΔHbO during the motor task. During the simple unilateral task, M1-LAT correlated significantly with measures of both upper-extremity impairment and function, indicating that participants with more severe motor deficits had more a more atypical (i.e., bilateral) pattern of lateralization. Discussion These results indicate it is feasible to gain M1-LAT measures from stroke survivors in their homes using fNIRS. These findings represent a preliminary step toward the goals of using ergonomic functional neuroimaging to improve post-stroke rehabilitative care, via the capture of neural biomarkers of post-stroke motor recovery, and/or via use as part of an accessible rehabilitation brain-computer-interface.
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Affiliation(s)
- Christopher Lee Friesen
- Laboratory for Brain Recovery and Function, Dalhousie University, Halifax, NS, Canada
- Axem Neurotechnology, Halifax, NS, Canada
- School of Physiotherapy, Dalhousie University, Halifax, NS, Canada
| | - Michael Lawrence
- Laboratory for Brain Recovery and Function, Dalhousie University, Halifax, NS, Canada
- Axem Neurotechnology, Halifax, NS, Canada
- School of Physiotherapy, Dalhousie University, Halifax, NS, Canada
| | - Tony Gerald Joseph Ingram
- Laboratory for Brain Recovery and Function, Dalhousie University, Halifax, NS, Canada
- Axem Neurotechnology, Halifax, NS, Canada
- School of Physiotherapy, Dalhousie University, Halifax, NS, Canada
| | - Shaun Gregory Boe
- Laboratory for Brain Recovery and Function, Dalhousie University, Halifax, NS, Canada
- School of Physiotherapy, Dalhousie University, Halifax, NS, Canada
- School of Health and Human Performance, Dalhousie University, Halifax, NS, Canada
- Department of Psychology and Neuroscience, Dalhousie University, Halifax, NS, Canada
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Anmoto N, Takebayashi T, Okita Y, Ishigaki M, Hibino S, Hanada K. Effectiveness of combining robotic therapy and modified constraint-induced movement therapy for moderate to severe upper limb paresis after stroke in subacute phase: Case–control study by propensity score analysis. Br J Occup Ther 2022. [DOI: 10.1177/03080226221121745] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Introduction: Robotic assisted therapy and modified constraint-induced movement therapy are used evidence-based approach in stroke rehabilitation. However, there is no study showing a combination of robotic assisted therapy and modified constraint-induced movement therapy (combined therapy) in the subacute phase. This study investigated the effectiveness of combined therapy in stroke patients with moderate to severe upper limb paresis compared with conventional occupational therapy at subacute setting. Methods: This research used a case–control study. The intervention group ( n = 15) consisting of patients with moderate to severe upper limb paresis (Brunnstrom recovery stage upper extremity III or IV and above hand III) 4–8 weeks since stroke onset received a combined therapy for 3 weeks (total intervention time: 1440 minutes). The control group ( n = 15) extracted by propensity score matching received a conventional occupational therapy for 4 weeks (total intervention time: 1680–2240 minutes). The primary outcome was the Fugl-Meyer assessment upper limb score change before and after the intervention. Results: The intervention group exhibited significantly greater improvement on Fugl-Meyer assessment upper lim change ( p = 0.005). Conclusion: In the subacute phase, the combined therapy of robotic assisted therapy and modified constraint-induced movement therapy helped improve upper limb motor function more effectively and efficiently than conventional occupational therapy.
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Affiliation(s)
- Naoya Anmoto
- Department of Occupational Therapy, Nagoya City Rehabilitation Centre, Nagoya, Japan
| | - Takashi Takebayashi
- Department of Occupational Therapy, School of Comprehensive Rehabilitation, College of Health and Human Sciences, Osaka Prefecture University, Habikino, Japan
| | - Yuho Okita
- Soaring Health Sports, Wellness and Community Centre, Melbourne, Australia
| | - Masakazu Ishigaki
- Department of Lifestyle Support, Home Comprehensive Care Centre Motoasakusa, Medical Corporation Kiseikai, Motoasakusa, Japan
| | - Shin Hibino
- Department of Planning and Research, Nagoya City Rehabilitation Centre, Nagoya, Japan
| | - Keisuke Hanada
- Department of Occupational Therapy, School of Comprehensive Rehabilitation, College of Health and Human Sciences, Osaka Prefecture University, Habikino, Japan
- Department of Rehabilitation, Kinshukai Hanwa Memorial Hospital, Osaka, Japan
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Nakagawa T, Noguchi T, Komatsu A, Saito T. The role of social resources and trajectories of functional health following stroke. Soc Sci Med 2022; 311:115322. [PMID: 36067620 DOI: 10.1016/j.socscimed.2022.115322] [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: 06/23/2022] [Revised: 08/22/2022] [Accepted: 08/25/2022] [Indexed: 11/23/2022]
Abstract
Stroke is a major cause of disability in old age. Research has revealed that social resources available after the onset of stroke can mitigate functional prognosis. However, most studies have conceptualized resources as static rather than dynamic and have not measured changes in social resources from the pre-to post-stroke periods. To better understand the recovery process following stroke, we examined how social resources available before its onset and changes from pre-to post-stroke were associated with trajectories of functional health following stroke. Data were derived from an up to 19-year longitudinal study of a nationally representative sample of Japanese adults aged 60 years and older. We identified 389 people who experienced self- or proxy-reported first stroke during follow-up (age at stroke onset: M = 75.9, SD = 6.8; 49.1% women). The average number of observations was 4.6 (SD = 1.6, range 2-7). Functional health was measured with self- or proxy-reported basic and instrumental activities of daily living. Social resources were indexed as residential status, contact with own non-coresident children, social participation, and perceived support. Analyses were adjusted for age at stroke onset, sex, education, health condition, and cognitive function. A multiphase growth model indicated that individuals who participated more frequently in social groups prior to stroke exhibited less functional deterioration post-stroke than those who participated less frequently. Whereas contact frequency with non-coresident children typically declined following stroke, the analysis further revealed that individuals who maintained contact frequency from pre-to post-stroke showed less steep functional decline over time in the post-stroke period despite minor individual differences. We found that social resources before stroke onset and changes in the resources following stroke may play a protective role against adverse prognoses. Inclusive communities may help older adults remain independent even after serious health events.
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Affiliation(s)
- Takeshi Nakagawa
- Research Institute, National Center for Geriatrics and Gerontology, 7-430 Morioka, Obu, Aichi, 474-8511, Japan.
| | - Taiji Noguchi
- Research Institute, National Center for Geriatrics and Gerontology, 7-430 Morioka, Obu, Aichi, 474-8511, Japan.
| | - Ayane Komatsu
- Research Institute, National Center for Geriatrics and Gerontology, 7-430 Morioka, Obu, Aichi, 474-8511, Japan.
| | - Tami Saito
- Research Institute, National Center for Geriatrics and Gerontology, 7-430 Morioka, Obu, Aichi, 474-8511, Japan.
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Toh SFM, Chia PF, Fong KNK. Effectiveness of home-based upper limb rehabilitation in stroke survivors: A systematic review and meta-analysis. Front Neurol 2022; 13:964196. [PMID: 36188398 PMCID: PMC9521568 DOI: 10.3389/fneur.2022.964196] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Accepted: 08/08/2022] [Indexed: 12/04/2022] Open
Abstract
Background Home-based training is an alternative option to provide intensive rehabilitation without costly supervised therapy. Though several studies support the effectiveness of home-based rehabilitation in improving hemiparetic upper limb function in stroke survivors, a collective evaluation of the evidence remains scarce. Objectives This study aims to determine the effects of home-based upper limb rehabilitation for hemiparetic upper limb recovery in stroke survivors. Methods The databases of the Cochrane Library, MEDLINE, CINAHL, and Web of Science were systematically searched from January 2000 to September 2020. Only randomized, controlled, and cross-over trials that evaluated the effects of home-based upper limb interventions were selected. The Pedro scale was used to assess the methodological quality of the studies. A meta-analysis of the upper limb function outcomes was performed by calculating the mean difference/standardized mean difference using a fixed/random effect model. Results An initial search yielded 1,049 articles. Twenty-six articles were included in the review. The pooled evidence of the meta-analysis showed that home-based upper limb intervention was more effective in improving upper limb function [SMD: 0.28, 95% CI (0.12, 0.44), I2 = 0%, p < 0.001, fixed effect model] than conventional therapy. When comparing two types of home-based interventions, subgroup analysis revealed that home-based technology treatment—electrical stimulation—provided more significant improvement in upper limb function than treatment without the use of technology (SMD: 0.64, 95% CI (0.21, 1.07), I2 = 0%, p = 0.003, random effect model). Conclusion The beneficial effects of home-based upper limb interventions were superior to conventional therapy in improving function and perceived use of the hemiparetic upper limb in daily activities. Among the home-based interventions, home-based electrical stimulation seemed to provide the most optimal benefits.
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Affiliation(s)
- Sharon Fong Mei Toh
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR, China
- Department of Rehabilitation, Yishun Community Hospital, Singapore, Singapore
| | - Pei Fen Chia
- Department of Occupational Therapy, Tan Tock Seng Hospital, Singapore, Singapore
| | - Kenneth N. K. Fong
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR, China
- *Correspondence: Kenneth N. K. Fong
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Vizitiu E, Constantinescu M, Poraicu C. Aquatic therapy in neuromotor recovery - case study. BALNEO AND PRM RESEARCH JOURNAL 2022. [DOI: 10.12680/balneo.2022.516] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Abstract: Worldwide neurological disorders that particularly affect the central nervous system are a major health challenge, leading to deficits accompanied by neuromorphic sequelae with implications for the functional state of the body. Background: Current studies show that hemorrhagic stroke occurs mainly at a young age, often fatal as opposed to ischemic stroke that characterizes old age or an alert lifestyle, both types of strokes can result in motor sequelae and functional (mild, moderate or severe hemiparesis or haemiplegia). The peculiarity of the studied case is the coexistence of multiple comorbidities which require an interdisciplinary team to solve (neurologist, cardiologist, endocrinologist, physiotherapist, psychotherapist, aquatic therapy instructor). The aim of our paper is to demonstrate the efficiency of exercise in the aquatic environment, facilitating the recovery of the functions of the neuro-myo-arthro-kinetic apparatus as well as the cardiovascular and metabolic functions. Results: The main objective is general and muscular relaxation, re-education of external and proprioceptive sensitivity, orthostatic posture and gait reeducation, in conditions of stability and balance. Conclusions: Through the means of aquatic therapy, an attempt is made to obtain the independence of self-care in order to interrelate with the environment, to regain the ADLs, , the family and socio-professional reintegration of the patient.
Keywords: study; stroke; recovery; aquatic therapy; patient
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Affiliation(s)
- Elena Vizitiu
- University “Stefan cel Mare” of Suceava, Suceava, Romania
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Shin S, Lee Y, Chang WH, Sohn MK, Lee J, Kim DY, Shin YI, Oh GJ, Lee YS, Joo MC, Lee SY, Song MK, Han J, Ahn J, Kim YH. Multifaceted Assessment of Functional Outcomes in Survivors of First-time Stroke. JAMA Netw Open 2022; 5:e2233094. [PMID: 36149652 PMCID: PMC9508656 DOI: 10.1001/jamanetworkopen.2022.33094] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
IMPORTANCE Because stroke causes diverse functional deficits, understanding the long-term recovery pattern of each functional domain may inform prognosis and therapeutic strategies. OBJECTIVE To observe long-term changes in functional status and residual disability in survivors of first-time stroke. DESIGN, SETTING, AND PARTICIPANTS This cohort study was an interim analysis of the Korean Stroke Cohort for Functioning and Rehabilitation. Between August 2012 and May 2015, 7858 of 10 636 screened patients with first-time strokes from 9 district hospitals in Korea provided informed consent to participate. Data were analyzed from September 2021 through February 2022. EXPOSURE First-time stroke. MAIN OUTCOMES AND MEASURES Study data include multifaceted face-to-face functional assessments obtained at 8 to 9 points until 60 months after stroke onset. The Korean Mini-Mental State Examination (K-MMSE), Fugl-Meyer Assessment, Functional Ambulatory Category, American Speech-Language-Hearing Association National Outcome Measurement System Swallowing Scale, and Short Korean version of the Frenchay Aphasia Screening Test were performed from 7 days to 60 months after stroke. The Korean Modified Barthel Index was measured from 3 months to 60 months after stroke. RESULTS A total of 4443 patients (2649 men [59.62%]; mean [SD] age 62.13 [12.43] years) who underwent repeated functional assessments for 60 months after stroke (3508 patients with ischemic and 935 patients with hemorrhagic stroke) were included. Overall, functions plateaued between 12 and 18 months after stroke and declined after 30 months; for example, mean (SD) K-MMSE improved from 7 days (22.89 [7.89]) to 12 months (26.03 [5.48]) (P < .001), plateaued until 36 months (26.03 [5.84]), and decreased to 48 months (26.02 [5.82]) (P < .001). Interaction associations were found between time after stroke and age, stroke severity, and stroke type in functional assessment outcomes. For example, mean (SE) FMA for ages 65 years or younger vs older than 65 years was 81.64 (0.63) vs 80.69 (0.68) at 7 days and 91.28 (0.47) vs 88.46 (0.58) at 6 months (P for interaction < .001), and for IS vs HS, it was 84.46 (0.47) vs 69.02 (1.24) at 7 days and 91.20 (0.38) vs 85.51 (0.98) at 6 months (P for interaction < .001). Mean (SE) FMA was 94.39 (0.21) at 7 days and 97.57 (0.14) at 6 months for mild stroke, 44.69 (1.18) at 7 days and 70.43 (1.21) at 6 months for moderate stroke, and 13.22 (0.99) at 7 days and 48.07 (2.62) at 6 months for severe stroke (P for interaction < .001). Factors associated with activities of daily living independence at 60 months included older age (β per 1-year increase = -0.35; standard error [SE], 0.03; P < .001), male sex (β = 2.12; SE, 0.73; P = .004), and hemorrhagic stroke type (β vs ischemic stroke = 2.35; SE, 0.81; P = .004). CONCLUSIONS AND RELEVANCE This study found that long-term recovery patterns in multifaceted functional domains differed from one another and varied by patient age, stroke severity, and stroke type. Understanding the diversity of long-term functional recovery patterns and factors associated with these outcomes in survivors of stroke may help clinicians develop strategies for effective stroke care and rehabilitation.
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Affiliation(s)
- Seyoung Shin
- Department of Physical and Rehabilitation Medicine, Center for Prevention and Rehabilitation, Heart Vascular Stroke Institute, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Yaesuel Lee
- Department of Physical and Rehabilitation Medicine, Center for Prevention and Rehabilitation, Heart Vascular Stroke Institute, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Won Hyuk Chang
- Department of Physical and Rehabilitation Medicine, Center for Prevention and Rehabilitation, Heart Vascular Stroke Institute, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Min Kyun Sohn
- Department of Rehabilitation Medicine, College of Medicine, Chungnam National University, Daejeon, Republic of Korea
| | - Jongmin Lee
- Department of Rehabilitation Medicine, Konkuk University School of Medicine, Seoul, Republic of Korea
| | - Deog Young Kim
- Department and Research Institute of Rehabilitation Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Yong-Il Shin
- Department of Rehabilitation Medicine, Pusan National University School of Medicine, Pusan National University Yangsan Hospital, Yangsan, Republic of Korea
| | - Gyung-Jae Oh
- Department of Preventive Medicine, Wonkwang University, School of Medicine, Iksan, Republic of Korea
| | - Yang-Soo Lee
- Department of Rehabilitation Medicine, Kyungpook National University School of Medicine, Kyungpook National University Hospital, Daegu, Republic of Korea
| | - Min Cheol Joo
- Department of Rehabilitation Medicine, Wonkwang University School of Medicine, Iksan, Republic of Korea
| | - So Young Lee
- Department of Rehabilitation Medicine, Jeju National University Hospital, Jeju National University School of Medicine, Jeju City, Republic of Korea
| | - Min-Keun Song
- Department of Physical and Rehabilitation Medicine, Chonnam National University Medical School, Gwangju, Republic of Korea
| | - Junhee Han
- Department of Statistics, Hallym University, Chuncheon, Republic of Korea
| | - Jeonghoon Ahn
- Department of Health Convergence, Ewha Womans University, Seoul, Republic of Korea
| | - Yun-Hee Kim
- Department of Physical and Rehabilitation Medicine, Center for Prevention and Rehabilitation, Heart Vascular Stroke Institute, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
- Department of Health Science and Technology, Department of Medical Devices Management and Research, Department of Digital Healthcare, Samsung Advanced Institute for Health Sciences and Technology, Sungkyunkwan University, Seoul, Republic of Korea
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Lee EY, Sohn MK, Lee JM, Kim DY, Shin YI, Oh GJ, Lee YS, Lee SY, Song MK, Han JH, Ahn JH, Lee YH, Chang WH, Choi SM, Lee SK, Joo MC, Kim YH. Changes in Long-Term Functional Independence in Patients with Moderate and Severe Ischemic Stroke: Comparison of the Responsiveness of the Modified Barthel Index and the Functional Independence Measure. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:9612. [PMID: 35954971 PMCID: PMC9367998 DOI: 10.3390/ijerph19159612] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Revised: 07/25/2022] [Accepted: 07/31/2022] [Indexed: 11/26/2022]
Abstract
This study investigated the long-term functional changes in patients with moderate-to-severe ischemic stroke. In addition, we investigated whether there was a difference between the modified Barthel Index (MBI) and Functional Independence Measure (FIM) according to severity. To evaluate the changes in the long-term functional independence of the subjects, six evaluations were conducted over 2 years, and the evaluation was performed using MBI and FIM. A total of 798 participants participated in this study, of which 673 were classified as moderate and 125 as severe. During the first 3 months, the moderate group showed greater recovery than the severe group. The period of significant change in the National Institutes of Health Stroke Scale (NIHSS) score was up to 6 months after onset in the moderate group, and up to 3 months after onset in the severe group. In the severe group, MBI evaluation showed significant changes up to 6 months after onset, whereas FIM showed significant changes up to 18-24 months. Our results showed that functional recovery of patients with ischemic stroke in the 3 months after onset was greater in the moderate group than in the severe group. FIM is more appropriate than MBI for evaluating the functional status of patients with severe stroke.
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Affiliation(s)
- Eun Young Lee
- Department of Rehabilitation Medicine, Institute of Brain Science Research, Wonkwang University School of Medicine, Iksan 54538, Korea
| | - Min Kyun Sohn
- Department of Rehabilitation Medicine, College of Medicine, Chungnam National University, Daejeon 35015, Korea
| | - Jong Min Lee
- Department of Rehabilitation Medicine, Konkuk University School of Medicine, Seoul 05030, Korea
| | - Deog Young Kim
- Department and Research Institute of Rehabilitation Medicine, Yonsei University College of Medicine, Seoul 03722, Korea
| | - Yong Il Shin
- Department of Rehabilitation Medicine, Pusan National University Yangsan Hospital, Pusan National University School of Medicine, Yangsan 50612, Korea
| | - Gyung Jae Oh
- Department of Preventive Medicine, Wonkwang University, School of Medicine, Iksan 54538, Korea
| | - Yang Soo Lee
- Department of Rehabilitation Medicine, Kyungpook National University Hospital, Kyungpook National University School of Medicine, Daegu 41566, Korea
| | - So Young Lee
- Department of Rehabilitation Medicine, Jeju National University Hospital, Jeju National University School of Medicine, Jeju 63241, Korea
| | - Min Keun Song
- Department of Physical and Rehabilitation Medicine, Chunnam National University Medical School, Kwangju 61469, Korea
| | - Jun Hee Han
- Department of Statistics, Hallym University, Chuncheon 24252, Korea
| | - Jeong Hoon Ahn
- Department of Health Convergence, Ewha Womans University, Seoul 03760, Korea
| | - Young Hoon Lee
- Department of Rehabilitation Medicine, Kyungpook National University Hospital, Kyungpook National University School of Medicine, Daegu 41566, Korea
| | - Won Hyuk Chang
- Department of Physical and Rehabilitation Medicine, Center for Prevention and Rehabilitation, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul 06351, Korea
| | - Soo Mi Choi
- Division of Chronic Disease Prevention, Korea Centers for Disease Control and Prevention, Center for Disease, Cheongju 28159, Korea
| | - Seon Kui Lee
- Division of Chronic Disease Prevention, Korea Centers for Disease Control and Prevention, Center for Disease, Cheongju 28159, Korea
| | - Min Cheol Joo
- Department of Rehabilitation Medicine, Institute of Wonkwang Medical Science, Wonkwang University School of Medicine, Iksan 54538, Korea
| | - Yun Hee Kim
- Department of Physical and Rehabilitation Medicine, Center for Prevention and Rehabilitation, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul 06351, Korea
- Department of Health Science and Technology, SAIHST, Sungkyunkwan University, Seoul 06351, Korea
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Intracerebral Transplantation of Mesenchymal Stromal Cell Compounded with Recombinant Peptide Scaffold against Chronic Intracerebral Hemorrhage Model. Stem Cells Int 2022; 2022:8521922. [PMID: 35966129 PMCID: PMC9372516 DOI: 10.1155/2022/8521922] [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: 12/27/2021] [Revised: 06/17/2022] [Accepted: 06/28/2022] [Indexed: 11/18/2022] Open
Abstract
Background Due to the lack of effective therapies, stem cell transplantation is an anticipated treatment for chronic intracerebral hemorrhage (ICH), and higher cell survival and engraftment are considered to be the key for recovery. Mesenchymal stromal cells (MSCs) compounded with recombinant human collagen type I scaffolds (CellSaics) have a higher potential for cell survival and engraftment compared with solo-MSCs, and we investigated the validity of intracerebral transplantation of CellSaic in a chronic ICH model. Methods Rat CellSaics (rCellSaics) were produced by rat bone marrow-derived MSC (rBMSCs). The secretion potential of neurotrophic factors and the cell proliferation rate were compared under oxygen-glucose deprivation (OGD) conditions. rCellSaics, rBMSCs, or saline were transplanted into the hollow cavity of a rat chronic ICH model. Functional and histological analyses were evaluated, and single-photon emission computed tomography for benzodiazepine receptors was performed to monitor sequential changes in neuronal integrity. Furthermore, human CellSaics (hCellSaics) were transplanted into a chronic ICH model in immunodeficient rats. Antibodies neutralizing brain-derived neurotrophic factor (BDNF) were used to elucidate its mode of action. Results rCellSaics demonstrated a higher secretion potential of trophic factors and showed better cell proliferation in the OGD condition. Animals receiving rCellSaics displayed better neurological recovery, higher intracerebral BDNF, and better cell engraftment; they also showed a tendency for less brain atrophy and higher benzodiazepine receptor preservation. hCellSaics also promoted significant functional recovery, which was reversed by BDNF neutralization. Conclusion Intracerebral transplantation of CellSaics enabled neurological recovery in a chronic ICH model and may be a good option for clinical application.
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Haas MC, Sommer BB, Karrer S, Jörger M, Graf ES, Huber M, Baumgartner D, Bansi J, Kool J, Bauer CM. Surface electromyographic activity of trunk muscles during trunk control exercises for people after stroke; effect of a mobile and stable seat for rehabilitation. PLoS One 2022; 17:e0272382. [PMID: 35905083 PMCID: PMC9337656 DOI: 10.1371/journal.pone.0272382] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2022] [Accepted: 07/18/2022] [Indexed: 11/18/2022] Open
Abstract
The aim of this study was to explore differences in trunk muscle activity on a stable and mobile seat for people after stroke and healthy participants. Trunk control exercises are known to have a beneficial effect on trunk control, balance, and mobility after stroke. The effect of such exercises could be enhanced by the use of a mobile seat to provide further training stimuli. However, little research on the musculoskeletal effects of trunk training on mobile seats has been carried out. On a stable and a mobile seat, thirteen people after stroke and fifteen healthy participants performed two selective trunk control exercises, which were lateral flexion initiated by the pelvis and the thorax. The maximal surface electromyography relative to static sitting of the muscles multifidus, erector spinae, and obliquus externus was recorded bilaterally. The effects of group, seat condition, trunk control exercise, and muscle side were investigated employing within-subject linear-mixed-models. Compared to the stable seat, the maximal muscle activity of people after stroke on the mobile seat was higher during the thorax-initiated exercise and lower during the pelvis-initiated exercise. Healthy participants showed opposite results with higher muscle activity on the mobile seat during the pelvis-initiated exercise. For trunk control training on a mobile seat with high muscle activation people after stroke should perform trunk control exercises initiated by the thorax, for training with lower muscle activity people after stroke should initiate selective trunk movements by the pelvis. The results can support the planning of progressive trunk control rehabilitation programs.
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Affiliation(s)
- Michelle C. Haas
- School of Health Sciences, Zurich University of Applied Sciences, Winterthur, Switzerland
- * E-mail:
| | - Bettina B. Sommer
- School of Health Sciences, Zurich University of Applied Sciences, Winterthur, Switzerland
| | - Samuel Karrer
- School of Health Sciences, Zurich University of Applied Sciences, Winterthur, Switzerland
| | - Matthias Jörger
- School of Health Sciences, Zurich University of Applied Sciences, Winterthur, Switzerland
| | - Eveline S. Graf
- School of Health Sciences, Zurich University of Applied Sciences, Winterthur, Switzerland
| | - Martin Huber
- School of Health Sciences, Zurich University of Applied Sciences, Winterthur, Switzerland
| | - Daniel Baumgartner
- School of Engineering, Zurich University of Applied Sciences, Winterthur, Switzerland
| | - Jens Bansi
- Physiotherapy Department, Valens Rehabilitation Centre, Valens, Switzerland
| | - Jan Kool
- Physiotherapy Department, Valens Rehabilitation Centre, Valens, Switzerland
| | - Christoph M. Bauer
- School of Health Sciences, Zurich University of Applied Sciences, Winterthur, Switzerland
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Ribeiro de Souza F, Sales M, Rabelo Laporte L, Melo A, Manoel da Silva Ribeiro N. Body structure/function impairments and activity limitations of post-stroke that predict social participation: a systematic review. Top Stroke Rehabil 2022:1-14. [PMID: 35787246 DOI: 10.1080/10749357.2022.2095086] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Abstract
BACKGROUND Stroke is the leading cause of death and disability in Brazil, and its prognostic indicators of social reintegration are not well established yet. OBJECTIVE To identify body structure/function impairments and activity limitations in post-stroke that predict social participation restrictions in the community. METHODS cohort studies were selected, involving adult post-stroke participants, which investigated body structure and function impairments or activity limitations of post-stroke individuals as predictors of social participation in the community. Studies that included individuals with subarachnoid hemorrhage, other neurological disorders and participants in long-term care facilities were excluded. The Newcastle-Ottawa quality assessment scale was applied to assess the methodological quality. The results were synthesized according to the found exposures, considering the used statistical models. RESULTS Eleven articles were included, with a total of 2,412 individuals, 58.4% men, 83.7% ischemic stroke. Seven exposures were assessed across studies, in which 10 studies assessed body structure and function exposures (stroke severity, cognitive, executive, emotional and motor function), and 8 studies assessed activity exposures (daily living activity and walking ability). CONCLUSION There is some evidence that stroke severity, mental and motor deficits, limitations in activities of daily living and the ability to walk after a stroke can predict social participation in the community. PROSPERO registration CRD42020177591.
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Affiliation(s)
| | - Matheus Sales
- Epidemiologia, Universidade Federal da BahiaDivisão de Neurologia e , Salvador, Brazil
| | - Larrie Rabelo Laporte
- Grupo Brasileiro de Metaciência, Escola Bahiana de Medicina e Saúde Pública, Salvador, Brazil
| | - Ailton Melo
- Epidemiologia, Universidade Federal da BahiaDivisão de Neurologia e , Salvador, Brazil.,Saúde Mental, Faculdade de Medicina da Bahia, Universidade Federal da BahiaDepartamento de Neurociências e , Salvador, Brasil
| | - Nildo Manoel da Silva Ribeiro
- Epidemiologia, Universidade Federal da BahiaDivisão de Neurologia e , Salvador, Brazil.,Departamento de fisioterapia, Instituto de Ciências da Saúde, Universidade Federal da Bahia, Salvador, Brasil
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Assunção GSB, Polese JC, Ferreira Pena E, Teixeira-Salmela LF, Faria-Fortini I. Measurement properties of the Brazilian version of the Stroke Upper Limb Capacity Scale (SULCS- Brazil). Top Stroke Rehabil 2022:1-10. [PMID: 35775585 DOI: 10.1080/10749357.2022.2095100] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Abstract
BACKGROUND The Stroke Upper Limb Capacity Scale (SULCS) is a clinically useful measure of upper-limb (UL) capacity, which assesses both basic and advanced capacities. OBJECTIVES To examine the reliability, construct validity, and interpretability of the SULCS-Brazil with community-dwelling individuals with stroke. METHODS The SULCS-Brazil and measures of impairment (handgrip strength and motor function of the paretic UL), capacity (manual and digital dexterities), and performance were applied during the first session, to establish construct validity (80 patients). The SULCS-Brazil was applied again during a second session (a sub-set of 30 patients), to investigate test-retest reliability. Test-retest reliability was evaluated using kappa statistics (k) for the individual items, intraclass correlation coefficient (ICC) for the total scores, standard error of measurement (SEM), minimal detectable change (MDC), and Bland-Altman plot. For the evaluation of construct validity, pre-defined hypotheses were created to estimate the strength of the correlations between the SULCS-Brazil scores and established measures of UL function, using Spearman correlation coefficients. Interpretability was investigated by evaluating both ceiling/ floor effects. RESULTS High level of agreement was found between the SUCLS-Brazil total scores obtained on both applications (ICC = 0.98; 95%CI:0.96-0.99) and 80% of the individual items had almost perfect agreement (k= 0.81-1.0). The SEM (0.46) and the MDC (1.27) showed clinically acceptable values. All pre-defined hypotheses were confirmed, indicating adequate construct validity of the SULCS-Brazil. No significant ceiling/floor effects were observed. CONCLUSIONS The SULCS-Brazil showed to be reliable and valid for the evaluation of upper-limb capacity of individuals with stroke.
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Affiliation(s)
| | - Janaine Cunha Polese
- Department of Physical Therapy, Faculdade Ciências Médicas de Minas Gerais, Belo Horizonte, Brazil
| | - Elisa Ferreira Pena
- Department of Occupational Therapy, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | | | - Iza Faria-Fortini
- Department of Occupational Therapy, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
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