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Wang H, Guo J, Zhang Y, Fu Z, Yao Y. Closed-loop rehabilitation of upper-limb dyskinesia after stroke: from natural motion to neuronal microfluidics. J Neuroeng Rehabil 2025; 22:87. [PMID: 40253334 PMCID: PMC12008995 DOI: 10.1186/s12984-025-01617-9] [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: 12/04/2024] [Accepted: 03/27/2025] [Indexed: 04/21/2025] Open
Abstract
This review proposes an innovative closed-loop rehabilitation strategy that integrates multiple subdomains of stroke science to address the global challenge of upper-limb dyskinesia post-stroke. Despite advancements in neural remodeling and rehabilitation research, the compartmentalization of subdomains has limited the effectiveness of current rehabilitation strategies. Our approach unites key areas-including the post-stroke brain, upper-limb rehabilitation robotics, motion sensing, metrics, neural microfluidics, and neuroelectronics-into a cohesive framework designed to enhance upper-limb motion rehabilitation outcomes. By leveraging cutting-edge technologies such as lightweight rehabilitation robotics, advanced motion sensing, and neural microfluidic models, this strategy enables real-time monitoring, adaptive interventions, and personalized rehabilitation plans. Furthermore, we explore the potential of closed-loop systems to drive neural plasticity and functional recovery, offering a transformative perspective on stroke rehabilitation. Finally, we discuss future directions, emphasizing the integration of emerging technologies and interdisciplinary collaboration to advance the field. This review highlights the promise of closed-loop strategies in achieving unprecedented integration of subdomains and improving post-stroke upper-limb rehabilitation outcomes.
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Affiliation(s)
- Honggang Wang
- State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, 150001, China
| | - Junlong Guo
- State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, 150001, China
| | - Yangqi Zhang
- State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, 150001, China
| | - Ze Fu
- Institute of Biological and Medical Technology, Harbin Institute of Technology (Weihai), Weihai, 264200, China
| | - Yufeng Yao
- State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, 150001, China.
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Farsi A, Cerone GL, Falla D, Gazzoni M. Emerging Applications of Augmented and Mixed Reality Technologies in Motor Rehabilitation: A Scoping Review. SENSORS (BASEL, SWITZERLAND) 2025; 25:2042. [PMID: 40218554 PMCID: PMC11991573 DOI: 10.3390/s25072042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/14/2025] [Revised: 03/19/2025] [Accepted: 03/21/2025] [Indexed: 04/14/2025]
Abstract
BACKGROUND Augmented Reality (AR) and Mixed Reality (MR) are emerging technologies with notable potential for motor rehabilitation. Given the novelty and breadth of this field, this scoping review aims to identify how and to what extent AR and MR technologies are used in motor rehabilitation. METHODS We conducted a search in Scopus and PubMed (2010-2024), following PRISMA-ScR guidelines. In the analysis, we focused on four key aspects: (I) the AR/MR display technologies, (II) the sensors used to collect data to generate the augmented information, (III) the pathologies addressed, and (IV) the assessment of usability and acceptability. RESULTS Among 105 selected studies, 58% developed new prototypes, while 42% tested existing systems. Head-mounted displays were the most common device (56.2%), followed by monitors (34.3%) and video projectors (14.3%). The most commonly used sensors were RGB-D cameras (31.4%), sensors for localization and mapping (33.3%), normal cameras (17.1%), and electromyography sensors (14.3%). Regarding the target pathology, 34.2% of studies did not focus on a specific pathology, 26.7% were on stroke, 10.5% on limb loss, and 9.5% on Parkinson's disease. Over half (51.4%) of the studies investigated usability and acceptance. CONCLUSIONS AR/MR technologies hold promise for motor rehabilitation, but limited comparative studies and long-term investigations currently hinder a clear understanding of their benefits.
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Affiliation(s)
- Arman Farsi
- LISiN—Laboratory for Engineering of the Neuromuscular System, Department of Electronics and Telecommunications, Politecnico di Torino, 10129 Turin, Italy; (A.F.); (G.L.C.)
- PoliToBIOMed Lab, Politecnico di Torino, 10129 Turin, Italy
| | - Giacinto Luigi Cerone
- LISiN—Laboratory for Engineering of the Neuromuscular System, Department of Electronics and Telecommunications, Politecnico di Torino, 10129 Turin, Italy; (A.F.); (G.L.C.)
- PoliToBIOMed Lab, Politecnico di Torino, 10129 Turin, Italy
| | - Deborah Falla
- Centre of Precision Rehabilitation for Spinal Pain (CPR Spine), School of Sport, Exercise and Rehabilitation Sciences, College of Life and Environmental Sciences, University of Birmingham, Birmingham B15 2TT, UK;
| | - Marco Gazzoni
- LISiN—Laboratory for Engineering of the Neuromuscular System, Department of Electronics and Telecommunications, Politecnico di Torino, 10129 Turin, Italy; (A.F.); (G.L.C.)
- PoliToBIOMed Lab, Politecnico di Torino, 10129 Turin, Italy
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Saragih ID, Priyanti RP, Batubara SO, Lee BO. Effects of mirror therapy on upper limb motor function of patients with stroke: A systematic review and meta-analysis of randomized controlled trials. Clin Rehabil 2025; 39:23-34. [PMID: 39834285 DOI: 10.1177/02692155241299211] [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: 01/22/2025]
Abstract
OBJECTIVES This study aimed to investigate and review the effects of mirror therapy on upper limb function, including improvements in shoulder, elbow, forearm, wrist, and hand function, as well as coordination between the upper extremities, in patients with stroke. DATA SOURCES Six databases, CINAHL Plus with Full Text, Cochrane Central Register of Controlled Trials, Embase, Medline Complete, PubMed, and Web of Science, were searched from database inception to 15 October 2024, as well as manual searching of Google Scholar, for relevant trials. REVIEW METHODS The methodological quality of the trials was assessed using version 2 of the Cochrane risk-of-bias tool with five domains. A random-effects model was applied to calculate the pooled mean difference of dichotomous variables using the 95% confidence interval. The variance in effect estimation in a forest plot for each trial was then quantified using I2. RESULTS Eighteen studies, representing 633 patients with stroke, were included in this study. Mirror therapy significantly improved upper limb motor function (mean difference [MD] = 1.79; 95% CI = 0.04-3.54; p = 0.04) and hand function (MD = 1.48; 95% CI = 0.17-2.78; p = 0.03) in patients with stroke. Subgroup analyses of overall upper limb function showed that mirror therapy was effective in improving function when delivered more than 5 times a week (MD = 2.75; 95% CI = 1.02-4.48) over a period of ≤ 4 weeks (MD = 3.26; 95% CI = 1.19-5.33). The results of the methodology assessment using RoB-2 on all the trials included in the analysis showed that 16 trials were considered to have some concerns. CONCLUSION Mirror therapy appears to be beneficial for improving upper limb motor function after stroke. More trials are needed to determine the effects of mirror therapy on shoulder/elbow/forearm, wrist, and hand function and coordination between upper extremities after stroke.
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Affiliation(s)
| | - Ratna Puji Priyanti
- College of Nursing, Kaohsiung Medical University, Kaohsiung, Taiwan
- School of Nursing, STIKES Pemkab Jombang, Jawa Timur, Indonesia
| | | | - Bih-O Lee
- College of Nursing, Kaohsiung Medical University, Kaohsiung, Taiwan
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Lobo P, Morais P, Murray P, Vilaça JL. Trends and Innovations in Wearable Technology for Motor Rehabilitation, Prediction, and Monitoring: A Comprehensive Review. SENSORS (BASEL, SWITZERLAND) 2024; 24:7973. [PMID: 39771710 PMCID: PMC11679760 DOI: 10.3390/s24247973] [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: 10/16/2024] [Revised: 11/23/2024] [Accepted: 12/10/2024] [Indexed: 01/11/2025]
Abstract
(1) Background: Continuous health promotion systems are increasingly important, enabling decentralized patient care, providing comfort, and reducing congestion in healthcare facilities. These systems allow for treatment beyond clinical settings and support preventive monitoring. Wearable systems have become essential tools for health monitoring, but they focus mainly on physiological data, overlooking motor data evaluation. The World Health Organization reports that 1.71 billion people globally suffer from musculoskeletal conditions, marked by pain and limited mobility. (2) Methods: To gain a deeper understanding of wearables for the motor rehabilitation, monitoring, and prediction of the progression and/or degradation of symptoms directly associated with upper-limb pathologies, this study was conducted. Thus, all articles indexed in the Web of Science database containing the terms "wearable", "upper limb", and ("rehabilitation" or "monitor" or "predict") between 2019 and 2023 were flagged for analysis. (3) Results: Out of 391 papers identified, 148 were included and analyzed, exploring pathologies, technologies, and their interrelationships. Technologies were categorized by typology and primary purpose. (4) Conclusions: The study identified essential sensory units and actuators in wearable systems for upper-limb physiotherapy and analyzed them based on treatment methods and targeted pathologies.
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Affiliation(s)
- Pedro Lobo
- 2AI, School of Technology, IPCA, 4750-810 Barcelos, Portugal; (P.M.); (J.L.V.)
- LIFE Research Institute, TUS—Technological University of the Shannon, V94 EC5T Limerick, Ireland;
| | - Pedro Morais
- 2AI, School of Technology, IPCA, 4750-810 Barcelos, Portugal; (P.M.); (J.L.V.)
- LASI—Associate Laboratory of Intelligent Systems, 4800-058 Guimarães, Portugal
| | - Patrick Murray
- LIFE Research Institute, TUS—Technological University of the Shannon, V94 EC5T Limerick, Ireland;
| | - João L. Vilaça
- 2AI, School of Technology, IPCA, 4750-810 Barcelos, Portugal; (P.M.); (J.L.V.)
- LASI—Associate Laboratory of Intelligent Systems, 4800-058 Guimarães, Portugal
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Song Q, Qin Q, Suen LKP, Liang G, Qin H, Zhang L. Effects of wearable device training on upper limb motor function in patients with stroke: a systematic review and meta-analysis. J Int Med Res 2024; 52:3000605241285858. [PMID: 39382039 PMCID: PMC11529673 DOI: 10.1177/03000605241285858] [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: 05/08/2024] [Accepted: 09/05/2024] [Indexed: 10/10/2024] Open
Abstract
OBJECTIVE To evaluate the effect of wearable device training on improving upper limb motor function in patients who experienced strokes. METHODS The PubMed, Embase, Cochrane Library, Web of Science, MEDLINE, SCOPUS, China National Knowledge Infrastructure, WanFang, and VIP databases were searched for randomized controlled trials (RCTs) that assessed the effectiveness of wearable device training in improving upper limb motor function in patients with stroke. Two investigators independently screened studies by their titles and abstracts and cross-checked, downloaded, and evaluated the results. Disagreements were resolved by a third highly experienced researcher. Risk of bias was evaluated using the Cochrane risk-of-bias tool. This meta-analysis was registered in PROSPERO (registration No. CRD42023421633). RESULTS This study comprised 508 patients from 14 RCTs. The experimental group assessed various wearable devices, including 3D-printed dynamic orthoses, inertial measurement unit (IMU) sensors, electrical stimulation devices, and virtual reality (VR) devices for virtual interactive training. The control group received traditional rehabilitation therapies, including physical and conventional rehabilitation. The experimental group scored better on the Fugl-Meyer Assessment (FMA-UE) scale (standardized mean difference [SMD] 0.26, 95% confidence interval [CI] 0.07, 0.45) and Box and Block Test (BBT) (SMD 0.43, 95% CI 0.17, 0.69) versus controls. No significant intergroup differences were observed in the Action Research Arm Test (SMD 0.20, 95% CI -0.15, 0.55), motor activity log (mean difference [MD] 0.32, 95% CI -0.54, 0.33), and modified Ashworth scale (MD -0.08, 95% CI -0.81, 0.64). The probability rankings of wearable devices that improved FMA-UE scores in patients with stroke were: orthotic devices, with the highest probability ranking of 0.45, followed by sensor devices at 0.23, electrical stimulation devices at 0.21, and VR devices at 0.11. CONCLUSIONS Wearable device training was found to significantly improve upper limb motor function in patients with stroke, particularly for large-range movements. Improvements in FMA-UE and BBT scores reflected reduced impairment and enhanced manual dexterity, respectively. However, the training had no significant effect on hand movement frequency, fine motor skills, or spasticity. Among the different wearable devices tested, orthoses produced the most effective results.
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Affiliation(s)
- Qianqian Song
- Guangxi University of Chinese Medicine, Nanning, Guangxi, China
| | - Qin Qin
- Guangxi University of Chinese Medicine, Nanning, Guangxi, China
| | | | - Guangmei Liang
- Guangxi University of Chinese Medicine, Nanning, Guangxi, China
| | - Haixia Qin
- Guangxi University of Chinese Medicine, Nanning, Guangxi, China
| | - Lingling Zhang
- Guangxi University of Chinese Medicine, Nanning, Guangxi, China
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Ojardias E, Adham A, Bessaguet H, Phaner V, Rimaud D, Giraux P. Efficacy of a new video observational training method (intensive visual simulation) for motor recovery in the upper limb in subacute stroke: a feasibility and proof-of-concept study. J Rehabil Med 2024; 56:jrm36119. [PMID: 39320126 PMCID: PMC11445588 DOI: 10.2340/jrm.v56.36119] [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: 01/05/2024] [Accepted: 06/10/2024] [Indexed: 09/26/2024] Open
Abstract
OBJECTIVE To demonstrate the feasibility and efficacy of a new video-observation training method (intensive visual simulation) to improve upper limb function. DESIGN Small sample, randomized, evaluator-blind, monocentric study. PATIENTS Seventeen early subacute ischaemic stroke patients with complete hemiplegia were randomly assigned to the therapeutic group (n = 8) or control group (CG, n = 9). METHODS Thirty sessions of intensive visual simulation combined with corrected visual feedback (therapeutic group) or uncorrected visual feedback (control group) were performed over 6 weeks on top of a standard rehabilitation programme. MAIN OUTCOME MEASURE 400-point hand assessment test (400p-HA). SECONDARY OUTCOME MEASURES Box and Blocks (B&B), Purdue Pegboard test, Minnesota. RESULTS The 400p-HA test improved significantly from T0 to 6 months for both groups, with a significant difference between groups at 3 months (MW-UT p = 0.046) and 4 months (MW-UT p = 0.046) in favour of the therapeutic group. One-phase exponential modelling of 400p-HA showed a greater plateau for the therapeutic group (F test p = 0.0021). There was also faster recovery of the ability to perform the B&B tests for the therapeutic group (log-rank test p = 0.03). CONCLUSION This study demonstrated the feasibility and potential efficacy of an intensive visual simulation training programme to improve upper limb function in subacute stroke patients. A larger study is needed to confirm these results.
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Affiliation(s)
- Etienne Ojardias
- Physical Medicine & Rehabilitation Department, University Hospital of Saint-Étienne, Saint-Étienne, France; Lyon Neuroscience Research Center, Trajectoires team (Inserm UMR-S 1028, CNRS UMR 5292, Lyon1 & Saint-Etienne Universities), France
| | - Ahmed Adham
- Physical Medicine & Rehabilitation Department, University Hospital of Saint-Étienne, Saint-Étienne, France; Lyon Neuroscience Research Center, Trajectoires team (Inserm UMR-S 1028, CNRS UMR 5292, Lyon1 & Saint-Etienne Universities), France
| | - Hugo Bessaguet
- Physical Medicine & Rehabilitation Department, University Hospital of Saint-Étienne, Saint-Étienne, France; Inter-University Laboratory of Human Movement Biology, EA 7424, Jean Monnet University, Saint-Etienne, France
| | - Virginie Phaner
- Physical Medicine & Rehabilitation Department, University Hospital of Saint-Étienne, Saint-Étienne, France
| | - Diana Rimaud
- Physical Medicine & Rehabilitation Department, University Hospital of Saint-Étienne, Saint-Étienne, France; Inter-University Laboratory of Human Movement Biology, EA 7424, Jean Monnet University, Saint-Etienne, France
| | - Pascal Giraux
- Physical Medicine & Rehabilitation Department, University Hospital of Saint-Étienne, Saint-Étienne, France; Lyon Neuroscience Research Center, Trajectoires team (Inserm UMR-S 1028, CNRS UMR 5292, Lyon1 & Saint-Etienne Universities), France.
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Jo S, Jang H, Kim H, Song C. 360° immersive virtual reality-based mirror therapy for upper extremity function and satisfaction among stroke patients: a randomized controlled trial. Eur J Phys Rehabil Med 2024; 60:207-215. [PMID: 38483333 PMCID: PMC11114156 DOI: 10.23736/s1973-9087.24.08275-3] [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: 10/13/2023] [Revised: 01/24/2024] [Accepted: 02/19/2024] [Indexed: 04/13/2024]
Abstract
BACKGROUND Stroke is a leading cause of long-term disability worldwide; therefore, an effective rehabilitation strategy is fundamental. Mirror therapy (MT) has been a popular approach for upper extremity rehabilitation, but it presents some limitations. Recent advancements in virtual reality (VR) technology have introduced immersive VR-based MT, potentially overcoming these limitations and enhancing rehabilitation outcomes. AIM This study aimed to evaluate the effectiveness of a novel 360° immersive virtual reality-based MT (360MT) in upper extremity rehabilitation for stroke patients, comparing it to traditional MT (TMT) and conventional physical therapy control group (CG). DESIGN A prospective, active control, assessor blinded, parallel groups, randomized controlled trial. POPULATION Forty-five participants with chronic stroke within six months of onset. METHODS The participants were randomly allocated to 360MT, TMT, or CG groups. Outcome measures included Fugl-Meyer Assessment for Upper Extremity (FMA-UE), Box and Block Test (BBT), and Manual Function Test (MFT). Additionally, patient experience and satisfaction in the groups of 360MT and TMT were assessed through questionnaires and interviews. RESULTS Results revealed that the 360MT group showed significantly greater improvements in FMA-UE, MFT and BBT compared to TMT (P<0.05) and CG (P<0.001) groups. Patient experience and satisfaction were more favorable in the 360MT group, with participants reporting higher engagement and motivation. CONCLUSIONS 360MT appears to be a promising approach for upper extremity rehabilitation in stroke patients, providing better outcomes and higher patient satisfaction. However, further research is needed to confirm these findings and strengthen the evidence base for 360MT in stroke rehabilitation. CLINICAL REHABILITATION IMPACT 360MT demonstrated notably enhanced upper extremity rehabilitation outcomes as well as better patient satisfaction among chronic stroke patients within six months of onset compared to traditional MT and conventional physical therapy. This novel approach not only fostered functional improvements but also elevated levels of engagement and motivation among participants, suggesting a promising future application in stroke rehabilitation framework.
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Affiliation(s)
- Sungbae Jo
- Department of Rehabilitation Medicine, Seoul National University Hospital, Seoul, South Korea
| | - Hoon Jang
- Department of Physical Therapy, Graduate School of Sahmyook University, Seoul, South Korea
| | - Hyunjin Kim
- Department of Rehabilitation Medicine, Hanyang University Guri Hospital, Gyeonggi-do, South Korea
| | - Changho Song
- Department of Physical Therapy, College of Health Science, Sahmyook University, Seoul, South Korea -
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He YZ, Huang ZM, Deng HY, Huang J, Wu JH, Wu JS. Feasibility, safety, and efficacy of task-oriented mirrored robotic training on upper-limb functions and activities of daily living in subacute poststroke patients: a pilot study. Eur J Phys Rehabil Med 2023; 59:660-668. [PMID: 37869761 PMCID: PMC10795073 DOI: 10.23736/s1973-9087.23.08018-8] [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: 04/30/2023] [Revised: 09/04/2023] [Accepted: 10/09/2023] [Indexed: 10/24/2023]
Abstract
BACKGROUND Robotic training with high repetitions facilitates upper-limb movements but provides fewer benefits for activities of daily living. Integrating activities of daily living training tasks and mirror therapy into a robot may enhance the functional gains of robotic training. AIM The aim of this study was to investigate the feasibility, safety, and efficacy of the task-oriented mirrored upper-limb robotic training on the upper-limb functions and activities of daily living of subacute poststroke patients. DESIGN This study is a single-blinded, active-controlled pilot study. SETTING The study was carried out at rehabilitation outpatient clinic and ward. POPULATION A total of 32 subacute poststroke patients were enrolled in the study. METHODS The enrolled patients were allocated into two groups in a ratio of 1:1. The experimental group received 4 weeks of task-oriented mirrored upper-limb robotic training, consisting of five sessions of 30-minute duration, along with 30 minutes of conventional training. The control group only received 60 minutes of conventional training. The outcome measures were the Fugl-Meyer Assessment Scale for Upper Extremity, Modified Barthel Index, Stroke Self-Efficacy Scale, System Usability Scale, and Quebec User Evaluation with Assistive Technology. RESULTS All patients completed the full training sessions without significant adverse events related to robotic training. The task-oriented mirrored upper-limb robotic training led to increased Fugl-Meyer Assessment Scale for Upper Extremity (difference: 10.38 points, P<0.001) and Modified Barthel Index (difference: 18.38 points, P<0.001) scores, both of which exceeded the minimal clinically important difference. Intergroup analysis showed significantly higher improvements in the Fugl-Meyer Assessment Scale for Upper Extremity total scores, shoulder, wrist, and hand scores; and Modified Barthel Index scores in the experimental group than in conventional training (all P<0.05). Both groups showed significant improvements in Stroke Self-Efficacy Scale scores after the intervention (both P<0.001), but without a statistically significant intergroup difference (P>0.05). Participants in the experimental group scored an average usability perception score of 74.74 (good) and an average satisfaction score of four or more out of five. CONCLUSIONS In general, task-oriented mirrored upper-limb robotic training appears feasible and safe for subacute poststroke rehabilitation, facilitating the recovery of upper-limb functions and activities of daily living. CLINICAL REHABILITATION IMPACT Task-oriented mirrored upper-limb robotic training shows promise for future clinical rehabilitation and clinical trials involving subacute poststroke patients.
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Affiliation(s)
- You-Ze He
- College of Rehabilitation Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, China
- Fujian Collaborative Innovation Center for Rehabilitation Technology, Fuzhou, China
| | - Zhen-Ming Huang
- College of Rehabilitation Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, China
| | - Hai-Yin Deng
- College of Rehabilitation Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, China
| | - Jia Huang
- College of Rehabilitation Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, China
- Fujian Collaborative Innovation Center for Rehabilitation Technology, Fuzhou, China
| | - Jian-Huang Wu
- Shenzhen Wisemen Medical Technologies Co., Ltd, Shenzhen, China
| | - Jing-Song Wu
- College of Rehabilitation Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, China -
- Fujian Collaborative Innovation Center for Rehabilitation Technology, Fuzhou, China
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Jo S, Song S, Kim J, Song C. Agreement between Azure Kinect and Marker-Based Motion Analysis during Functional Movements: A Feasibility Study. SENSORS (BASEL, SWITZERLAND) 2022; 22:9819. [PMID: 36560187 PMCID: PMC9785788 DOI: 10.3390/s22249819] [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: 11/02/2022] [Revised: 12/06/2022] [Accepted: 12/11/2022] [Indexed: 06/17/2023]
Abstract
(1) Background: The present study investigated the agreement between the Azure Kinect and marker-based motion analysis during functional movements. (2) Methods: Twelve healthy adults participated in this study and performed a total of six different tasks including front view squat, side view squat, forward reach, lateral reach, front view lunge, and side view lunge. Movement data were collected using an Azure Kinect and 12 infrared cameras while the participants performed the movements. The comparability between marker-based motion analysis and Azure Kinect was visualized using Bland-Altman plots and scatter plots. (3) Results: During the front view of squat motions, hip and knee joint angles showed moderate and high level of concurrent validity, respectively. The side view of squat motions showed moderate to good in the visible hip joint angles, whereas hidden hip joint angle showed poor concurrent validity. The knee joint angles showed variation between excellent and moderate concurrent validity depending on the visibility. The forward reach motions showed moderate concurrent validity for both shoulder angles, whereas the lateral reach motions showed excellent concurrent validity. During the front view of lunge motions, both the hip and knee joint angles showed moderate concurrent validity. The side view of lunge motions showed variations in concurrent validity, while the right hip joint angle showed good concurrent validity; the left hip joint showed poor concurrent validity. (4) Conclusions: The overall agreement between the Azure Kinect and marker-based motion analysis system was moderate to good when the body segments were visible to the Azure Kinect, yet the accuracy of tracking hidden body parts is still a concern.
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Affiliation(s)
- Sungbae Jo
- Department of Physical Therapy, College of Health Science, Sahmyook University, Seoul 01795, Republic of Korea
| | - Sunmi Song
- Rehabilitation Science Program, Department of Health Science, Graduate School, Korea University, Seoul 02841, Republic of Korea
- Department of Health and Environmental Science, College of Health Science, Korea University, Seoul 02841, Republic of Korea
- Department of Physical Therapy, College of Health Science, Korea University, Seoul 02841, Republic of Korea
| | - Junesun Kim
- Rehabilitation Science Program, Department of Health Science, Graduate School, Korea University, Seoul 02841, Republic of Korea
- Department of Health and Environmental Science, College of Health Science, Korea University, Seoul 02841, Republic of Korea
- Department of Physical Therapy, College of Health Science, Korea University, Seoul 02841, Republic of Korea
- BK21FOUR Program: Learning Health Systems, College of Health Science, Korea University, Seoul 02841, Republic of Korea
| | - Changho Song
- Department of Physical Therapy, College of Health Science, Sahmyook University, Seoul 01795, Republic of Korea
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