Your browser doesn't support javascript.
loading
Show: 20 | 50 | 100
Results 1 - 20 de 518
Filter
1.
Sensors (Basel) ; 24(9)2024 May 03.
Article in English | MEDLINE | ID: mdl-38733031

ABSTRACT

This study aimed to propose a portable and intelligent rehabilitation evaluation system for digital stroke-patient rehabilitation assessment. Specifically, the study designed and developed a fusion device capable of emitting red, green, and infrared lights simultaneously for photoplethysmography (PPG) acquisition. Leveraging the different penetration depths and tissue reflection characteristics of these light wavelengths, the device can provide richer and more comprehensive physiological information. Furthermore, a Multi-Channel Convolutional Neural Network-Long Short-Term Memory-Attention (MCNN-LSTM-Attention) evaluation model was developed. This model, constructed based on multiple convolutional channels, facilitates the feature extraction and fusion of collected multi-modality data. Additionally, it incorporated an attention mechanism module capable of dynamically adjusting the importance weights of input information, thereby enhancing the accuracy of rehabilitation assessment. To validate the effectiveness of the proposed system, sixteen volunteers were recruited for clinical data collection and validation, comprising eight stroke patients and eight healthy subjects. Experimental results demonstrated the system's promising performance metrics (accuracy: 0.9125, precision: 0.8980, recall: 0.8970, F1 score: 0.8949, and loss function: 0.1261). This rehabilitation evaluation system holds the potential for stroke diagnosis and identification, laying a solid foundation for wearable-based stroke risk assessment and stroke rehabilitation assistance.


Subject(s)
Neural Networks, Computer , Photoplethysmography , Stroke Rehabilitation , Stroke , Humans , Stroke Rehabilitation/instrumentation , Stroke Rehabilitation/methods , Photoplethysmography/methods , Photoplethysmography/instrumentation , Stroke/physiopathology , Male , Female , Middle Aged , Adult , Plethysmography/methods , Plethysmography/instrumentation , Equipment Design , Wearable Electronic Devices , Algorithms
2.
Brain Behav ; 14(5): e3525, 2024 May.
Article in English | MEDLINE | ID: mdl-38773793

ABSTRACT

INTRODUCTION: Visual field defects (VFDs) represent a debilitating poststroke complication, characterized by unseen parts of the visual field. Visual perceptual learning (VPL), involving repetitive visual training in blind visual fields, may effectively restore visual field sensitivity in cortical blindness. This current multicenter, double-blind, randomized, controlled clinical trial investigated the efficacy and safety of VPL-based digital therapeutics (Nunap Vision [NV]) for treating poststroke VFDs. METHODS: Stroke outpatients with VFDs (>6 months after stroke onset) were randomized into NV (defective field training) or Nunap Vision-Control (NV-C, central field training) groups. Both interventions provided visual perceptual training, consisting of orientation, rotation, and depth discrimination, through a virtual reality head-mounted display device 5 days a week for 12 weeks. The two groups received VFD assessments using Humphrey visual field (HVF) tests at baseline and 12-week follow-up. The final analysis included those completed the study (NV, n = 40; NV-C, n = 35). Efficacy measures included improved visual area (sensitivity ≥6 dB) and changes in the HVF scores during the 12-week period. RESULTS: With a high compliance rate, NV and NV-C training improved the visual areas in the defective hemifield (>72 degrees2) and the whole field (>108 degrees2), which are clinically meaningful improvements despite no significant between-group differences. According to within-group analyses, mean total deviation scores in the defective hemifield improved after NV training (p = .03) but not after NV-C training (p = .12). CONCLUSIONS: The current trial suggests that VPL-based digital therapeutics may induce clinically meaningful visual improvements in patients with poststroke VFDs. Yet, between-group differences in therapeutic efficacy were not found as NV-C training exhibited unexpected improvement comparable to NV training, possibly due to learning transfer effects.


Subject(s)
Stroke Rehabilitation , Stroke , Virtual Reality , Visual Fields , Visual Perception , Humans , Double-Blind Method , Male , Female , Middle Aged , Aged , Visual Fields/physiology , Stroke/complications , Stroke/therapy , Stroke/physiopathology , Visual Perception/physiology , Stroke Rehabilitation/methods , Stroke Rehabilitation/instrumentation , Learning/physiology , Vision Disorders/etiology , Vision Disorders/rehabilitation , Vision Disorders/therapy , Vision Disorders/physiopathology
3.
Article in English | MEDLINE | ID: mdl-38753470

ABSTRACT

This study presents a wireless wearable portable system designed for the automatic quantitative spatio-temporal analysis of continuous thoracic spine motion across various planes and degrees of freedom (DOF). This includes automatic motion segmentation, computation of the range of motion (ROM) for six distinct thoracic spine movements across three planes, tracking of motion completion cycles, and visualization of both primary and coupled thoracic spine motions. To validate the system, this study employed an Inter-days experimental setting to conduct experiments involving a total of 957 thoracic spine movements, with participation from two representatives of varying age and gender. The reliability of the proposed system was assessed using the Intraclass Correlation Coefficient (ICC) and Standard Error of Measurement (SEM). The experimental results demonstrated strong ICC values for various thoracic spine movements across different planes, ranging from 0.774 to 0.918, with an average of 0.85. The SEM values ranged from 0.64° to 4.03°, with an average of 1.93°. Additionally, we successfully conducted an assessment of thoracic spine mobility in a stroke rehabilitation patient using the system. This illustrates the feasibility of the system for actively analyzing thoracic spine mobility, offering an effective technological means for non-invasive research on thoracic spine activity during continuous movement states.


Subject(s)
Movement , Range of Motion, Articular , Thoracic Vertebrae , Wearable Electronic Devices , Humans , Thoracic Vertebrae/physiology , Male , Range of Motion, Articular/physiology , Female , Reproducibility of Results , Adult , Movement/physiology , Equipment Design , Algorithms , Wireless Technology/instrumentation , Stroke Rehabilitation/instrumentation , Biomechanical Phenomena , Young Adult , Middle Aged , Monitoring, Ambulatory/instrumentation
4.
J Neuroeng Rehabil ; 21(1): 77, 2024 May 14.
Article in English | MEDLINE | ID: mdl-38745227

ABSTRACT

BACKGROUND: Over 80% of patients with stroke experience finger grasping dysfunction, affecting independence in activities of daily living and quality of life. In routine training, task-oriented training is usually used for functional hand training, which may improve finger grasping performance after stroke, while augmented therapy may lead to a better treatment outcome. As a new technology-supported training, the hand rehabilitation robot provides opportunities to improve the therapeutic effect by increasing the training intensity. However, most hand rehabilitation robots commonly applied in clinics are based on a passive training mode and lack the sensory feedback function of fingers, which is not conducive to patients completing more accurate grasping movements. A force feedback hand rehabilitation robot can compensate for these defects. However, its clinical efficacy in patients with stroke remains unknown. This study aimed to investigate the effectiveness and added value of a force feedback hand rehabilitation robot combined with task-oriented training in stroke patients with hemiplegia. METHODS: In this single-blinded randomised controlled trial, 44 stroke patients with hemiplegia were randomly divided into experimental (n = 22) and control (n = 22) groups. Both groups received 40 min/day of conventional upper limb rehabilitation training. The experimental group received 20 min/day of task-oriented training assisted by a force feedback rehabilitation robot, and the control group received 20 min/day of task-oriented training assisted by therapists. Training was provided for 4 weeks, 5 times/week. The Fugl-Meyer motor function assessment of the hand part (FMA-Hand), Action Research Arm Test (ARAT), grip strength, Modified Ashworth scale (MAS), range of motion (ROM), Brunnstrom recovery stages of the hand (BRS-H), and Barthel index (BI) were used to evaluate the effect of two groups before and after treatment. RESULTS: Intra-group comparison: In both groups, the FMA-Hand, ARAT, grip strength, AROM, BRS-H, and BI scores after 4 weeks of treatment were significantly higher than those before treatment (p < 0.05), whereas there was no significant difference in finger flexor MAS scores before and after treatment (p > 0.05). Inter-group comparison: After 4 weeks of treatment, the experimental group's FMA-Hand total score, ARAT, grip strength, and AROM were significantly better than those of the control group (p < 0.05). However, there were no statistically significant differences in the scores of each sub-item of the FMA-Hand after Bonferroni correction (p > 0.007). In addition, there were no statistically significant differences in MAS, BRS-H, and BI scores (p > 0.05). CONCLUSION: Hand performance improved in patients with stroke after 4 weeks of task-oriented training. The use of a force feedback hand rehabilitation robot to support task-oriented training showed additional value over conventional task-oriented training in stroke patients with hand dysfunction. CLINICAL TRIAL REGISTRATION INFORMATION: NCT05841108.


Subject(s)
Hand Strength , Hemiplegia , Robotics , Stroke Rehabilitation , Humans , Stroke Rehabilitation/methods , Stroke Rehabilitation/instrumentation , Male , Female , Middle Aged , Robotics/instrumentation , Hand Strength/physiology , Hemiplegia/rehabilitation , Hemiplegia/physiopathology , Hemiplegia/etiology , Aged , Single-Blind Method , Stroke/complications , Stroke/physiopathology , Fingers/physiology , Fingers/physiopathology , Hand/physiopathology , Adult , Feedback, Sensory/physiology , Treatment Outcome , Recovery of Function
5.
J Neuroeng Rehabil ; 21(1): 76, 2024 May 14.
Article in English | MEDLINE | ID: mdl-38745235

ABSTRACT

BACKGROUND: Gait disorder remains a major challenge for individuals with stroke, affecting their quality of life and increasing the risk of secondary complications. Robot-assisted gait training (RAGT) has emerged as a promising approach for improving gait independence in individuals with stroke. This study aimed to evaluate the effect of RAGT in individuals with subacute hemiparetic stroke using a one-leg assisted gait robot called Welwalk WW-1000. METHODS: An assessor-blinded, multicenter randomized controlled trial was conducted in the convalescent rehabilitation wards of eight hospitals in Japan. Participants with first-ever hemiparetic stroke who could not walk at pre-intervention assessment were randomized to either the Welwalk group, which underwent RAGT with conventional physical therapy, or the control group, which underwent conventional physical therapy alone. Both groups received 80 min of physical therapy per day, 7 days per week, while the Welwalk group received 40 min of RAGT per day, 6 days per week, as part of their physical therapy. The primary outcome was gait independence, as assessed using the Functional Independence Measure Walk Score. RESULTS: A total of 91 participants were enrolled, 85 of whom completed the intervention. As a result, 91 participants, as a full analysis set, and 85, as a per-protocol set, were analyzed. The primary outcome, the cumulative incidence of gait-independent events, was not significantly different between the groups. Subgroup analysis revealed that the interaction between the intervention group and stroke type did not yield significant differences in either the full analysis or per-protocol set. However, although not statistically significant, a discernible trend toward improvement with Welwalk was observed in cases of cerebral infarction for the full analysis and per-protocol sets (HR 4.167 [95%CI 0.914-18.995], p = 0.065, HR 4.443 [95%CI 0.973-20.279], p = 0.054, respectively). CONCLUSIONS: The combination of RAGT using Welwalk and conventional physical therapy was not significantly more effective than conventional physical therapy alone in promoting gait independence in individuals with subacute hemiparetic stroke, although a trend toward earlier gait independence was observed in individuals with cerebral infarction. TRIAL REGISTRATION: This study was registered with the Japan Registry of Clinical Trials ( https://jrct.niph.go.jp ; jRCT 042180078) on March 3, 2019.


Subject(s)
Gait Disorders, Neurologic , Paresis , Robotics , Stroke Rehabilitation , Stroke , Humans , Male , Stroke Rehabilitation/methods , Stroke Rehabilitation/instrumentation , Female , Aged , Robotics/methods , Robotics/instrumentation , Middle Aged , Gait Disorders, Neurologic/rehabilitation , Gait Disorders, Neurologic/etiology , Paresis/rehabilitation , Paresis/etiology , Stroke/complications , Gait/physiology , Exercise Therapy/methods , Exercise Therapy/instrumentation , Single-Blind Method , Physical Therapy Modalities/instrumentation , Treatment Outcome
6.
J Neuroeng Rehabil ; 21(1): 82, 2024 May 20.
Article in English | MEDLINE | ID: mdl-38769565

ABSTRACT

BACKGROUND: Assessments of arm motor function are usually based on clinical examinations or self-reported rating scales. Wrist-worn accelerometers can be a good complement to measure movement patterns after stroke. Currently there is limited knowledge of how accelerometry correlate to clinically used scales. The purpose of this study was therefore to evaluate the relationship between intermittent measurements of wrist-worn accelerometers and the patient's progression of arm motor function assessed by routine clinical outcome measures during a rehabilitation period. METHODS: Patients enrolled in in-hospital rehabilitation following a stroke were invited. Included patients were asked to wear wrist accelerometers for 24 h at the start (T1) and end (T2) of their rehabilitation period. On both occasions arm motor function was assessed by the modified Motor Assessment Scale (M_MAS) and the Motor Activity Log (MAL). The recorded accelerometry was compared to M_MAS and MAL. RESULTS: 20 patients were included, of which 18 completed all measurements and were therefore included in the final analysis. The resulting Spearman's rank correlation coefficient showed a strong positive correlation between measured wrist acceleration in the affected arm and M-MAS and MAL values at T1, 0.94 (p < 0.05) for M_MAS and 0.74 (p < 0.05) for the MAL values, and a slightly weaker positive correlation at T2, 0.57 (p < 0.05) for M_MAS and 0.46 - 0.45 (p = 0.06) for the MAL values. However, no correlation was seen for the difference between the two sessions. CONCLUSIONS: The results confirm that the wrist acceleration can differentiate between the affected and non-affected arm, and that there is a positive correlation between accelerometry and clinical measures. Many of the patients did not change their M-MAS or MAL scores during the rehabilitation period, which may explain why no correlation was seen for the difference between measurements during the rehabilitation period. Further studies should include continuous accelerometry throughout the rehabilitation period to reduce the impact of day-to-day variability.


Subject(s)
Accelerometry , Arm , Stroke Rehabilitation , Humans , Accelerometry/instrumentation , Male , Female , Middle Aged , Aged , Stroke Rehabilitation/methods , Stroke Rehabilitation/instrumentation , Arm/physiopathology , Arm/physiology , Wrist/physiology , Wearable Electronic Devices , Motor Activity/physiology , Adult , Stroke/physiopathology , Stroke/diagnosis , Aged, 80 and over
7.
Medicina (Kaunas) ; 60(4)2024 Apr 10.
Article in English | MEDLINE | ID: mdl-38674266

ABSTRACT

Robot-assisted gait training (RAGT) is at the cutting edge of stroke rehabilitation, offering a groundbreaking method to improve motor recovery and enhance the quality of life for stroke survivors. This review investigates the effectiveness and application of various RAGT systems, including both end-effector and exoskeleton robots, in facilitating gait enhancements. The selection process for this comprehensive analysis involved a meticulous review of the literature from databases such as PubMed, the Cochrane Library, and EMBASE, focusing on studies published between 2018 and 2023. Ultimately, 27 studies met the criteria and were included in the final analysis. The focus of these studies was on the various RAGT systems and their role in promoting gait and balance improvements. The results of these studies conclusively show that patients experience significant positive effects from RAGT, and when combined with other physiotherapy methods, the outcomes are notably superior in enhancing functional ambulation and motor skills. This review emphasizes RAGT's capability to deliver a more customized and effective rehabilitation experience, highlighting the importance of tailoring interventions to meet the specific needs of each patient.


Subject(s)
Robotics , Stroke Rehabilitation , Humans , Stroke Rehabilitation/methods , Stroke Rehabilitation/instrumentation , Robotics/methods , Gait/physiology , Exercise Therapy/methods , Gait Disorders, Neurologic/rehabilitation , Gait Disorders, Neurologic/etiology , Exoskeleton Device , Stroke/complications , Stroke/physiopathology
8.
Int J Rehabil Res ; 47(2): 75-80, 2024 Jun 01.
Article in English | MEDLINE | ID: mdl-38595089

ABSTRACT

Practicing walking in a safety suspension device allows patients to move freely and without excessive reliance on a therapist, which requires correcting errors and may facilitate motor learning. This opens the possibility that patients with subacute stroke may improve their walking ability more rapidly. Therefore, we tested the hypothesis that overground gait training in a safety suspension device will result in achieving faster supervision-level walking than gait training without the suspension device. Twenty-seven patients with stroke admitted to the rehabilitation ward with functional ambulation categories (FAC) score of 2 at admission were randomly allocated to safety suspension-device group (SS group) or conventional assisted-gait training group (control group). In addition to regular physical therapy, each group underwent additional gait training for 60 min a day, 5 days a week for 4 weeks. We counted the days until reaching a FAC score of 3 and assessed the probability using Cox regression models. The median days required to reach a FAC score of 3 were 7 days for the SS group and 17.5 days for the control group, which was significantly different between the groups ( P  < 0.05). The SS group had a higher probability of reaching a FAC score of 3 after adjusting for age and admission motor impairment (hazard ratio = 3.61, 95% confidence interval = 1.40-9.33, P  < 0.01). The gait training with a safety suspension device accelerates reaching the supervision-level walking during inpatient rehabilitation. We speculate that a safety suspension device facilitated learning by allowing errors to be experienced and correct in a safe environment.


Subject(s)
Stroke Rehabilitation , Walking , Humans , Male , Stroke Rehabilitation/instrumentation , Stroke Rehabilitation/methods , Female , Middle Aged , Aged , Gait Disorders, Neurologic/rehabilitation , Gait/physiology , Stroke , Exercise Therapy/instrumentation
9.
J Neuroeng Rehabil ; 21(1): 62, 2024 Apr 24.
Article in English | MEDLINE | ID: mdl-38658969

ABSTRACT

BACKGROUND: Stroke remains a major cause of long-term adult disability in the United States, necessitating the need for effective rehabilitation strategies for post-stroke gait impairments. Despite advancements in post-stroke care, existing rehabilitation often falls short, prompting the development of devices like robots and exoskeletons. However, these technologies often lack crucial input from end-users, such as clinicians, patients, and caregivers, hindering their clinical utility. Employing a human-centered design approach can enhance the design process and address user-specific needs. OBJECTIVE: To establish a proof-of-concept of the human-centered design approach by refining the NewGait® exosuit device for post-stroke gait rehabilitation. METHODS: Using iterative design sprints, the research focused on understanding the perspectives of clinicians, stroke survivors, and caregivers. Two design sprints were conducted, including empathy interviews at the beginning of the design sprint to integrate end-users' insights. After each design sprint, the NewGait device underwent refinements based on emerging issues and recommendations. The final prototype underwent mechanical testing for durability, biomechanical simulation testing for clinical feasibility, and a system usability evaluation, where the new stroke-specific NewGait device was compared with the original NewGait device and a commercial product, Theratogs®. RESULTS: Affinity mapping from the design sprints identified crucial categories for stakeholder adoption, including fit for females, ease of donning and doffing, and usability during barefoot walking. To address these issues, a system redesign was implemented within weeks, incorporating features like a loop-backed neoprene, a novel closure mechanism for the shoulder harness, and a hook-and-loop design for the waist belt. Additional improvements included reconstructing anchors with rigid hook materials and replacing latex elastic bands with non-latex silicone-based bands for enhanced durability. Further, changes to the dorsiflexion anchor were made to allow for barefoot walking. Mechanical testing revealed a remarkable 10-fold increase in durability, enduring 500,000 cycles without notable degradation. Biomechanical simulation established the modularity of the NewGait device and indicated that it could be configured to assist or resist different muscles during walking. Usability testing indicated superior performance of the stroke-specific NewGait device, scoring 84.3 on the system usability scale compared to 62.7 for the original NewGait device and 46.9 for Theratogs. CONCLUSION: This study successfully establishes the proof-of-concept for a human-centered design approach using design sprints to rapidly develop a stroke-specific gait rehabilitation system. Future research should focus on evaluating the clinical efficacy and effectiveness of the NewGait device for post-stroke rehabilitation.


Subject(s)
Equipment Design , Exoskeleton Device , Gait Disorders, Neurologic , Stroke Rehabilitation , Humans , Stroke Rehabilitation/instrumentation , Stroke Rehabilitation/methods , Gait Disorders, Neurologic/rehabilitation , Gait Disorders, Neurologic/etiology , User-Centered Design , Female , Biomechanical Phenomena , Male , Middle Aged , Robotics/instrumentation , Caregivers
10.
Sensors (Basel) ; 24(8)2024 Apr 17.
Article in English | MEDLINE | ID: mdl-38676190

ABSTRACT

In post-stroke patients, the disabling motor deficit mainly affects the upper limb. The focus of rehabilitation is improving upper limb function and reducing long-term disability. This study aims to evaluate the feasibility of using the Gloreha Aria (R-Lead), a sensor-based upper limb in-hospital rehabilitation, compared with conventional physiotherapist-led training in subacute hemiplegic patients. Twenty-one patients were recruited and randomised 1:1 to a sensor-based group (treatment group TG) or a conventional group (control group, CG). All patients performed 30 sessions of 30 min each of dedicated upper limb rehabilitation. The Fugl-Meyer Assessment for Upper Extremity (FMA-UE) was the primary evaluation., both as a motor score and as individual items. Secondary evaluations were Functional Independence Measure; global disability assessed with the Modified Barthel Index; Motor Evaluation Scale for UE in stroke; power grip; and arm, shoulder, and hand disability. All the enrolled patients, 10 in the TG and 11 in the CG, completed all hand rehabilitation sessions during their hospital stay without experiencing any adverse events. FMA-UE scores in upper limb motor function improved in both groups [delta change CG (11.8 ± 9.2) vs. TG (12.7 ± 8.6)]. The score at T1 for FMA joint pain (21.8 vs. 24 best score) suggests the use of the Gloreha Aria (R-Lead) as feasible in improving arm function abilities in post-stroke patients.


Subject(s)
Hemiplegia , Stroke Rehabilitation , Upper Extremity , Humans , Hemiplegia/rehabilitation , Hemiplegia/physiopathology , Male , Female , Upper Extremity/physiopathology , Pilot Projects , Middle Aged , Aged , Stroke Rehabilitation/methods , Stroke Rehabilitation/instrumentation , Stroke/physiopathology
11.
J Neuroeng Rehabil ; 21(1): 66, 2024 Apr 30.
Article in English | MEDLINE | ID: mdl-38685012

ABSTRACT

BACKGROUND: Understanding the role of adherence to home exercise programs for survivors of stroke is critical to ensure patients perform prescribed exercises and maximize effectiveness of recovery. METHODS: Survivors of hemiparetic stroke with impaired motor function were recruited into a 7-day study designed to test the utility and usability of a low-cost wearable system and progressive-challenge cued exercise program for encouraging graded-challenge exercise at-home. The wearable system comprised two wrist-worn MetaMotionR+ activity monitors and a custom smartphone app. The progressive-challenge cued exercise program included high-intensity activities (one repetition every 30 s) dosed at 1.5 h per day, embedded within 8 h of passive activity monitoring per day. Utility was assessed using measures of system uptime and cue response rate. Usability and user experience were assessed using well-validated quantitative surveys of system usability and user experience. Self-efficacy was assessed at the end of each day on a visual analog scale that ranged from 0 to 100. RESULTS: The system and exercise program had objective utility: system uptime was 92 ± 6.9% of intended hours and the rate of successful cue delivery was 99 ± 2.7%. The system and program also were effective in motivating cued exercise: activity was detected within 5-s of the cue 98 ± 3.1% of the time. As shown via two case studies, accelerometry data can accurately reflect graded-challenge exercise instructions and reveal differentiable activity levels across exercise stages. User experience surveys indicated positive overall usability in the home settings, strong levels of personal motivation to use the system, and high degrees of satisfaction with the devices and provided training. Self-efficacy assessments indicated a strong perception of proficiency across participants (95 ± 5.0). CONCLUSIONS: This study demonstrates that a low-cost wearable system providing frequent haptic cues to encourage graded-challenge exercise after stroke can have utility and can provide an overall positive user experience in home settings. The study also demonstrates how combining a graded exercise program with all-day activity monitoring can provide insight into the potential for wearable systems to assess adherence to-and effectiveness of-home-based exercise programs on an individualized basis.


Subject(s)
Cues , Exercise Therapy , Stroke Rehabilitation , Wearable Electronic Devices , Aged , Female , Humans , Male , Middle Aged , Arm , Exercise Therapy/instrumentation , Exercise Therapy/methods , Feasibility Studies , Mobile Applications , Patient Compliance , Stroke , Stroke Rehabilitation/instrumentation , Stroke Rehabilitation/methods
12.
Adv Sci (Weinh) ; 11(17): e2304763, 2024 May.
Article in English | MEDLINE | ID: mdl-38429890

ABSTRACT

Innovative functional electrical stimulation has demonstrated effectiveness in enhancing daily walking and rehabilitating stroke patients with foot drop. However, its lack of precision in stimulating timing, individual adaptivity, and bilateral symmetry, resulted in diminished clinical efficacy. Therefore, a closed-loop wearable device network of intrinsically controlled functional electrical stimulation (CI-FES) system is proposed, which utilizes the personal surface myoelectricity, derived from the intrinsic neuro signal, as the switch to activate/deactivate the stimulation on the affected side. Simultaneously, it decodes the myoelectricity signal of the patient's healthy side to adjust the stimulation intensity, forming an intrinsically controlled loop with the inertial measurement units. With CI-FES assistance, patients' walking ability significantly improved, evidenced by the shift in ankle joint angle mean and variance from 105.53° and 28.84 to 102.81° and 17.71, and the oxyhemoglobin concentration tested by the functional near-infrared spectroscopy. In long-term CI-FES-assisted clinical testing, the discriminability in machine learning classification between patients and healthy individuals gradually decreased from 100% to 92.5%, suggesting a remarkable recovery tendency, further substantiated by performance on the functional movement scales. The developed CI-FES system is crucial for contralateral-hemiplegic stroke recovery, paving the way for future closed-loop stimulation systems in stroke rehabilitation is anticipated.


Subject(s)
Electric Stimulation Therapy , Stroke Rehabilitation , Wearable Electronic Devices , Humans , Stroke Rehabilitation/methods , Stroke Rehabilitation/instrumentation , Male , Middle Aged , Female , Electric Stimulation Therapy/methods , Electric Stimulation Therapy/instrumentation , Aged , Stroke/physiopathology , Stroke/therapy , Walking/physiology , Adult , Equipment Design , Spectroscopy, Near-Infrared/methods
13.
Article in English | MEDLINE | ID: mdl-38083178

ABSTRACT

Function electrical stimulation (FES) is recommended as one of the effective methods for rehabilitation of motor function after stroke. There are two forms to deliver electrical stimulation to induce muscle contraction: Bipolar electrode configuration with two electrodes of the same size, and monopolar electrode configuration with a bigger electrode as an indifferent electrode and a smaller one as an active electrode. The purpose of this study is to compare the two kinds of configuration on biceps brachii in terms of induced muscle contraction force and muscle fatigue. In the experiment, electrical stimulation was applied on biceps brachii muscles of the right arm. Isometric contraction was induced by fixing the elbow joint during the stimulation. The experimental results showed that the induced contraction force was bigger using monopolar electrode configuration with the indifferent electrode on the antagonist muscle, and there was no significant difference in muscle fatigue between the configurations. Monopolar electrode configuration with the indifferent electrode on the antagonist muscle was suggested as the most effective method for FES on biceps brachii.Clinical Relevance- This study establishes an effective electrode configuration for FES on biceps brachii.


Subject(s)
Arm , Electric Stimulation , Electrodes , Muscle, Skeletal , Stroke Rehabilitation , Arm/physiopathology , Electric Stimulation/instrumentation , Electric Stimulation/methods , Electromyography , Muscle, Skeletal/physiopathology , Recovery of Function , Stroke Rehabilitation/instrumentation , Stroke Rehabilitation/methods
14.
Technol Health Care ; 31(S1): 373-382, 2023.
Article in English | MEDLINE | ID: mdl-37066937

ABSTRACT

BACKGROUND: Individuals with gait disturbances, such as that post-stroke, are discharged home to undergo outpatient rehabilitation. Rehabilitation in the community is not as effective as that in hospital, due to long travel times and short program duration. OBJECTIVE: This study analyzed rail unit structure, with the aim of assisting home indoor assistive mobility system (HIAMS) development, allowing patients to undergo gait-related rehabilitation training at home. METHODS: The HIAMS consists of a mobile rail running around the whole room, a turn-table for movement between rails, and a weight-supporting component. Structural analysis was performed using the Abaqus/CAE solution (Version 6.14, Dassault systems, Inc.) to verify device safety, according to the load applied to the rail and turn-table units. The load was applied vertically at 150 kg to reflect the weight of potential users. RESULTS: Structural analysis was performed on the weight-supporting components, which was consist of turn-table case, bearing components (center, left), connective bracket and rail rollers. The safety factors of each components were estimated as 1.31, 5.39 (bearing, center), 8.45 (bearing, left), 1.43 and 3.61 in sequence. CONCLUSION: We demonstrated a safety factor of ⩾ 1.3 for the key system units, suggesting this technology is safe for use in the home rehabilitation training of individuals with gait impairment post-ICU stay.


Subject(s)
Gait Disorders, Neurologic , Home Care Services , Self-Help Devices , Stroke Rehabilitation , Humans , Equipment Design/adverse effects , Gait Disorders, Neurologic/rehabilitation , Stroke Rehabilitation/instrumentation , Stroke Rehabilitation/methods , Technology Assessment, Biomedical
15.
Int J Neural Syst ; 32(9): 2250039, 2022 Sep.
Article in English | MEDLINE | ID: mdl-35881016

ABSTRACT

The motor imagery brain-computer interface (MI-BCI) system is currently one of the most advanced rehabilitation technologies, and it can be used to restore the motor function of stroke patients. The deep learning algorithms in the MI-BCI system require lots of training samples, but the electroencephalogram (EEG) data of stroke patients is quite scarce. Therefore, the expansion of EEG data has become an important part of stroke clinical rehabilitation research. In this paper, a deep convolution generative adversarial network (DCGAN) model is proposed to generate artificial EEG data and further expand the scale of the stroke dataset. First, multichannel one-dimensional EEG data is converted into a two-dimensional EEG spectrogram using EEG2Image based on the modified S-transform. Then, DCGAN is used to artificially generate EEG data based on MI. Finally, the validity of the generated artificial EEG data is proved. This paper preliminarily indicates that generating artificial stroke data is a promising strategy, which contributes to the further development of stroke clinical rehabilitation.


Subject(s)
Brain-Computer Interfaces , Stroke Rehabilitation , Stroke/physiopathology , Algorithms , Deep Learning , Electroencephalography/methods , Humans , Imagination , Stroke/complications , Stroke Rehabilitation/instrumentation , Stroke Rehabilitation/methods
16.
Sci Rep ; 12(1): 1868, 2022 02 03.
Article in English | MEDLINE | ID: mdl-35115543

ABSTRACT

Many individuals with stroke experience upper-limb motor deficits, and a recent trend is to develop novel devices for enhancing their motor function. This study aimed to develop a new upper-limb rehabilitation system with the integration of two rehabilitation therapies into one system, digital mirror therapy (MT) and action observation therapy (AOT), and to test the usability of this system. In the part I study, the new system was designed to operate in multiple training modes of digital MT (i.e., unilateral and bilateral modes) and AOT (i.e., pre-recorded and self-recorded videos) with self-developed software. In the part II study, 4 certified occupational therapists and 10 stroke patients were recruited for evaluating usability. The System Usability Scale (SUS) (maximum score = 100) and a self-designed questionnaire (maximum score = 50) were used. The mean scores of the SUS were 79.38 and 80.00, and those of the self-designed questionnaire were 41.00 and 42.80, respectively, for the therapists and patients after using this system, which indicated good usability and user experiences. This novel upper-limb rehabilitation system with good usability might be further used to increase the delivery of two emerging rehabilitation therapies, digital AOT and MT, to individuals with stroke.


Subject(s)
Arm/innervation , Hand/innervation , Mirror Movement Therapy/instrumentation , Motor Activity , Stroke Rehabilitation/instrumentation , Stroke/therapy , Adult , Aged , Cross-Sectional Studies , Disability Evaluation , Female , Humans , Imitative Behavior , Male , Middle Aged , Mirror Neurons , Patient Satisfaction , Recovery of Function , Software , Stroke/diagnosis , Stroke/physiopathology , Time Factors , Treatment Outcome , User-Computer Interface , Video Recording
17.
Neurorehabil Neural Repair ; 36(2): 107-118, 2022 02.
Article in English | MEDLINE | ID: mdl-34761714

ABSTRACT

Background. An ischemic stroke is followed by the remapping of motor representation and extensive changes in cortical excitability involving both hemispheres. Although stimulation of the ipsilesional motor cortex, especially when paired with motor training, facilitates plasticity and functional restoration, the remapping of motor representation of the single and combined treatments is largely unexplored. Objective. We investigated if spatio-temporal features of motor-related cortical activity and the new motor representations are related to the rehabilitative treatment or if they can be specifically associated to functional recovery. Methods. We designed a novel rehabilitative treatment that combines neuro-plasticizing intervention with motor training. In detail, optogenetic stimulation of peri-infarct excitatory neurons expressing Channelrhodopsin 2 was associated with daily motor training on a robotic device. The effectiveness of the combined therapy was compared with spontaneous recovery and with the single treatments (ie optogenetic stimulation or motor training). Results. We found that the extension and localization of the new motor representations are specific to the treatment, where most treatments promote segregation of the motor representation to the peri-infarct region. Interestingly, only the combined therapy promotes both the recovery of forelimb functionality and the rescue of spatio-temporal features of motor-related activity. Functional recovery results from a new excitatory/inhibitory balance between hemispheres as revealed by the augmented motor response flanked by the increased expression of parvalbumin positive neurons in the peri-infarct area. Conclusions. Our findings highlight that functional recovery and restoration of motor-related neuronal activity are not necessarily coupled during post-stroke recovery. Indeed the reestablishment of cortical activation features of calcium transient is distinctive of the most effective therapeutic approach, the combined therapy.


Subject(s)
Exercise Therapy , Ischemic Stroke/therapy , Motor Cortex/physiopathology , Optogenetics , Physical Conditioning, Animal/physiology , Stroke Rehabilitation , Animals , Behavior, Animal/physiology , Channelrhodopsins , Disease Models, Animal , Exercise Therapy/instrumentation , Exercise Therapy/methods , Female , Ischemic Stroke/rehabilitation , Male , Mice , Mice, Inbred C57BL , Mice, Transgenic , Motor Activity/physiology , Motor Cortex/metabolism , Neuronal Plasticity/physiology , Optogenetics/methods , Recovery of Function/physiology , Robotics , Stroke Rehabilitation/instrumentation , Stroke Rehabilitation/methods
18.
Neurorehabil Neural Repair ; 36(2): 140-150, 2022 02.
Article in English | MEDLINE | ID: mdl-34937456

ABSTRACT

BACKGROUND: Learning and learning-related neuroplasticity in motor cortex are potential mechanisms mediating recovery of movement abilities after stroke. These mechanisms depend on dopaminergic projections from midbrain that may encode reward information. Likewise, therapist experience confirms the role of feedback/reward for training efficacy after stroke. OBJECTIVE: To test the hypothesis that rehabilitative training can be enhanced by adding performance feedback and monetary rewards. METHODS: This multicentric, assessor-blinded, randomized controlled trial used the ArmeoSenso virtual reality rehabilitation system to train 37 first-ever subacute stroke patients in arm-reaching to moving targets. The rewarded group (n = 19) trained with performance feedback (gameplay) and contingent monetary reward. The control group (n = 18) used the same system without monetary reward and with graphically minimized performance feedback. Primary outcome was the change in the two-dimensional reaching space until the end of the intervention period. Secondary clinical assessments were performed at baseline, after 3 weeks of training (15 1-hour sessions), and at 3 month follow-up. Duration and intensity of the interventions as well as concomitant therapy were comparable between groups. RESULTS: The two-dimensional reaching space showed an overall improvement but no difference between groups. The rewarded group, however, showed significantly greater improvements from baseline in secondary outcomes assessing arm activity (Box and Block Test at post-training: 6.03±2.95, P = .046 and 3 months: 9.66±3.11, P = .003; Wolf Motor Function Test [Score] at 3 months: .63±.22, P = .007) and arm impairment (Fugl-Meyer Upper Extremity at 3 months: 8.22±3.11, P = .011). CONCLUSIONS: Although neutral in its primary outcome, the trial signals a potential facilitating effect of reward on training-mediated improvement of arm paresis. TRIAL REGISTRATION: ClinicalTrials.gov (ID: NCT02257125).


Subject(s)
Exercise Therapy , Motor Activity/physiology , Recovery of Function/physiology , Reward , Stroke Rehabilitation , Stroke/therapy , Upper Extremity/physiopathology , Aged , Exercise Therapy/instrumentation , Exercise Therapy/methods , Female , Follow-Up Studies , Humans , Male , Middle Aged , Outcome Assessment, Health Care , Single-Blind Method , Stroke/physiopathology , Stroke Rehabilitation/instrumentation , Stroke Rehabilitation/methods , Virtual Reality
19.
Sci Rep ; 11(1): 22823, 2021 11 24.
Article in English | MEDLINE | ID: mdl-34819515

ABSTRACT

Abnormal spasticity and associated synergistic patterns are the most common neuromuscular impairments affecting ankle-knee-hip interlimb coordinated gait kinematics and kinetics in patients with hemiparetic stroke. Although patients with hemiparetic stroke undergo various treatments to improve gait and movement, it remains unknown how spasticity and associated synergistic patterns change after robot-assisted and conventional treatment. We developed an innovative ankle-knee-hip interlimb coordinated humanoid robot (ICT) to mitigate abnormal spasticity and synergistic patterns. The objective of the preliminary clinical trial was to compare the effects of ICT combined with conventional physical therapy (ICT-C) and conventional physical therapy and gait training (CPT-G) on abnormal spasticity and synergistic gait patterns in 20 patients with acute hemiparesis. We performed secondary analyses aimed at elucidating the biomechanical effects of Walkbot ICT on kinematic (spatiotemporal parameters and angles) and kinetic (active force, resistive force, and stiffness) gait parameters before and after ICT in the ICT-C group. The intervention for this group comprised 60-min conventional physical therapy plus 30-min robot-assisted training, 7 days/week, for 2 weeks. Significant biomechanical effects in knee joint kinematics; hip, knee, and ankle active forces; hip, knee, and ankle resistive forces; and hip, knee, and ankle stiffness were associated with ICT-C. Our novel findings provide promising evidence for conventional therapy supplemented by robot-assisted therapy for abnormal spasticity, synergistic, and altered biomechanical gait impairments in patients in the acute post-stroke recovery phase.Trial Registration: Clinical Trials.gov identifier NCT03554642 (14/01/2020).


Subject(s)
Ankle Joint/physiopathology , Exoskeleton Device , Gait Disorders, Neurologic/rehabilitation , Gait , Hip Joint/physiopathology , Knee Joint/physiopathology , Robotics/instrumentation , Stroke Rehabilitation/instrumentation , Stroke/therapy , Aged , Aged, 80 and over , Biomechanical Phenomena , Equipment Design , Female , Functional Status , Gait Disorders, Neurologic/diagnosis , Gait Disorders, Neurologic/physiopathology , Humans , Male , Middle Aged , Physical Therapy Modalities , Range of Motion, Articular , Recovery of Function , Single-Blind Method , Stroke/diagnosis , Stroke/physiopathology , Time Factors , Treatment Outcome
20.
Neurorehabil Neural Repair ; 35(11): 974-985, 2021 11.
Article in English | MEDLINE | ID: mdl-34449290

ABSTRACT

Background. One of the strongest modifiable determinants of rehabilitation outcome is exercise dose. Technologies enabling self-directed exercise offer a pragmatic means to increase dose, but the extent to which they achieve this in unselected cohorts, under real-world constraints, is poorly understood. Objective. Here we quantify the exercise dose achieved by inpatient stroke survivors using an adapted upper limb (UL) exercise gaming (exergaming) device and compare this with conventional (supervised) therapy. Methods. Over 4 months, patients presenting with acute stroke and associated UL impairment were screened at a single stroke centre. Participants were trained in a single session and provided with the device for unsupervised use during their inpatient admission. Results. From 75 patients referred for inpatient UL therapy, we recruited 30 (40%), of whom 26 (35%) were able to use the device meaningfully with their affected UL. Over a median enrolment time of 8 days (IQR: 5-14), self-directed UL exercise duration using the device was 26 minutes per day (median; IQR: 16-31), in addition to 25 minutes daily conventional UL therapy (IQR: 12-34; same cohort plus standard care audit; joint n = 50); thereby doubling total exercise duration (51 minutes; IQR: 32-64) relative to standard care (Z = 4.0, P <.001). The device enabled 104 UL repetitions per day (IQR: 38-393), whereas conventional therapy achieved 15 UL repetitions per day (IQR: 11-23; Z = 4.3, P <.001). Conclusion. Self-directed adapted exergaming enabled participants in our stroke inpatient cohort to increase exercise duration 2-fold, and repetitions 8-fold, compared to standard care, without requiring additional professional supervision.


Subject(s)
Exercise Therapy , Exergaming , Self-Management , Stroke Rehabilitation , Stroke/therapy , Upper Extremity/physiopathology , Aged , Aged, 80 and over , Exercise Therapy/instrumentation , Exercise Therapy/methods , Feasibility Studies , Female , Humans , Male , Middle Aged , Outcome and Process Assessment, Health Care , Prospective Studies , Stroke Rehabilitation/instrumentation , Stroke Rehabilitation/methods
SELECTION OF CITATIONS
SEARCH DETAIL
...