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Ye S, Tao L, Gong S, Ma Y, Wu J, Li W, Kang J, Tang M, Zuo G, Shi C. Upper limb motor assessment for stroke with force, muscle activation and interhemispheric balance indices based on sEMG and fNIRS. Front Neurol 2024; 15:1337230. [PMID: 38694770 PMCID: PMC11061400 DOI: 10.3389/fneur.2024.1337230] [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: 11/12/2023] [Accepted: 04/08/2024] [Indexed: 05/04/2024] Open
Abstract
Introduction Upper limb rehabilitation assessment plays a pivotal role in the recovery process of stroke patients. The current clinical assessment tools often rely on subjective judgments of healthcare professionals. Some existing research studies have utilized physiological signals for quantitative assessments. However, most studies used single index to assess the motor functions of upper limb. The fusion of surface electromyography (sEMG) and functional near-infrared spectroscopy (fNIRS) presents an innovative approach, offering simultaneous insights into the central and peripheral nervous systems. Methods We concurrently collected sEMG signals and brain hemodynamic signals during bilateral elbow flexion in 15 stroke patients with subacute and chronic stages and 15 healthy control subjects. The sEMG signals were analyzed to obtain muscle synergy based indexes including synergy stability index (SSI), closeness of individual vector (CV) and closeness of time profile (CT). The fNIRS signals were calculated to extract laterality index (LI). Results The primary findings were that CV, SSI and LI in posterior motor cortex (PMC) and primary motor cortex (M1) on the affected hemisphere of stroke patients were significantly lower than those in the control group (p < 0.05). Moreover, CV, SSI and LI in PMC were also significantly different between affected and unaffected upper limb movements (p < 0.05). Furthermore, a linear regression model was used to predict the value of the Fugl-Meyer score of upper limb (FMul) (R2 = 0.860, p < 0.001). Discussion This study established a linear regression model using force, CV, and LI features to predict FMul scale values, which suggests that the combination of force, sEMG and fNIRS hold promise as a novel method for assessing stroke rehabilitation.
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Affiliation(s)
- Sijia Ye
- Ningbo Institute of Materials Technology and Engineering, Chinese Academy of Sciences, Ningbo, China
- University of Chinese Academy of Sciences, Beijing, China
- Ningbo Cixi Institute of Biomedical Engineering, Ningbo, China
| | - Liang Tao
- Department of Neurological Rehabilitation, Ningbo Rehabilitation Hospital, Ningbo, China
| | - Shuang Gong
- Department of Neurological Rehabilitation, Ningbo Rehabilitation Hospital, Ningbo, China
| | - Yehao Ma
- Robotics Institute, Ningbo University of Technology, Ningbo, China
| | - Jiajia Wu
- Ningbo Institute of Materials Technology and Engineering, Chinese Academy of Sciences, Ningbo, China
- Ningbo Cixi Institute of Biomedical Engineering, Ningbo, China
| | - Wanyi Li
- Department of Neurological Rehabilitation, Ningbo Rehabilitation Hospital, Ningbo, China
| | - Jiliang Kang
- Department of Neurological Rehabilitation, Ningbo Rehabilitation Hospital, Ningbo, China
| | - Min Tang
- Department of Neurological Rehabilitation, Ningbo Rehabilitation Hospital, Ningbo, China
| | - Guokun Zuo
- Ningbo Institute of Materials Technology and Engineering, Chinese Academy of Sciences, Ningbo, China
- University of Chinese Academy of Sciences, Beijing, China
- Ningbo Cixi Institute of Biomedical Engineering, Ningbo, China
| | - Changcheng Shi
- Ningbo Institute of Materials Technology and Engineering, Chinese Academy of Sciences, Ningbo, China
- University of Chinese Academy of Sciences, Beijing, China
- Ningbo Cixi Institute of Biomedical Engineering, Ningbo, China
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Khan M, Maag LM, Harnegie MP, Linder SM. The effects of cycling on walking outcomes in adults with stroke: a systematic review. Top Stroke Rehabil 2024; 31:259-271. [PMID: 37732513 DOI: 10.1080/10749357.2023.2259167] [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: 04/17/2023] [Accepted: 09/09/2023] [Indexed: 09/22/2023]
Abstract
BACKGROUND Stationary cycling is often prescribed for survivors of stroke as a safe means of aerobic exercise to improve cardiovascular health. While cycling is typically not prescribed to restore ambulatory function, improvements in measures of walking after cycling interventions have been reported in the literature. OBJECTIVE To investigate the effects of cycling on walking outcomes in adults with stroke. METHODS Relevant databases were searched through 15 August. Walking-related outcomes were extracted. Correlation coefficients were computed to measure the relationship between exercise protocol parameters and change in walking outcomes. RESULTS Eleven articles were included in the review. Eight studies representing nine cycling intervention groups reported change in walking capacity measured by the six-minute walk test with improvements ranging from 6.1 to 63.0 m. Seven studies measured gait velocity, reporting improvements ranging from 0.01 to 0.21 m/sec. Protocols that yielded the greatest improvement in walking capacity prescribed moderate- to high-intensity aerobic training. Significant positive correlations were measured between change in gait velocity and number of exercise sessions and total minutes of exercise prescribed. CONCLUSION Considerable heterogeneity was observed across cycling protocols with respect to intensity, frequency, exercise duration and protocol duration. However, none of the studies reported declines in walking outcomes and improvements were measured in the absence of task-specific gait training. Cycling interventions employing moderate- to high-intensity aerobic training and 24 sessions or more may be optimal in improving gait velocity and walking capacity.
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Affiliation(s)
- Madeeha Khan
- Department of Physical Medicine and Rehabilitation, Cleveland Clinic, Cleveland, OH, USA
| | - Logan M Maag
- Department of Physical Medicine and Rehabilitation, Cleveland Clinic, Cleveland, OH, USA
| | | | - Susan M Linder
- Department of Physical Medicine and Rehabilitation, Cleveland Clinic, Cleveland, OH, USA
- Department of Biomedical Engineering, Cleveland Clinic, Cleveland, OH, USA
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Linder SM, Bischof-Bockbrader A, Davidson S, Li Y, Lapin B, Singh T, Lee J, Bethoux F, Alberts JL. The Utilization of Forced-Rate Cycling to Facilitate Motor Recovery Following Stroke: A Randomized Clinical Trial. Neurorehabil Neural Repair 2024; 38:291-302. [PMID: 38420848 PMCID: PMC11071159 DOI: 10.1177/15459683241233577] [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] [Indexed: 03/02/2024]
Abstract
BACKGROUND The potential for aerobic exercise (AE) to enhance neuroplasticity post-stroke has been theorized but not systematically investigated. Our aim was to determine the effects of forced-rate AE (FE) paired with upper extremity (UE) repetitive task practice (FE + RTP) compared to time-matched UE RTP (RTP only) on motor recovery. METHODS A single center randomized clinical trial was conducted from April 2019 to December 2022. Sixty individuals ≥6 months post-stroke with UE hemiparesis were randomized to FE + RTP (N = 30) or RTP only (N = 30), completing 90-minute sessions, 3×/week for 8 weeks. The FE + RTP group underwent 45-minute of FE (5-minute warm-up, 35-minute main set, and 5-minute cool down) followed by 45-minute of UE RTP. The RTP only group completed 90-minute of RTP. Primary outcomes were the Fugl-Meyer Assessment (FMA) and Action Research Arm Test (ARAT). The 6-minute Walk Test (6MWT, secondary outcome) assessed walking capacity. RESULTS Sixty individuals enrolled and 56 completed the study. The RTP only group completed more RTP in terms of repetitions (411.8 ± 44.4 vs 222.8 ± 28.4, P < .001) and time (72.7 ± 6.7 vs 37.8 ± 2.4 minutes, P < .001) versus FE + RTP. There was no significant difference between groups on the FMA (FE + RTP, 36.2 ± 10.1-44.0 ± 11.8 and RTP only, 34.4 ± 11.0-41.2 ± 13.4, P = .43) or ARAT (FE + RTP, 32.5 ± 16.6-37.7 ± 17.9 and RTP only, 32.8 ± 18.6-36.4 ± 18.5, P = .88). The FE + RTP group demonstrated greater improvements on the 6MWT (274.9 ± 122.0-327.1 ± 141.2 m) versus RTP only (285.5 ± 160.3-316.9 ± 170.0, P = .003). CONCLUSIONS There was no significant difference between groups in the primary outcomes. The FE + RTP improved more on the 6MWT, a secondary outcome. TRIAL REGISTRATION ClinicalTrials.gov: NCT03819764.
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Affiliation(s)
- Susan M. Linder
- Department of Physical Medicine and Rehabilitation, Cleveland Clinic, Cleveland, OH, USA
- Department of Biomedical Engineering, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | | | - Sara Davidson
- Concussion Center, Neurologic Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Yadi Li
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
- Center for Outcomes Research and Evaluation, Neurological Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Brittany Lapin
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
- Center for Outcomes Research and Evaluation, Neurological Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Tamanna Singh
- Department of Cardiovascular Medicine; Heart, Vascular, and Thoracic Institute, Cleveland Clinic, Cleveland, OH, USA
| | - John Lee
- Department of Physical Medicine and Rehabilitation, Cleveland Clinic, Cleveland, OH, USA
| | - Francois Bethoux
- Department of Physical Medicine and Rehabilitation, Cleveland Clinic, Cleveland, OH, USA
| | - Jay L. Alberts
- Department of Biomedical Engineering, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
- Concussion Center, Neurologic Institute, Cleveland Clinic, Cleveland, OH, USA
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Linder SM, Learman K, Miller Koop M, Espy D, Haupt M, Streicher M, Davidson S, Bethoux F, Nadler N, Alberts JL. Increased Comfortable Gait Speed Is Associated With Improved Gait Biomechanics in Persons With Chronic Stroke Completing an 8-Week Forced-Rate Aerobic Cycling Intervention: A Preliminary Study. Am J Phys Med Rehabil 2023; 102:619-624. [PMID: 37026847 PMCID: PMC10272085 DOI: 10.1097/phm.0000000000002248] [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] [Indexed: 04/08/2023]
Abstract
ABSTRACT Task-specific gait training is recommended to improve locomotor function after stroke. Our objective was to determine the effects of a forced-rate aerobic exercise intervention on gait velocity and biomechanics in the absence of task-specific gait training. Individuals with chronic stroke ( N = 14) underwent 24 sessions of forced-rate aerobic exercise, at a targeted aerobic intensity of 60%-80% of their heart rate reserve. Change in comfortable walking speed in addition to spatiotemporal, kinematic, and kinetic variables were measured using three-dimensional motion capture. Overground walking capacity was measured by the 6-min walk test. To determine gait biomechanics associated with increased walking speed, spatiotemporal, kinematic, and kinetic variables were analyzed separately for those who met the minimal clinically important difference for change in gait velocity compared with those who did not. Participants demonstrated a significant increase in gait velocity from 0.61 to 0.70 m/sec ( P = 0.004) and 6-min walk test distance from 272.1 to 325.1 meters ( P < 0.001). Those who met the minimal clinically important difference for change in gait velocity demonstrated significantly greater improvements in spatiotemporal parameters ( P = 0.041), ground reaction forces ( P = 0.047), and power generation ( P = 0.007) compared with those who did not. Improvements in gait velocity were accompanied by normalization of gait biomechanics.
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Affiliation(s)
- Susan M Linder
- From the Cleveland Clinic, Department of Physical Medicine and Rehabilitation, Cleveland, Ohio (SML, MH, FB, NN); Cleveland Clinic, Department of Biomedical Engineering, Cleveland, Ohio (SML, MMK, JLA); Youngstown State University, Youngstown, Ohio (SML, KL); Cleveland State University, Cleveland, Ohio (DE); Cleveland Clinic, Concussion Center, Cleveland, Ohio (MS, SD, JLA); and Cleveland Clinic, Center for Neurologic Restoration, Cleveland, Ohio (JLA)
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Jiang D, Yang H, Zhang F. Design and Research of a Lower Limb Cycling Rehabilitation Robot. J MECH MED BIOL 2022. [DOI: 10.1142/s021951942250052x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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Park S, Caldwell GE, Umberger BR. A direct collocation framework for optimal control simulation of pedaling using OpenSim. PLoS One 2022; 17:e0264346. [PMID: 35192643 PMCID: PMC8863267 DOI: 10.1371/journal.pone.0264346] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2021] [Accepted: 02/08/2022] [Indexed: 11/18/2022] Open
Abstract
The direct collocation (DC) method has shown low computational costs in solving optimization problems in human movements, but it has rarely been used for solving optimal control pedaling problems. Thus, the aim of this study was to develop a DC framework for optimal control simulation of human pedaling within the OpenSim modeling environment. A planar bicycle-rider model was developed in OpenSim. The DC method was formulated in MATLAB to solve an optimal control pedaling problem using a data tracking approach. Using the developed DC framework, the optimal control pedaling problem was successfully solved in 24 minutes to ten hours with different objective function weightings and number of nodes from two different initial conditions. The optimal solutions for equal objective function weightings were successful in terms of tracking, with the model simulated pedal angles and pedal forces within ±1 standard deviation of the experimental data. With these weightings, muscle tendon unit (MTU) excitation patterns generally matched with burst timings and shapes observed in the experimental EMG data. Tracking quality and MTU excitation patterns were changed little by selection of node density above 31, and the optimal solution quality was not affected by initial guess used. The proposed DC framework could easily be turned into a predictive simulation with other objective functions such as fastest pedaling rate. This flexible and computationally efficient framework should facilitate the use of optimal control methods to study the biomechanics, energetics, and control of human pedaling.
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Affiliation(s)
- Sangsoo Park
- Department of Kinesiology, University of Massachusetts Amherst, Amherst, Massachusetts, United States of America
- College of Medicine, Korea University, Seoul, South Korea
| | - Graham E. Caldwell
- Department of Kinesiology, University of Massachusetts Amherst, Amherst, Massachusetts, United States of America
| | - Brian R. Umberger
- School of Kinesiology, University of Michigan, Ann Arbor, Michigan, United States of America
- * E-mail:
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Cleland BT, Schindler-Ivens S. Symmetry Is Associated With Interlimb Coordination During Walking and Pedaling After Stroke. J Neurol Phys Ther 2021; 46:81-87. [PMID: 34507343 PMCID: PMC8904653 DOI: 10.1097/npt.0000000000000377] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
BACKGROUND AND PURPOSE Asymmetry during walking may be explained by impaired interlimb coordination. We examined these associations: (1) propulsive symmetry with interlimb coordination during walking, (2) work symmetry with interlimb coordination during pedaling, and (3) work symmetry and interlimb coordination with clinical impairment. METHODS Nineteen individuals with chronic stroke and 15 controls performed bilateral, lower limb pedaling with a conventional device and a device with a bisected crank and upstroke assistance. Individuals with stroke walked on a split-belt treadmill. Measures of symmetry (%Propulsionwalk, %Workped) and interlimb phase coordination index (PCIwalk, PCIped) were computed. Clinical evaluations were the lower extremity Fugl-Meyer (FMLE) and walking speed. Associations were assessed with Spearman's rank correlations. RESULTS Participants with stroke displayed asymmetry and impaired interlimb coordination compared with controls (P ≤ 0.001). There were significant correlations between asymmetry and impaired interlimb coordination (walking: R2 = 0.79, P < 0.001; pedaling: R2 = 0.62, P < 0.001) and between analogous measures across tasks (%Workped, %Propulsionwalk: R2 = 0.41, P = 0.01; PCIped, PCIwalk: R2 = 0.52, P = 0.003). Regardless of task, asymmetry and interlimb coordination were correlated with FMLE (R2 ≥ 0.48, P ≤ 0.004) but not walking speed. There was larger within group variation for %Propulsionwalk than %Workped (Z = 2.6, P = 0.005) and for PCIped than PCIwalk (Z = 3.6, P = 0.003). DISCUSSION AND CONCLUSIONS Pedaling may provide useful insights about walking, and impaired interlimb coordination may contribute to asymmetry in walking. Pedaling and walking provide distinct insights into stroke-related impairments, related to whether the task allows compensation (walking > pedaling) or compels paretic limb use (pedaling > walking). Pedaling a device with a bisected crank shaft may have therapeutic value.Video Abstract available for more insight from the authors (see the Video, Supplemental Digital Content 1, available at: http://links.lww.com/JNPT/A365).
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Affiliation(s)
- Brice T Cleland
- Department of Physical Therapy, College of Health Sciences, Marquette University, Milwaukee, Wisconsin
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Chan HL, Hung JW, Chang KC, Wu CY. Myoelectric analysis of upper-extremity muscles during robot-assisted bilateral wrist flexion-extension in subjects with poststroke hemiplegia. Clin Biomech (Bristol, Avon) 2021; 87:105412. [PMID: 34167043 DOI: 10.1016/j.clinbiomech.2021.105412] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/14/2020] [Revised: 05/06/2021] [Accepted: 06/07/2021] [Indexed: 02/07/2023]
Abstract
BACKGROUND Muscle co-contraction during the execution of motor tasks or training is common in poststroke subjects. EMG-derived muscular activation indexes have been used to evaluate muscle co-contractions during movements. In addition, robot-assisted bilateral arm training provides a repetitive and stable training method to improve arm movements. However, quantitative measures of muscle contractions during this training in poststroke subjects have not been described. METHODS Seventeen subjects experiencing spastic hemiplegia after a stroke were recruited to perform robot-assisted bilateral wrist flexion and extension movements. The co-contraction index and two new indexes, temporal correlation and cross mutual information, which are derived from the EMGs of working muscles without the need for envelope normalization, are used to quantify intermuscular activation during wrist movements. FINDINGS Higher temporal correlation as well as higher co-contraction index was demonstrated in the affected muscles, implying the recruitment of muscle co-contractions to complete the movement task. On the other hand, a higher value of cross mutual information was exhibited in the unaffected muscles which was attributed to their distinct, rhythmic muscle contractions. The plot of temporal correlation versus cross mutual information further defined affected, unaffected synergistic, and unaffected agonist-antagonist muscular regions. Moreover, with the modified Ashworth scale, multiple regression models based on the co-contraction index and cross mutual information had the highest R-squared value of 0.733. INTERPRETATION EMG-derived intermuscular activation parameters demonstrated muscle co-contractions in the affected muscles and different types of intermuscular contractions during robot-assisted bilateral arm training. The modified Ashworth scale estimation based on multiple regression analysis of the activation indexes also demonstrated EMG-derived index a valuable method for assessing muscle spasticity in subjects with poststroke hemiplegia.
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Affiliation(s)
- Hsiao-Lung Chan
- Department of Electrical Engineering, Chang Gung University, Taoyuan, Taiwan; Neuroscience Research Center, Chang Gung Memorial Hospital, Linkou, Taoyuan, Taiwan
| | - Jen-Wen Hung
- Department of Rehabilitation, Chang Gung Memorial Hospital, Kaohsiung Medical Center, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan.
| | - Ku-Chou Chang
- Department of Neurology, Chang Gung Memorial Hospital, Kaohsiung Medical Center, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Ching-Yi Wu
- Department of Occupational Therapy and Graduate Institute of Behavioral Sciences, Chang Gung University, Taoyuan, Taiwan; Healthy Aging Research Center, Chang Gung University, Taoyuan, Taiwan; Department of Physical Medicine and Rehabilitation, Chang Gung Memorial Hospital, Linkou, Taoyuan, Taiwan.
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Liu J, Wang J, Tan G, Sheng Y, Chang H, Xie Q, Liu H. Correlation Evaluation of Functional Corticomuscular Coupling With Abnormal Muscle Synergy After Stroke. IEEE Trans Biomed Eng 2021; 68:3261-3272. [PMID: 33764872 DOI: 10.1109/tbme.2021.3068997] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
OBJECTIVE While neuroplasticity and functional reorganization during motor recovery can be indirectly reflected and evaluated by functional corticomuscular coupling (fCMC), little work has been published regarding the cortical origin of abnormal muscle synergy and compensatory mechanism in the separation movement of stroke patients. METHODS In this study, we proposed to use extended partial directed coherence (ePDC) combined with an optimal spatial filtering approach to estimate fCMC in stroke patients and healthy controls, and further established muscle synergy model (MSM) to jointly explore the modulation mechanism between cortex and muscles. RESULTS Compared to healthy controls, stroke patients had significantly reduced coupling strength in both descending and ascending pathway. Moreover, the MSM were abnormal with high variability and low similarity in the separation stage of stroke patients. Further exploration of the positive relationship between fCMC characteristics and MSM parameters proved the possibility of using fCMC-MSM-based correlation indicator to evaluate abnormality of the cortical related synergy movement as well as the rehabilitation level of stroke patients. CONCLUSION We developed a computational procedure to evaluate the correlation between fCMC and MSM in stroke patients. SIGNIFICANCE This article provides a quantitative evaluation metrics based on fCMC to reveal the deficits during poststroke motor restoration and a promising approach to help patients correct abnormal movement habits, paving the way for neurophysiological assessment of neuromuscular control in conjunction with clinical scores.
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Effect of a Brain-Computer Interface Based on Pedaling Motor Imagery on Cortical Excitability and Connectivity. SENSORS 2021; 21:s21062020. [PMID: 33809317 PMCID: PMC8000427 DOI: 10.3390/s21062020] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Revised: 03/05/2021] [Accepted: 03/07/2021] [Indexed: 12/21/2022]
Abstract
Recently, studies on cycling-based brain–computer interfaces (BCIs) have been standing out due to their potential for lower-limb recovery. In this scenario, the behaviors of the sensory motor rhythms and the brain connectivity present themselves as sources of information that can contribute to interpreting the cortical effect of these technologies. This study aims to analyze how sensory motor rhythms and cortical connectivity behave when volunteers command reactive motor imagery (MI) BCI that provides passive pedaling feedback. We studied 8 healthy subjects who performed pedaling MI to command an electroencephalography (EEG)-based BCI with a motorized pedal to receive passive movements as feedback. The EEG data were analyzed under the following four conditions: resting, MI calibration, MI online, and receiving passive pedaling (on-line phase). Most subjects produced, over the foot area, significant event-related desynchronization (ERD) patterns around Cz when performing MI and receiving passive pedaling. The sharpest decrease was found for the low beta band. The connectivity results revealed an exchange of information between the supplementary motor area (SMA) and parietal regions during MI and passive pedaling. Our findings point to the primary motor cortex activation for most participants and the connectivity between SMA and parietal regions during pedaling MI and passive pedaling.
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Linder SM, Davidson S, Rosenfeldt A, Lee J, Koop MM, Bethoux F, Alberts JL. Forced and Voluntary Aerobic Cycling Interventions Improve Walking Capacity in Individuals With Chronic Stroke. Arch Phys Med Rehabil 2020; 102:1-8. [PMID: 32918907 DOI: 10.1016/j.apmr.2020.08.006] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2020] [Revised: 07/16/2020] [Accepted: 08/06/2020] [Indexed: 02/05/2023]
Abstract
OBJECTIVES To determine the efficacy of high-intensity cycling to improve walking capacity in individuals with chronic stroke, identify variables that predict improvement in walking capacity, and quantify the relationship between the 6-minute walk test (6MWT) and cardiopulmonary exercise (CPX) test variables. DESIGN Secondary analysis of data from 2 randomized controlled trials. SETTING Research laboratory. PARTICIPANTS Individuals with chronic stroke (N=43). INTERVENTIONS Participants were randomized to 1 of the following time-matched interventions, occurring 3 times per week for 8 weeks: (1) forced aerobic exercise and upper extremity repetitive task practice (FE+RTP [n=16]), (2) voluntary aerobic exercise and upper extremity repetitive task practice (VE+RTP [n=14]), or (3) a non-aerobic control group (n=13). MAIN OUTCOME MEASURE Change in walking capacity as measured by the 6MWT from baseline to the end of treatment (EOT). RESULTS Significant increases were observed in distance traveled during the 6MWT at the EOT compared with baseline in the FE+RTP (P<.001) and VE+RTP (P<.001) groups, but not in the control group (P=.21). Among aerobic exercise participants, a multivariate regression analysis revealed that cycling cadence, power output, and baseline 6MWT distance were significant predictors of change in walking capacity. CONCLUSIONS An 8-week aerobic cycling intervention prescribed at 60% to 80% of heart rate reserve and moderate to high cadence and resistance led to significant improvements in walking capacity in our cohort of individuals with chronic stroke. Individuals with low baseline walking capacity levels may benefit most from aerobic cycling to improve over ground locomotion. Although the 6MWT did not elicit a cardiorespiratory response comparable to the maximal exertion CPX test, the 6MWT can be considered a valid and clinically relevant submaximal test of cardiorespiratory function in individuals with chronic stroke.
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Affiliation(s)
- Susan M Linder
- Department of Physical Medicine and Rehabilitation, Cleveland Clinic, Cleveland, OH; Department of Biomedical Engineering, Cleveland Clinic, Cleveland, OH; Concussion Center, Cleveland Clinic, Cleveland, OH.
| | | | - Anson Rosenfeldt
- Department of Biomedical Engineering, Cleveland Clinic, Cleveland, OH
| | - John Lee
- Department of Physical Medicine and Rehabilitation, Cleveland Clinic, Cleveland, OH
| | - Mandy Miller Koop
- Department of Biomedical Engineering, Cleveland Clinic, Cleveland, OH
| | - Francois Bethoux
- Department of Physical Medicine and Rehabilitation, Cleveland Clinic, Cleveland, OH
| | - Jay L Alberts
- Department of Biomedical Engineering, Cleveland Clinic, Cleveland, OH; Concussion Center, Cleveland Clinic, Cleveland, OH; Center for Neurologic Restoration, Cleveland Clinic, Cleveland, OH
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Ambrosini E, Parati M, Peri E, De Marchis C, Nava C, Pedrocchi A, Ferriero G, Ferrante S. Changes in leg cycling muscle synergies after training augmented by functional electrical stimulation in subacute stroke survivors: a pilot study. J Neuroeng Rehabil 2020; 17:35. [PMID: 32106874 PMCID: PMC7047376 DOI: 10.1186/s12984-020-00662-w] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2019] [Accepted: 02/13/2020] [Indexed: 11/19/2022] Open
Abstract
Background Muscle synergies analysis can provide a deep understanding of motor impairment after stroke and of changes after rehabilitation. In this study, the neuro-mechanical analysis of leg cycling was used to longitudinally investigate the motor recovery process coupled with cycling training augmented by Functional Electrical Stimulation (FES) in subacute stroke survivors. Methods Subjects with ischemic subacute stroke participated in a 3-week training of FES-cycling with visual biofeedback plus usual care. Participants were evaluated before and after the intervention through clinical scales, gait spatio-temporal parameters derived from an instrumented mat, and a voluntary pedaling test. Biomechanical metrics (work produced by the two legs, mechanical effectiveness and symmetry indexes) and bilateral electromyography from 9 leg muscles were acquired during the voluntary pedaling test. To extract muscles synergies, the Weighted Nonnegative Matrix Factorization algorithm was applied to the normalized EMG envelopes. Synergy complexity was measured by the number of synergies required to explain more than 90% of the total variance of the normalized EMG envelopes and variance accounted for by one synergy. Regardless the inter-subject differences in the number of extracted synergies, 4 synergies were extracted from each patient and the cosine-similarity between patients and healthy weight vectors was computed. Results Nine patients (median age of 75 years and median time post-stroke of 2 weeks) were recruited. Significant improvements in terms of clinical scales, gait parameters and work produced by the affected leg were obtained after training. Synergy complexity well correlated to the level of motor impairment at baseline, but it did not change after training. We found a significant improvement in the similarity of the synergy responsible of the knee flexion during the pulling phase of the pedaling cycle, which was the mostly compromised at baseline. This improvement may indicate the re-learning of a more physiological motor strategy. Conclusions Our findings support the use of the neuro-mechanical analysis of cycling as a method to assess motor recovery after stroke, mainly in an early phase, when gait evaluation is not yet possible. The improvement in the modular coordination of pedaling correlated with the improvement in motor functions and walking ability achieved at the end of the intervention support the role of FES-cycling in enhancing motor re-learning after stroke but need to be confirmed in a controlled study with a larger sample size. Trial registration ClinicalTrial.gov, NCT02439515. Registered on May 8, 2015, .
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Affiliation(s)
- Emilia Ambrosini
- Department of Electronics, Information and Bioengineering, Neuroengineering and Medical Robotics Laboratory, Politecnico di Milano, Milan, Italy
| | - Monica Parati
- Istituti Clinici Scientifici Maugeri, IRCSS, Lissone, Italy.
| | - Elisabetta Peri
- Department of Electrical Engineering, Laboratory of Biomedical Diagnostics, Eindhoven University of Technology, Eindhoven, The Netherlands
| | | | - Claudia Nava
- Istituti Clinici Scientifici Maugeri, IRCSS, Lissone, Italy
| | - Alessandra Pedrocchi
- Department of Electronics, Information and Bioengineering, Neuroengineering and Medical Robotics Laboratory, Politecnico di Milano, Milan, Italy
| | | | - Simona Ferrante
- Department of Electronics, Information and Bioengineering, Neuroengineering and Medical Robotics Laboratory, Politecnico di Milano, Milan, Italy
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Romero-Laiseca MA, Delisle-Rodriguez D, Cardoso V, Gurve D, Loterio F, Posses Nascimento JH, Krishnan S, Frizera-Neto A, Bastos-Filho T. A Low-Cost Lower-Limb Brain-Machine Interface Triggered by Pedaling Motor Imagery for Post-Stroke Patients Rehabilitation. IEEE Trans Neural Syst Rehabil Eng 2020; 28:988-996. [PMID: 32078552 DOI: 10.1109/tnsre.2020.2974056] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
A low-cost Brain-Machine Interface (BMI) based on electroencephalography for lower-limb motor recovery of post-stroke patients is proposed here, which provides passive pedaling as feedback, when patients trigger a Mini-Motorized Exercise Bike (MMEB) by executing pedaling motor imagery (MI). This system was validated in an On-line phase by eight healthy subjects and two post-stroke patients, which felt a closed-loop commanding the MMEB due to the fast response of our BMI. It was developed using methods of low-computational cost, such as Riemannian geometry for feature extraction, Pair-Wise Feature Proximity (PWFP) for feature selection, and Linear Discriminant Analysis (LDA) for pedaling imagery recognition. The On-line phase was composed of two sessions, where each participant completed a total of 12 trials per session executing pedaling MI for triggering the MMEB. As a result, the MMEB was successfully triggered by healthy subjects for almost all trials (ACC up to 100%), while the two post-stroke patients, PS1 and PS2, achieved their best performance (ACC of 41.67% and 91.67%, respectively) in Session #2. These patients improved their latency (2.03 ± 0.42 s and 1.99 ± 0.35 s, respectively) when triggering the MMEB, and their performance suggests the hypothesis that our system may be used with chronic stroke patients for lower-limb recovery, providing neural relearning and enhancing neuroplasticity.
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Hancock NJ, Shepstone L, Rowe P, Pomeroy VM. Identification of neuromuscular targets for restoration of walking ability after stroke: Precursor to precision rehabilitation. PHYSIOTHERAPY RESEARCH INTERNATIONAL 2019; 25:e1816. [PMID: 31758747 DOI: 10.1002/pri.1816] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2019] [Revised: 08/19/2019] [Accepted: 10/03/2019] [Indexed: 11/06/2022]
Abstract
OBJECTIVES Restoration of walking is a priority for stroke survivors and key target for physical therapies. Upright pedalling (UP) can provide functional walking-like activity using a variety of muscle synergies; it is unclear which synergies might be most useful for recovery of walking. Objectives here were as follows: to examine whether neuromuscular measures derived during UP might identify targets for walking rehabilitation after stroke and to determine test-retest repeatability and concurrent validity of the measures. DESIGN This was a prospective correlational study. SETTING The study was carried out in a movement science laboratory. PARTICIPANTS The participants were 18 adults with stroke (StrS) and 10 healthy older adults (HOA). INTERVENTION/MEASUREMENT StrS and HOA took part in two identical measurement sessions. During UP, surface electromyography and kinematic data were recorded and then processed to derive three measures: reciprocal activity of quadriceps and hamstrings; percentage muscle activity "on" according to crank angle; and smoothness of movement. RESULTS HOA and StrS demonstrated differences in reciprocal muscle activity (p = .044) and quadriceps activity according to crank angle (p = .034) but pedalled similarly smoothly (p = .367). For muscle activation according to crank angle in StrS, intraclass correlation coefficients (95% confidence interval) showing acceptable repeatability were 0.46 [0.32, 0.58] affected quadriceps; 0.43 [0.28, 0.56] affected hamstrings; and 0.67 [0.56, 0.75] unaffected quadriceps. CONCLUSION Muscle activation according to crank angle is a promising measure of lower limb impairment during functional activity after stroke; subsequent investigation should determine magnitude of variance between testing sessions. Reciprocal activity of quadriceps and hamstrings muscles and quadriceps activity according to crank angle are both potential targets for physical therapies to improve motor recovery. Further investigations are warranted.
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Affiliation(s)
- Nicola J Hancock
- Acquired Brain Injury Rehabilitation Alliance, School of Health Sciences, University of East Anglia, Norwich, UK
| | - Lee Shepstone
- Norwich Medical School, University of East Anglia, Norwich, UK
| | - Philip Rowe
- Biomedical Engineering Department, University of Strathclyde, Glasgow, UK
| | - Valerie M Pomeroy
- Acquired Brain Injury Rehabilitation Alliance, School of Health Sciences, University of East Anglia, Norwich, UK
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Delisle-Rodriguez D, Cardoso V, Gurve D, Loterio F, Alejandra Romero-Laiseca M, Krishnan S, Bastos-Filho T. System based on subject-specific bands to recognize pedaling motor imagery: towards a BCI for lower-limb rehabilitation. J Neural Eng 2019; 16:056005. [DOI: 10.1088/1741-2552/ab08c8] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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16
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Cleland BT, Gelting T, Arand B, Struhar J, Schindler-Ivens S. Impaired interlimb coordination is related to asymmetries during pedaling after stroke. Clin Neurophysiol 2019; 130:1474-1487. [PMID: 31288158 PMCID: PMC6684846 DOI: 10.1016/j.clinph.2019.05.025] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2018] [Revised: 04/16/2019] [Accepted: 05/13/2019] [Indexed: 12/29/2022]
Abstract
OBJECTIVE To understand whether lower limb asymmetry in chronic stroke is related to paretic motor impairment or impaired interlimb coordination. METHODS Stroke and control participants performed conventional, unilateral, and bilateral uncoupled pedaling. During uncoupled pedaling, the pedals were mechanically disconnected. Paretic mechanical work was measured during conventional pedaling. Pedaling velocity and muscle activity were compared across conditions and groups. Relative limb phasing was examined during uncoupled pedaling. RESULTS During conventional pedaling, EMG and mechanical work were lower in the paretic than the non-paretic limb (asymmetry). During unilateral pedaling with the paretic limb, muscle activity was larger, but velocity was slower and more variable than during conventional pedaling (evidence of paretic motor impairment). During uncoupled pedaling, muscle activity increased further, but velocity was slower and more variable than in other conditions (evidence of impaired interlimb coordination). Relative limb phasing was impaired in stroke participants. Regression analysis suggested that interlimb coordination may be a stronger predictor of asymmetry than paretic motor impairment. CONCLUSIONS Paretic motor impairment and impaired interlimb coordination may contribute to asymmetry during pedaling after stroke. SIGNIFICANCE Rehabilitation that addresses paretic motor impairment and impaired interlimb coordination may improve symmetry and maximize improvement.
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Affiliation(s)
- Brice T Cleland
- College of Health Sciences, Department of Physical Therapy, Clinical and Translational Rehabilitation Health Science, Marquette University, Milwaukee, WI, USA.
| | - Tamicah Gelting
- College of Health Sciences, Department of Physical Therapy, Clinical and Translational Rehabilitation Health Science, Marquette University, Milwaukee, WI, USA
| | - Brett Arand
- College of Engineering, Department of Biomedical Engineering, Marquette University, Milwaukee, WI, USA
| | - Jan Struhar
- College of Health Sciences, Department of Physical Therapy, Clinical and Translational Rehabilitation Health Science, Marquette University, Milwaukee, WI, USA
| | - Sheila Schindler-Ivens
- College of Health Sciences, Department of Physical Therapy, Clinical and Translational Rehabilitation Health Science, Marquette University, Milwaukee, WI, USA
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17
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Aaron SE, Vanderwerker CJ, Embry AE, Newton JH, Lee SCK, Gregory CM. FES-assisted Cycling Improves Aerobic Capacity and Locomotor Function Postcerebrovascular Accident. Med Sci Sports Exerc 2018; 50:400-406. [PMID: 29461462 DOI: 10.1249/mss.0000000000001457] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
PURPOSE After a cerebrovascular accident (CVA) aerobic deconditioning contributes to diminished physical function. Functional electrical stimulation (FES)-assisted cycling is a promising exercise paradigm designed to target both aerobic capacity and locomotor function. This pilot study aimed to evaluate the effects of an FES-assisted cycling intervention on aerobic capacity and locomotor function in individuals post-CVA. METHODS Eleven individuals with chronic (>6 months) post-CVA hemiparesis completed an 8-wk (three times per week; 24 sessions) progressive FES-assisted cycling intervention. V˙O2peak, self-selected, and fastest comfortable walking speeds, gait, and pedaling symmetry, 6-min walk test (6MWT), balance, dynamic gait movements, and health status were measured at baseline and posttraining. RESULTS Functional electrical stimulation-assisted cycling significantly improved V˙O2peak (12%, P = 0.006), self-selected walking speed (SSWS, 0.05 ± 0.1 m·s, P = 0.04), Activities-specific Balance Confidence scale score (12.75 ± 17.4, P = 0.04), Berg Balance Scale score (3.91 ± 4.2, P = 0.016), Dynamic Gait Index score (1.64 ± 1.4, P = 0.016), and Stroke Impact Scale participation/role domain score (12.74 ± 16.7, P = 0.027). Additionally, pedal symmetry, represented by the paretic limb contribution to pedaling (paretic pedaling ratio [PPR]) significantly improved (10.09% ± 9.0%, P = 0.016). Although step length symmetry (paretic step ratio [PSR]) did improve, these changes were not statistically significant (-0.05% ± 0.1%, P = 0.09). Exploratory correlations showed moderate association between change in SSWS and 6-min walk test (r = 0.74), and moderate/strong negative association between change in PPR and PSR. CONCLUSIONS These results support FES-assisted cycling as a means to improve both aerobic capacity and locomotor function. Improvements in SSWS, balance, dynamic walking movements, and participation in familial and societal roles are important targets for rehabilitation of individuals after CVA. Interestingly, the correlation between PSR and PPR suggests that improvements in pedaling symmetry may translate to a more symmetric gait pattern.
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Affiliation(s)
- Stacey E Aaron
- Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, Charleston, SC
| | - Catherine J Vanderwerker
- Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, Charleston, SC
| | - Aaron E Embry
- Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, Charleston, SC.,Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, Charleston, SC.,Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, Charleston, SC
| | - Jennifer H Newton
- Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, Charleston, SC
| | - Samuel C K Lee
- Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, Charleston, SC.,Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, Charleston, SC
| | - Chris M Gregory
- Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, Charleston, SC.,Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, Charleston, SC.,Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, Charleston, SC
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Linder SM, Rosenfeldt AB, Bazyk AS, Koop MM, Ozinga S, Alberts JL. Improved lower extremity pedaling mechanics in individuals with stroke under maximal workloads. Top Stroke Rehabil 2018; 25:248-255. [PMID: 29447080 PMCID: PMC6174529 DOI: 10.1080/10749357.2018.1437935] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
Background Individuals with stroke present with motor control deficits resulting in the abnormal activation and timing of agonist and antagonist muscles and inefficient movement patterns. The analysis of pedaling biomechanics provides a window into understanding motor control deficits, which vary as a function of workload. Understanding the relationship between workload and motor control is critical when considering exercise prescription during stroke rehabilitation. Objectives To characterize pedaling kinematics and motor control processes under conditions in which workload was systematically increased to an eventual patient-specific maximum. Methods A cohort study was conducted in which 18 individuals with chronic stroke underwent a maximal exertion cardiopulmonary exercise test on a stationary cycle ergometer, during which pedaling torque was continuously recorded. Measures of force production, pedaling symmetry, and pedaling smoothness were obtained. Results Mean Torque increased significantly (p < 0.05) for both legs from initial to terminal workloads. Mean torque Symmetry Index, calculated for down and upstroke portions of the pedaling action, improved from 0.37(0.29) to 0.29(0.35) during downstroke (p = 0.007), and worsened during the upstroke: -0.37(0.38) to -0.62(0.46) (p < 0.001) from initial to terminal workloads. Low Torque Duration improved from initial to terminal workloads, decreasing from 121.1(52.9) to 58.1(39.6) degrees (p < 0.001), respectively. Smoothness of pedaling improved significantly from initial to terminal workloads (p < 0.001). Conclusions Improved pedaling kinematics at terminal workloads indicate that individuals with stroke demonstrate improved motor control with respect to the timing, sequencing, and activation of hemiparetic lower extremity musculature compared to lower workloads. Therapeutic prescription involving higher resistance may be necessary to sufficiently engage and activate the paretic lower extremity.
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Affiliation(s)
- Susan M Linder
- a Cleveland Clinic , Department of Biomedical Engineering , Cleveland , OH , USA
| | - Anson B Rosenfeldt
- a Cleveland Clinic , Department of Biomedical Engineering , Cleveland , OH , USA
| | - Andrew S Bazyk
- a Cleveland Clinic , Department of Biomedical Engineering , Cleveland , OH , USA
| | - Mandy Miller Koop
- a Cleveland Clinic , Department of Biomedical Engineering , Cleveland , OH , USA
| | - Sarah Ozinga
- a Cleveland Clinic , Department of Biomedical Engineering , Cleveland , OH , USA
| | - Jay L Alberts
- a Cleveland Clinic , Department of Biomedical Engineering , Cleveland , OH , USA
- b Cleveland Clinic , Center for Neurological Restoration , Cleveland , OH , USA
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Tabard-Fougère A, Rose-Dulcina K, Pittet V, Dayer R, Vuillerme N, Armand S. EMG normalization method based on grade 3 of manual muscle testing: Within- and between-day reliability of normalization tasks and application to gait analysis. Gait Posture 2018; 60:6-12. [PMID: 29121510 DOI: 10.1016/j.gaitpost.2017.10.026] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/04/2017] [Revised: 08/25/2017] [Accepted: 10/23/2017] [Indexed: 02/02/2023]
Abstract
Electromyography (EMG) is an important parameter in Clinical Gait Analysis (CGA), and is generally interpreted with timing of activation. EMG amplitude comparisons between individuals, muscles or days need normalization. There is no consensus on existing methods. The gold standard, maximum voluntary isometric contraction (MVIC), is not adapted to pathological populations because patients are often unable to perform an MVIC. The normalization method inspired by the isometric grade 3 of manual muscle testing (isoMMT3), which is the ability of a muscle to maintain a position against gravity, could be an interesting alternative. The aim of this study was to evaluate the within- and between-day reliability of the isoMMT3 EMG normalizing method during gait compared with the conventional MVIC method. Lower limb muscles EMG (gluteus medius, rectus femoris, tibialis anterior, semitendinosus) were recorded bilaterally in nine healthy participants (five males, aged 29.7±6.2years, BMI 22.7±3.3kgm-2) giving a total of 18 independent legs. Three repeated measurements of the isoMMT3 and MVIC exercises were performed with an EMG recording. EMG amplitude of the muscles during gait was normalized by these two methods. This protocol was repeated one week later. Within- and between-day reliability of normalization tasks were similar for isoMMT3 and MVIC methods. Within- and between-day reliability of gait EMG normalized by isoMMT3 was higher than with MVIC normalization. These results indicate that EMG normalization using isoMMT3 is a reliable method with no special equipment needed and will support CGA interpretation. The next step will be to evaluate this method in pathological populations.
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Affiliation(s)
- Anne Tabard-Fougère
- Willy Taillard Laboratory of Kinesiology, Geneva University Hospitals and Geneva University, Geneva, Switzerland; University Grenoble Alpes AGEIS laboratory, Grenoble, France; Division of Paediatric Orthopaedics, Geneva University Hospitals, Faculty of Medicine, Geneva, Switzerland; LAI Jean-Raoul Scherrer, University of Geneva, Geneva, Switzerland.
| | - Kevin Rose-Dulcina
- Willy Taillard Laboratory of Kinesiology, Geneva University Hospitals and Geneva University, Geneva, Switzerland; University Grenoble Alpes AGEIS laboratory, Grenoble, France; LAI Jean-Raoul Scherrer, University of Geneva, Geneva, Switzerland.
| | - Vincent Pittet
- Willy Taillard Laboratory of Kinesiology, Geneva University Hospitals and Geneva University, Geneva, Switzerland.
| | - Romain Dayer
- Division of Paediatric Orthopaedics, Geneva University Hospitals, Faculty of Medicine, Geneva, Switzerland.
| | - Nicolas Vuillerme
- University Grenoble Alpes AGEIS laboratory, Grenoble, France; LAI Jean-Raoul Scherrer, University of Geneva, Geneva, Switzerland; French University Institute, Paris, France.
| | - Stéphane Armand
- Willy Taillard Laboratory of Kinesiology, Geneva University Hospitals and Geneva University, Geneva, Switzerland; LAI Jean-Raoul Scherrer, University of Geneva, Geneva, Switzerland.
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Rabelo M, de Moura Jucá RVB, Lima LAO, Resende-Martins H, Bó APL, Fattal C, Azevedo-Coste C, Fachin-Martins E. Overview of FES-Assisted Cycling Approaches and Their Benefits on Functional Rehabilitation and Muscle Atrophy. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2018; 1088:561-583. [DOI: 10.1007/978-981-13-1435-3_26] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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21
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Towards Upright Pedalling to drive recovery in people who cannot walk in the first weeks after stroke: movement patterns and measurement. Physiotherapy 2017; 103:400-406. [DOI: 10.1016/j.physio.2016.10.392] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2016] [Accepted: 10/27/2016] [Indexed: 11/15/2022]
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Li S, Zhuang C, Niu CM, Bao Y, Xie Q, Lan N. Evaluation of Functional Correlation of Task-Specific Muscle Synergies with Motor Performance in Patients Poststroke. Front Neurol 2017; 8:337. [PMID: 28785238 PMCID: PMC5516096 DOI: 10.3389/fneur.2017.00337] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2017] [Accepted: 06/28/2017] [Indexed: 12/02/2022] Open
Abstract
The central nervous system produces movements by activating specifically programmed muscle synergies that are also altered with injuries in the brain, such as stroke. In this study, we hypothesize that there exists a positive correlation between task-specific muscle synergy and motor functions at joint and task levels in patients following stroke. The purpose here is to define and evaluate neurophysiological metrics based on task-specific muscle synergy for assessing motor functions in patients. A patient group of 10 subjects suffering from stroke and a control group of nine age-matched healthy subjects were recruited to participate in this study. Electromyography (EMG) signals and movement kinematics were recorded in patients and control subjects while performing arm reaching tasks. Muscle synergies of individual patients were extracted off-line from EMG records of each patient, and a baseline pattern of muscle synergy was obtained from the pooled EMG data of all nine control subjects. Peak velocities and movement durations of each reaching movement were computed from measured kinematics. Similarity indices of matching components to those of the baseline synergy were defined by synergy vectors and time profiles, respectively, as well as by a combined similarity of vector and time profile. Results showed that pathological synergies of patients were altered from the characteristics of baseline synergy with missing components, or varied vector patterns and time profiles. The kinematic performance measured by peak velocities and movement durations was significantly poorer for the patient group than the control group. In patients, all three similarity indices were found to correlate significantly to the kinematics of movements for the reaching tasks. The correlation to the Fugl-Meyer score of arm was the highest with the vector index, the lowest with the time profile index, and in between with the combined index. These findings illustrate that the analysis of task-specific muscle synergy can provide valuable insights into motor deficits for patients following stroke, and the task-specific similarity indices are useful neurophysiological metrics to predict the function of neuromuscular control at the joint and task levels for patients.
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Affiliation(s)
- Si Li
- Institute of Rehabilitation Engineering, Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, China
| | - Cheng Zhuang
- Institute of Rehabilitation Engineering, Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, China
| | - Chuanxin M. Niu
- Department of Rehabilitation, Ruijin Hospital of School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Yong Bao
- Department of Rehabilitation, Ruijin Hospital of School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Qing Xie
- Department of Rehabilitation, Ruijin Hospital of School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Ning Lan
- Institute of Rehabilitation Engineering, Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, China
- Division of Biokinesiology and Physical Therapy, University of Southern California, Los Angeles, CA, United States
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Ambrosini E, De Marchis C, Pedrocchi A, Ferrigno G, Monticone M, Schmid M, D'Alessio T, Conforto S, Ferrante S. Neuro-Mechanics of Recumbent Leg Cycling in Post-Acute Stroke Patients. Ann Biomed Eng 2016; 44:3238-3251. [PMID: 27251336 PMCID: PMC5093201 DOI: 10.1007/s10439-016-1660-0] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2015] [Accepted: 05/20/2016] [Indexed: 11/26/2022]
Abstract
Cycling training is strongly applied in post-stroke rehabilitation, but how its modular control is altered soon after stroke has been not analyzed yet. EMG signals from 9 leg muscles and pedal forces were measured bilaterally during recumbent pedaling in 16 post-acute stroke patients and 12 age-matched healthy controls. Patients were asked to walk over a GaitRite mat and standard gait parameters were computed. Four muscle synergies were extracted through nonnegative matrix factorization in healthy subjects and patients unaffected legs. Two to four synergies were identified in the affected sides and the number of synergies significantly correlated with the Motricity Index (Spearman’s coefficient = 0.521). The reduced coordination complexity resulted in a reduced biomechanical performance, with the two-module sub-group showing the lowest work production and mechanical effectiveness in the affected side. These patients also exhibited locomotor impairments (reduced gait speed, asymmetrical stance time, prolonged double support time). Significant correlations were found between cycling-based metrics and gait parameters, suggesting that neuro-mechanical quantities of pedaling can inform on walking dysfunctions. Our findings support the use of pedaling as a rehabilitation method and an assessment tool after stroke, mainly in the early phase, when patients can be unable to perform a safe and active gait training.
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Affiliation(s)
- Emilia Ambrosini
- Neuroengineering and Medical Robotics Laboratory, Department of Electronics, Information and Bioengineering, Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133, Milan, Italy
- Physical Medicine and Rehabilitation Unit, Scientific Institute of Lissone, Salvatore Maugeri Foundation, Institute of Care and Research (IRCCS), Lissone, Italy
| | | | - Alessandra Pedrocchi
- Neuroengineering and Medical Robotics Laboratory, Department of Electronics, Information and Bioengineering, Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133, Milan, Italy
| | - Giancarlo Ferrigno
- Neuroengineering and Medical Robotics Laboratory, Department of Electronics, Information and Bioengineering, Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133, Milan, Italy
| | - Marco Monticone
- Physical Medicine and Rehabilitation Unit, Scientific Institute of Lissone, Salvatore Maugeri Foundation, Institute of Care and Research (IRCCS), Lissone, Italy
- Department of Public Health, Clinical and Molecular Medicine, University of Cagliari, Cagliari, Italy
| | - Maurizio Schmid
- BioLab3, Department of Engineering, University Roma TRE, Rome, Italy
| | - Tommaso D'Alessio
- BioLab3, Department of Engineering, University Roma TRE, Rome, Italy
| | - Silvia Conforto
- BioLab3, Department of Engineering, University Roma TRE, Rome, Italy
| | - Simona Ferrante
- Neuroengineering and Medical Robotics Laboratory, Department of Electronics, Information and Bioengineering, Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133, Milan, Italy.
- Physical Medicine and Rehabilitation Unit, Scientific Institute of Lissone, Salvatore Maugeri Foundation, Institute of Care and Research (IRCCS), Lissone, Italy.
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Alves-Pinto A, Blumenstein T, Turova V, Lampe R. Altered lower leg muscle activation patterns in patients with cerebral palsy during cycling on an ergometer. Neuropsychiatr Dis Treat 2016; 12:1445-56. [PMID: 27382287 PMCID: PMC4918804 DOI: 10.2147/ndt.s98260] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
OBJECTIVE Cycling on a recumbent ergometer constitutes one of the most popular rehabilitation exercises in cerebral palsy (CP). However, no control is performed on how muscles are being used during training. Given that patients with CP present altered muscular activity patterns during cycling or walking, it is possible that an incorrect pattern of muscle activation is being promoted during rehabilitation cycling. This study investigated patterns of muscular activation during cycling on a recumbent ergometer in patients with CP and whether those patterns are determined by the degree of spasticity and of mobility. METHODS Electromyographic (EMG) recordings of lower leg muscle activation during cycling on a recumbent ergometer were performed in 14 adult patients diagnosed with CP and five adult healthy participants. EMG recordings were done with an eight-channel EMG system built in the laboratory. The activity of the following muscles was recorded: Musculus rectus femoris, Musculus biceps femoris, Musculus tibialis anterior, and Musculus gastrocnemius. The degree of muscle spasticity and mobility was assessed using the Modified Ashworth Scale and the Gross Motor Function Classification System, respectively. Muscle activation patterns were described in terms of onset and duration of activation as well as duration of cocontractions. RESULTS Muscle activation in CP was characterized by earlier onsets, longer periods of activation, a higher occurrence of agonist-antagonist cocontractions, and a more variable cycling tempo in comparison to healthy participants. The degree of altered muscle activation pattern correlated significantly with the degree of spasticity. CONCLUSION This study confirmed the occurrence of altered lower leg muscle activation patterns in patients with CP during cycling on a recumbent ergometer. There is a need to develop feedback systems that can inform patients and therapists of an incorrect muscle activation during cycling and support the training of a more physiological activation pattern.
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Affiliation(s)
- Ana Alves-Pinto
- Research Unit of the Buhl-Strohmaier Foundation for Cerebral Palsy and Paediatric Neuroorthopaedics, Orthopaedic Department, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | - Tobias Blumenstein
- Research Unit of the Buhl-Strohmaier Foundation for Cerebral Palsy and Paediatric Neuroorthopaedics, Orthopaedic Department, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | - Varvara Turova
- Research Unit of the Buhl-Strohmaier Foundation for Cerebral Palsy and Paediatric Neuroorthopaedics, Orthopaedic Department, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | - Renée Lampe
- Research Unit of the Buhl-Strohmaier Foundation for Cerebral Palsy and Paediatric Neuroorthopaedics, Orthopaedic Department, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany; Markus Würth Professorship, Technical University of Munich, Munich, Germany
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25
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Lo CC, Chen JJJ. Design of Neurorehabilitation Device and Program for Stroke Patients Under Electrical Stimulation Assisted Cycling Using Near Infrared Spectroscopy1. J Med Device 2015. [DOI: 10.1115/1.4030552] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022] Open
Affiliation(s)
- Chao-Chen Lo
- Department of Biomedical Engineering, National Cheng Kung University, Tainan 701, Taiwan
| | - Jia-Jin Jason Chen
- Department of Biomedical Engineering, National Cheng Kung University, Tainan 701, Taiwan
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Barbosa D, Santos CP, Martins M. The application of cycling and cycling combined with feedback in the rehabilitation of stroke patients: a review. J Stroke Cerebrovasc Dis 2014; 24:253-73. [PMID: 25444025 DOI: 10.1016/j.jstrokecerebrovasdis.2014.09.006] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2014] [Revised: 08/29/2014] [Accepted: 09/06/2014] [Indexed: 01/27/2023] Open
Abstract
Stroke is a leading cause of long-term disabilities, such as hemiparesis, inability to walk without assistance, and dependence of others in the activities of daily living. Motor function rehabilitation after stroke demands for methods oriented to the recovery of the walking capacity. Because of the similarities with walking, cycling leg exercise may present a solution to this problem. The aim of this article is to review the state of the art applications of cycling leg exercise as a (1) motor function rehabilitation method and an (2) aerobic training method for stroke patients as well as the commonly used (3) assessment tools. The cycling characteristics and applications, the applied test protocols as well as the tools used to assess the state and the recovery of patients and types of cycling devices are presented. In addition, the potential benefits of the use of other therapies, like feedback, together with cycling are explored. The application of cycling leg exercise alone and combined with feedback in stroke rehabilitation approaches has shown promising results. Positive effects on motor abilities were found in subacute and chronic patients. However, larger and normalized studies and assessments are needed because there is a high heterogeneity in the patients' characteristics, protocols and metrics. This wil allow the comparison between different studies related with cycling.
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Affiliation(s)
- David Barbosa
- Department of Industrial Electronics, University of Minho, Azurém, Guimarães, Portugal
| | - Cristina P Santos
- Department of Industrial Electronics, University of Minho, Azurém, Guimarães, Portugal.
| | - Maria Martins
- Department of Industrial Electronics, University of Minho, Azurém, Guimarães, Portugal
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A real-time fatigue monitoring and analysis system for lower extremity muscles with cycling movement. SENSORS 2014; 14:12410-24. [PMID: 25014101 PMCID: PMC4168434 DOI: 10.3390/s140712410] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/27/2014] [Revised: 06/10/2014] [Accepted: 07/07/2014] [Indexed: 11/17/2022]
Abstract
A real-time muscle fatigue monitoring system was developed to quantitatively detect the muscle fatigue of subjects during cycling movement, where a fatigue progression measure (FPM) was built-in. During the cycling movement, the electromyogram (EMG) signals of the vastus lateralis and gastrocnemius muscles in one leg as well as cycling speed are synchronously measured in a real-time fashion. In addition, the heart rate (HR) and the Borg rating of perceived exertion scale value are recorded per minute. Using the EMG signals, the electrical activity and median frequency (MF) are calculated per cycle. Moreover, the updated FPM, based on the percentage of reduced MF counts during cycling movement, is calculated to measure the onset time and the progressive process of muscle fatigue. To demonstrate the performance of our system, five young healthy subjects were recruited. Each subject was asked to maintain a fixed speed of 60 RPM, as best he/she could, under a constant load during the pedaling. When the speed reached 20 RPM or the HR reached the maximal training HR, the experiment was then terminated immediately. The experimental results show that the proposed system may provide an on-line fatigue monitoring and analysis for the lower extremity muscles during cycling movement.
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Chen CF, Kuo YH, Luh JJ, Chen YJ, Chen SW, Kuo TS, Lai JS. Reducing anterior tibial translation by applying functional electrical stimulation in dynamic knee extension exercises: quantitative results acquired via marker tracking. Clin Biomech (Bristol, Avon) 2013; 28:549-54. [PMID: 23583096 DOI: 10.1016/j.clinbiomech.2013.03.007] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2012] [Revised: 02/27/2013] [Accepted: 03/21/2013] [Indexed: 02/07/2023]
Abstract
BACKGROUND Pain that accompanies anterior cruciate ligament deficiency during dynamic knee extension exercises is usually caused by excessive anterior tibial translation, which can be restricted if the anterior cruciate ligament was intact. METHODS A functional electrical stimulator is incorporated with a training device to induce hamstring contractions during certain degrees of knee extension to replicate effects similar to those generated by an intact anterior cruciate ligament and to reduce anterior tibial translation. By using a camera that tracks markers placed on bony prominences of the femur and tibia, the anterior tibial translations corresponding to various settings were determined by customized image processing procedures. FINDINGS In the electrical stimulation sessions, the knee extensions with electrical stimulation feedback induced significantly (n=6, P<.05) less anterior tibial translation over the range of 20 to 50° when compared to those using the standard isokinetic shank restraint. Likewise, the knee extensions with an anti-shear device that blocks tibia displacement mechanically also induced significantly (n=6, P<.05) less anterior tibial translation, but over a different range of knee extension (30 to 70°). INTERPRETATION Despite the fact that both the electrical stimulator and the anti-shear device assisted in reducing anterior tibial translation, the tendency of the curves generated with the functional electrical stimulation was generally more similar to those generated when using the standard isokinetic shank restraint.
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Affiliation(s)
- Chiun-Fan Chen
- Department of Electrical Engineering, National Taiwan University, Taiwan
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Bervet K, Bessette M, Godet L, Crétual A. KeR-EGI, a new index of gait quantification based on electromyography. J Electromyogr Kinesiol 2013; 23:930-7. [PMID: 23507426 DOI: 10.1016/j.jelekin.2013.02.006] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2012] [Revised: 02/14/2013] [Accepted: 02/14/2013] [Indexed: 11/19/2022] Open
Abstract
PURPOSE To define a new index of gait pathology in adults based on electromyographic data: the Ker-EGI for Kerpape-Rennes EMG-based Gait Index. The principle is similar to the one of Gait Deviation Index but using EMG profiles instead of joint angles. It first needs to build a database of healthy subjects gait to be able then to quantify the deviation of one peculiar patient's gait from this typical behavior. METHODS Ninety adults (59 healthy and 31 pathological) participated to this study. All pathological subjects had a diagnosis of central nervous system disorder. On each subject we collected the joint angles and the activation profile of seven muscles of each lower limb. Moreover, we recorded two videos (face and profile) of each patient to compute his/her Edinburgh Visual Gait Score (EVGS). Then for each patient, we computed the GGI (Gillette Gait Index), the GDI (Gait Deviation Index) and the Ker-EGI. RESULTS Correlation Ker-EGI and each of the three kinematical indices (GGI, GDI, EVGS) is fair to good (respectively R(2)=0.62, 0.42, and 0.69). CONCLUSION KeR-EGI is a valid index to evaluate gait and is complementary to one of these three kinematical indices providing synthetic vision on patients' motor control abilities.
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Affiliation(s)
- Kristell Bervet
- M2S lab (Mouvement Sport Santé), University Rennes 2, ENS Cachan, UEB, Campus de Ker Lann, Avenue Robert Schuman, 35170 Bruz, France
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Lin SI, Lo CC, Lin PY, Chen JJJ. Biomechanical assessments of the effect of visual feedback on cycling for patients with stroke. J Electromyogr Kinesiol 2012; 22:582-8. [PMID: 22538084 DOI: 10.1016/j.jelekin.2012.03.009] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2011] [Revised: 03/13/2012] [Accepted: 03/24/2012] [Indexed: 11/16/2022] Open
Abstract
Stroke patients exhibit abnormal pattern in leg cycling exercise. The aim of this study was to investigate the effects of visual feedback on the control of cycling motion in stroke patients from kinesiological, kinematic and kinetic aspects. The cycling performance derived from cycling electromyography (EMG), cycling cadence, and torque of forty stroke subjects was evaluated under conditions with and without visual feedback of cycling cadence. Kinesiological indices, shape symmetry index (SSI) and area symmetry index (ASI) were extracted from EMG linear envelopes to evaluate the symmetry of muscle firing patterns during cycling. Roughness index (RI) was calculated from cycling cadence to represent cycling smoothness from kinematic aspects. Averaged cycling power (Pav), the product of cadence and torque, was used to represent force output. The rectus femoris EMG showed significantly greater ASI with visual feedback, however, the difference in SSI between the two conditions was not significant. For the biceps femoris, there was a significant decrease in SSI with visual feedback, while the ASI was not affected significantly by the task conditions. The cycling smoothness was better and the average power generated was larger when visual feedback was provided. This study found that the addition of visual feedback improved both neuromuscular control and overall performance. Such improvement is likely to be the result of better control of the rectus femoris muscle activation and coordination of both legs.
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Affiliation(s)
- Sang-I Lin
- Department of Physical Therapy, National Cheng Kung University, No. 1 Ta-Hsueh Road, Tainan, Taiwan
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31
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Lin PY, Chen JJJ, Lin SI. The cortical control of cycling exercise in stroke patients: an fNIRS study. Hum Brain Mapp 2012; 34:2381-90. [PMID: 22461337 DOI: 10.1002/hbm.22072] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2011] [Revised: 01/05/2012] [Accepted: 02/01/2012] [Indexed: 11/10/2022] Open
Abstract
Stroke survivors suffering from deficits in motor control typically have limited functional abilities, which could result in poor quality of life. Cycling exercise is a common training paradigm for restoring locomotion rhythm in patients. The provision of speed feedback has been used to facilitate the learning of controlled cycling performance and the neuromuscular control of the affected leg. However, the central mechanism for motor relearning of active and passive pedaling motions in stroke patients has not been investigated as extensively. The aim of this study was to measure the cortical activation patterns during active cycling with and without speed feedback and during power-assisted (passive) cycling in stroke patients. A frequency-domain near-infrared spectroscopy (FD-NIRS) system was used to detect the hemodynamic changes resulting from neuronal activity during the pedaling exercise from the bilateral sensorimotor cortices (SMCs), supplementary motor areas (SMAs), and premotor cortices (PMCs). The variation in cycling speed and the level of symmetry of muscle activation of bilateral rectus femoris were used to evaluate cycling performance. The results showed that passive cycling had a similar cortical activation pattern to that observed during active cycling without feedback but with a smaller intensity of the SMC of the unaffected hemisphere. Enhanced PMC activation of the unaffected side with improved cycling performance was observed during active cycling with feedback, with respect to that observed without feedback. This suggests that the speed feedback enhanced the PMC activation and improved cycling performance in stroke patients.
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Affiliation(s)
- Pei-Yi Lin
- Department of Biomedical Engineering, National Cheng Kung University, Tainan, Taiwan; The Optics Division, Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Harvard Medical School, MA, U.S.A
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Hancock NJ, Shepstone L, Winterbotham W, Pomeroy V. Effects of Lower Limb Reciprocal Pedalling Exercise on Motor Function after Stroke: A Systematic Review of Randomized and Nonrandomized Studies. Int J Stroke 2011; 7:47-60. [DOI: 10.1111/j.1747-4949.2011.00728.x] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
This review systematically synthesized current evidence on the effects of lower limb reciprocal pedalling exercise on motor function poststroke. Detailed analysis of single studies in the review revealed multiple instances of heterogeneity including outcome measures; therefore we decided to avoid undertaking a single, potentially misleading meta-analysis. We found that despite beneficial (although nondefinitive) effects on balance, functional independence, and muscle strength, it is not possible to make clinical recommendations that support or refute the use of reciprocal pedalling exercise to enhance recovery of motor function after stroke. Our findings provide proof-of-concept for pedalling interventions and provide a foundation for subsequent research, suggesting a need for further standardized, controlled clinical trials of clearly described pedalling interventions for stroke survivors and with subsequent transparent reported findings.
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Affiliation(s)
- Nicola J. Hancock
- Restorative Neurology Group, Faculty of Medicine and Health Sciences, University of East Anglia, Norwich, UK
| | - Lee Shepstone
- Restorative Neurology Group, Faculty of Medicine and Health Sciences, University of East Anglia, Norwich, UK
| | - Will Winterbotham
- Physiotherapy Department, Addenbrooke's Hospital, Cambridge University Hospitals NHS Trust, Cambridge, UK
| | - Valerie Pomeroy
- Restorative Neurology Group, Faculty of Medicine and Health Sciences, University of East Anglia, Norwich, UK
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Ferrante S, Ambrosini E, Ravelli P, Guanziroli E, Molteni F, Ferrigno G, Pedrocchi A. A biofeedback cycling training to improve locomotion: a case series study based on gait pattern classification of 153 chronic stroke patients. J Neuroeng Rehabil 2011; 8:47. [PMID: 21861930 PMCID: PMC3200991 DOI: 10.1186/1743-0003-8-47] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2011] [Accepted: 08/24/2011] [Indexed: 11/24/2022] Open
Abstract
Background The restoration of walking ability is the main goal of post-stroke lower limb rehabilitation and different studies suggest that pedaling may have a positive effect on locomotion. The aim of this study was to explore the feasibility of a biofeedback pedaling treatment and its effects on cycling and walking ability in chronic stroke patients. A case series study was designed and participants were recruited based on a gait pattern classification of a population of 153 chronic stroke patients. Methods In order to optimize participants selection, a k-means cluster analysis was performed to subgroup homogenous gait patterns in terms of gait speed and symmetry. The training consisted of a 2-week treatment of 6 sessions. A visual biofeedback helped the subjects in maintaining a symmetrical contribution of the two legs during pedaling. Participants were assessed before, after training and at follow-up visits (one week after treatment). Outcome measures were the unbalance during a pedaling test, and the temporal, spatial, and symmetry parameters during gait analysis. Results and discussion Three clusters, mainly differing in terms of gait speed, were identified and participants, representative of each cluster, were selected. An intra-subject statistical analysis (ANOVA) showed that all patients significantly decreased the pedaling unbalance after treatment and maintained significant improvements with respect to baseline at follow-up. The 2-week treatment induced some modifications in the gait pattern of two patients: one, the most impaired, significantly improved mean velocity and increased gait symmetry; the other one reduced significantly the over-compensation of the healthy limb. No benefits were produced in the gait of the last subject who maintained her slow but almost symmetrical pattern. Thus, this study might suggest that the treatment can be beneficial for patients having a very asymmetrical and inefficient gait and for those that overuse the healthy leg. Conclusion The results demonstrated that the treatment is feasible and it might be effective in translating progresses from pedaling to locomotion. If these results are confirmed on a larger and controlled scale, the intervention, thanks to its safety and low price, could have a significant impact as a home- rehabilitation treatment for chronic stroke patients.
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Affiliation(s)
- Simona Ferrante
- NearLab, Bioengineering Department, Politecnico di Milano, Milano, Italy.
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Billinger SA, Guo LX, Pohl PS, Kluding PM. Single limb exercise: pilot study of physiological and functional responses to forced use of the hemiparetic lower extremity. Top Stroke Rehabil 2010; 17:128-39. [PMID: 20542855 DOI: 10.1310/tsr1702-128] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
PURPOSE Stroke-related deficits can impede both functional performance and walking tolerance. Individuals with hemiparesis rely on the stronger limb during exercise and functional tasks. The single limb exercise (SLE) intervention was a unique training protocol that focused only on the hemiparetic limb. Our objective was to determine the effect of the SLE intervention on cardiorespiratory fitness parameters. METHODS Twelve participants (5 male) with a mean age of 60.6 +/- 14.5 years and 69.1 +/- 82.2 months post stroke participated in the training intervention. All participants performed SLE using the hemiparetic leg three times a week for 4 weeks. The nonhemiparetic limb served as the control limb and did not engage in SLE. Peak oxygen uptake (VO2 peak) and oxygen uptake (VO2) were measured at baseline and post intervention in all 12 participants. At pre and post intervention, gait velocity was assessed in a subset of participants (n = 7) using the 10-m fast-walk test. RESULTS After the 4-week SLE training intervention, significant improvements were found for VO2 during submaximal work effort (P = .009) and gait velocity (n = 7) (P = .001). Peak oxygen uptake did not increase (P = .41) after the training intervention. CONCLUSION These data suggest that SLE training was an effective method for improving oxygen uptake and reducing energy expenditure during submaximal effort. Unilateral exercise focused on the hemiparetic leg may be an effective intervention strategy to consider for stroke rehabilitation.
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Affiliation(s)
- Sandra A Billinger
- Department of Physical Therapy and Rehabilitation Science, University of Kansas Medical Center, Kansas City, Kansas, USA
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Ambrosini E, Ferrante S, Schauer T, Ferrigno G, Molteni F, Pedrocchi A. Design of a symmetry controller for cycling induced by electrical stimulation: preliminary results on post-acute stroke patients. Artif Organs 2010; 34:663-7. [PMID: 20528850 DOI: 10.1111/j.1525-1594.2009.00941.x] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
This study deals with the design of a controller for cycling induced by functional electrical stimulation. The controller will be exploitable in the rehabilitation of hemiparetic patients who need to recover motor symmetry. It uses the pulse width as the control variable in the stimulation of the two legs in order to nullify the unbalance between the torques produced at the two crank arms. It was validated by means of isokinetic trials performed both by healthy subjects and stroke patients. The results showed that the controller was able to reach, and then maintain, a symmetrical pedaling. In the future, the controller will be validated on a larger number of stroke patients.
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Affiliation(s)
- Emilia Ambrosini
- Bioengineering Department, NearLab, Politecnico di Milano, Milano, Italy.
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36
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Comolli L, Ferrante S, Pedrocchi A, Bocciolone M, Ferrigno G, Molteni F. Metrological characterization of a cycle-ergometer to optimize the cycling induced by functional electrical stimulation on patients with stroke. Med Eng Phys 2010; 32:339-48. [DOI: 10.1016/j.medengphy.2010.01.005] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2009] [Revised: 01/15/2010] [Accepted: 01/18/2010] [Indexed: 11/16/2022]
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Billinger SA, Gajewski BJ, Guo LX, Kluding PM. Single limb exercise induces femoral artery remodeling and improves blood flow in the hemiparetic leg poststroke. Stroke 2009; 40:3086-90. [PMID: 19520990 DOI: 10.1161/strokeaha.109.550889] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND AND PURPOSE After stroke, individuals have decreased mobility of the hemiparetic leg, which demands less muscle oxygen consumption; thus, blood flow decreases. The purpose of this study was to determine the effect of single limb exercise (SLE) on femoral artery blood flow, diameter, and peak flow velocity in the hemiparetic leg after stroke. METHODS Twelve individuals (60.6+/-14.5 years of age; 5 male) with chronic stroke (69.1+/-82.2 months; 5 with right-sided hemiparesis) participated in the study. The intervention consisted of a SLE knee extension/flexion protocol 3 times per week for 4 weeks. Using Doppler ultrasound, bilateral femoral artery blood flow, diameter, and peak flow velocity were assessed at baseline, after 2 weeks, and after 4 weeks of SLE. RESULTS Using repeated-measures analysis of variance, femoral artery blood flow, arterial diameter, and blood flow velocity in the hemiparetic limb were significantly improved (P<0.0001) after the SLE. No significant changes occurred in the nontrained limb for any outcome measures. CONCLUSIONS These data suggest that a 4-week SLE training program that increases muscular activity in the hemiparetic limb improves femoral artery blood flow, diameter, and peak velocity. SLE may be an important training strategy in stroke rehabilitation to minimize the vascular changes that occur poststroke due to decreased activity of the hemiparetic limb.
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Affiliation(s)
- Sandra A Billinger
- Department of Physical Therapy and Rehabilitation Sciences, University of Kansas Medical Center, Kansas City, KS 66160, USA.
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Szecsi J, Schiller M, Straube A, Gerling D. A comparison of functional electrical and magnetic stimulation for propelled cycling of paretic patients. Arch Phys Med Rehabil 2009; 90:564-70. [PMID: 19345770 DOI: 10.1016/j.apmr.2008.09.572] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2008] [Revised: 09/19/2008] [Accepted: 09/25/2008] [Indexed: 10/20/2022]
Abstract
OBJECTIVE To compare isometric torque and cycling power, smoothness and symmetry using repetitive functional magnetic stimulation (FMS) and functional electrical stimulation (FES) in patients with paretic legs with preserved sensibility and in patients without sensibility. DESIGN Repeated-measures design. SETTING Laboratory setting. PARTICIPANTS Eleven subjects with complete spinal cord injury (SCI) and 29 subjects with chronic hemiparesis (16.6+/-5.5mo poststroke) volunteered. INTERVENTIONS Using a tricycle testbed, participants were exposed to isometric measurements and ergometric cycling experiments, performed during both 20Hz FMS and FES stimulation. Subjects with hemiparesis and with complete SCI were stimulated at maximally tolerable level and maximal intensity, respectively. MAIN OUTCOME MEASURES Maximal isometric pedaling torque and mean ergometric power, smoothness, and symmetry were recorded for voluntary, FES, and FMS conditions. RESULTS Two different patterns of the efficacy of FMS were identified. (1) Patients with complete SCI did not benefit (less torque and power was evoked with FMS than with FES, P<.003 and 10(-4) respectively). (2) Patients with hemiplegia and preserved sensibility could improve their torque output (P<.05), smoothness, and symmetry of pedaling (P<.05) with FMS more than with FES. CONCLUSIONS FMS is a potential alternative to surface FES of the large thigh musculature in stimulation-supported cycling of patients with partially or completely preserved sensibility.
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Affiliation(s)
- Johann Szecsi
- Center for Sensorimotor Research, Department of Neurology, Ludwig-Maximillians University, Munich, Germany
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Szecsi J, Krewer C, Müller F, Straube A. Functional electrical stimulation assisted cycling of patients with subacute stroke: kinetic and kinematic analysis. Clin Biomech (Bristol, Avon) 2008; 23:1086-94. [PMID: 18565631 DOI: 10.1016/j.clinbiomech.2008.05.001] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/14/2008] [Revised: 04/30/2008] [Accepted: 05/02/2008] [Indexed: 02/07/2023]
Abstract
BACKGROUND Cycling is a safe and functionally effective exercise for patients with early post-stroke and poor balance. Such exercise is considered even more effective when functional electrical stimulation is added. Our principal aim was to determine the biomechanically quantifiable parameters of cycling that can be improved in patients with subacute hemiparesis by incorporating functional electrical stimulation. These parameters were defined as objective goals that can be achieved in clinical applications. A secondary aim was to determine whether they could be used to identify subjects who would benefit from such therapy. METHODS Using a tricycle testbed, we tested 39 subacute (mean 10.9 weeks post-stroke (SD 5.9)), hemiplegic subjects. During isometric measurements we recorded volitional and electrically evoked crank torques, the latter at maximal tolerable intensity. During ergometric measurements, volitional pedaling was alternated with combined pedaling (volitional supported by stimulation), performed at 30-s intervals. Power, smoothness, and symmetry of cycling were evaluated. FINDINGS Twenty-six percent of the subjects significantly improved the smoothness of their cycling with functional electrical stimulation. Only 8% and 10% significantly increased their power and symmetry, respectively. The improvement in smoothness significantly correlated with the capability of the individual to generate electrical torque (Spearman's rank correlation coefficient=0.66 at P=0.001). INTERPRETATION The smoothness of cycling was the most sensitive parameter improved by functional electrical stimulation. This improvement depended on the amount of torque evoked, and the torque achieved, in turn, correlated with the tolerated intensity of stimulation.
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Affiliation(s)
- J Szecsi
- Neurologische Klinik, Bad Aibling, Germany.
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40
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Modified total-body recumbent stepper exercise test for assessing peak oxygen consumption in people with chronic stroke. Phys Ther 2008; 88:1188-95. [PMID: 18772275 PMCID: PMC2557055 DOI: 10.2522/ptj.20080072] [Citation(s) in RCA: 65] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
BACKGROUND Assessment of peak oxygen consumption (Vo(2)peak) using traditional modes of testing such as treadmill or cycle ergometer can be difficult in individuals with stroke due to balance deficits, gait impairments, or decreased coordination. OBJECTIVE The purpose of this study was to quantitatively assess the validity and feasibility of a modified exercise test using a total-body recumbent stepper (mTBRS-XT) in individuals after stroke. DESIGN A within-subject design, with a sample of convenience, was used. PARTICIPANTS Eleven participants (7 male, 4 female) with a mean of 40.1 months (SD=32.7) after stroke, a mean age of 60.9 years (SD=12.0), and mild to severe lower-extremity Fugl-Myer test scores (range=13-34) completed the study. METHODS Participants performed 2 maximal-effort graded exercise tests on separate days using the mTBRS-XT and a cycle ergometer exercise protocol to assess cardiorespiratory fitness. Measurements of Vo(2)peak and peak heart rate (peak HR) were obtained during both tests. RESULTS A strong relationship existed between the mTBRS-XT and the cycle ergometer exercise test for Vo(2)peak and peak HR (r=.91 and .89, respectively). Mean Vo(2)peak was significantly higher for the mTBRS-XT (16.6 mL x kg(-1) x min(-1)[SD=4.5]) compared with the cycle ergometer exercise protocol (15.4 mL x kg(-1) x min(-1) [SD=4.5]). All participants performed the mTBRS-XT. One individual with severe stroke was unable to pedal the cycle ergometer. No significant adverse events occurred. CONCLUSION The mTBRS-XT may be a safe, feasible, and valid exercise test to obtain measurements of Vo(2)peak in people with stroke. Health care professionals may use the mTBRS-XT to prescribe aerobic exercise based on Vo(2)peak values for individuals with mild to severe deficits after stroke.
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Abstract
Individuals with physical disabilities may benefit from cycling interventions, which could address impairments while potentially minimizing stress on joints. Improvements in impairments may then have an impact on mobility, activity, and participation. Cycling studies with adults and children who are healthy have shown that many factors can influence the biomechanics of cycling. These factors include seat height, crank arm length, foot position, cadence, and workload. Knowledge of these factors is important for rehabilitation professionals who prescribe cycling as an intervention for individuals with disabilities, because changing these factors can potentially influence the therapeutic outcomes. In addition, further research is needed to fully understand the effect of these factors on individuals with disabilities.
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Affiliation(s)
- Therese E Johnston
- Shriners Hospitals for Children, 3551 N Broad St, Philadelphia, PA 19140, USA.
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