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Horsch A, Kleiber S, Ghandour M, Klotz MCM, Hetto P, Tsitlakidis S, Alimusaj M, Götze M. Validation of a new Equinometer device for measuring ankle range of motion in patients with cerebral palsy: An observational study. Medicine (Baltimore) 2022; 101:e29230. [PMID: 35512083 PMCID: PMC9276144 DOI: 10.1097/md.0000000000029230] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Accepted: 03/15/2022] [Indexed: 01/04/2023] Open
Abstract
The goniometer is the gold-standard measurement tool of ankle range of motion (ROM). However, several studies have questioned its inter- and intra-rater reliability. Therefore, we conducted this validation study to assess the reliability of a different tool, named Equinometer, as a measurement device of ankle ROM in addition to comparing the reproducibility of their results.Sixteen healthy individuals were included. They underwent both goniometer and Equinometer measurements in knee extension and 90° knee flexion (Silfverskjöld Test). Three raters reported the values of dorsiflexion (DF) and plantarflexion (PF) in each session using both measurement tools. Intra-rater reliability was assessed between 2 raters on another study group of 24 participants. Intraclass correlation coefficients were used to determine the reliability of the used device.The age of study subjects ranged from 22 to 85 years. Fifty percent were males, and the right ankle joint was the most examined side (68.75%). In terms of DF and PF during knee extension and flexion, our analysis revealed that the measurements recorded by the Equinometer were equivalent to the goniometer. Of note, the intra-rater reliability of the Equinometer was excellent for both DF and PF assessment during both knee flexion and extension (Intraclass correlation coefficient ranged from 0.90 to 0.98), with minimal mean differences from goniometer measurements. Subgroup analysis based on age did not reveal any significant differences (P > .05).Given the high intra-rater correlations of the Equinometer, we suggest that it is reliable and precise in recording ankle ROM in outpatient clinics, particularly to obtain reproductive, comparable and unbiased data from different observers.
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Affiliation(s)
- Axel Horsch
- Department of Orthopedics,Heidelberg University Hospital,Germany
| | - Saskia Kleiber
- Department of Orthopedics,Heidelberg University Hospital,Germany
| | - Maher Ghandour
- Department of Orthopedics,Heidelberg University Hospital,Germany
| | | | - Pit Hetto
- Department of Orthopedics,Heidelberg University Hospital,Germany
| | | | - Merkur Alimusaj
- Department of Orthopedics,Heidelberg University Hospital,Germany
| | - Marco Götze
- Department of Orthopedics,Heidelberg University Hospital,Germany
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Khalaf R, Martin S, Ellis C, Burman R, Sreedharan J, Shaw C, Leigh PN, Turner MR, Al-Chalabi A. Relative preservation of triceps over biceps strength in upper limb-onset ALS: the 'split elbow'. J Neurol Neurosurg Psychiatry 2019; 90:730-733. [PMID: 30846542 PMCID: PMC6585260 DOI: 10.1136/jnnp-2018-319894] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/27/2018] [Revised: 01/11/2019] [Accepted: 02/07/2019] [Indexed: 12/13/2022]
Abstract
OBJECTIVE Amyotrophic lateral sclerosis (ALS) is a neurodegenerative disease of the motor system. The split hand sign in ALS refers to observed preferential weakness of the lateral hand muscles, which is unexplained. One possibility is larger cortical representation of the lateral hand compared with the medial. Biceps strength is usually preserved relative to triceps in neurological conditions, but biceps has a larger cortical representation and might be expected to show preferential weakness in ALS. METHODS Using the South-East England Register for Amyotrophic Lateral Sclerosis, we performed a retrospective longitudinal cohort study and extracted the modified Medical Research Council (MRC) muscle strength score for biceps and triceps in patients with a diagnosis of upper limb-onset ALS in the 19-year period 1996-2015. A Wilcoxon signed-rank test was used to assess the relative strength of the muscles within the total sum of the upper limbs involved in the study. RESULTS There were 659 people with upper limb onset of weakness. In 215 there were insufficient data to perform the analysis, and a further 33 were excluded for other reasons, leaving 411 for analysis. Biceps was stronger than triceps in 87 limbs, and triceps was stronger than biceps in 258 limbs, with no difference seen in the remaining 477. Triceps strength scores (mean rank=186.1) were higher than ipsilateral biceps strength scores (mean rank=134.2), Z=-10.1, p<0.001 (two-tailed). CONCLUSION Triceps strength is relatively preserved compared with biceps in ALS. This is consistent with a broadly corticofugal hypothesis of selective vulnerability, in which susceptibility might be associated with larger cortical representation.
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Affiliation(s)
- Roaya Khalaf
- Department of Basic and Clinical Neuroscience, Maurice Wohl Clinical Neuroscience Institute, King's College London, London, UK
| | - Sarah Martin
- Department of Basic and Clinical Neuroscience, Maurice Wohl Clinical Neuroscience Institute, King's College London, London, UK
| | - Cathy Ellis
- Department of Neurology, King's College Hospital, London, UK
| | - Rachel Burman
- Department of Neurology, King's College Hospital, London, UK
| | - Jemeen Sreedharan
- Department of Basic and Clinical Neuroscience, Maurice Wohl Clinical Neuroscience Institute, King's College London, London, UK
- Department of Neurology, King's College Hospital, London, UK
| | - Christopher Shaw
- Department of Basic and Clinical Neuroscience, Maurice Wohl Clinical Neuroscience Institute, King's College London, London, UK
- Department of Neurology, King's College Hospital, London, UK
| | - P Nigel Leigh
- Department of Neuroscience, Brighton and Sussex Medical School, Sussex, UK
| | - Martin R Turner
- Nuffield Department of Clinical Neurosciences, Oxford University, Oxford, UK
| | - Ammar Al-Chalabi
- Department of Basic and Clinical Neuroscience, Maurice Wohl Clinical Neuroscience Institute, King's College London, London, UK
- Department of Neurology, King's College Hospital, London, UK
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Peterson CL, Bednar MS, Bryden AM, Keith MW, Perreault EJ, Murray WM. Voluntary activation of biceps-to-triceps and deltoid-to-triceps transfers in quadriplegia. PLoS One 2017; 12:e0171141. [PMID: 28253262 PMCID: PMC5333805 DOI: 10.1371/journal.pone.0171141] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2016] [Accepted: 01/14/2017] [Indexed: 11/18/2022] Open
Abstract
The biceps or the posterior deltoid can be transferred to improve elbow extension function for many individuals with C5 or C6 quadriplegia. Maximum strength after elbow reconstruction is variable; the patient’s ability to voluntarily activate the transferred muscle to extend the elbow may contribute to the variability. We compared voluntary activation during maximum isometric elbow extension following biceps transfer (n = 5) and deltoid transfer (n = 6) in three functional postures. Voluntary activation was computed as the elbow extension moment generated during maximum voluntary effort divided by the moment generated with full activation, which was estimated via electrical stimulation. Voluntary activation was on average 96% after biceps transfer and not affected by posture. Individuals with deltoid transfer demonstrated deficits in voluntary activation, which differed by posture (80% in horizontal plane, 69% in overhead reach, and 70% in weight-relief), suggesting inadequate motor re-education after deltoid transfer. Overall, individuals with a biceps transfer better activated their transferred muscle than those with a deltoid transfer. This difference in neural control augmented the greater force-generating capacity of the biceps leading to increased elbow extension strength after biceps transfer (average 9.37 N-m across postures) relative to deltoid transfer (average 2.76 N-m across postures) in our study cohort.
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Affiliation(s)
- Carrie L. Peterson
- Edward Hines, Jr. VA Hospital, Hines, IL, United States of America
- Sensory Motor Performance Program, Rehabilitation Institute of Chicago, Chicago, IL, United States of America
- Department of Physical Medicine & Rehabilitation Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America
- * E-mail:
| | - Michael S. Bednar
- Edward Hines, Jr. VA Hospital, Hines, IL, United States of America
- Department of Orthopaedic Surgery and Rehabilitation, Stritch School of Medicine, Loyola University Maywood, IL, United States of America
| | - Anne M. Bryden
- The Cleveland FES Center at MetroHealth, Cleveland, OH, United States of America
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, United States of America
| | - Michael W. Keith
- The Cleveland FES Center at MetroHealth, Cleveland, OH, United States of America
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, United States of America
- Department of Orthopaedics, School of Medicine, Case Western Reserve University, Cleveland, OH, United States of America
| | - Eric J. Perreault
- Sensory Motor Performance Program, Rehabilitation Institute of Chicago, Chicago, IL, United States of America
- Department of Physical Medicine & Rehabilitation Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, United States of America
| | - Wendy M. Murray
- Edward Hines, Jr. VA Hospital, Hines, IL, United States of America
- Sensory Motor Performance Program, Rehabilitation Institute of Chicago, Chicago, IL, United States of America
- Department of Physical Medicine & Rehabilitation Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, United States of America
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Peterson CL, Rogers LM, Bednar MS, Bryden AM, Keith MW, Perreault EJ, Murray WM. Posture-Dependent Corticomotor Excitability Differs Between the Transferred Biceps in Individuals With Tetraplegia and the Biceps of Nonimpaired Individuals. Neurorehabil Neural Repair 2016; 31:354-363. [PMID: 27932695 DOI: 10.1177/1545968316680488] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND Following biceps transfer to enable elbow extension in individuals with tetraplegia, motor re-education may be facilitated by greater corticomotor excitability. Arm posture modulates corticomotor excitability of the nonimpaired biceps. If arm posture also modulates excitability of the transferred biceps, posture may aid in motor re-education. OBJECTIVE Our objective was to determine whether multi-joint arm posture affects corticomotor excitability of the transferred biceps similar to the nonimpaired biceps. We also aimed to determine whether corticomotor excitability of the transferred biceps is related to elbow extension strength and muscle length. METHODS Corticomotor excitability was assessed in 7 arms of individuals with tetraplegia and biceps transfer using transcranial magnetic stimulation and compared to biceps excitability of nonimpaired individuals. Single-pulse transcranial magnetic stimulation was delivered to the motor cortex with the arm in functional postures at rest. Motor-evoked potential amplitude was recorded via surface electromyography. Elbow moment was recorded during maximum isometric extension trials, and muscle length was estimated using a biomechanical model. RESULTS Arm posture modulated corticomotor excitability of the transferred biceps differently than the nonimpaired biceps. Elbow extension strength was positively related and muscle length was unrelated, respectively, to motor-evoked potential amplitude across the arms with biceps transfer. CONCLUSIONS Corticomotor excitability of the transferred biceps is modulated by arm posture and may contribute to strength outcomes after tendon transfer. Future work should determine whether modulating corticomotor excitability via posture promotes motor re-education during the rehabilitative period following surgery.
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Affiliation(s)
- Carrie L Peterson
- 1 Edward Hines, Jr. VA Hospital, Hines, IL, USA.,2 Rehabilitation Institute of Chicago, Chicago, IL, USA.,3 Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Lynn M Rogers
- 2 Rehabilitation Institute of Chicago, Chicago, IL, USA.,3 Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Michael S Bednar
- 1 Edward Hines, Jr. VA Hospital, Hines, IL, USA.,4 Loyola University-Chicago, Maywood, IL, USA
| | - Anne M Bryden
- 5 The Cleveland FES Center at MetroHealth, Cleveland, OH, USA.,6 Case Western Reserve University, Cleveland, OH, USA
| | - Michael W Keith
- 5 The Cleveland FES Center at MetroHealth, Cleveland, OH, USA.,6 Case Western Reserve University, Cleveland, OH, USA
| | - Eric J Perreault
- 2 Rehabilitation Institute of Chicago, Chicago, IL, USA.,3 Northwestern University Feinberg School of Medicine, Chicago, IL, USA.,7 Northwestern University, Evanston, IL, USA
| | - Wendy M Murray
- 1 Edward Hines, Jr. VA Hospital, Hines, IL, USA.,2 Rehabilitation Institute of Chicago, Chicago, IL, USA.,3 Northwestern University Feinberg School of Medicine, Chicago, IL, USA.,7 Northwestern University, Evanston, IL, USA
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Peterson CL, Rogers LM, Mogk JPM, Bednar MS, Bryden AM, Keith MW, Perreault EJ, Murray WM. Posture-dependent changes in corticomotor excitability of the biceps after spinal cord injury and tendon transfer. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2015; 2014:4302-5. [PMID: 25570944 DOI: 10.1109/embc.2014.6944576] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Following tendon transfer of the biceps to triceps after cervical spinal cord injuries (SCI), individuals must learn to activate the transferred biceps muscle to extend the elbow. Corticomotor excitability of the transferred biceps may play a role in post-operative elbow extension strength. In this study, we evaluated whether corticomotor excitability of the transferred biceps is related to an individuals' ability to extend the elbow, and whether posture and muscle length affects corticomotor excitability after SCI and tendon transfer similarly to the nonimpaired biceps. Corticomotor excitability was assessed in twelve nonimpaired arms and six arms of individuals with SCI and biceps-to-triceps transfer using transcranial magnetic stimulation (TMS) delivered at rest. Maximum isometric elbow extensor moments were recorded in transferred arms and the fiber length of the transferred biceps was estimated using a musculoskeletal model. Across the SCI subjects, corticomotor excitability of the transferred biceps increased with elbow extension strength. Thus, rehabilitation to increase excitability may enhance strength. Excitability of the transferred biceps was not related to fiber length suggesting that similar to nonimpaired subjects, posture-dependent changes in biceps excitability are primarily centrally modulated after SCI. All nonimpaired biceps were most excitable in a posture in the horizontal plane with the forearm fully supinated. The proportion of transferred biceps in which excitability was highest in this posture differed from the nonimpaired group. Therefore, rehabilitation after tendon transfer may be most beneficial if training postures are tailored to account for changes in biceps excitability.
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Memberg WD, Polasek KH, Hart RL, Bryden AM, Kilgore KL, Nemunaitis GA, Hoyen HA, Keith MW, Kirsch RF. Implanted neuroprosthesis for restoring arm and hand function in people with high level tetraplegia. Arch Phys Med Rehabil 2014; 95:1201-1211.e1. [PMID: 24561055 PMCID: PMC4470503 DOI: 10.1016/j.apmr.2014.01.028] [Citation(s) in RCA: 76] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2013] [Revised: 01/28/2014] [Accepted: 01/29/2014] [Indexed: 11/20/2022]
Abstract
OBJECTIVE To develop and apply an implanted neuroprosthesis to restore arm and hand function to individuals with high level tetraplegia. DESIGN Case study. SETTING Clinical research laboratory. PARTICIPANTS Individuals with spinal cord injuries (N=2) at or above the C4 motor level. INTERVENTIONS The individuals were each implanted with 2 stimulators (24 stimulation channels and 4 myoelectric recording channels total). Stimulating electrodes were placed in the shoulder and arm, being, to our knowledge, the first long-term application of spiral nerve cuff electrodes to activate a human limb. Myoelectric recording electrodes were placed in the head and neck areas. MAIN OUTCOME MEASURES Successful installation and operation of the neuroprosthesis and electrode performance, range of motion, grasp strength, joint moments, and performance in activities of daily living. RESULTS The neuroprosthesis system was successfully implanted in both individuals. Spiral nerve cuff electrodes were placed around upper extremity nerves and activated the intended muscles. In both individuals, the neuroprosthesis has functioned properly for at least 2.5 years postimplant. Hand, wrist, forearm, elbow, and shoulder movements were achieved. A mobile arm support was needed to support the mass of the arm during functional activities. One individual was able to perform several activities of daily living with some limitations as a result of spasticity. The second individual was able to partially complete 2 activities of daily living. CONCLUSIONS Functional electrical stimulation is a feasible intervention for restoring arm and hand functions to individuals with high tetraplegia. Forces and movements were generated at the hand, wrist, elbow, and shoulder that allowed the performance of activities of daily living, with some limitations requiring the use of a mobile arm support to assist the stimulated shoulder forces.
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Affiliation(s)
| | | | - Ronald L Hart
- Louis Stokes Veterans Affairs Medical Center, Cleveland, OH
| | | | - Kevin L Kilgore
- Case Western Reserve University, Cleveland, OH; Louis Stokes Veterans Affairs Medical Center, Cleveland, OH; MetroHealth Medical Center, Cleveland, OH
| | | | | | | | - Robert F Kirsch
- Case Western Reserve University, Cleveland, OH; Louis Stokes Veterans Affairs Medical Center, Cleveland, OH; MetroHealth Medical Center, Cleveland, OH
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Cortez PJO, Tomazini JE, Valenti VE, Correa JR, Valenti EE, Abreu LCD. A new device to measure isometric strength in upper limbs: comparison between dominant and non-dominant limbs. Clinics (Sao Paulo) 2011; 66:351-4. [PMID: 21484058 PMCID: PMC3059878 DOI: 10.1590/s1807-59322011000200028] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/31/2023] Open
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Giuffrida JP, Crago PE. Utilizing remaining voluntary muscle synergies to control FES elbow extension after spinal cord injury. CONFERENCE PROCEEDINGS : ... ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL CONFERENCE 2007; 2004:4118-21. [PMID: 17271207 DOI: 10.1109/iembs.2004.1404149] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
Individuals with a C5/C6 spinal cord injury (SCI) have paralyzed elbow extensors, yet retain weak to strong voluntary control of elbow flexion and some shoulder movements. They lack elbow extension, which is critical during activities of daily living. This research focuses on development of a synergistic controller employing remaining voluntary elbow flexor and shoulder electromyography (EMG) to control elbow extension with functional electrical stimulation. We hypothesized that remaining voluntarily controlled upper extremity muscles could be used to train an artificial neural network (ANN) to control stimulation of the paralyzed triceps and provide functional benefits. Surface EMG was collected from SCI subjects while they produced isometric endpoint force vectors of varying magnitude and direction using triceps stimulation levels predicted by a biomechanical model. ANN'S were trained with the collected EMG and stimulation levels. The best set of muscles inputs was selected for each subject such that trained networks yielded low error, minimized the required number of EMG inputs, and effectively learned relationships between endpoint force and triceps stimulation. The synergistic controller increased the range of force vectors, provided discrete forces, and enabled an overhead reach task.
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Affiliation(s)
- J P Giuffrida
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA
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James MA. Use of the Medical Research Council muscle strength grading system in the upper extremity. J Hand Surg Am 2007; 32:154-6. [PMID: 17275587 DOI: 10.1016/j.jhsa.2006.11.008] [Citation(s) in RCA: 123] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/13/2006] [Revised: 11/15/2006] [Accepted: 11/15/2006] [Indexed: 02/02/2023]
Affiliation(s)
- Michelle A James
- Shriners Hospital for Children Northern California and University of California Davis School of Medicine, Sacramento, CA 95817, USA.
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Meyer DC, Werner CML, Wyss T, Vienne P. A mechanical equinometer to measure the range of motion of the ankle joint: interobserver and intraobserver reliability. Foot Ankle Int 2006; 27:202-5. [PMID: 16539903 DOI: 10.1177/107110070602700309] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
BACKGROUND Clinical measurement of passive dorsiflexion of the ankle joint is essential for the diagnosis of various pathologic conditions of the foot and ankle but is of unreliable precision with high interobserver variability in nonweightbearing tests. This work was designed to develop and test a precise, standardized, and reliable technique for measurement of passive and active ankle range of motion. METHODS The proposed measurement tool is composed of two mobile parallelograms, one attached to the tibia, the second one to the plantar surface of the foot. The parallelograms are connected with a hinge with an angular scale to measure the angle between the foot and tibia. RESULTS Interobserver correlation between clinical measurements for maximal passive foot dorsiflexion were 0.03 with knee extension and 0.38 with knee flexion, while for measurements with the proposed tool they reached 0.89 and 0.97, respectively, with a mean measurement error of 0.9 degrees. Intraobserver correlations reached values of r = 0.98 and 0.99. CONCLUSIONS The proposed tool allows measurement of the ankle range of motion with very high precision and reproducibility far superior to clinical measurements. CLINICAL RELEVANCE Precise measurement of ankle range of motion is clinically challenging. With the use of the proposed tool, measurement precision and reliability are decisively improved.
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Affiliation(s)
- Dominik C Meyer
- Orthopedics, Uniklinik Bagrist, Forchstr. 340, Zürich, 8008, Switzerland.
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Giuffrida JP, Crago PE. Functional restoration of elbow extension after spinal-cord injury using a neural network-based synergistic FES controller. IEEE Trans Neural Syst Rehabil Eng 2005; 13:147-52. [PMID: 16003892 DOI: 10.1109/tnsre.2005.847375] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Individuals with a C5/C6 spinal-cord injury (SCI) have paralyzed elbow extensors, yet retain weak to strong voluntary control of elbow flexion and some shoulder movements. They lack elbow extension, which is critical during activities of daily living. This research focuses on the functional evaluation of a developed synergistic controller employing remaining voluntary elbow flexor and shoulder electromyography (EMG) to control elbow extension with functional electrical stimulation (FES). Remaining voluntarily controlled upper extremity muscles were used to train an artificial neural network (ANN) to control stimulation of the paralyzed triceps. Surface EMG was collected from SCI subjects while they produced isometric endpoint force vectors of varying magnitude and direction using triceps stimulation levels predicted by a biomechanical model. ANNs were trained with the collected EMG and stimulation levels. We hypothesized that once trained and implemented in real-time, the synergistic controller would provide several functional benefits. We anticipated the synergistic controller would provide a larger range of endpoint force vectors, the ability to grade and maintain forces, the ability to complete a functional overhead reach task, and use less overall stimulation than a constant stimulation scheme.
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Affiliation(s)
- Joseph P Giuffrida
- Department of Rehabilitation Engineering, Cleveland Medical Devices Inc., Cleveland, OH 44103, USA.
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