1
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Bae M, Khodabandeloo S, VanNostrand M, Gell NM, Kasser SL. Reliability and validity of the ratings of perceived stability scale as a measure of balance exercise intensity in persons with multiple sclerosis. Disabil Rehabil 2024:1-7. [PMID: 39224017 DOI: 10.1080/09638288.2024.2395455] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2024] [Revised: 08/14/2024] [Accepted: 08/18/2024] [Indexed: 09/04/2024]
Abstract
PURPOSE The study aimed to determine the test-retest reliability and concurrent validity of the Ratings of Perceived Stability (RPS) scale as a measure of balance exercise intensity in persons with multiple sclerosis (MS). METHODS Twenty participants with MS (mean age: 58.1 ± 15.29; 60% female) performed 14 balance tasks on two separate occasions wearing body-worn inertial sensors and rated their perceived stability for each task. Sensor data included sway velocity and angle, gait speed, turn velocity, and lean angle. Intraclass correlation coefficients (ICC) and Spearman rank correlations (rs) were employed to assess reliability and validity, respectively. RESULTS The RPS showed good to excellent test-retest reliability (ICC> 0.75) on 12 out of the 14 tasks. The stability ratings revealed moderate relationships with postural sway outcomes in static balance tasks (rs: 0.49 to 0.77) and weak to moderate associations with gait speed (rs: -0.69 to -0.14). Ratings of stability were also strongly related to turn velocity (rs= -0.77) and moderately related to lean angle (rs= 0.58). CONCLUSIONS The RPS scale offers a promising clinical tool to measure balance exercise intensity for persons with MS. This standardized scale allows for tailored balance training with a novel means for exercise monitoring and progression in this population.
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Affiliation(s)
- Myeongjin Bae
- Department of Rehabilitation and Movement Science, University of Vermont, Burlington, Vermont, USA
| | - Sadegh Khodabandeloo
- Department of Mechanical Engineering, University of Vermont, Burlington, Vermont, USA
| | - Michael VanNostrand
- Department of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
| | - Nancy M Gell
- Department of Rehabilitation and Movement Science, University of Vermont, Burlington, Vermont, USA
| | - Susan L Kasser
- Department of Rehabilitation and Movement Science, University of Vermont, Burlington, Vermont, USA
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2
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Liu N, Yang C, Song Q, Yang F, Chen Y. Patients with chronic ankle instability exhibit increased sensorimotor cortex activation and correlation with poorer lateral balance control ability during single-leg stance: a FNIRS study. Front Hum Neurosci 2024; 18:1366443. [PMID: 38736530 PMCID: PMC11082417 DOI: 10.3389/fnhum.2024.1366443] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2024] [Accepted: 04/12/2024] [Indexed: 05/14/2024] Open
Abstract
Introduction Chronic Ankle Instability (CAI) is a musculoskeletal condition that evolves from acute ankle sprains, and its underlying mechanisms have yet to reach a consensus. Mounting evidence suggests that neuroplastic changes in the brain following ankle injuries play a pivotal role in the development of CAI. Balance deficits are a significant risk factor associated with CAI, yet there is a scarcity of evidence regarding the sensorimotor cortical plasticity related to balance control in affected individuals. This study aims to evaluate the differences in cortical activity and balance abilities between patients with CAI and uninjured individuals during a single-leg stance, as well as the correlation between these factors, in order to elucidate the neurophysiological alterations in balance control among patients with CAI. Methods The study enrolled 24 patients with CAI and 24 uninjured participants. During single-leg stance, cortical activity was measured using a functional near-infrared spectroscopy (fNIRS) system, which included assessments of the pre-motor cortex (PMC), supplementary motor area (SMA), primary motor cortex (M1), and primary somatosensory cortex (S1). Concurrently, balance parameters were tested utilizing a three-dimensional force platform. Results Independent sample t-tests revealed that, compared with the uninjured individuals, the patients with CAI exhibited a significant increase in the changes of oxyhemoglobin concentration (ΔHbO) during single-leg stance within the left S1 at Channel 5 (t = 2.101, p = 0.041, Cohen's d = 0.607), left M1 at Channel 6 (t = 2.363, p = 0.022, Cohen's d = 0.682), right M1 at Channel 15 (t = 2.273, p = 0.029, Cohen's d = 0.656), and right PMC/SMA at Channel 11 (t = 2.467, p = 0.018, Cohen's d = 0.712). Additionally, the center of pressure root mean square (COP-RMS) in the mediolateral (ML) direction was significantly greater (t = 2.630, p = 0.012, Cohen's d = 0.759) in the patients with CAI. Furthermore, a moderate positive correlation was found between ML direction COP-RMS and ΔHbO2 in the M1 (r = 0.436; p = 0.033) and PMC/SMA (r = 0.488, p = 0.016), as well as between anteroposterior (AP) direction COP-RMS and ΔHbO in the M1 (r = 0.483, p = 0.017). Conclusion Patients with CAI demonstrate increased cortical activation in the bilateral M1, ipsilateral PMC/SMA, and contralateral S1. This suggests that patients with CAI may require additional brain resources to maintain balance during single-leg stance, representing a compensatory mechanism to uphold task performance amidst diminished lateral balance ability in the ankle joint.
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Affiliation(s)
| | | | | | | | - Yan Chen
- College of Sport and Health, Shandong Sport University, Jinan, Shandong, China
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3
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Dotov D, Motsenyat A, Trainor LJ. Concurrent Supra-Postural Auditory-Hand Coordination Task Affects Postural Control: Using Sonification to Explore Environmental Unpredictability in Factors Affecting Fall Risk. SENSORS (BASEL, SWITZERLAND) 2024; 24:1994. [PMID: 38544259 PMCID: PMC10974305 DOI: 10.3390/s24061994] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Revised: 03/10/2024] [Accepted: 03/18/2024] [Indexed: 04/01/2024]
Abstract
Clinical screening tests for balance and mobility often fall short of predicting fall risk. Cognitive distractors and unpredictable external stimuli, common in busy natural environments, contribute to this risk, especially in older adults. Less is known about the effects of upper sensory-motor coordination, such as coordinating one's hand with an external stimulus. We combined movement sonification and affordable inertial motion sensors to develop a task for the precise measurement and manipulation of full-body interaction with stimuli in the environment. In a double-task design, we studied how a supra-postural activity affected quiet stance. The supra-postural task consisted of rhythmic synchronization with a repetitive auditory stimulus. The stimulus was attentionally demanding because it was being modulated continuously. The participant's hand movement was sonified in real time, and their goal was to synchronize their hand movement with the stimulus. In the unpredictable condition, the tempo changed at random points in the trial. A separate sensor recorded postural fluctuations. Young healthy adults were compared to older adult (OA) participants without known risk of falling. The results supported the hypothesis that supra-postural coordination would entrain postural control. The effect was stronger in OAs, supporting the idea that diminished reserve capacities reduce the ability to isolate postural control from sensory-motor and cognitive activity.
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Affiliation(s)
- Dobromir Dotov
- Department of Biomechanics, University of Nebraska Omaha, Omaha, NE 68182, USA
- Psychology, Neuroscience and Behaviour, McMaster University, Hamilton, ON L8S 4K1, Canada;
| | - Ariel Motsenyat
- Integrated Biomedical Engineering and Health Science, McMaster University, Hamilton, ON L8S 4K1, Canada;
| | - Laurel J. Trainor
- Psychology, Neuroscience and Behaviour, McMaster University, Hamilton, ON L8S 4K1, Canada;
- Rotman Research Institute, Toronto, ON M6A 2E1, Canada
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4
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Guerrero-Henriquez J, Mendez-Rebolledo G, LLancaleo L, Vargas M. Effects of dominance and vision on unipedal balance tests in futsal players using a triaxial accelerometer. Sports Biomech 2024:1-10. [PMID: 38193463 DOI: 10.1080/14763141.2024.2301987] [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: 05/16/2022] [Accepted: 12/30/2023] [Indexed: 01/10/2024]
Abstract
Optimal postural control improves performance and reduces the risk of injury in futsal. In this context, wearable accelerometers may detect velocity changes of the centre of mass during a task, enabling the analysis of postural control in different environments. This work aimed to determine the influence of vision and dominance on unipodal static postural balance in non-professional athletes. Twenty-four university male futsal players performed a unipodal balance test to assess their body sway using a triaxial accelerometer. To assess dominance, the preferred limb for kicking the ball was considered, while vision was manipulated by asking participants to close their eyes during the test. Root mean square (RMS) and sample entropy (SaEn) of centre of mass variables were analysed. For statistical analysis, a multivariate analysis of variance model was used. Our results suggest an effect of vision, but not of dominance nor the interaction between vision and limb dominance. Specifically, a higher-acceleration RMS in the mediolateral axis was observed, as well as an increased SaEn in the three axes. To conclude, unipodal postural demand in futsal players under visual input suppression was not influenced by their limb dominancy.
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Affiliation(s)
- Juan Guerrero-Henriquez
- Rehabilitation and Human Movement Sciences Department, Faculty of Health Sciences, University of Antofagasta, Antofagasta, Chile
| | - Guillermo Mendez-Rebolledo
- Escuela de Kinesiología, Facultad de Salud, Universidad Santo Tomás, Talca, Chile
- Magíster en Ciencias de la Actividad Física y del Deporte Aplicadas al Entrenamiento, Rehabilitación y Reintegro Deportivo, Facultad de Salud, Universidad Santo Tomás, Talca, Chile
| | - Leandro LLancaleo
- Rehabilitation and Human Movement Sciences Department, Faculty of Health Sciences, University of Antofagasta, Antofagasta, Chile
| | - Martin Vargas
- Rehabilitation and Human Movement Sciences Department, Faculty of Health Sciences, University of Antofagasta, Antofagasta, Chile
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5
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Mouras H, Vonesch A, Lebel K, Léonard G, Lelard T. Posturography Approaches: An Insightful Window to Explore the Role of the Brain in Socio-Affective Processes. Brain Sci 2023; 13:1585. [PMID: 38002545 PMCID: PMC10669518 DOI: 10.3390/brainsci13111585] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Revised: 11/06/2023] [Accepted: 11/09/2023] [Indexed: 11/26/2023] Open
Abstract
A significant amount of research has highlighted the importance of a motor component in the brain's processing of emotional, motivational and social information. Posturography has emerged as an interesting way to assess motor correlates associated with this process. In this review, we highlight recent results within the functional context of painful stimulus perception and discuss the interest in broadening the use of posturography to other motivational and societal functional contexts. Although characterized by significant feasibility, the single measurement of the COP's anteroposterior displacement presents limitations for attesting approach-avoidance behavior towards a visual target. Here, we discuss a number of methodological avenues that could go some way towards overcoming these limitations.
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Affiliation(s)
- Harold Mouras
- UR-UPJV 4559 LNFP Functional and Pathological Neurosciences Laboratory, Picardy Jules Verne University, 80054 Amiens, France;
| | - Alexandre Vonesch
- UR-UPJV 4559 LNFP Functional and Pathological Neurosciences Laboratory, Picardy Jules Verne University, 80054 Amiens, France;
| | - Karina Lebel
- Research Centre on Aging, CIUSSS de l’Estrie—CHUS, Sherbrooke, QC J1H 4C4, Canada; (K.L.); (G.L.)
| | - Guillaume Léonard
- Research Centre on Aging, CIUSSS de l’Estrie—CHUS, Sherbrooke, QC J1H 4C4, Canada; (K.L.); (G.L.)
- School of Rehabilitation, Faculty of Medicine and Health Sciences, Sherbrooke University, Sherbrooke, QC J1H 5N4, Canada
| | - Thierry Lelard
- UR-UPJV 3300 APERE Physiological Adaptation to Exercise and Exercise Rehabilitation, Picardy Jules Verne University, 80054 Amiens, France;
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6
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Bohlke K, Redfern MS, Rosso AL, Sejdic E. Accelerometry applications and methods to assess standing balance in older adults and mobility-limited patient populations: a narrative review. Aging Clin Exp Res 2023; 35:1991-2007. [PMID: 37526887 PMCID: PMC10881067 DOI: 10.1007/s40520-023-02503-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2023] [Accepted: 07/11/2023] [Indexed: 08/02/2023]
Abstract
Accelerometers provide an opportunity to expand standing balance assessments outside of the laboratory. The purpose of this narrative review is to show that accelerometers are accurate, objective, and accessible tools for balance assessment. Accelerometry has been validated against current gold standard technology, such as optical motion capture systems and force plates. Many studies have been conducted to show how accelerometers can be useful for clinical examinations. Recent studies have begun to apply classification algorithms to accelerometry balance measures to discriminate populations at risk for falls. In addition to healthy older adults, accelerometry can monitor balance in patient populations such as Parkinson's disease, multiple sclerosis, and traumatic brain injury. The lack of software packages or easy-to-use applications have hindered the shift into the clinical space. Lack of consensus on outcome metrics has also slowed the clinical adoption of accelerometer-based balance assessments. Future studies should focus on metrics that are most helpful to evaluate balance in specific populations and protocols that are clinically efficacious.
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Affiliation(s)
- Kayla Bohlke
- Department of Bioengineering, Swanson School of Engineering, University of Pittsburgh, 4200 Fifth Ave, Pittsburgh, PA, 15260, USA
| | - Mark S Redfern
- Department of Bioengineering, Swanson School of Engineering, University of Pittsburgh, 4200 Fifth Ave, Pittsburgh, PA, 15260, USA
| | - Andrea L Rosso
- Department of Epidemiology, School of Public Health, University of Pittsburgh, 4200 Fifth Ave, Pittsburgh, PA, 15260, USA
| | - Ervin Sejdic
- The Edward S. Rogers Department of Electrical and Computer Engineering, Faculty of Applied Science and Engineering, University of Toronto, 27 King's College Cir, Toronto, ON, M5S, Canada.
- North York General Hospital, 4001 Leslie St., Toronto, ON, M2K, Canada.
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7
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Presley BM, Sklar JC, Hazelwood SJ, Berg-Johansen B, Klisch SM. Balance Assessment Using a Smartwatch Inertial Measurement Unit with Principal Component Analysis for Anatomical Calibration. SENSORS (BASEL, SWITZERLAND) 2023; 23:4585. [PMID: 37430500 DOI: 10.3390/s23104585] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Revised: 04/28/2023] [Accepted: 05/03/2023] [Indexed: 07/12/2023]
Abstract
Balance assessment, or posturography, tracks and prevents health complications for a variety of groups with balance impairment, including the elderly population and patients with traumatic brain injury. Wearables can revolutionize state-of-the-art posturography methods, which have recently shifted focus to clinical validation of strictly positioned inertial measurement units (IMUs) as replacements for force-plate systems. Yet, modern anatomical calibration (i.e., sensor-to-segment alignment) methods have not been utilized in inertial-based posturography studies. Functional calibration methods can replace the need for strict placement of inertial measurement units, which may be tedious or confusing for certain users. In this study, balance-related metrics from a smartwatch IMU were tested against a strictly placed IMU after using a functional calibration method. The smartwatch and strictly placed IMUs were strongly correlated in clinically relevant posturography scores (r = 0.861-0.970, p < 0.001). Additionally, the smartwatch was able to detect significant variance (p < 0.001) between pose-type scores from the mediolateral (ML) acceleration data and anterior-posterior (AP) rotation data. With this calibration method, a large problem with inertial-based posturography has been addressed, and wearable, "at-home" balance-assessment technology is within possibility.
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Affiliation(s)
- Benjamin M Presley
- Mechanical Engineering, College of Engineering, California Polytechnic State University, San Luis Obispo, CA 93407, USA
| | - Jeffrey C Sklar
- Statistics, College of Science and Mathematics, California Polytechnic State University, San Luis Obispo, CA 93407, USA
| | - Scott J Hazelwood
- Mechanical Engineering, College of Engineering, California Polytechnic State University, San Luis Obispo, CA 93407, USA
- Biomedical Engineering, College of Engineering, California Polytechnic State University, San Luis Obispo, CA 93407, USA
| | - Britta Berg-Johansen
- Biomedical Engineering, College of Engineering, California Polytechnic State University, San Luis Obispo, CA 93407, USA
| | - Stephen M Klisch
- Mechanical Engineering, College of Engineering, California Polytechnic State University, San Luis Obispo, CA 93407, USA
- Biomedical Engineering, College of Engineering, California Polytechnic State University, San Luis Obispo, CA 93407, USA
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8
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Koshino Y, Akimoto M, Kawahara D, Watanabe K, Ishida T, Samukawa M, Kasahara S, Tohyama H. Inertial Sensor-Based Assessment of Static Balance in Athletes with Chronic Ankle Instability. J Sports Sci Med 2023; 22:36-43. [PMID: 36876176 PMCID: PMC9982532 DOI: 10.52082/jssm.2023.36] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Accepted: 12/29/2022] [Indexed: 01/09/2023]
Abstract
The Balance Error Scoring System (BESS), a subjective examiner-based assessment, is often employed to assess postural balance in individuals with chronic ankle instability (CAI); however, inertial sensors may enhance the detection of balance deficits. This study aimed to compare the BESS results between the CAI and healthy groups using conventional BESS scores and inertial sensor data. The BESS test (six conditions: double-leg, single-leg, and tandem stances on firm and foam surfaces, respectively) was performed for the CAI (n = 16) and healthy control (n = 16) groups with inertial sensors mounted on the sacrum and anterior shank. The BESS score was calculated visually by the examiner by counting postural sway as an error based on the recorded video. The root mean square for resultant acceleration (RMSacc) in the anteroposterior, mediolateral, and vertical directions was calculated from each inertial sensor affixed to the sacral and shank surfaces during the BESS test. The mixed-effects analysis of variance and unpaired t-test were used to assess the effects of group and condition on the BESS scores and RMSacc. No significant between-group differences were found in the RMSacc of the sacral and shank surfaces, and the BESS scores (P > 0.05), except for the total BESS score in the foam condition (CAI: 14.4 ± 3.7, control: 11.7 ± 3.4; P = 0.039). Significant main effects of the conditions were found with respect to the BESS scores and RMSacc for the sacral and anterior shank (P < 0.05). The BESS test with inertial sensors can detect differences in the BESS conditions for athletes with CAI. However, our method could not detect any differences between the CAI and healthy groups.
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Affiliation(s)
- Yuta Koshino
- Faculty of Health Sciences, Hokkaido University, Sapporo, Japan
| | - Moeko Akimoto
- Faculty of Health Sciences, Hokkaido University, Sapporo, Japan
| | - Daiki Kawahara
- Faculty of Health Sciences, Hokkaido University, Sapporo, Japan
| | | | - Tomoya Ishida
- Faculty of Health Sciences, Hokkaido University, Sapporo, Japan
| | - Mina Samukawa
- Faculty of Health Sciences, Hokkaido University, Sapporo, Japan
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9
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Portilla G, Montero de Espinosa F. Device for Dual Ultrasound and Dry Needling Trigger Points Treatment. SENSORS (BASEL, SWITZERLAND) 2023; 23:580. [PMID: 36679375 PMCID: PMC9865287 DOI: 10.3390/s23020580] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Revised: 12/21/2022] [Accepted: 12/29/2022] [Indexed: 06/17/2023]
Abstract
Ultrasound is a well-known tool to produce thermal and non-thermal effects on cells and tissues. These effects require an appropriate application of ultrasound in terms of localization and acoustic energy delivered. This article describes a new device that combines ultrasound and dry needling treatments. The non-thermal effects of ultrasound should locally amplify the needle's effects. The ultrasound transducer can mechanically rotate in 3D space to align itself in the direction of the needle. The transducer electronically focuses the acoustic pressure automatically on the needle tip and its surroundings. A computer, using graphical interface software, controls the angulation of the array and the focus position.
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10
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Zobeiri OA, Wang L, Millar JL, Schubert MC, Cullen KE. Head movement kinematics are altered during balance stability exercises in individuals with vestibular schwannoma. J Neuroeng Rehabil 2022; 19:120. [PMID: 36352393 PMCID: PMC9648040 DOI: 10.1186/s12984-022-01109-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Accepted: 11/01/2022] [Indexed: 11/11/2022] Open
Abstract
Abstract
Background
Balance stabilization exercises are often prescribed to facilitate compensation in individuals with vestibular schwannoma (VS). However, both the assessment and prescription of these exercises are reliant on clinical observations and expert opinion rather than on quantitative evidence. The aim of this study was to quantify head motion kinematics in individuals with vestibular loss while they performed commonly prescribed balance stability exercises.
Methods
Using inertial measurement units, head movements of individuals with vestibular schwannoma were measured before and after surgical deafferentation and compared with age-matched controls.
Results
We found that individuals with vestibular schwannoma experienced more variable head motion compared to healthy controls both pre- and postoperatively, particularly in absence of visual input, but that there was little difference between preoperative and postoperative kinematic measurements for our vestibular schwannoma group. We further found correlations between head motion kinematic measures during balance exercises, performed in the absence of visual input, and multiple clinical measurements for preoperative VS subjects. Subjects with higher head motion variability also had worse DVA scores, moved more slowly during the Timed up and Go and gait speed tests, and had lower scores on the functional gait assessment. In contrast, we did not find strong correlations between clinical measures and postoperative head kinematics for the same VS subjects.
Conclusions
Our data suggest that further development of such metrics based on the quantification of head motion has merit for the assessment and prescription of balance exercises, as demonstrated by the calculation of a “kinematic score” for identifying the most informative balance exercise (i.e., “Standing on foam eyes closed”).
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11
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Accelerometery-Based Load Symmetry in Track Running Kinematics concerning Body Location, Track Segment, and Distance in Amateur Runners. Symmetry (Basel) 2022. [DOI: 10.3390/sym14112332] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
Background: Previous studies indicate that running at maximum speed on short or curved sections is slower than running on straight sections. This study aimed to analyse the external load symmetry in track running kinematics concerning body location (left vs. right, caudal vs. cephalic), track segment (straight vs. curved) and distance (150 m vs. 300 m). Methods: Twenty experienced athletes ran 150 m and 300 m on an official athletic track and were monitored by Magnetic, Angular Rate and Gravity sensors attached to six different body segments (thorax, lumbar, knees and malleolus). Player Load was quantified as a valid, effective and representative Accelerometery-based variable. Results: (1) Principal component analysis explained 62–93% of the total variance and clustered body locations relevance in curved (knees and malleolus) vs. straight (lumbar, knees, malleolus) running segments; (2) Player Load statistical differences by track segment (curved vs. straight) were found in all body locations; and (3) there were no differences in bilateral symmetries by distance or running segment. Conclusions: Track segment and body location directly impacted accelerometery-based load. Acceleration in straight segments was lower compared to that in curved segments in all the body locations (lumbar, knee and ankle), except in the thorax. Strength and conditioning programs should consider the singularity of curved sprinting (effects of centripetal–centrifugal force) for performance enhancement and injury prevention and focus on the knees and malleolus, as shown in the principal component analysis results.
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12
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Andò B, Baglio S, Graziani S, Marletta V, Dibilio V, Mostile G, Zappia M. A Comparison among Different Strategies to Detect Potential Unstable Behaviors in Postural Sway. SENSORS (BASEL, SWITZERLAND) 2022; 22:7106. [PMID: 36236223 PMCID: PMC9572117 DOI: 10.3390/s22197106] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/19/2022] [Revised: 09/15/2022] [Accepted: 09/16/2022] [Indexed: 06/16/2023]
Abstract
Assistive Technology helps to assess the daily living and safety of frail people, with particular regards to the detection and prevention of falls. In this paper, a comparison is provided among different strategies to analyze postural sway, with the aim of detecting unstable postural status in standing condition as precursors of potential falls. Three approaches are considered: (i) a time-based features threshold algorithm, (ii) a time-based features Neuro-Fuzzy inference system, and (iii) a Neuro-Fuzzy inference fed by Discrete-Wavelet-Transform-based features. The analysis was performed across a wide dataset and exploited performance indexes aimed at assessing the accuracy and the reliability of predictions provided by the above-mentioned strategies. The results obtained demonstrate valuable performances of the three considered strategies in correctly distinguishing among stable and unstable postural status. However, the analysis of robustness against noisy data highlights better performance of Neuro-Fuzzy inference systems with respect to the threshold-based algorithm.
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Affiliation(s)
- Bruno Andò
- Department of Electric Electronic and Information Engineering, DIEEI, University of Catania, 95125 Catania, Italy
| | - Salvatore Baglio
- Department of Electric Electronic and Information Engineering, DIEEI, University of Catania, 95125 Catania, Italy
| | - Salvatore Graziani
- Department of Electric Electronic and Information Engineering, DIEEI, University of Catania, 95125 Catania, Italy
| | - Vincenzo Marletta
- Department of Electric Electronic and Information Engineering, DIEEI, University of Catania, 95125 Catania, Italy
| | - Valeria Dibilio
- Department of Medical, Surgical Sciences and Advanced Technologies “GF Ingrassia”, University of Catania, 95100 Catania, Italy
| | - Giovanni Mostile
- Department of Medical, Surgical Sciences and Advanced Technologies “GF Ingrassia”, University of Catania, 95100 Catania, Italy
- Oasi Research Institute—IRCCS, 94018 Troina, Italy
| | - Mario Zappia
- Department of Medical, Surgical Sciences and Advanced Technologies “GF Ingrassia”, University of Catania, 95100 Catania, Italy
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Hicks SD, Leddy J, Lichak BP, Onks C, Dretsch M, Tennant P, Haider MN, Olympia RP, Zuckerman SL, Loeffert J, Loeffert AC, Monteith C, Master CL. Defining Biological Phenotypes of Mild Traumatic Brain Injury Using Saliva MicroRNA Profiles. J Neurotrauma 2022; 39:923-934. [PMID: 35412857 PMCID: PMC9248343 DOI: 10.1089/neu.2022.0018] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023] Open
Abstract
Concussion is a heterogeneous injury that relies predominantly on subjective symptom reports for patient assessment and treatment. Developing an objective, biological test could aid phenotypic categorization of concussion patients, leading to advances in personalized treatment. This prospective multi-center study employed saliva micro-ribonucleic acid (miRNA) levels to stratify 251 individuals with concussion into biological subgroups. Using miRNA biological clusters, our objective was to assess for differences in medical/demographic characteristics, symptoms, and functional measures of balance and cognition. The miRNAs that best defined each cluster were used to identify physiological pathways that characterized each cluster. The 251 participants (mean age: 18 ± 7 years; 57% male) were optimally grouped into 10 clusters based on 22 miRNA levels. The clusters differed in age (χ2 = 19.1, p = 0.024), days post-injury at the time of saliva collection (χ2 = 22.6; p = 0.007), and number of prior concussions (χ2 = 17.6, p = 0.040). The clusters also differed in symptom reports for fatigue (χ2 = 17.7; p = 0.039), confusion (χ2 = 22.3; p = 0.008), difficulty remembering (χ2 = 22.0; p = 0.009), and trouble falling asleep (χ2 = 17.2; p = 0.046), but not objective balance or cognitive performance (p > 0.05). The miRNAs that defined concussion clusters regulate 16 physiological pathways, including adrenergic signaling, estrogen signaling, fatty acid metabolism, GABAergic signaling, synaptic vesicle cycling, and transforming growth factor (TGF)-β signaling. These results show that saliva miRNA levels may stratify individuals with concussion based on underlying biological perturbations that are relevant to both symptomology and pharmacological targets. If validated in a larger cohort, miRNA assessment could aid individualized, biology-driven concussion treatment.
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Affiliation(s)
- Steven D. Hicks
- Department of Pediatrics, Penn State College of Medicine, Hershey, Pennsylvania, USA
| | - John Leddy
- Department of Sports Medicine, SUNY Buffalo School of Medicine and Biomedical Sciences, Buffalo, New York, USA
- Department of Orthopedics, State University of New York at Buffalo, Buffalo, New York, USA
| | - Brooke P. Lichak
- Department of Pediatrics, Penn State College of Medicine, Hershey, Pennsylvania, USA
| | - Cayce Onks
- Department of Family Medicine, Penn State College of Medicine, Hershey, Pennsylvania, USA
- Department of Orthopaedics and Rehabilitation, College of Medicine, Penn State University, Hershey, Pennsylvania, USA
| | - Michael Dretsch
- US Army Medical Research Directorate-West, Walter Reed Army Institute of Research, Joint Base Lewis-McChord, Washington, USA
| | | | - Mohammad Nadir Haider
- Department of Sports Medicine, SUNY Buffalo School of Medicine and Biomedical Sciences, Buffalo, New York, USA
- Department of Orthopedics, State University of New York at Buffalo, Buffalo, New York, USA
| | - Robert P. Olympia
- Department of Pediatrics, Penn State College of Medicine, Hershey, Pennsylvania, USA
- Department of Emergency Medicine, Penn State College of Medicine, Hershey, Pennsylvania, USA
| | - Scott L. Zuckerman
- Department of Neurosurgery, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Jayson Loeffert
- Department of Family Medicine, Penn State College of Medicine, Hershey, Pennsylvania, USA
- Department of Orthopaedics and Rehabilitation, College of Medicine, Penn State University, Hershey, Pennsylvania, USA
| | - Andrea C. Loeffert
- Department of Pediatrics, Penn State College of Medicine, Hershey, Pennsylvania, USA
| | - Chuck Monteith
- Department of Sports Medicine, Colgate University, Hamilton, New York, USA
| | - Christina L. Master
- Department of Pediatrics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
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Application of Machine Learning to Predict Trajectory of the Center of Pressure (COP) Path of Postural Sway Using a Triaxial Inertial Sensor. ScientificWorldJournal 2022; 2022:9483665. [PMID: 35782907 PMCID: PMC9242786 DOI: 10.1155/2022/9483665] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2022] [Revised: 05/19/2022] [Accepted: 06/07/2022] [Indexed: 11/18/2022] Open
Abstract
Postural sway indicates controlling stability in response to standing balance perturbations and determines risk of falling. In order to assess balance and postural sway, costly laboratory equipment is required, making it impractical for clinical settings. The study aimed to develop a triaxial inertial sensor and apply machine learning (ML) algorithms for predicting trajectory of the center of pressure (COP) path of postural sway. Fifty-three healthy adults, with a mean age of 46 years, participated. The inertial sensor prototype was investigated for its concurrent validity relative to the COP path length obtained from the force platform measurement. Then, ML was applied to predict the COP path by using sensor-sway metrics as the input. The results of the study revealed that all variables from the sensor prototype demonstrated high concurrent validity against the COP path from the force platform measurement (ρ > 0.75;
). The agreement between sway metrics, derived from the sensor and ML algorithms, illustrated good to excellent agreement (ICC; 0.89–0.95) between COP paths from the sensor metrics, with respect to the force plate measurement. This study demonstrated that the inertial sensor, in comparison to the standard tool, would be an option for balance assessment since it is of low-cost, conveniently portable, and comparable to the accuracy of standard force platform measurement.
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15
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Rodrigues LA, Santos EGR, Santos PSA, Igarashi Y, Oliveira LKR, Pinto GHL, Santos Lobato BL, Cabral AS, Belgamo A, Costa e Silva AA, Callegari B, Souza GS. Wearable Devices and Smartphone Inertial Sensors for Static Balance Assessment: A Concurrent Validity Study in Young Adult Population. J Pers Med 2022; 12:jpm12071019. [PMID: 35887516 PMCID: PMC9316197 DOI: 10.3390/jpm12071019] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2022] [Revised: 06/17/2022] [Accepted: 06/18/2022] [Indexed: 11/25/2022] Open
Abstract
Falls represent a public health issue around the world and prevention is an important part of the politics of many countries. The standard method of evaluating balance is posturography using a force platform, which has high financial costs. Other instruments, such as portable devices and smartphones, have been evaluated as low-cost alternatives to the screening of balance control. Although smartphones and wearables have different sizes, shapes, and weights, they have been systematically validated for static balance control tasks. Different studies have applied different experimental configurations to validate the inertial measurements obtained by these devices. We aim to evaluate the concurrent validity of a smartphone and a portable device for the evaluation of static balance control in the same group of participants. Twenty-six healthy and young subjects comprised the sample. The validity for static balance control evaluation of built-in accelerometers inside portable smartphone and wearable devices was tested considering force platform recordings as a gold standard for comparisons. A linear correlation (r) between the quantitative variables obtained from the inertial sensors and the force platform was used as an indicator of the concurrent validity. Reliability of the measures was calculated using Intraclass correlation in a subsample (n = 14). Smartphones had 11 out of 12 variables with significant moderate to very high correlation (r > 0.5, p < 0.05) with force platform variables in open eyes, closed eyes, and unipedal conditions, while wearable devices had 8 out of 12 variables with moderate to very high correlation (r > 0.5, p < 0.05) with force platform variables under the same task conditions. Significant reliabilities were found in closed eye conditions for smartphones and wearables. The smartphone and wearable devices had concurrent validity for the static balance evaluation and the smartphone had better validity results than the wearables for the static balance evaluation.
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Affiliation(s)
| | - Enzo Gabriel Rocha Santos
- Instituto de Ciências Exatas e Naturais, Universidade Federal do Pará, Belém 66050-540, Brazil; (E.G.R.S.); (G.H.L.P.)
| | | | - Yuzo Igarashi
- Núcleo de Medicina Tropical, Universidade Federal do Pará, Belém 66050-540, Brazil; (L.A.R.); (Y.I.)
| | - Luana Karine Resende Oliveira
- Instituto de Ciências da Saúde, Universidade Federal do Pará, Belém 66050-540, Brazil; (L.K.R.O.); (B.L.S.L.); (A.A.C.e.S.); (B.C.)
| | - Gustavo Henrique Lima Pinto
- Instituto de Ciências Exatas e Naturais, Universidade Federal do Pará, Belém 66050-540, Brazil; (E.G.R.S.); (G.H.L.P.)
| | - Bruno Lopes Santos Lobato
- Instituto de Ciências da Saúde, Universidade Federal do Pará, Belém 66050-540, Brazil; (L.K.R.O.); (B.L.S.L.); (A.A.C.e.S.); (B.C.)
| | - André Santos Cabral
- Centro de Ciências Biológicas e da Saúde, Universidade do Estado do Pará, Belém 66087-670, Brazil;
| | - Anderson Belgamo
- Departamento de Ciência da Computação, Instituto Federal de São Paulo, Piracicaba 08021-090, Brazil;
| | - Anselmo Athayde Costa e Silva
- Instituto de Ciências da Saúde, Universidade Federal do Pará, Belém 66050-540, Brazil; (L.K.R.O.); (B.L.S.L.); (A.A.C.e.S.); (B.C.)
- Instituto de Ciências da Educação, Universidade Federal do Pará, Belém 66050-540, Brazil
| | - Bianca Callegari
- Instituto de Ciências da Saúde, Universidade Federal do Pará, Belém 66050-540, Brazil; (L.K.R.O.); (B.L.S.L.); (A.A.C.e.S.); (B.C.)
| | - Givago Silva Souza
- Núcleo de Medicina Tropical, Universidade Federal do Pará, Belém 66050-540, Brazil; (L.A.R.); (Y.I.)
- Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém 66050-540, Brazil;
- Correspondence: ; Tel.: +55-91-982653131
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16
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Jabri S, Bushart DD, Kinnaird C, Bao T, Bu A, Shakkottai VG, Sienko KH. Preliminary Study of Vibrotactile Feedback during Home-Based Balance and Coordination Training in Individuals with Cerebellar Ataxia. SENSORS 2022; 22:s22093512. [PMID: 35591203 PMCID: PMC9103288 DOI: 10.3390/s22093512] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Revised: 04/18/2022] [Accepted: 04/21/2022] [Indexed: 12/04/2022]
Abstract
Intensive balance and coordination training is the mainstay of treatment for symptoms of impaired balance and mobility in individuals with hereditary cerebellar ataxia. In this study, we compared the effects of home-based balance and coordination training with and without vibrotactile SA for individuals with hereditary cerebellar ataxia. Ten participants (five males, five females; 47 ± 12 years) with inherited forms of cerebellar ataxia were recruited to participate in a 12-week crossover study during which they completed two six-week blocks of balance and coordination training with and without vibrotactile SA. Participants were instructed to perform balance and coordination exercises five times per week using smartphone balance trainers that provided written, graphic, and video guidance and measured trunk sway. The pre-, per-, and post-training performance were assessed using the Scale for the Assessment and Rating of Ataxia (SARA), SARAposture&gait sub-scores, Dynamic Gait Index, modified Clinical Test of Sensory Interaction in Balance, Timed Up and Go performed with and without a cup of water, and multiple kinematic measures of postural sway measured with a single inertial measurement unit placed on the participants’ trunks. To explore the effects of training with and without vibrotactile SA, we compared the changes in performance achieved after participants completed each six-week block of training. Among the seven participants who completed both blocks of training, the change in the SARA scores and SARAposture&gait sub-scores following training with vibrotactile SA was not significantly different from the change achieved following training without SA (p>0.05). However, a trend toward improved SARA scores and SARAposture&gait sub-scores was observed following training with vibrotactile SA; compared to their pre-vibrotacile SA training scores, participants significantly improved their SARA scores (mean=−1.21, p=0.02) and SARAposture&gait sub-scores (mean=−1.00, p=0.01). In contrast, no significant changes in SARA scores and SARAposture&gait sub-scores were observed following the six weeks of training without SA compared to their pre-training scores immediately preceding the training block without vibrotactile SA (p>0.05). No significant changes in trunk kinematic sway parameters were observed as a result of training (p>0.05). Based on the findings from this preliminary study, balance and coordination training improved the participants’ motor performance, as captured through the SARA. Vibrotactile SA may be a beneficial addition to training regimens for individuals with hereditary cerebellar ataxia, but additional research with larger sample sizes is needed to assess the significance and generalizability of these findings.
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Affiliation(s)
- Safa Jabri
- Department of Mechanical Engineering, University of Michigan, Ann Arbor, MI 48109, USA; (S.J.); (C.K.); (T.B.); (A.B.)
| | - David D. Bushart
- Department of Neurology, University of Michigan Medical School, Ann Arbor, MI 48109, USA;
- Department of Molecular and Integrative Physiology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
- The Ohio State University College of Medicine, Ohio State University, Columbus, OH 43210, USA
| | - Catherine Kinnaird
- Department of Mechanical Engineering, University of Michigan, Ann Arbor, MI 48109, USA; (S.J.); (C.K.); (T.B.); (A.B.)
| | - Tian Bao
- Department of Mechanical Engineering, University of Michigan, Ann Arbor, MI 48109, USA; (S.J.); (C.K.); (T.B.); (A.B.)
| | - Angel Bu
- Department of Mechanical Engineering, University of Michigan, Ann Arbor, MI 48109, USA; (S.J.); (C.K.); (T.B.); (A.B.)
| | - Vikram G. Shakkottai
- Department of Neurology, University of Michigan Medical School, Ann Arbor, MI 48109, USA;
- Department of Molecular and Integrative Physiology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
- Department of Neurology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
- Correspondence: (V.G.S.); (K.H.S.)
| | - Kathleen H. Sienko
- Department of Mechanical Engineering, University of Michigan, Ann Arbor, MI 48109, USA; (S.J.); (C.K.); (T.B.); (A.B.)
- Correspondence: (V.G.S.); (K.H.S.)
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17
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Guo L, Kou J, Wu M. Ability of Wearable Accelerometers-Based Measures to Assess the Stability of Working Postures. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:4695. [PMID: 35457561 PMCID: PMC9030489 DOI: 10.3390/ijerph19084695] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Revised: 04/05/2022] [Accepted: 04/11/2022] [Indexed: 01/27/2023]
Abstract
With the rapid development and widespread application of wearable inertial sensors in the field of human motion capture, the low-cost and non-invasive accelerometer (ACC) based measures have been widely used for working postural stability assessment. This study systematically investigated the abilities of ACC-based measures to assess the stability of working postures in terms of the ability to detect the effects of work-related factors and the ability to classify stable and unstable working postures. Thirty young males participated in this study and performed twenty-four load-holding tasks (six working postures × two standing surfaces × two holding loads), and forty-three ACC-based measures were derived from the ACC data obtained by using a 17 inertial sensors-based motion capture system. ANOVAs, t-tests and machine learning (ML) methods were adopted to study the factors’ effects detection ability and the postural stability classification ability. The results show that almost all forty-three ACC-based measures could (p < 0.05) detect the main effects of Working Posture and Load Carriage, and their interaction effects. However, most of them failed in (p ≥ 0.05) detecting Standing Surface’s main or interaction effects. Five measures could detect both main and interaction effects of all the three factors, which are recommended for working postural stability assessment. The performance in postural stability classification based on ML was also good, and the feature set exerted a greater influence on the classification accuracy than sensor configuration (i.e., sensor placement locations). The results show that the pelvis and lower legs are recommended locations overall, in which the pelvis is the first choice. The findings of this study have proved that wearable ACC-based measures could assess the stability of working postures, including the work-related factors’ effects detection ability and stable-unstable working postures classification ability. However, researchers should pay more attention to the measure selection, sensors placement, feature selection and extraction in practical applications.
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Affiliation(s)
- Liangjie Guo
- Department of Safety Engineering, Faculty of Engineering, China University of Geosciences, Wuhan 430074, China; (J.K.); (M.W.)
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18
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Betteridge C, Mobbs RJ, Fonseka RD, Natarajan P, Ho D, Choy WJ, Sy LW, Pell N. Objectifying clinical gait assessment: using a single-point wearable sensor to quantify the spatiotemporal gait metrics of people with lumbar spinal stenosis. JOURNAL OF SPINE SURGERY 2021; 7:254-268. [PMID: 34734130 DOI: 10.21037/jss-21-16] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/13/2021] [Accepted: 06/25/2021] [Indexed: 11/06/2022]
Abstract
Background Wearable accelerometer-containing devices have become a mainstay in clinical studies which attempt to classify the gait patterns in various diseases. A gait profile for lumbar spinal stenosis (LSS) has not been developed, and no study has validated a simple wearable system for the clinical assessment of gait in lumbar stenosis. This study identifies the changes to gait patterns that occur in LSS to create a preliminary disease-specific gait profile. In addition, this study compares a chest-based wearable sensor, the MetaMotionC© device and inertial measurement unit python script (MMC/IMUPY) system, against a reference-standard, videography, to preliminarily assess its accuracy in measuring the gait features of patients with LSS. Methods We conduct a cross-sectional observational study examining the walking patterns of 25 LSS patients and 33 healthy controls. To construct a preliminary disease-specific gait profile for LSS, the gait patterns of the 25 LSS patients and 25 healthy controls with similar ages were compared. To assess the accuracy of the MMC/IMUPY system in measuring the gait features of patients with LSS, its results were compared with videography for the 21 LSS and 33 healthy controls whose walking bouts exceeded 30 m. Results Patients suffering from LSS walked significantly slower, with shorter, less frequent steps and higher asymmetry compared to healthy controls. The MMC/IMUPY system had >90% agreement with videography for all spatiotemporal gait metrics that both methods could measure. Conclusions The MMC/IMUPY system is a simple and feasible system for the construction of a preliminary disease-specific gait profile for LSS. Before clinical application in everyday living conditions is possible, further studies involving the construction of a more detailed disease-specific gait profile for LSS by disease severity, and the validation of the MMC/IMUPY system in the home environment, are required.
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Affiliation(s)
- Callum Betteridge
- Faculty of Medicine, University of New South Wales, Sydney, Australia.,NeuroSpine Surgery Research Group, Sydney, Australia.,NeuroSpine Clinic, Prince of Wales Private Hospital, Randwick, Australia.,Wearables and Gait Assessment Group, Sydney, Australia
| | - Ralph J Mobbs
- Faculty of Medicine, University of New South Wales, Sydney, Australia.,NeuroSpine Surgery Research Group, Sydney, Australia.,NeuroSpine Clinic, Prince of Wales Private Hospital, Randwick, Australia.,Wearables and Gait Assessment Group, Sydney, Australia
| | - R Dineth Fonseka
- Faculty of Medicine, University of New South Wales, Sydney, Australia.,NeuroSpine Surgery Research Group, Sydney, Australia.,NeuroSpine Clinic, Prince of Wales Private Hospital, Randwick, Australia.,Wearables and Gait Assessment Group, Sydney, Australia
| | - Pragadesh Natarajan
- Faculty of Medicine, University of New South Wales, Sydney, Australia.,NeuroSpine Surgery Research Group, Sydney, Australia.,NeuroSpine Clinic, Prince of Wales Private Hospital, Randwick, Australia.,Wearables and Gait Assessment Group, Sydney, Australia
| | - Daniel Ho
- Faculty of Medicine, University of New South Wales, Sydney, Australia.,NeuroSpine Surgery Research Group, Sydney, Australia.,NeuroSpine Clinic, Prince of Wales Private Hospital, Randwick, Australia.,Wearables and Gait Assessment Group, Sydney, Australia
| | - Wen Jie Choy
- Faculty of Medicine, University of New South Wales, Sydney, Australia.,NeuroSpine Surgery Research Group, Sydney, Australia.,NeuroSpine Clinic, Prince of Wales Private Hospital, Randwick, Australia.,Wearables and Gait Assessment Group, Sydney, Australia
| | - Luke W Sy
- NeuroSpine Surgery Research Group, Sydney, Australia.,NeuroSpine Clinic, Prince of Wales Private Hospital, Randwick, Australia.,Wearables and Gait Assessment Group, Sydney, Australia.,School of Biomechanics, University of New South Wales, Sydney, Australia
| | - Nina Pell
- NeuroSpine Surgery Research Group, Sydney, Australia.,NeuroSpine Clinic, Prince of Wales Private Hospital, Randwick, Australia.,Wearables and Gait Assessment Group, Sydney, Australia
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19
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Apte S, Prigent G, Stöggl T, Martínez A, Snyder C, Gremeaux-Bader V, Aminian K. Biomechanical Response of the Lower Extremity to Running-Induced Acute Fatigue: A Systematic Review. Front Physiol 2021; 12:646042. [PMID: 34512370 PMCID: PMC8430259 DOI: 10.3389/fphys.2021.646042] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2020] [Accepted: 06/22/2021] [Indexed: 12/02/2022] Open
Abstract
Objective: To investigate (i) typical protocols used in research on biomechanical response to running-induced fatigue, (ii) the effect of sport-induced acute fatigue on the biomechanics of running and functional tests, and (iii) the consistency of analyzed parameter trends across different protocols. Methods: Scopus, Web of Science, Pubmed, and IEEE databases were searched using terms identified with the Population, Interest and Context (PiCo) framework. Studies were screened following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines and appraised using the methodological index for non-randomized studies MINORS scale. Only experimental studies with at least 10 participants, which evaluated fatigue during and immediately after the fatiguing run were included. Each study was summarized to record information about the protocol and parameter trends. Summary trends were computed for each parameter based on the results found in individual studies. Results: Of the 68 included studies, most were based on in-lab (77.9%) protocols, endpoint measurements (75%), stationary measurement systems (76.5%), and treadmill environment (54.4%) for running. From the 42 parameters identified in response to acute fatigue, flight time, contact time, knee flexion angle at initial contact, trunk flexion angle, peak tibial acceleration, CoP velocity during balance test showed an increasing behavior and cadence, vertical stiffness, knee extension force during MVC, maximum vertical ground reaction forces, and CMJ height showed a decreasing trend across different fatigue protocols. Conclusion: This review presents evidence that running-induced acute fatigue influences almost all the included biomechanical parameters, with crucial influence from the exercise intensity and the testing environment. Results indicate an important gap in literature caused by the lack of field studies with continuous measurement during outdoor running activities. To address this gap, we propose recommendations for the use of wearable inertial sensors.
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Affiliation(s)
- Salil Apte
- Laboratory of Movement Analysis and Measurement, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland
| | - Gäelle Prigent
- Laboratory of Movement Analysis and Measurement, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland
| | - Thomas Stöggl
- Department of Sport and Exercise Science, University of Salzburg, Salzburg, Austria
| | - Aaron Martínez
- Department of Sport and Exercise Science, University of Salzburg, Salzburg, Austria
| | - Cory Snyder
- Department of Sport and Exercise Science, University of Salzburg, Salzburg, Austria
| | - Vincent Gremeaux-Bader
- Institute of Sport Sciences, University of Lausanne,Lausanne, Switzerland.,Swiss Olympic Medical Center, Sport Medicine Unit, Division of Physical Medicine and Rehabilitation, Lausanne University Hospital, Lausanne, Switzerland
| | - Kamiar Aminian
- Laboratory of Movement Analysis and Measurement, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland
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20
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Zemková E, Ďurinová E, Džubera A, Chochol J, Koišová J, Šimonová M, Zapletalová L. Simultaneous measurement of centre of pressure and centre of mass in assessing postural sway in healthcare workers with non-specific back pain: protocol for a cross-sectional study. BMJ Open 2021; 11:e050014. [PMID: 34446494 PMCID: PMC8395266 DOI: 10.1136/bmjopen-2021-050014] [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] [Indexed: 11/17/2022] Open
Abstract
INTRODUCTION Low back pain (LBP) is widely prevalent in healthcare workers. It is associated with impaired postural and core stability. So far, centre of pressure (CoP) measures have been commonly recorded through the use of a force plate in order to assess postural stability. However, this approach provides limited information about the centre of mass (CoM) movement in the lumbar region in individuals with LBP. Recent developments in sensor technology enable measurement of the trunk motion which could provide additional information on postural sway. However, the question remains as to whether CoM measures would be more sensitive in discriminating individuals with mild and moderate back pain than traditional CoP analyses. This study aims to investigate the sensitivity of CoP and CoM measures under varied stable, metastable and unstable testing conditions in healthcare workers, and their relationship with the level of subjective reported back pain. METHODS AND ANALYSIS This is a cross-sectional controlled laboratory study. A group of 90 healthcare professionals will be recruited from rehabilitation centres within local areas. Participants will complete the Oswestry Disability Questionnaire. The primary outcome will be the rate of their back pain on the 0-10 Low Back Pain Scale (1-3 mild pain and 4-6 moderate pain). Secondary outcomes will include variables of postural and core stability testing during bipedal and one-legged stance on a force plate, a foam mat placed on the force plate, and a spring-supported platform with either eyes open or eyes closed. Both CoP using the posturography system based on a force plate and CoM using the inertial sensor system placed on the trunk will be simultaneously measured. ETHICS AND DISSEMINATION Projects were approved by the ethics committee of the Faculty of Physical Education and Sport, Comenius University in Bratislava (Nos. 4/2017, 1/2020). Findings will be published in peer-reviewed journals and presented at conferences.
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Affiliation(s)
- Erika Zemková
- Department of Biological and Medical Sciences, Faculty of Physical Education and Sport, Comenius University in Bratislava, Bratislava, Slovakia
| | - Eva Ďurinová
- Faculty of Health Sciences, University of Ss. Cyril and Methodius in Trnava, Trnava, Slovakia
| | - Andrej Džubera
- Department of Neurosurgery, Slovak Medical University and University Hospital - St. Michael's Hospital, Bratislava, Slovakia
| | - Juraj Chochol
- Department of Neurosurgery, Slovak Medical University and University Hospital - St. Michael's Hospital, Bratislava, Slovakia
| | - Jana Koišová
- Faculty of Health Sciences, University of Ss. Cyril and Methodius in Trnava, Trnava, Slovakia
| | - Michaela Šimonová
- Faculty of Health Sciences, University of Ss. Cyril and Methodius in Trnava, Trnava, Slovakia
| | - Ludmila Zapletalová
- Faculty of Health Sciences, University of Ss. Cyril and Methodius in Trnava, Trnava, Slovakia
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21
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Hip Sway in Patients With Hip Osteoarthritis During One-Leg Standing With a Focus on Time Series Data. Motor Control 2021; 25:502-518. [PMID: 34098529 DOI: 10.1123/mc.2020-0055] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2020] [Revised: 03/09/2021] [Accepted: 03/29/2021] [Indexed: 11/18/2022]
Abstract
This study aimed to investigate the hip sway and the relationship between the center of pressure (CoP) and kinematic parameters regarding the time series scaling component α in patients with hip osteoarthritis (OA) during a one-leg standing task. The scaling exponent α, SD, hip sway maximal acceleration change, and balance performance, which was measured using CoP parameters, were compared between hip OA and control groups during a one-leg standing task. The relationships between balance performance with CoP parameters and kinematic parameters were investigated with the regression analysis. In the hip OA group, the scaling exponent α was smaller in the medial-lateral direction, and the SD and maximal amount of change in hip sway acceleration were larger in the anterior-posterior direction in the hip OA group. In this group, the CoP parameters were significantly associated with α in the medial-lateral direction (negatively) and in the anterior-posterior direction (positively). In the hip OA group, hip sway adaptability in the medial-lateral direction was limited, while the anterior-posterior direction showed greater movement.
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Emmanouil A, Rousanoglou E, Georgaki A, Boudolos K. Concurrent Validity of Inertially Sensed Measures during Voluntary Body Sway in Silence and while Exposed to a Rhythmic Acoustic Stimulus: A Pilot Study. Digit Biomark 2021; 5:65-73. [PMID: 33977219 DOI: 10.1159/000514325] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Accepted: 01/11/2021] [Indexed: 11/19/2022] Open
Abstract
Introduction The effect of rhythmic acoustic stimuli on body sway is of increasing interest due to their positive contribution when training or restoring the control of movement. Inertial sensors show promise as a portable, easier, and more affordable method compared to the force plate "gold standard" concerning the evaluation of postural sway. This study examined the concurrent validity of inertially sensed measures of voluntary body sway against those obtained with a force plate, in silence and while exposed to a rhythmic acoustic stimulus. Methods Temporal (sway duration and variability) and spatial (trajectory length, variability, range, velocity, and area) body sway variables were extracted using an inertial sensor (at L5) in synchronization with a force plate, during anteroposterior body sway in silence and while exposed to a rhythmic acoustic stimulus (n = 18 young women; two 70-s trials in each condition). Statistics included bivariate correlations between the inertially sensed and the force plate measures, separately, in silence and with a rhythmic acoustic stimulus, as well as for the effect of the rhythmic acoustic stimulus (percentage difference from silence) (p ≤ 0.05, SPSS v25.0). Results The inertially sensed measures demonstrated good-to-excellent concurrent validity for all temporal and almost all spatial variables, both in silence and with rhythmic acoustic stimulus (r > 0.75, p = 0.000), as well as for the rhythmic acoustic-stimulus effect (r > 0.75, p ≤ 0.05). Conclusion The inertially sensed measures of the voluntary anteroposterior body sway demonstrated an overall good-to-excellent concurrent validity against those obtained with the force plate "gold standard," both in the silence and the rhythmic acoustic stimulus conditions, as well as for the rhythmic acoustic-stimulus effect. The findings of this pilot study allow the recommendation of inertial sensing for the evaluation of postural control alterations when exposed to rhythmic acoustic stimuli, a condition of increasing interest due to the positive contribution of such stimuli when training or restoring the control of movement.
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Affiliation(s)
- Analina Emmanouil
- Sports Biomechanics Lab, Department of Sport Medicine and Biology of Exercise, School of Physical Education and Sport Science, National and Kapodistrian University of Athens, Athens, Greece
| | - Elissavet Rousanoglou
- Sports Biomechanics Lab, Department of Sport Medicine and Biology of Exercise, School of Physical Education and Sport Science, National and Kapodistrian University of Athens, Athens, Greece
| | - Anastasia Georgaki
- Laboratory of Music Acoustics and Technology, Department of Music Studies, National and Kapodistrian University of Athens, Athens, Greece
| | - Konstantinos Boudolos
- Sports Biomechanics Lab, Department of Sport Medicine and Biology of Exercise, School of Physical Education and Sport Science, National and Kapodistrian University of Athens, Athens, Greece
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Mansson L, Bäckman P, Öhberg F, Sandlund J, Selling J, Sandlund M. Evaluation of Concurrent Validity between a Smartphone Self-Test Prototype and Clinical Instruments for Balance and Leg Strength. SENSORS (BASEL, SWITZERLAND) 2021; 21:1765. [PMID: 33806379 PMCID: PMC7961526 DOI: 10.3390/s21051765] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/27/2020] [Revised: 01/26/2021] [Accepted: 02/26/2021] [Indexed: 01/02/2023]
Abstract
The evolving use of sensors to objectively assess movements is a potentially valuable addition to clinical assessments. We have developed a new self-test application prototype, MyBalance, in the context of fall prevention aimed for use by older adults in order to independently assess balance and functional leg strength. The objective of this study was to investigate the new self-test application for concurrent validity between clinical instruments and variables collected with a smartphone. The prototype has two test procedures: static standing balance test in two positions, and leg strength test performed as a sit-to-stand test. Thirty-one older adults were assessed for balance and functional leg strength, in an outpatient physiotherapy setting, using seven different clinical assessments and three sensor-tests. The results show that clinical instruments and sensor measurements correlate to a higher degree for the smartphone leg strength test. For balance tests, only a few moderate correlations were seen in the Feet Together position and no significant correlations for the Semi Tandem Stance. This study served as a first step to develop a smartphone self-test application for older adults to assess functional balance at home. Further research is needed to test validity, reliability, and user-experience of this new self-test application.
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Affiliation(s)
- Linda Mansson
- Section of Physiotherapy, Department of Community Medicine and Rehabilitation, Umeå University, 901 87 Umeå, Sweden; (L.M.); (P.B.); (J.S.); (J.S.)
| | - Pernilla Bäckman
- Section of Physiotherapy, Department of Community Medicine and Rehabilitation, Umeå University, 901 87 Umeå, Sweden; (L.M.); (P.B.); (J.S.); (J.S.)
| | - Fredrik Öhberg
- Department of Radiation Science, Umeå University, 901 87 Umeå, Sweden;
| | - Jonas Sandlund
- Section of Physiotherapy, Department of Community Medicine and Rehabilitation, Umeå University, 901 87 Umeå, Sweden; (L.M.); (P.B.); (J.S.); (J.S.)
| | - Jonas Selling
- Section of Physiotherapy, Department of Community Medicine and Rehabilitation, Umeå University, 901 87 Umeå, Sweden; (L.M.); (P.B.); (J.S.); (J.S.)
| | - Marlene Sandlund
- Section of Physiotherapy, Department of Community Medicine and Rehabilitation, Umeå University, 901 87 Umeå, Sweden; (L.M.); (P.B.); (J.S.); (J.S.)
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Ralston JD, Raina A, Benson BW, Peters RM, Roper JM, Ralston AB. Physiological Vibration Acceleration (Phybrata) Sensor Assessment of Multi-System Physiological Impairments and Sensory Reweighting Following Concussion. MEDICAL DEVICES-EVIDENCE AND RESEARCH 2020; 13:411-438. [PMID: 33324120 PMCID: PMC7733539 DOI: 10.2147/mder.s279521] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Accepted: 11/02/2020] [Indexed: 11/23/2022] Open
Abstract
Objective To assess the utility of a head-mounted wearable inertial motion unit (IMU)-based physiological vibration acceleration (“phybrata”) sensor to support the clinical diagnosis of concussion, classify and quantify specific concussion-induced physiological system impairments and sensory reweighting, and track individual patient recovery trajectories. Methods Data were analyzed from 175 patients over a 12-month period at three clinical sites. Comprehensive clinical concussion assessments were first completed for all patients, followed by testing with the phybrata sensor. Phybrata time series data and spatial scatter plots, eyes open (Eo) and eyes closed (Ec) phybrata powers, average power (Eo+Ec)/2, Ec/Eo phybrata power ratio, time-resolved phybrata spectral density (TRPSD) distributions, and receiver operating characteristic (ROC) curves are compared for individuals with no objective impairments and those clinically diagnosed with concussions and accompanying vestibular impairment, other neurological impairment, or both vestibular and neurological impairments. Finally, pre- and post-injury phybrata case report results are presented for a participant who was diagnosed with a concussion and subsequently monitored during treatment, rehabilitation, and return-to-activity clearance. Results Phybrata data demonstrate distinct features and patterns for individuals with no discernable clinical impairments, diagnosed vestibular pathology, and diagnosed neurological pathology. ROC curves indicate that the average power (Eo+Ec)/2 may be utilized to support clinical diagnosis of concussion, while Eo and Ec/Eo may be utilized as independent measures to confirm accompanying neurological and vestibular impairments, respectively. All 3 measures demonstrate area under the curve (AUC), sensitivity, and specificity above 90% for their respective diagnoses. Phybrata spectral analyses demonstrate utility for quantifying the severity of concussion-induced physiological impairments, sensory reweighting, and subsequent monitoring of improvements throughout treatment and rehabilitation. Conclusion Phybrata testing assists with objective concussion diagnosis and provides an important adjunct to standard concussion assessment tools by objectively ascertaining neurological and vestibular impairments, guiding targeted rehabilitation strategies, monitoring recovery, and assisting with return-to-sport/work/learn decision-making.
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Affiliation(s)
| | - Ashutosh Raina
- Center of Excellence for Pediatric Neurology, Rocklin, CA 95765, USA.,Concussion Medical Clinic, Rocklin, CA 95765, USA
| | - Brian W Benson
- Benson Concussion Institute, Calgary, Alberta T3B 6B7, Canada.,Canadian Sport Institute Calgary, Calgary, Alberta T3B 5R5, Canada
| | - Ryan M Peters
- Faculty of Kinesiology, University of Calgary, Calgary, Alberta T2N 1N4, Canada.,Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta T2N 1N4, Canada
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Hicks SD, Onks C, Kim RY, Zhen KJ, Loeffert J, Loeffert AC, Olympia RP, Fedorchak G, DeVita S, Rangnekar A, Leddy J, Haider MN, Gagnon Z, McLoughlin CD, Badia M, Randall J, Madeira M, Yengo‐Kahn AM, Wenzel J, Heller M, Zwibel H, Roberts A, Johnson S, Monteith C, Dretsch MN, Campbell TR, Mannix R, Neville C, Middleton F. Diagnosing mild traumatic brain injury using saliva RNA compared to cognitive and balance testing. Clin Transl Med 2020; 10:e197. [PMID: 33135344 PMCID: PMC7533415 DOI: 10.1002/ctm2.197] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2020] [Revised: 09/14/2020] [Accepted: 09/23/2020] [Indexed: 01/01/2023] Open
Abstract
BACKGROUND Early, accurate diagnosis of mild traumatic brain injury (mTBI) can improve clinical outcomes for patients, but mTBI remains difficult to diagnose because of reliance on subjective symptom reports. An objective biomarker could increase diagnostic accuracy and improve clinical outcomes. The aim of this study was to assess the ability of salivary noncoding RNA (ncRNA) to serve as a diagnostic adjunct to current clinical tools. We hypothesized that saliva ncRNA levels would demonstrate comparable accuracy for identifying mTBI as measures of symptom burden, neurocognition, and balance. METHODS This case-control study involved 538 individuals. Participants included 251 individuals with mTBI, enrolled ≤14 days postinjury, from 11 clinical sites. Saliva samples (n = 679) were collected at five time points (≤3, 4-7, 8-14, 15-30, and 31-60 days post-mTBI). Levels of ncRNAs (microRNAs, small nucleolar RNAs, and piwi-interacting RNAs) were quantified within each sample using RNA sequencing. The first sample from each mTBI participant was compared to saliva samples from 287 controls. Samples were divided into testing (n = 430; mTBI = 201 and control = 239) and training sets (n = 108; mTBI = 50 and control = 58). The test set was used to identify ncRNA diagnostic candidates and create a diagnostic model. Model accuracy was assessed in the naïve test set. RESULTS A model utilizing seven ncRNA ratios, along with participant age and chronic headache status, differentiated mTBI and control participants with a cross-validated area under the curve (AUC) of .857 in the training set (95% CI, .816-.903) and .823 in the naïve test set. In a subset of participants (n = 321; mTBI = 176 and control = 145) assessed for symptom burden (Post-Concussion Symptom Scale), as well as neurocognition and balance (ClearEdge System), these clinical measures yielded cross-validated AUC of .835 (95% CI, .782-.880) and .853 (95% CI, .803-.899), respectively. A model employing symptom burden and four neurocognitive measures identified mTBI participants with similar AUC (.888; CI, .845-.925) as symptom burden and four ncRNAs (.932; 95% CI, .890-.965). CONCLUSION Salivary ncRNA levels represent a noninvasive, biologic measure that can aid objective, accurate diagnosis of mTBI.
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Affiliation(s)
- Steven D. Hicks
- Department of PediatricsPenn State College of MedicineHersheyPennsylvania
| | - Cayce Onks
- Department of Family MedicinePenn State College of MedicineHersheyPennsylvania
| | - Raymond Y. Kim
- Department of Orthopedics and RehabilitationPenn State College of MedicineHersheyPennsylvania
| | - Kevin J. Zhen
- Department of PediatricsPenn State College of MedicineHersheyPennsylvania
| | - Jayson Loeffert
- Department of Family MedicinePenn State College of MedicineHersheyPennsylvania
| | - Andrea C. Loeffert
- Department of PediatricsPenn State College of MedicineHersheyPennsylvania
| | - Robert P. Olympia
- Department of Emergency MedicinePenn State College of MedicineHersheyPennsylvania
| | | | | | | | - John Leddy
- UBMD Orthopedics and Sports Medicine, Jacobs School of Medicine and Biomedical SciencesState University of New YorkBuffaloNew York
| | - Mohammad N. Haider
- UBMD Orthopedics and Sports Medicine, Jacobs School of Medicine and Biomedical SciencesState University of New YorkBuffaloNew York
| | - Zofia Gagnon
- Department of Biomedical ScienceMarist CollegePoughkeepsieNew York
| | | | - Matthew Badia
- Department of Biomedical ScienceMarist CollegePoughkeepsieNew York
| | - Jason Randall
- Department of Environmental ScienceSchool of ScienceMarist CollegePoughkeepsieNew York
| | - Miguel Madeira
- Department of Biology, School of ScienceMarist CollegePoughkeepsieNew York
| | - Aaron M. Yengo‐Kahn
- Vanderbilt Sports Concussion CenterVanderbilt University Medical CenterNashvilleTennessee
| | - Justin Wenzel
- Vanderbilt Sports Concussion CenterVanderbilt University Medical CenterNashvilleTennessee
| | - Matthew Heller
- Department of Family MedicineNew York Institute of Technology College of Osteopathic MedicineOld WestburyNew York
| | - Hallie Zwibel
- Department of Family MedicineNew York Institute of Technology College of Osteopathic MedicineOld WestburyNew York
| | - Aaron Roberts
- Adena Bone and Joint CenterAdena Regional Medical CenterChillicotheOhio
| | - Samantha Johnson
- Adena Bone and Joint CenterAdena Regional Medical CenterChillicotheOhio
| | - Chuck Monteith
- Athletic Training DepartmentColgate UniversityHamiltonNew York
| | - Michael N. Dretsch
- US Army Medical Research Directorate‐WestWalter Reed Army Institute of ResearchJoint Base Lewis–McChordWashington
| | | | - Rebekah Mannix
- Division of Emergency Medicine, Boston Children's HospitalHarvard Medical SchoolBostonMassachusetts
| | - Christopher Neville
- Department of PT Education, Orthopedics, and NeuroscienceSUNY Upstate Medical UniversitySyracuseNew York
| | - Frank Middleton
- Department of Neuroscience and PhysiologySUNY Upstate Medical UniversitySyracuseNew York
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Monopodal Postural Stability Assessment by Wireless Inertial Measurement Units Through the Fast Fourier Transform. J Sport Rehabil 2020; 29:738-747. [PMID: 31629327 DOI: 10.1123/jsr.2018-0399] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2018] [Revised: 04/08/2019] [Accepted: 05/27/2019] [Indexed: 11/18/2022]
Abstract
OBJECTIVES (1) To describe the fast Fourier transform (FFT) multijoint as monopodal postural stability measurement in well-trained athletes, (2) to compare the within-subject FFT between laterality, joints, and body segments, and (3) to establish the within- and between-subject relationship between joints. METHODS Twelve national-level basketball players participated voluntarily in this investigation. The participants performed two 60-second repetitions of a monopodal stability test (1 repetition with each lower limb), separated by 3 minutes of active recovery. All tests were recorded by 4 WIMU PRO™ inertial devices located on the ankle, knee, lumbar spine, and thoracic spine. The main variable was total acceleration, where the FFT was applied. RESULTS The higher instability results were found in the ankle and in the nondominant lower limb (dominant = 1.131 [0.122] a.u. (arbitrary units); nondominant = 1.141 [0.172] a.u). In the body segment analysis, the greater percentage of differences (%diff) were shown between lumbar spine and knee in the dominant (%diff = -2.989%; d = 0.87) and nondominant (%diff = -3.243%; d = 0.90) lower limb. Finally, very large between-subjects variability was found in all joints and body segments. CONCLUSIONS The described protocol is proposed for monopodal postural stability assessment, being useful to provide information about the stability of joints and the body segment between joints. Besides, a within-subject analysis is recommended, and the FFT calculation will enable a linear analysis of each test.
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Reliability, Validity and Utility of Inertial Sensor Systems for Postural Control Assessment in Sport Science and Medicine Applications: A Systematic Review. Sports Med 2020; 49:783-818. [PMID: 30903440 DOI: 10.1007/s40279-019-01095-9] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
BACKGROUND Recent advances in mobile sensing and computing technology have provided a means to objectively and unobtrusively quantify postural control. This has resulted in the rapid development and evaluation of a series of wearable inertial sensor-based assessments. However, the validity, reliability and clinical utility of such systems is not fully understood. OBJECTIVES This systematic review aims to synthesise and evaluate studies that have investigated the ability of wearable inertial sensor systems to validly and reliably quantify postural control performance in sports science and medicine applications. METHODS A systematic search strategy utilising the PRISMA guidelines was employed to identify eligible articles through ScienceDirect, Embase and PubMed databases. In total, 47 articles met the inclusion criteria and were evaluated and qualitatively synthesised under two main headings: measurement validity and measurement reliability. Furthermore, studies that investigated the utility of these systems in clinical populations were summarised and discussed. RESULTS After duplicate removal, 4374 articles were identified with the search strategy, with 47 papers included in the final review. In total, 28 studies investigated validity in healthy populations, and 15 studies investigated validity in clinical populations; 13 investigated the measurement reliability of these sensor-based systems. CONCLUSIONS The application of wearable inertial sensors for sports science and medicine postural control applications is an evolving field. To date, research has primarily focused on evaluating the validity and reliability of a heterogeneous set of assessment protocols, in a laboratory environment. While researchers have begun to investigate their utility in clinical use cases such as concussion and musculoskeletal injury, most studies have leveraged small sample sizes, are of low quality and use a variety of descriptive variables, assessment protocols and sensor-mounting locations. Future research should evaluate the clinical utility of these systems in large high-quality prospective cohort studies to establish the role they may play in injury risk identification, diagnosis and management. This systematic review was registered with the International Prospective Register of Systematic Reviews on 10 August 2018 (PROSPERO registration: CRD42018106363): https://www.crd.york.ac.uk/PROSPERO/display_record.php?RecordID=106363 .
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28
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Ghislieri M, Gastaldi L, Pastorelli S, Tadano S, Agostini V. Wearable Inertial Sensors to Assess Standing Balance: A Systematic Review. SENSORS (BASEL, SWITZERLAND) 2019; 19:E4075. [PMID: 31547181 PMCID: PMC6806601 DOI: 10.3390/s19194075] [Citation(s) in RCA: 94] [Impact Index Per Article: 18.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/29/2019] [Revised: 09/12/2019] [Accepted: 09/17/2019] [Indexed: 02/06/2023]
Abstract
Wearable sensors are de facto revolutionizing the assessment of standing balance. The aim of this work is to review the state-of-the-art literature that adopts this new posturographic paradigm, i.e., to analyse human postural sway through inertial sensors directly worn on the subject body. After a systematic search on PubMed and Scopus databases, two raters evaluated the quality of 73 full-text articles, selecting 47 high-quality contributions. A good inter-rater reliability was obtained (Cohen's kappa = 0.79). This selection of papers was used to summarize the available knowledge on the types of sensors used and their positioning, the data acquisition protocols and the main applications in this field (e.g., "active aging", biofeedback-based rehabilitation for fall prevention, and the management of Parkinson's disease and other balance-related pathologies), as well as the most adopted outcome measures. A critical discussion on the validation of wearable systems against gold standards is also presented.
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Affiliation(s)
- Marco Ghislieri
- Department of Electronics and Telecommunications, Politecnico di Torino, 10129 Torino, Italy.
| | - Laura Gastaldi
- Department of Mathematical Sciences, Politecnico di Torino, 10129 Torino, Italy.
| | - Stefano Pastorelli
- Department of Mechanical and Aerospace Engineering, Politecnico di Torino, 10129 Torino, Italy.
| | - Shigeru Tadano
- National Institute of Technology, Hakodate College, Hakodatate 042-8501, Japan.
- Division of Human Mechanical Systems and Design, Faculty of Engineering, Hokkaido University, Sapporo 060-0808, Japan.
| | - Valentina Agostini
- Department of Electronics and Telecommunications, Politecnico di Torino, 10129 Torino, Italy.
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Pinho AS, Salazar AP, Hennig EM, Spessato BC, Domingo A, Pagnussat AS. Can We Rely on Mobile Devices and Other Gadgets to Assess the Postural Balance of Healthy Individuals? A Systematic Review. SENSORS 2019; 19:s19132972. [PMID: 31284455 PMCID: PMC6651227 DOI: 10.3390/s19132972] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/22/2019] [Revised: 06/29/2019] [Accepted: 07/02/2019] [Indexed: 12/21/2022]
Abstract
The consequences of falls, costs, and complexity of conventional evaluation protocols have motivated researchers to develop more effective balance assessments tools. Healthcare practitioners are incorporating the use of mobile phones and other gadgets (smartphones and tablets) to enhance accessibility in balance evaluations with reasonable sensitivity and good cost–benefit. The prospects are evident, as well as the need to identify weakness and highlight the strengths of the different approaches. In order to verify if mobile devices and other gadgets are able to assess balance, four electronic databases were searched from their inception to February 2019. Studies reporting the use of inertial sensors on mobile and other gadgets to assess balance in healthy adults, compared to other evaluation methods were included. The quality of the nine studies selected was assessed and the current protocols often used were summarized. Most studies did not provide enough information about their assessment protocols, limiting the reproducibility and the reliability of the results. Data gathered from the studies did not allow us to conclude if mobile devices and other gadgets have discriminatory power (accuracy) to assess postural balance. Although the approach is promising, the overall quality of the available studies is low to moderate.
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Affiliation(s)
- Alexandre S Pinho
- Movement Analysis and Rehabilitation Laboratory, Universidade Federal de Ciências da Saúde de Porto Alegre (UFCSPA), Porto Alegre, RS 90050-170, Brazil
- Health Sciences Graduate Program, Universidade Federal de Ciências da Saúde de Porto Alegre (UFCSPA), Porto Alegre, RS 90050-170, Brazil
| | - Ana P Salazar
- Movement Analysis and Rehabilitation Laboratory, Universidade Federal de Ciências da Saúde de Porto Alegre (UFCSPA), Porto Alegre, RS 90050-170, Brazil
- Rehabilitation Sciences Graduate Program, Universidade Federal de Ciências da Saúde de Porto Alegre (UFCSPA), Porto Alegre, RS 90050-170, Brazil
| | - Ewald M Hennig
- Institute of Health & Biomedical Innovation (IHBI), Queensland University of Technology (QUT), Kelvin Grove, Brisbane QLD 4059, Australia
| | - Barbara C Spessato
- Movement Analysis and Rehabilitation Laboratory, Universidade Federal de Ciências da Saúde de Porto Alegre (UFCSPA), Porto Alegre, RS 90050-170, Brazil
- Rehabilitation Sciences Graduate Program, Universidade Federal de Ciências da Saúde de Porto Alegre (UFCSPA), Porto Alegre, RS 90050-170, Brazil
| | - Antoinette Domingo
- School of Exercise and Nutritional Sciences, San Diego State University, San Diego, CA 92182-7251, USA
| | - Aline S Pagnussat
- Movement Analysis and Rehabilitation Laboratory, Universidade Federal de Ciências da Saúde de Porto Alegre (UFCSPA), Porto Alegre, RS 90050-170, Brazil.
- Health Sciences Graduate Program, Universidade Federal de Ciências da Saúde de Porto Alegre (UFCSPA), Porto Alegre, RS 90050-170, Brazil.
- Rehabilitation Sciences Graduate Program, Universidade Federal de Ciências da Saúde de Porto Alegre (UFCSPA), Porto Alegre, RS 90050-170, Brazil.
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The oral microbiome of early stage Parkinson's disease and its relationship with functional measures of motor and non-motor function. PLoS One 2019; 14:e0218252. [PMID: 31247001 PMCID: PMC6597068 DOI: 10.1371/journal.pone.0218252] [Citation(s) in RCA: 49] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2018] [Accepted: 05/29/2019] [Indexed: 12/20/2022] Open
Abstract
Changes in the function and microbiome of the upper and lower gastrointestinal tract have been documented in Parkinson’s disease (PD), although most studies have examined merely fecal microbiome profiles and patients with advanced disease states. In the present study we sought to identify sensitive and specific biomarkers of changes in the oral microbiome of early stage PD through shotgun metatranscriptomic profiling. We recruited 48 PD subjects and 36 age- and gender-matched healthy controls. Subjects completed detailed assessments of motor, cognitive, balance, autonomic and chemosensory (smell and taste) functions to determine their disease stage. We also obtained a saliva sample for profiling of microbial RNA and host mRNA using next generation sequencing. We found no differences in overall alpha and beta diversity between subject groups. However, changes in specific microbial taxa were observed, including primarily bacteria, but also yeast and phage. Nearly half of our findings were consistent with prior studies in the field obtained through profiling of fecal samples, with others representing highly novel candidates for detection of early stage PD. Testing of the diagnostic utility of the microbiome data revealed potentially robust performance with as few as 11 taxonomic features achieving a cross-validated area under the ROC curve of 0.90 and overall accuracy of 84.5%. Bioinformatic analysis of 167 different metabolic pathways supported shifts in a small set of distinct pathways involved in amino acid and energy metabolism among the organisms comprising the oral microbiome. In parallel with the microbial analysis, we also examined the evidence for changes in human salivary mRNAs in the same subjects. This revealed significant changes in a set of 9 host mRNAs, several of which mapped to various brain functions and showed correlations with some of the significantly changed microbial taxa. Unexpectedly, we also observed robust correlations between many of the microbiota and functional measures, including those reflecting cognition, balance, and disease duration. These results suggest that the oral microbiome may represent a highly-accessible and informative microenvironment that offers new insights in the pathophysiology of early stage PD.
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Grafton ST, Ralston AB, Ralston JD. Monitoring of postural sway with a head-mounted wearable device: effects of gender, participant state, and concussion. MEDICAL DEVICES-EVIDENCE AND RESEARCH 2019; 12:151-164. [PMID: 31118838 PMCID: PMC6503189 DOI: 10.2147/mder.s205357] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2019] [Accepted: 03/20/2019] [Indexed: 11/23/2022] Open
Abstract
Objective: To assess the utility of a head-mounted wearable inertial motion unit (IMU)-based sensor and 3 proposed measures of postural sway to detect outliers in athletic populations at risk of balance impairments. Methods: Descriptive statistics are used to define a normative reference range of postural sway (eyes open and eyes closed) in a cross-sectional sample of 347 college students using a wireless head-mounted IMU-based sensor. Three measures of postural sway were derived: linear sway power, eyes closed vs eyes open sway power ratio (Ec/Eo ratio), and weight-bearing asymmetry (L-R ratio), and confidence intervals for these measures were calculated. Questionnaires were used to identify potentially confounding state variables. A prospective study of postural sway changes in 47 professional, college, and high school athletes was then carried out in on-field settings to provide estimates of session-to-session variability and the influence of routine physical activity on sway measures. Finally, pre-post-injury changes in sway are measured for a participant who was diagnosed with a concussion. Results: Despite the heterogenous population and sampling environments, well-defined confidence intervals were established for all 3 sway measures. Men demonstrated significantly greater sway than women. Two state variables significantly increased sway: the use of nicotine and prescription medications. In the athletes, session-to-session variability and changes due to routine physical activity remained well within 95% confidence intervals defined by the cross-sectional sample for all 3 sway measures. The increase in sway power following a diagnosed concussion was more than an order of magnitude greater than the increases due to session-to-session variability, physical activity, or other participant state variables. Conclusion: The proposed postural sway measures and head-mounted wearable sensor demonstrate analytic utility for on-field detection of abnormal sway that could be potentially useful when making remove-from-activity and return-to-activity decisions for athletes at risk of impact-induced balance impairments.
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Affiliation(s)
- Scott T Grafton
- Department of Psychological & Brain Sciences, UC Santa Barbara, Santa Barbara, CA 93106-9660, USA
| | - Andreas B Ralston
- Clinical Studies Department, Protxx Inc, Menlo Park, CA, 94025-4317, USA
| | - John D Ralston
- Clinical Studies Department, Protxx Inc, Menlo Park, CA, 94025-4317, USA
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Abstract
Balance is a very important function that allows maintaining a stable stance needed for many daily life activities and for preventing falls. We investigated whether balance control could be improved by a placebo procedure consisting of verbal suggestion. Thirty healthy volunteers were randomized in two groups (placebo and control) and asked to perform a single-leg stance task in which they had to stand as steadily as possible on the dominant leg. The task was repeated in three sessions (T0, T1, T2). At T1 and T2 an inert treatment was applied on the leg, by informing the placebo group that it was effective in improving balance. The control group was overtly told that treatment was inert. An accelerometer applied on participants’ leg allowed to measure body sways in different directions. Subjective parameters, like perception of stability, were also collected. Results showed that the placebo group had less body sways than the control group at T2, both in the three-dimensional space and in the anterior-posterior direction. Furthermore, the placebo group perceived to be more stable than the control group. This study represents the first evidence that placebo effect optimizes posture, with a potential translational impact in patients with postural and gait disturbances.
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Gera G, Chesnutt J, Mancini M, Horak FB, King LA. Inertial Sensor-Based Assessment of Central Sensory Integration for Balance After Mild Traumatic Brain Injury. Mil Med 2019; 183:327-332. [PMID: 29635623 DOI: 10.1093/milmed/usx162] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2017] [Indexed: 11/13/2022] Open
Abstract
Introduction Optimal balance control requires a complex integration of sensory information from the visual, vestibular, and proprioceptive systems. The goal of this study is to determine if the instrumented modified Clinical Test of Sensory Integration and Balance (mCTSIB) was impaired acutely after mild traumatic brain injury (mTBI) when postural sway under varying sensory conditions was measured with a wearable inertial sensor. Materials and Methods Postural sway was assessed in athletes who had sustained a mTBI within the past 2-3 d (n = 38) and control athletes (n = 81). Postural sway was quantified with a wearable inertial sensor (Opal; APDM, Inc.) during four varying sensory conditions of quiet stance: (1) eyes open (EO) firm surface, (2) eyes closed (EC) firm surface, (3) eyes open (EO) foam surface, and (4) eyes closed (EC) foam surface. Sensory reweighting deficits were computed by comparing the postural sway area in eyes closed versus eyes open conditions for firm and foam condition. Results Postural sway was higher for mTBI compared with the control group during three of the four conditions of instrumented mCTSIB (EO firm, EC firm, and EC foam; p < 0.05). Sensory reweighting deficits were evident for mTBI individuals compared with control group on foam surface (EC firm vs EO firm; p < 0.05) and not on firm surface (EC firm vs EO firm; p = 0.63). Conclusions The results from this study highlight the importance of detecting postural sway deficits during sensorimotor integration in mild TBI individuals.
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Affiliation(s)
- Geetanjali Gera
- Department of Rehabilitation Sciences, University of Kentucky, 900 South Limestone, Lexington, KY 40536
| | - Jim Chesnutt
- Department of Orthopedics and Rehabilitation, Oregon Health & Science University, 3181 SW Sam Jackson Park Road, Portland, OR 97239
| | - Martina Mancini
- Department of Rehabilitation Sciences, University of Kentucky, 900 South Limestone, Lexington, KY 40536
| | - Fay B Horak
- Department of Rehabilitation Sciences, University of Kentucky, 900 South Limestone, Lexington, KY 40536.,Veterans Affairs Portland Healthcare System, 3710 SW US Veterans Hospital Road, Portland, OR 97239
| | - Laurie A King
- Department of Rehabilitation Sciences, University of Kentucky, 900 South Limestone, Lexington, KY 40536
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Aleksanyan Z, Bureneva O, Safyannikov N. Tensometric tremorography in high-precision medical diagnostic systems. MEDICAL DEVICES-EVIDENCE AND RESEARCH 2018; 11:321-330. [PMID: 30271224 PMCID: PMC6145354 DOI: 10.2147/mder.s168831] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND The objective of the study was to develop a system for the precision diagnostics of pathologies of motor brain regions based on tensometric measurement and to explore its diagnostic capabilities. MATERIALS AND METHODS Tremor is a syndrome that indicates the abnormal state of the central nervous system, primarily in the motor brain regions. Analysis of tremor parameters provides significant information about the changes in the body motion control and can be used as an objective index of the central nervous system state. Existing methods are aimed at the analysis of visible tremor based on the use of different sensors. We suggest an alternative approach based on the use of a tensometric system performing tremor measurements when the tremor appears on the background of voluntary isometric efforts. The key advantage of our approach is that it allows to determine the tremor before its visible manifestation. In the article, we describe hardware implementation of our tremor analysis system. RESULTS In the article, we represent the new methodology and the original equipment based on the control of isometric effort. Isometric effort formed by a patient is controlled with the use of a feedback system on the patient's monitor. We evaluated the performance of our equipment with more than 400 healthy volunteers and patients with various pathologies of the central nervous system motor regions, and the results of the investigations, allowing to identify tremor parameters typical for parkinsonism, are represented in our article. CONCLUSION Testing of the system confirmed its high diagnostic validity and reliability, high sensitivity, simplicity and high speed of information processing. The approach based on tensometric measurements is very promising for the diagnostics of Parkinson disease and dysfunctions of a central nervous system.
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Affiliation(s)
- Zoya Aleksanyan
- Institute of the Human Brain, Russian Academy of Sciences, Saint Petersburg, Russia
| | - Olga Bureneva
- Department of Computer Science and Engineering, Saint-Petersburg State Electrotechnical University "LETI", Saint Peterburg, Russia,
| | - Nikolay Safyannikov
- Department of Computer Science and Engineering, Saint-Petersburg State Electrotechnical University "LETI", Saint Peterburg, Russia,
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Baracks J, Casa DJ, Covassin T, Sacko R, Scarneo SE, Schnyer D, Yeargin SW, Neville C. Acute Sport-Related Concussion Screening for Collegiate Athletes Using an Instrumented Balance Assessment. J Athl Train 2018; 53:597-605. [PMID: 29897278 DOI: 10.4085/1062-6050-174-17] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
CONTEXT Without a true criterion standard assessment, the sport-related concussion (SRC) diagnosis remains subjective. Inertial balance sensors have been proposed to improve acute SRC assessment, but few researchers have studied their clinical utility. OBJECTIVE To determine if group differences exist when using objective measures of balance in a sample of collegiate athletes with recent SRCs and participants serving as the control group and to calculate sensitivity and specificity to determine the diagnostic utility of the inertial balance sensor for acute SRC injuries. DESIGN Cross-sectional cohort study. SETTING Multicenter clinical trial. PATIENTS OR OTHER PARTICIPANTS We enrolled 48 participants with SRC (age = 20.62 ± 1.52 years, height = 179.76 ± 10.00 cm, mass = 83.92 ± 23.22 kg) and 45 control participants (age = 20.85 ± 1.42 years, height = 177.02 ± 9.59 cm, mass = 74.61 ± 14.92 kg) at 7 clinical sites in the United States. All were varsity or club collegiate athletes, and all participants with SRC were tested within 72 hours of SRC. MAIN OUTCOME MEASURE(S) Balance performance was assessed using an inertial balance sensor. Two measures (root mean square sway and 95% ellipse sway area) were analyzed to represent a range of general balance measures. Balance assessments were conducted in double-legged, single-legged, and tandem stances. RESULTS A main effect for group was associated with the root mean square sway measure ( F1,91 = 11.75, P = .001), with the SRC group demonstrating balance deficits compared with the control group. We observed group differences in the 95% ellipse sway area measure for the double-legged ( F1,91 = 11.59, P = .001), single-legged ( F1,91 = 6.91, P = .01), and tandem ( F1,91 = 7.54, P = .007) stances. Sensitivity was greatest using a cutoff value of 0.5 standard deviations (54% [specificity = 71%]), whereas specificity was greatest using a cutoff value of 2 standard deviations (98% [sensitivity = 33%]). CONCLUSIONS Inertial balance sensors may be useful tools for objectively measuring balance during acute SRC evaluation. However, low sensitivity suggests that they may be best used in conjunction with other assessments to form a comprehensive screening that may improve sensitivity.
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Affiliation(s)
- Joshua Baracks
- Upstate Concussion Center and ¶Department of Physical Therapy Education, Orthopedic Surgery, and Physiology, SUNY Upstate Medical University, Syracuse, NY
| | - Douglas J Casa
- Department of Kinesiology, Korey Stringer Institute, University of Connecticut, Storrs
| | - Tracey Covassin
- Department of Kinesiology, Michigan State University, East Lansing
| | - Ryan Sacko
- Department of Physical Education and Athletic Training, University of South Carolina, Columbia
| | - Samantha E Scarneo
- Department of Kinesiology, Korey Stringer Institute, University of Connecticut, Storrs
| | - David Schnyer
- Department of Psychology, University of Texas, Austin
| | - Susan W Yeargin
- Department of Physical Education and Athletic Training, University of South Carolina, Columbia
| | - Christopher Neville
- Upstate Concussion Center and ¶Department of Physical Therapy Education, Orthopedic Surgery, and Physiology, SUNY Upstate Medical University, Syracuse, NY
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Abstract
Wearable sensors, in particular inertial measurement units (IMUs) allow the objective, valid, discriminative and responsive assessment of physical function during functional tests such as gait, stair climbing or sit-to-stand. Applied to various body segments, precise capture of time-to-task achievement, spatiotemporal gait and kinematic parameters of demanding tests or specific to an affected limb are the most used measures. In activity monitoring (AM), accelerometry has mainly been used to derive energy expenditure or general health related parameters such as total step counts. In orthopaedics and the elderly, counting specific events such as stairs or high intensity activities were clinimetrically most powerful; as were qualitative parameters at the ‘micro-level’ of activity such as step frequency or sit-stand duration. Low cost and ease of use allow routine clinical application but with many options for sensors, algorithms, test and parameter definitions, choice and comparability remain difficult, calling for consensus or standardisation.
Cite this article: Grimm B, Bolink S. Evaluating physical function and activity in the elderly patient using wearable motion sensors. EFORT Open Rev 2016;1:112–120. DOI: 10.1302/2058-5241.1.160022.
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Affiliation(s)
- Bernd Grimm
- AHORSE Research Foundation, Zuyderland Medical Center, Heerlen, The Netherlands
| | - Stijn Bolink
- AHORSE Research Foundation, Zuyderland Medical Center, Heerlen, The Netherlands
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