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Procházka A, Martynek D, Vitujová M, Janáková D, Charvátová H, Vyšata O. Mobile Accelerometer Applications in Core Muscle Rehabilitation and Pre-Operative Assessment. SENSORS (BASEL, SWITZERLAND) 2024; 24:7330. [PMID: 39599107 PMCID: PMC11598069 DOI: 10.3390/s24227330] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/16/2024] [Revised: 11/12/2024] [Accepted: 11/14/2024] [Indexed: 11/29/2024]
Abstract
Individual physiotherapy is crucial in treating patients with various pain and health issues, and significantly impacts abdominal surgical outcomes and further medical problems. Recent technological and artificial intelligent advancements have equipped healthcare professionals with innovative tools, such as sensor systems and telemedicine equipment, offering groundbreaking opportunities to monitor and analyze patients' physical activity. This paper investigates the potential applications of mobile accelerometers in evaluating the symmetry of specific rehabilitation exercises using a dataset of 1280 tests on 16 individuals in the age range between 8 and 75 years. A comprehensive computational methodology is introduced, incorporating traditional digital signal processing, feature extraction in both time and transform domains, and advanced classification techniques. The study employs a range of machine learning methods, including support vector machines, Bayesian analysis, and neural networks, to evaluate the balance of various physical activities. The proposed approach achieved a high classification accuracy of 90.6% in distinguishing between left- and right-side motion patterns by employing features from both the time and frequency domains using a two-layer neural network. These findings demonstrate promising applications of precise monitoring of rehabilitation exercises to increase the probability of successful surgical recovery, highlighting the potential to significantly enhance patient care and treatment outcomes.
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Affiliation(s)
- Aleš Procházka
- Department of Mathematics, Informatics and Cybernetics, University of Chemistry and Technology in Prague, 166 28 Prague 6, Czech Republic;
- Czech Institute of Informatics, Robotics and Cybernetics, Czech Technical University in Prague, 160 00 Prague 6, Czech Republic
| | - Daniel Martynek
- Department of Mathematics, Informatics and Cybernetics, University of Chemistry and Technology in Prague, 166 28 Prague 6, Czech Republic;
- Czech Institute of Informatics, Robotics and Cybernetics, Czech Technical University in Prague, 160 00 Prague 6, Czech Republic
| | - Marie Vitujová
- Department of Sports Medicine, 2nd Faculty of Medicine and FN Motol, Charles University in Prague, 150 00 Prague 5, Czech Republic; (M.V.); (D.J.)
| | - Daniela Janáková
- Department of Sports Medicine, 2nd Faculty of Medicine and FN Motol, Charles University in Prague, 150 00 Prague 5, Czech Republic; (M.V.); (D.J.)
| | - Hana Charvátová
- Centre for Security, Information and Advanced Technologies (CEBIA-Tech), Faculty of Applied Informatics, Tomas Bata University in Zlín, 760 01 Zlín, Czech Republic;
| | - Oldřich Vyšata
- Department of Neurology, Faculty of Medicine in Hradec Králové, Charles University in Prague, 500 05 Hradec Králové, Czech Republic;
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De Los Ríos-Calonge J, Barbado D, Prat-Luri A, Juan-Recio C, Heredia-Elvar JR, Elvira JLL, Vera-Garcia FJ. Are trunk stability and endurance determinant factors for whole-body dynamic balance in physically active young males? A multidimensional analysis. Scand J Med Sci Sports 2024; 34:e14588. [PMID: 38415784 DOI: 10.1111/sms.14588] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Revised: 01/26/2024] [Accepted: 02/13/2024] [Indexed: 02/29/2024]
Abstract
OBJECTIVES Determine if (a) a better trunk stability and endurance are associated with an improved whole-body dynamic balance, and if (b) the assessment tests can be interchanged within each capability. METHODS Sixty-three physically active young males performed three trunk stability (i.e., the lumbopelvic stability, the unstable sitting and the sudden loading sitting tests), three trunk muscle endurance (i.e., the Biering-Sørensen, the side bridge and the front bridge tests) and four whole-body dynamic balance (i.e., the tandem and the single-leg stance, the Y-Balance, and the single-leg triple hop tests) tests two times. After assessing the reliability of the variables, a Pearson correlation analysis was performed. RESULTS The correlations between trunk stability and endurance tests with dynamic balance tests were non-significant except for the unstable sitting test with both the tandem (r = 0.502) and the single-leg stance (r = 0.522) tests. Moreover, no relationships were observed between the trunk stability and the trunk muscle endurance tests. Interestingly, no relationships were found between most tests within each capability (i.e., trunk stability, trunk endurance, and dynamic balance) except: (i) the front bridge stability test and the back (r = 0.461) and the side (r = 0.499) bridge stability tests; (ii) the two side bridge endurance tests (r = 0.786); (iii) the tandem and the single-leg stance tests (0.439 ≤ r ≤ 0.463); (iv) the Y-Balance and the single-leg triple hop tests (0.446 ≤ r ≤ 0.477). CONCLUSION Better trunk function does not seem to be a relevant factor for dynamic balance in young active males. In this population, specific measures are needed as the test interchangeability is questioned.
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Affiliation(s)
- J De Los Ríos-Calonge
- Department of Sport Sciences, Sport Research Center, Miguel Hernández University of Elche, Elche, Spain
| | - D Barbado
- Department of Sport Sciences, Sport Research Center, Miguel Hernández University of Elche, Elche, Spain
- Institute for Health and Biomedical Research (ISABIAL Foundation), Miguel Hernández University of Elche, Alicante, Spain
| | - A Prat-Luri
- Department of Sport Sciences, Sport Research Center, Miguel Hernández University of Elche, Elche, Spain
| | - C Juan-Recio
- Department of Sport Sciences, Sport Research Center, Miguel Hernández University of Elche, Elche, Spain
| | - J R Heredia-Elvar
- Department of Physical Activity and Sports Science, Alfonso X El Sabio University, Madrid, Spain
| | - J L L Elvira
- Department of Sport Sciences, Sport Research Center, Miguel Hernández University of Elche, Elche, Spain
| | - F J Vera-Garcia
- Department of Sport Sciences, Sport Research Center, Miguel Hernández University of Elche, Elche, Spain
- Institute for Health and Biomedical Research (ISABIAL Foundation), Miguel Hernández University of Elche, Alicante, Spain
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Heredia-Elvar JR, Juan-Recio C, Prat-Luri A, Barbado D, de Los Ríos-Calonge J, Vera-Garcia FJ. Exercise Intensity Progressions and Criteria to Prescribe Core Stability Exercises in Young Physically Active Men: A Smartphone Accelerometer-Based Study. J Strength Cond Res 2024; 38:266-273. [PMID: 38088901 DOI: 10.1519/jsc.0000000000004630] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
ABSTRACT Heredia-Elvar, JR, Juan-Recio, C, Prat-Luri, A, Barbado, D, Ríos-Calonge, Jdl, and Vera-Garcia, FJ. Exercise intensity progressions and criteria to prescribe core stability exercises in young physically active men: a smartphone accelerometer-based study. J Strength Cond Res 38(2): 266-273, 2024-The establishment of core stability (CS) exercise intensity progressions in sport and clinical settings is normally based on subjective criteria. Therefore, this study aimed to develop exercise intensity progressions for some of the most common CS exercises through smartphone accelerometry and to analyze the effect of the subjects' lumbopelvic postural control on these progressions. Fifty-seven healthy young physically active male students performed 7 isometric variations of front bridge, back bridge, side bridge, and bird-dog exercises with a smartphone accelerometer placed on the pelvis. Mean pelvic accelerations were calculated during each variation to evaluate the lumbopelvic postural control challenge imposed on the subjects as an index of exercise intensity of difficulty. For the bridge exercises, long bridging produced higher pelvic accelerations than short bridging, bridging with single-leg support was more intense than bridging with double-leg support (even with both legs on a hemisphere ball for the back and front bridge), and the most difficult variations were those performed on a Swiss ball, mainly the variations with single-leg support. For the bird-dog exercise, the 2-point positions were more intense than the 3-point positions, the variations performed with a knee on the hemisphere ball produced higher pelvic accelerations than similar variations performed with the forearm on the hemisphere ball, and the variations with limb motions generated higher pelvic accelerations than similar variations performed without limb motions. Although the CS exercise progressions were very similar across subjects, our results showed the need to individualize the prescription of the CS exercise progressions based on the subjects' lumbopelvic postural control level.
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Affiliation(s)
- Juan R Heredia-Elvar
- Department of Sport Sciences, Sports Research Center, Miguel Hernández University of Elche, Alicante, Spain; and
| | - Casto Juan-Recio
- Department of Sport Sciences, Sports Research Center, Miguel Hernández University of Elche, Alicante, Spain; and
| | - Amaya Prat-Luri
- Department of Sport Sciences, Sports Research Center, Miguel Hernández University of Elche, Alicante, Spain; and
| | - David Barbado
- Department of Sport Sciences, Sports Research Center, Miguel Hernández University of Elche, Alicante, Spain; and
- Institute for Health and Biomedical Research (ISABIAL Foundation), Miguel Hernández University of Elche, Alicante, Spain
| | - Javier de Los Ríos-Calonge
- Department of Sport Sciences, Sports Research Center, Miguel Hernández University of Elche, Alicante, Spain; and
| | - Francisco J Vera-Garcia
- Department of Sport Sciences, Sports Research Center, Miguel Hernández University of Elche, Alicante, Spain; and
- Institute for Health and Biomedical Research (ISABIAL Foundation), Miguel Hernández University of Elche, Alicante, Spain
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Prat-Luri A, Moreno-Navarro P, Carpena C, Manca A, Deriu F, Barbado D, Vera-Garcia FJ. Smartphone accelerometry for quantifying core stability and developing exercise training progressions in people with multiple sclerosis. Mult Scler Relat Disord 2023; 72:104618. [PMID: 36931076 DOI: 10.1016/j.msard.2023.104618] [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: 11/10/2022] [Revised: 02/10/2023] [Accepted: 03/10/2023] [Indexed: 03/14/2023]
Abstract
BACKGROUND Core stability exercise programs have become popular in recent years for preserving balance and functional independence in people with multiple sclerosis (PwMS); however, their real impact is not well-known as the main intervention target (i.e., core stability) theoretically responsible for balance or functional improvements is not measured. The objective of this study was to test the reliability of accelerometers integrated into smartphones for quantifying core stability and developing exercise progressions in PwMS. METHODS Twenty participants with MS [age: 47.5±8.0 years; height: 1.62±0.07 m; mass: 63.4±10.9 kg; EDSS: 3.0 (1.5-6)] participated voluntarily in this study. CS was assessed in different variations of the front, side, and back bridges and bird-dog exercises by measuring the mean lumbopelvic acceleration in two testing sessions, separated by one week. Relative and absolute reliability of lumbopelvic acceleration of those exercise variations performed by more than 60% of the participants was analyzed by the intraclass correlation coefficient (ICC3,1), and the standard error of measurement (SEM) and the minimal detectable change (MDC), respectively. Repeated measures ANOVAs were performed to detect a potential learning effect between test-retest assessments. Statistical significance was set at p < 0.05. RESULTS Reliability analyses revealed that good to excellent relative and absolute scores (0.85<ICC<0.96; 7.8%≤SEM≤19.2%; 21.6%≤MDC≤53.2%) for the mean lumbopelvic acceleration obtained during 10 of the 12 CS exercise variations performed by more than 60% of the participants. A non-significant between-session learning effect was detected in all the variables considered (all p values >0.05). CONCLUSION Smartphone accelerometry seems a low cost, portable and easy-to-use tool to objectively and reliably track core stability changes in PwMS through. However, in spite of the popularity of bridging and bird-dog exercises, only the short and long bridges and the three-point bird-dog positions proved feasible for most participants. Overall, this study provides useful information to evaluate and guide the prescription of core stability exercise programs in PwMS with mild-to-moderate impairment.
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Affiliation(s)
- Amaya Prat-Luri
- Department of Sport Science, Sports Research Centre, Miguel Hernández University of Elche, Elche, Alicante, Spain
| | - Pedro Moreno-Navarro
- Department of Sport Science, Sports Research Centre, Miguel Hernández University of Elche, Elche, Alicante, Spain
| | - Carmen Carpena
- Department of Sport Science, Sports Research Centre, Miguel Hernández University of Elche, Elche, Alicante, Spain
| | - Andrea Manca
- Department of Biomedical Sciences, University of Sassari, Sassari, Italy
| | - Franca Deriu
- Department of Biomedical Sciences, University of Sassari, Sassari, Italy
| | - David Barbado
- Department of Sport Science, Sports Research Centre, Miguel Hernández University of Elche, Elche, Alicante, Spain; Institute for Health and Biomedical Research (ISABIAL Foundation), Miguel Hernández University of Elche, Alicante, Spain.
| | - Francisco J Vera-Garcia
- Department of Sport Science, Sports Research Centre, Miguel Hernández University of Elche, Elche, Alicante, Spain; Institute for Health and Biomedical Research (ISABIAL Foundation), Miguel Hernández University of Elche, Alicante, Spain
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