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Sikandar T, Rabbi MF, Ghazali KH, Altwijri O, Almijalli M, Ahamed NU. Minimum number of inertial measurement units needed to identify significant variations in walk patterns of overweight individuals walking on irregular surfaces. Sci Rep 2023; 13:16177. [PMID: 37758958 PMCID: PMC10533530 DOI: 10.1038/s41598-023-43428-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Accepted: 09/23/2023] [Indexed: 09/29/2023] Open
Abstract
Gait data collection from overweight individuals walking on irregular surfaces is a challenging task that can be addressed using inertial measurement unit (IMU) sensors. However, it is unclear how many IMUs are needed, particularly when body attachment locations are not standardized. In this study, we analysed data collected from six body locations, including the torso, upper and lower limbs, to determine which locations exhibit significant variation across different real-world irregular surfaces. We then used deep learning method to verify whether the IMU data recorded from the identified body locations could classify walk patterns across the surfaces. Our results revealed two combinations of body locations, including the thigh and shank (i.e., the left and right shank, and the right thigh and right shank), from which IMU data should be collected to accurately classify walking patterns over real-world irregular surfaces (with classification accuracies of 97.24 and 95.87%, respectively). Our findings suggest that the identified numbers and locations of IMUs could potentially reduce the amount of data recorded and processed to develop a fall prevention system for overweight individuals.
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Affiliation(s)
- Tasriva Sikandar
- School of Health and Rehabilitation Sciences, The University of Queensland, Brisbane, QLD, 4072, Australia
- Faculty of Electrical and Electronics Engineering, University of Malaysia Pahang, 26600, Pekan, Malaysia
| | - Mohammad Fazle Rabbi
- School of Health Sciences and Social Work, Griffith University, Gold Coast, QLD, 4222, Australia
| | - Kamarul Hawari Ghazali
- Faculty of Electrical and Electronics Engineering, University of Malaysia Pahang, 26600, Pekan, Malaysia
| | - Omar Altwijri
- Biomedical Technology Department, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia
| | - Mohammed Almijalli
- Biomedical Technology Department, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia
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Rhynehart A, Dunlevy C, Hayes K, O'Connell J, O'Shea D, O'Malley E. The Association of Physical Function Measures With Frailty, Falls History, and Metabolic Syndrome in a Population With Complex Obesity. FRONTIERS IN REHABILITATION SCIENCES 2021; 2:716392. [PMID: 36188769 PMCID: PMC9397832 DOI: 10.3389/fresc.2021.716392] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Accepted: 07/16/2021] [Indexed: 11/19/2022]
Abstract
Background: Frailty, falls and metabolic syndrome are known to be associated with poorer physical function. This study builds on available research by further investigating the relationship between physical function measures, including those comprising frailty, with metabolic syndrome (MetS) and falls, in the context of complex obesity. Methods: Participants were recruited from the national Level 3 weight management service in Ireland. A retrospective audit of data gathered at initial assessment was performed. Data included past medical history, blood tests, blood pressure measurement, anthropometrics, falls history, self-reported physical activity levels (PALs) and physical function measures, including hand grip strength (HGS), “timed up and go” (TUG), functional reach (FR), sit to stand (STS) and gait speed. A modified version of the Fried Frailty Index was employed. Results: Of the 713 participants, 65.1% (n = 464) were female and 34.9% (n = 249) were male with a mean age of 44.2 (±11.7) years and body mass index (BMI) of 50.6 kg/m2 (±8.2). Frailty was identified in 3.4% (n = 24), falls in 28.8% (n = 205) and MetS in 55.1% (n = 393). Frailty was associated with older age (53.8 ± 14.3 vs. 43.9 ± 11.5 years), poorer PALs (27.29 ± 46.3 vs. 101.1 ± 147.4 min/wk), reduced grip strength (17.7 ± 4.6 vs. 34.2 ± 11.0 Kg) longer STS (21.7 ± 6.6 vs. 13.7 ± 5.7 s), shorter functional reach (29.7 ± 7.9 vs. 37.9 ± 8.2 cm) and slower gait speed (0.6 ± 0.2 vs. 1.1 ± 0.5 m/s). Those reporting a falls history had a reduced FR (35.8 ± 8.9 vs. 38.3 ± 7.8 cm) and slower STS (15.4 ± 8.0 vs. 13.3 ± 4.7 s). Participants with MetS had lower PALs (83.2 ± 128.2 vs. 119.2 ± 157.6) and gait speed (1.1 ± 0.3 vs. 1.2 ± 0.7 m/s). There was no difference in BMI between fallers and non-fallers (51.34 ± 8.44 vs. 50.33 ± 8.13 Kg/m2, p = 0.138), nor between those with or without MetS. Significant associations were found between BMI and all physical function measures except the TUAG. Conclusion: The associations between frailty, falls and MetS and their combined impact on physical function in people living with obesity demonstrates the need for appropriate screening. Utilising grip strength and gait speed to identify frailty in those with obesity and metabolic syndrome could help target therapies aimed at improving strength, physical function and ultimately quality of life.
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Affiliation(s)
- Amanda Rhynehart
- Weight Management Service, St Columcille's Hospital, Dublin, Ireland
- *Correspondence: Amanda Rhynehart ;
| | - Colin Dunlevy
- Weight Management Service, St Columcille's Hospital, Dublin, Ireland
| | - Katie Hayes
- Weight Management Service, St Columcille's Hospital, Dublin, Ireland
| | - Jean O'Connell
- Weight Management Service, St Columcille's Hospital, Dublin, Ireland
- Obesity Research Group, St Vincent's University Hospital, Dublin, Ireland
| | - Donal O'Shea
- Weight Management Service, St Columcille's Hospital, Dublin, Ireland
- Obesity Research Group, St Vincent's University Hospital, Dublin, Ireland
| | - Emer O'Malley
- Weight Management Service, St Columcille's Hospital, Dublin, Ireland
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Interventions for preventing falls in people post-stroke: A meta-analysis of randomized controlled trials. Gait Posture 2021; 84:377-388. [PMID: 33476831 DOI: 10.1016/j.gaitpost.2020.12.034] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/30/2020] [Revised: 11/22/2020] [Accepted: 12/31/2020] [Indexed: 02/02/2023]
Abstract
BACKGROUND Falls are a serious challenge facing individuals post-stroke. In the past decades, various fall prevention interventions have been developed. It remains unknown if any of these interventions are effective in reducing falls in this population. Such a knowledge gap could impede the effort of preventing falls in people post-stroke. RESEARCH QUESTIONS 1) Are there effective interventions to prevent falls among people in the post-acute and chronic stages of stroke? and 2) How do fall prevention interventions change three key fall risk factors in this population: balance, mobility, and lower limb strength? METHODS Eleven databases were searched for randomized controlled trials which included falls in people post-stroke as an outcome measure. Information on the participants, training protocol, and outcome measures were collected for each study. The primary outcome is the number of fallers and the explanatory variables included mean difference and standard deviation for fall risk factors. Studies were quality appraised using the Physiotherapy Evidence Database scale and the funnel plot. RESULTS Thirteen studies enrolling 1352 participants were identified. Effect size quantified by the odds ratio (OR) for falls and standardized mean difference (SMD) for fall risk factors were calculated. Overall no intervention appears to be significantly more effective in preventing falls than placebo training (OR = 0.88 with a range of [0.23 3.66]; 95 % confidence interval = [0.64 1.21], p = 0.44). All interventions showed little effect in improving the fall risk factors (SMD = -0.01 to 0.06 and p-value = 0.38-0.86), except one (the combined treadmill and overground walking) which significantly improved mobility. SIGNIFICANCE Currently no program is effective in reducing falls in people post-stroke. Future studies should measure falls as a primary outcome based on a consistent definition of falls and reliable approaches to collect falls data.
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Yang F, Butler AJ. Efficacy of Controlled Whole-Body Vibration Training on Improving Fall Risk Factors in Stroke Survivors: A Meta-analysis. Neurorehabil Neural Repair 2020; 34:275-288. [PMID: 32106762 DOI: 10.1177/1545968320907073] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Background. Controlled whole-body vibration (CWBV) training has been applied to people with stroke. However, it remains inconclusive if CWBV reduces fall risk in this population. Objective. To (1) assess the immediate and retention effects of CWBV training on fall risk factors in people at postacute and chronic stages of stroke and (2) examine if CWBV dosage is correlated with the effect size (ES) for 3 fall risk factors: body balance, functional mobility, and knee strength. Methods. Twelve randomized controlled trials were included. ES was calculated as the standardized mean difference, and meta-analyses were completed using a random-effects model. Results. CWBV training may lead to improved balance and mobility immediately after training (ES = 0.27, P = .03 for balance; ES = 0.34, P = .02 for mobility) but not at the 3-month follow-up test (ES = 0.02, P = .89 for balance; ES = 0.70, P = .11 for mobility). CWBV affects knee strength capacity with mild ES (ES = 0.08 and 0.11, respectively, for immediate and retention effect; P ≥ .68 for both). Metaregression indicated that the immediate ES is strongly correlated with training dosage for balance (r = 0.649; P = .029) and mobility (r = 0.785; P = .036). Conclusions. CWBV training may benefit balance and mobility immediately, but the training effect may not persist among people with stroke. Additionally, the CWBV dosage correlates with the ES for body balance and mobility. More high-quality studies are needed to determine the retention effects of CWBV training.
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Affiliation(s)
- Feng Yang
- Georgia State University, Atlanta, GA, USA
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Prevalence of Falls on Mount Fuji and Associated with Risk Factors: A Questionnaire Survey Study. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2019; 16:ijerph16214234. [PMID: 31683707 PMCID: PMC6862473 DOI: 10.3390/ijerph16214234] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/11/2019] [Revised: 10/28/2019] [Accepted: 10/29/2019] [Indexed: 01/25/2023]
Abstract
Since little is known about the detailed situations of falls on Mount Fuji, the aim of this study was to clarify the risk factors of falls on Mount Fuji in Japan. We conducted a questionnaire survey of 556 participants who had climbed Mount Fuji and collected the following information: fall situation, mental status, fatigue feeling, sex, age, climbing experience on Mount Fuji and other mountains, summit success, whether staying at a lodge, use of a tour guide, and symptoms of acute mountain sickness. Among the 556 participants, 167 had a fall (30%). Among 167 participants who had experienced a fall, 30 had fallen more than three times (18%). The main cause (>60%) of fall were slips. The most optimal model using multiple logistic regression (no fall = 0, and fall = 1) found eight significant risk factors, including sex, prior climbing experience on Mount Fuji, staying overnight at a lodge, subjective feeling of relaxation, sleepiness, emotional stability, dullness, and eyestrain. These results suggest that females, people who have no prior climbing experience on Mount Fuji, and people who did not stay at a lodge should pay attention to an increased risk of falls on Mount Fuji.
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Tubic B, Zeijlon R, Wennergren G, Obermayer‐Pietsch B, Mårild S, Dahlgren J, Magnusson P, Swolin‐Eide D. Randomised study of children with obesity showed that whole body vibration reduced sclerostin. Acta Paediatr 2019; 108:502-513. [PMID: 30071142 DOI: 10.1111/apa.14531] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/08/2018] [Revised: 05/23/2018] [Accepted: 07/30/2018] [Indexed: 12/17/2022]
Abstract
AIM New strategies are required to increase physical activity and improve metabolic profiles in children with obesity. We studied the effect of whole body vibration (WBV) on children with obesity on biochemical markers of energy and bone metabolism, anthropometric measurements, muscle parameters and calcaneal bone mineral density (BMD). METHODS This was a randomised, prospective, controlled study of 30 children with a median age of 13 years (range 7-17) at Queen Silvia Children's Hospital, Gothenburg, Sweden, from 2013 to 2015. The target for the intervention group was to perform WBV three times a week for 12 weeks, and the study parameters were assessed at baseline and 12 weeks. RESULTS The 16 in the WBV group achieved 51% of the planned activity, mainly at home, and were compared with 14 controls. Sclerostin, bone-specific alkaline phosphatase and carboxy-terminal collagen cross-links decreased in the WBV group (p < 0.05) and balance improved (p < 0.006), but osteocalcin and insulin remained unchanged. Anthropometric data, muscle strength and calcaneal BMD did not differ between the groups. CONCLUSION WBV did not affect most of the clinical parameters in children with obesity, but the reduction in sclerostin implies that it had direct effects on osteocytes, which are key players in bone mechanotransduction.
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Affiliation(s)
- Bojan Tubic
- Department of Pediatrics Institute of Clinical Sciences Sahlgrenska Academy The Queen Silvia Children's Hospital Gothenburg University Gothenburg Sweden
| | - Rickard Zeijlon
- Department of Internal Medicine Sahlgrenska University Hospital Gothenburg Sweden
| | - Göran Wennergren
- Department of Pediatrics Institute of Clinical Sciences Sahlgrenska Academy The Queen Silvia Children's Hospital Gothenburg University Gothenburg Sweden
| | - Barbara Obermayer‐Pietsch
- Division of Endocrinology and Metabolism Department of Internal Medicine Medical University of Graz Graz Austria
| | - Staffan Mårild
- Department of Pediatrics Institute of Clinical Sciences Sahlgrenska Academy The Queen Silvia Children's Hospital Gothenburg University Gothenburg Sweden
| | - Jovanna Dahlgren
- Department of Pediatrics Institute of Clinical Sciences Sahlgrenska Academy The Queen Silvia Children's Hospital Gothenburg University Gothenburg Sweden
| | - Per Magnusson
- Department of Clinical Chemistry Department of Clinical and Experimental Medicine Linköping University Linköping Sweden
| | - Diana Swolin‐Eide
- Department of Pediatrics Institute of Clinical Sciences Sahlgrenska Academy The Queen Silvia Children's Hospital Gothenburg University Gothenburg Sweden
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Clinical Approaches of Whole-Body Vibration Exercises in Individuals with Stroke: A Narrative Revision. Rehabil Res Pract 2018; 2018:8180901. [PMID: 30345117 PMCID: PMC6174747 DOI: 10.1155/2018/8180901] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2018] [Revised: 08/13/2018] [Accepted: 09/05/2018] [Indexed: 12/19/2022] Open
Abstract
Stroke is associated with long-term disability and patients experience numerous physical impairments including muscle weakness, particularly in the paretic limbs, balance, and functional mobility. During acute stroke rehabilitation, when individuals are less likely to be functionally independent and rely on rehabilitative care, the efficacy of low skill interventions that can reduce sedentary behaviour should be established. As such, this narrative revision focused on the use of empirical studies of whole-body vibration exercise (WBVE) on different health outcomes in stroke patients. The effects of WBVE on neuromuscular performance (muscular strength and power), mobility, spasticity, and cardiovascular responses have been highlighted. Although some positive results were reported we can conclude that there is no solid evidence confirming the beneficial effects of WBVE among people with stroke compared with either other types of physical activities or sham WBVE. Therefore, further research should be performed in this area, testing the feasibility and efficacy of using WBVE in a more homogeneous sample of stroke patients or comparing different WBVE parameters.
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Zago M, Capodaglio P, Ferrario C, Tarabini M, Galli M. Whole-body vibration training in obese subjects: A systematic review. PLoS One 2018; 13:e0202866. [PMID: 30183742 PMCID: PMC6124767 DOI: 10.1371/journal.pone.0202866] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2018] [Accepted: 08/12/2018] [Indexed: 01/03/2023] Open
Abstract
OBJECTIVE (i) to determine the outcomes of whole-body vibration training (WBVT) on obese individuals, and the intervention settings producing such effects; (ii) identify potential improper or harmful use of WBVT. DESIGN Systematic review. DATA SOURCES Medline, Scopus, Web of Science, PEDro and Scielo until July 2018. ELIGIBILITY CRITERIA Full papers evaluating the effect of WBVT on body composition, cardiovascular status and functional performance in obese adults. Papers with PEDro score<4 were excluded. STUDY APPRAISAL AND SYNTHESIS Risk of bias and quality of WBVT reporting were assessed with PEDro scale (randomized controlled trials) or TREND checklist (non-randomized studies) and a 14-items checklist, respectively. Weighted acceleration, daily exposure and Hedges' adjusted g were computed. RESULTS We included 18 papers published 2010-2017. Typical interventions consisted in three sessions/week of exercises (squats, calf-raises) performed on platforms vibrating at 25-40 Hz (amplitude: 1-2 mm); according to ISO 2631-1:1997, daily exposure was "unsafe" in 7/18 studies. Interventions lasting ≥6 weeks improved cardiac autonomic function and reduced central/peripheral arterial stiffness in obese women; 10 weeks of WBVT produced significant weight/fat mass reduction, leg strength improvements as resistance training, and enhanced glucose regulation when added to hypocaloric diet. No paper evidenced losses of lean mass. Isolated cases of adverse effects were reported. SUMMARY To date, WBVT is a promising adjuvant intervention therapy for obese women; long-term studies involving larger cohorts and male participants are required to demonstrate the associated safety and health benefits. The therapeutic use of WBVT in the management of obese patients is still not standardised and should be supported by an extensive knowledge on the causality between vibration parameters and outcomes.
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Affiliation(s)
- Matteo Zago
- Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milano–Italy
- Fondazione Istituto Farmacologico “Filippo Serpero”, Milano–Italy
- * E-mail:
| | - Paolo Capodaglio
- Research Laboratory in Biomechanics and Rehabilitation, Orthopedic Rehabilitation Unit, IRCCS Istituto Auxologico Italiano, Ospedale San Giuseppe, Piancavallo (VCO), Italy
| | - Cristina Ferrario
- Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milano–Italy
- Dipartimento di Meccanica, Politecnico di Milano, Milano–Italy
| | - Marco Tarabini
- Dipartimento di Meccanica, Politecnico di Milano, Milano–Italy
| | - Manuela Galli
- Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milano–Italy
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Sung PS, Danial P. Trunk sway response to consecutive slip perturbations between subjects with and without recurrent low back pain. Musculoskelet Sci Pract 2018; 33:84-89. [PMID: 29274629 DOI: 10.1016/j.msksp.2017.12.005] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/22/2017] [Revised: 10/24/2017] [Accepted: 12/13/2017] [Indexed: 01/06/2023]
Abstract
BACKGROUND Trunk sway responses following perturbations are critical to develop adequate prevention strategies. It is unclear how postural responses with a handheld task can validly be transferred to treadmill-induced slip perturbations in subjects with recurrent low back pain (LBP). OBJECTIVE To compare trunk sway angle, velocity, and reaction time following treadmill-induced perturbations while subjects with and without LBP held a tray. DESIGN Cross-sectional study. METHODS There were 30 subjects with LBP and 50 control subjects who participated in the study. Each participant stood on the treadmill while he/she held a tray to produce a functional task. Three levels of consecutive slips were introduced based on the specific duration, velocity, and displacement. RESULTS The trunk extension angle was significantly different (F = 4.22, p = 0.04) and demonstrated a significant interaction with groups and levels of perturbation (F = 6.83, p = 0.01). However, the reaction time was not significantly different based on the levels of perturbation (F = 0.43, p = 0.51). The LBP group increased trunk extension only at level 1 slip perturbation (t = 2.86, p = 0.005). CONCLUSION The increased trunk extension following the first perturbation indicated a delay in adjusting trunk stability in the LBP group. However, there was no group difference with higher magnitudes of perturbations. These results indicated that the LBP group was able to minimize trunk sway with higher perturbations following the first perturbation.
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Affiliation(s)
- Paul S Sung
- Doctoral Program in Physical Therapy/ Motion Analysis Center, Central Michigan University, USA.
| | - Pamela Danial
- Doctoral Program in Physical Therapy/ Motion Analysis Center, Central Michigan University, USA
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