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Purohit R, Varas-Diaz G, Bhatt T. Functional electrical stimulation to enhance reactive balance among people with hemiparetic stroke. Exp Brain Res 2024; 242:559-570. [PMID: 38214733 DOI: 10.1007/s00221-023-06729-z] [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: 07/06/2023] [Accepted: 10/23/2023] [Indexed: 01/13/2024]
Abstract
BACKGROUND Individuals with stroke demonstrate a twofold higher fall incidence compared to healthy counterparts, potentially associated with deficits in reactive balance control, which is crucial for regaining balance from unpredictable perturbations to the body. Moreover, people with higher stroke-related motor impairment exhibit greater falls and cannot recover balance during higher perturbation intensities. Thus, they might need supplemental agents for fall prevention or even to be included in a perturbation-based protocol. Functional electrical stimulation is a widely used clinical modality for improving gait performance; however, it remains unknown whether it can enhance or interfere with reactive balance control. METHODS We recruited twelve ambulatory participants with hemiparetic stroke (61.48 ± 6.77 years) and moderate-to-high motor impairment (Chedoke-McMaster Stroke Leg Assessment ≤ 4/7). Each participant experienced 4 unpredicted paretic gait-slips, with and without functional electrical stimulation (provided 50-500 ms after perturbation) in random order. The paretic quadriceps muscle group was chosen to receive electrical stimulation, considering the role of support limb knee extensors for preventing limb-collapse. Outcomes including primary (laboratory falls), secondary (reactive stability, vertical limb support) and tertiary (compensatory step length, step initiation, execution time) measures were compared between the two conditions. RESULTS Participants demonstrated fewer falls, higher reactive stability, and higher vertical limb support (p < 0.05) following gait-slips with functional electrical stimulation compared to those without. This was accompanied by reduced step initiation time and a longer compensatory step (p < 0.05). CONCLUSION The application of functional electrical stimulation to paretic quadriceps following gait-slips reduced laboratory fall incidence with enhanced reactive balance outcomes among people with higher stroke-related motor impairment. Our results lay the preliminary groundwork for understanding the instantaneous neuromodulatory effect of functional electrical stimulation in preventing gait-slip falls, future studies could test its therapeutic effect on reactive balance. Clinical registry number: NCT04957355.
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Affiliation(s)
- Rudri Purohit
- Department of Physical Therapy, College of Applied Health Sciences, University of Illinois at Chicago, 1919 W Taylor Street, Chicago, IL, 60612, USA
- Ph.D. Program in Rehabilitation Sciences, College of Applied Health Sciences, University of Illinois at Chicago, 1919 W Taylor Street, Chicago, IL, 60612, USA
| | - Gonzalo Varas-Diaz
- Carrera de Kinesiología, Departamento Ciencias de la Salud, Facultad de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Tanvi Bhatt
- Department of Physical Therapy, College of Applied Health Sciences, University of Illinois at Chicago, 1919 W Taylor Street, Chicago, IL, 60612, USA.
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Melo-Alonso M, Murillo-Garcia A, Leon-Llamas JL, Villafaina S, Gomez-Alvaro MC, Morcillo-Parras FA, Gusi N. Classification and Definitions of Compensatory Protective Step Strategies in Older Adults: A Scoping Review. J Clin Med 2024; 13:635. [PMID: 38276141 PMCID: PMC10816706 DOI: 10.3390/jcm13020635] [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: 11/21/2023] [Revised: 12/14/2023] [Accepted: 01/20/2024] [Indexed: 01/27/2024] Open
Abstract
BACKGROUND The risk for an unexpected fall can be due to increasing age, health conditions, and loss of cognitive, sensory, or musculoskeletal functions. Falls have personal and economic consequences in many countries. Different disturbances can occur during gait, such as tripping, slipping, or other unexpected circumstances that can generate a loss of balance. The strategies used to recover balance depend on many factors, but selecting a correct response strategy influences the success of balance recovery. OBJECTIVES (1) To collect and clarify the definitions of compensatory protective step strategies to recover balance in older adults; (2) to identify the most used methods to induce loss of balance; and (3) to identify the most used spatiotemporal variables in analyzing these actions. METHODS The present review has followed the PRISMA guideline extension for Scoping Review (PRISMA-ScR) and the phases proposed by Askery and O'Malley. The search was conducted in three databases: PubMed, Web of Science, and Scopus. RESULTS A total of 525 articles were identified, and 53 studies were included. Forty-five articles were quasi-experimental studies, six articles were randomized controlled trials, and two studies had an observational design. In total, 12 compensatory protective step strategies have been identified. CONCLUSIONS There are 12 compensatory protective step strategies: lowering and elevating strategy, short- and long-step strategy, backward and forward stepping for slip, single step, multiple steps, lateral sidesteps or loaded leg sidestep unloaded leg sidestep, crossover step (behind and front), and medial sidestep. To standardize the terminology applied in future studies, we recommend collecting these strategies under the term of compensatory protective step strategies. The most used methods to induce loss of balance are the tether-release, trip, waist-pull, and slip methods. The variables analyzed by articles are the number of steps, the acceleration phase and deceleration phase, COM displacement, the step initiation or step duration, stance phase time, swing phase time and double-stance duration, stride length, step length, speed step, speed gait and the type of step.
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Affiliation(s)
- Maria Melo-Alonso
- Physical Activity and Quality of Life Research Group (AFYCAV), Facultad de Ciencias del Deporte, Universidad de Extremadura, 10003 Caceres, Spain; (M.M.-A.); (A.M.-G.); (J.L.L.-L.); (S.V.); (M.C.G.-A.); (F.A.M.-P.)
| | - Alvaro Murillo-Garcia
- Physical Activity and Quality of Life Research Group (AFYCAV), Facultad de Ciencias del Deporte, Universidad de Extremadura, 10003 Caceres, Spain; (M.M.-A.); (A.M.-G.); (J.L.L.-L.); (S.V.); (M.C.G.-A.); (F.A.M.-P.)
| | - Juan Luis Leon-Llamas
- Physical Activity and Quality of Life Research Group (AFYCAV), Facultad de Ciencias del Deporte, Universidad de Extremadura, 10003 Caceres, Spain; (M.M.-A.); (A.M.-G.); (J.L.L.-L.); (S.V.); (M.C.G.-A.); (F.A.M.-P.)
| | - Santos Villafaina
- Physical Activity and Quality of Life Research Group (AFYCAV), Facultad de Ciencias del Deporte, Universidad de Extremadura, 10003 Caceres, Spain; (M.M.-A.); (A.M.-G.); (J.L.L.-L.); (S.V.); (M.C.G.-A.); (F.A.M.-P.)
| | - Mari Carmen Gomez-Alvaro
- Physical Activity and Quality of Life Research Group (AFYCAV), Facultad de Ciencias del Deporte, Universidad de Extremadura, 10003 Caceres, Spain; (M.M.-A.); (A.M.-G.); (J.L.L.-L.); (S.V.); (M.C.G.-A.); (F.A.M.-P.)
| | - Felipe Alejandro Morcillo-Parras
- Physical Activity and Quality of Life Research Group (AFYCAV), Facultad de Ciencias del Deporte, Universidad de Extremadura, 10003 Caceres, Spain; (M.M.-A.); (A.M.-G.); (J.L.L.-L.); (S.V.); (M.C.G.-A.); (F.A.M.-P.)
| | - Narcis Gusi
- Physical Activity and Quality of Life Research Group (AFYCAV), Facultad de Ciencias del Deporte, Universidad de Extremadura, 10003 Caceres, Spain; (M.M.-A.); (A.M.-G.); (J.L.L.-L.); (S.V.); (M.C.G.-A.); (F.A.M.-P.)
- International Institute for Innovation in Aging, Universidad de Extremadura, 10003 Caceres, Spain
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Purohit R, Wang S, Dusane S, Bhatt T. Age-related differences in reactive balance control and fall-risk in people with chronic stroke. Gait Posture 2023; 102:186-192. [PMID: 37031629 DOI: 10.1016/j.gaitpost.2023.03.011] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Revised: 03/14/2023] [Accepted: 03/19/2023] [Indexed: 04/11/2023]
Abstract
BACKGROUND Impaired reactive responses to sudden environmental perturbations contribute to heightened fall-risk in healthy aging and neurologically impaired populations. Previous studies have demonstrated individual contributions of paretic and non-paretic sides to fall-risk in people with stroke with variable levels of motor impairment. However, the combined effect of aging and unilateral cortical lesion on reactive balance control is not clearly understood. We therefore aimed to examine age-related differences in reactive balance control and fall-risk during laboratory-induced gait-slips in people with comparable stroke-related motor impairments. METHODS Thirteen younger (45.61 ± 4.61 years) and thirteen older (71.92 ± 6.50 years) adults with similar stroke-related impairment (on Fugl-Meyer Lower Extremity Assessment) were exposed to one overground gait-slip under each limb (paretic and non-paretic). Center of mass state stability and slipping kinematics (slip displacement and velocity) were computed. Clinical balance and mobility were also assessed. RESULTS On non-paretic slips, older adults with chronic stroke demonstrated greater falls and lower center of mass stability (its position and velocity) at post-slip touchdown compared to younger adults with chronic stroke (p < 0.01). This was accompanied with a greater peak slip displacement and faster peak slip velocity (p < 0.01). However, there were no such group differences noted on the paretic slips (p > 0.01). CONCLUSION Aging may have an independent, detrimental effect on reactive balance control in people with chronic stroke. Non-paretic deficits in controlling slip intensities (slip displacement and velocity) can accentuate fall-risk in older adults with chronic stroke. Further investigation is necessary to identify additional factors attributing to heightened fall-risk in older adults with chronic stroke.
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Affiliation(s)
- Rudri Purohit
- Department of Physical Therapy, College of Applied Health Sciences, University of Illinois, Chicago, IL 60612, USA; Ph.D. program in Rehabilitation Sciences, Department of Physical Therapy, College of Applied Health Sciences, University of Illinois, Chicago, IL 60612, USA
| | - Shuaijie Wang
- Department of Physical Therapy, College of Applied Health Sciences, University of Illinois, Chicago, IL 60612, USA
| | - Shamali Dusane
- Department of Physical Therapy, College of Applied Health Sciences, University of Illinois, Chicago, IL 60612, USA
| | - Tanvi Bhatt
- Department of Physical Therapy, College of Applied Health Sciences, University of Illinois, Chicago, IL 60612, USA.
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Ferreira RN, Ribeiro NF, Figueiredo J, Santos CP. Provoking Artificial Slips and Trips towards Perturbation-Based Balance Training: A Narrative Review. SENSORS (BASEL, SWITZERLAND) 2022; 22:9254. [PMID: 36501958 PMCID: PMC9740792 DOI: 10.3390/s22239254] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Revised: 10/29/2022] [Accepted: 11/23/2022] [Indexed: 06/17/2023]
Abstract
Humans' balance recovery responses to gait perturbations are negatively impacted with ageing. Slip and trip events, the main causes preceding falls during walking, are likely to produce severe injuries in older adults. While traditional exercise-based interventions produce inconsistent results in reducing patients' fall rates, perturbation-based balance training (PBT) emerges as a promising task-specific solution towards fall prevention. PBT improves patients' reactive stability and fall-resisting skills through the delivery of unexpected balance perturbations. The adopted perturbation conditions play an important role towards PBT's effectiveness and the acquisition of meaningful sensor data for studying human biomechanical reactions to loss of balance (LOB) events. Hence, this narrative review aims to survey the different methods employed in the scientific literature to provoke artificial slips and trips in healthy adults during treadmill and overground walking. For each type of perturbation, a comprehensive analysis was conducted to identify trends regarding the most adopted perturbation methods, gait phase perturbed, gait speed, perturbed leg, and sensor systems used for data collection. The reliable application of artificial perturbations to mimic real-life LOB events may reduce the gap between laboratory and real-life falls and potentially lead to fall-rate reduction among the elderly community.
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Affiliation(s)
- Rafael N. Ferreira
- Center for MicroElectroMechanical Systems, University of Minho, 4800-058 Guimarães, Portugal
- LABBELS—Associate Laboratory, 4710-057 Braga, Portugal
- LABBELS—Associate Laboratory, 4800-058 Guimarães, Portugal
| | - Nuno Ferrete Ribeiro
- Center for MicroElectroMechanical Systems, University of Minho, 4800-058 Guimarães, Portugal
- LABBELS—Associate Laboratory, 4710-057 Braga, Portugal
- LABBELS—Associate Laboratory, 4800-058 Guimarães, Portugal
- MIT Portugal Program, School of Engineering, University of Minho, 4800-058 Guimarães, Portugal
| | - Joana Figueiredo
- Center for MicroElectroMechanical Systems, University of Minho, 4800-058 Guimarães, Portugal
- LABBELS—Associate Laboratory, 4710-057 Braga, Portugal
- LABBELS—Associate Laboratory, 4800-058 Guimarães, Portugal
| | - Cristina P. Santos
- Center for MicroElectroMechanical Systems, University of Minho, 4800-058 Guimarães, Portugal
- LABBELS—Associate Laboratory, 4710-057 Braga, Portugal
- LABBELS—Associate Laboratory, 4800-058 Guimarães, Portugal
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McCrum C, Bhatt TS, Gerards MHG, Karamanidis K, Rogers MW, Lord SR, Okubo Y. Perturbation-based balance training: Principles, mechanisms and implementation in clinical practice. Front Sports Act Living 2022; 4:1015394. [PMID: 36275443 PMCID: PMC9583884 DOI: 10.3389/fspor.2022.1015394] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2022] [Accepted: 09/20/2022] [Indexed: 02/05/2023] Open
Abstract
Since the mid-2000s, perturbation-based balance training has been gaining interest as an efficient and effective way to prevent falls in older adults. It has been suggested that this task-specific training approach may present a paradigm shift in fall prevention. In this review, we discuss key concepts and common issues and questions regarding perturbation-based balance training. In doing so, we aim to provide a comprehensive synthesis of the current evidence on the mechanisms, feasibility and efficacy of perturbation-based balance training for researchers and practitioners. We address this in two sections: "Principles and Mechanisms" and "Implementation in Practice." In the first section, definitions, task-specificity, adaptation and retention mechanisms and the dose-response relationship are discussed. In the second section, issues related to safety, anxiety, evidence in clinical populations (e.g., Parkinson's disease, stroke), technology and training devices are discussed. Perturbation-based balance training is a promising approach to fall prevention. However, several fundamental and applied aspects of the approach need to be further investigated before it can be widely implemented in clinical practice.
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Affiliation(s)
- Christopher McCrum
- Department of Nutrition and Movement Sciences, NUTRIM School of Nutrition and Translational Research in Metabolism, Maastricht University, Maastricht, Netherlands
- Neuromotor Rehabilitation Research Group, Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Tanvi S. Bhatt
- Department of Physical Therapy, College of Applied Health Sciences, University of Illinois, Chicago, IL, United States
| | - Marissa H. G. Gerards
- Department of Epidemiology, Care and Public Health Institute (CAPHRI), Maastricht University, Maastricht, Netherlands
- Department of Physiotherapy, Maastricht University Medical Center (MUMC+), Maastricht, Netherlands
| | - Kiros Karamanidis
- Sport and Exercise Science Research Centre, School of Applied Sciences, London South Bank University, London, United Kingdom
| | - Mark W. Rogers
- Department of Physical Therapy and Rehabilitation Science, School of Medicine, University of Maryland, Baltimore, MD, United States
| | - Stephen R. Lord
- Falls, Balance and Injury Research Centre, Neuroscience Research Australia, Sydney, NSW, Australia
- Faculty of Medicine and Health, University of New South Wales, Sydney, NSW, Australia
| | - Yoshiro Okubo
- Falls, Balance and Injury Research Centre, Neuroscience Research Australia, Sydney, NSW, Australia
- Faculty of Medicine and Health, University of New South Wales, Sydney, NSW, Australia
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Ren X, Lutter C, Kebbach M, Bruhn S, Bader R, Tischer T. Lower extremity joint compensatory effects during the first recovery step following slipping and stumbling perturbations in young and older subjects. BMC Geriatr 2022; 22:656. [PMID: 35948887 PMCID: PMC9367084 DOI: 10.1186/s12877-022-03354-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2022] [Accepted: 07/29/2022] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND The lower extremity may play a crucial role in compensating for gait perturbations. The study aimed to explore the mechanism of perturbation compensation by investigating the gait characteristics and lower extremity joint moment effects in young (YS) and older subjects (OS) during the first recovery gait following slipping (slipping_Rec1) and stumbling (stumbling_Rec1). METHOD An automatic perturbation-triggered program was developed using D-Flow software based on the Gait Real-time Analysis Interactive Lab to induce the two aforementioned perturbations. Marker trajectories and ground reaction forces were recorded from 15 healthy YS (age: 26.53 ± 3.04 years; body height: 1.73 ± 0.07 m; body mass: 66.81 ± 11.44 kg) and 15 healthy OS (age: 68.33 ± 3.29 years; body height: 1.76 ± 0.10 m; body mass: 81.13 ± 13.99 kg). The Human Body Model was used to compute the variables of interest. One-way analysis of variance and independent samples t-test statistical analyses were performed. RESULTS In slipping_Rec1 and stumbling_Rec1, the change in gait pattern was mainly reflected in a significant increase in step width, no alterations in step length and stance/swing ratio were revealed. Based on perturbed task specificity, lower extremity joint moments increased or decreased at specific phases of the gait cycle in both YS and OS in slipping_Rec1 and stumbling_Rec1 compared to normal gait. The two perturbed gaits reflected the respective compensatory requirements for the lower extremity joints, with both sagittal and frontal joint moments producing compensatory effects. The aging effect was not reflected in the gait pattern, but rather in the hip extension moment during the initial stance of slipping_Rec1. CONCLUSIONS Slipping appears to be more demanding for gait recovery than stumbling. Gait perturbation compensatory mechanisms for OS should concentrate on ankle strategy in the frontal plane and counter-rotation strategy around the hip.
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Affiliation(s)
- Xiping Ren
- College of Physical Education and Health Sciences, Zhejiang Normal University, 688 Yingbin Road, Jinhua, 321000, China.
- Biomechanics and Implant Technology Research Laboratory, Department of Orthopaedics, Rostock University Medical Centre, Doberaner Strasse 142, 18057, Rostock, Germany.
| | - Christoph Lutter
- Biomechanics and Implant Technology Research Laboratory, Department of Orthopaedics, Rostock University Medical Centre, Doberaner Strasse 142, 18057, Rostock, Germany
| | - Maeruan Kebbach
- Biomechanics and Implant Technology Research Laboratory, Department of Orthopaedics, Rostock University Medical Centre, Doberaner Strasse 142, 18057, Rostock, Germany
| | - Sven Bruhn
- Institute of Sport Science, University of Rostock, 18051, Rostock, Germany
| | - Rainer Bader
- Biomechanics and Implant Technology Research Laboratory, Department of Orthopaedics, Rostock University Medical Centre, Doberaner Strasse 142, 18057, Rostock, Germany
| | - Thomas Tischer
- Biomechanics and Implant Technology Research Laboratory, Department of Orthopaedics, Rostock University Medical Centre, Doberaner Strasse 142, 18057, Rostock, Germany
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Wang S, Pai (Clive) YC, Bhatt T. Kinematic synergies in over-ground slip recovery outcomes: Distinct strategies or a single strategy? Gait Posture 2022; 95:270-276. [PMID: 33653642 PMCID: PMC8368075 DOI: 10.1016/j.gaitpost.2021.01.025] [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: 02/20/2020] [Revised: 01/25/2021] [Accepted: 01/28/2021] [Indexed: 02/02/2023]
Abstract
BACKGROUND After experiencing an unexpected slip perturbation, individuals' behavioral performance can be classified into three categories: recovery, feet-forward fall, and split fall. Researchers are uncertain whether these differences in slip outcomes are due to distinct strategies or part of a single strategy. RESEARCH QUESTION Whether older adults with different behavioral outcomes during their novel slip have different kinematic synergies? METHODS The kinematic synergies were extracted from segment angles in 87 participants using principal component analysis (PCA). The first two principal components (PC1 and PC2) in pre-slip, early-reactive, and late-reactive phases were compared across different slip outcomes. RESULTS Results showed that the kinematic synergies in pre-slip and early-reactive phases are highly consistent among the three outcomes (recovery, split fall, and feet-forward fall). For the late-reactive phase, both split falls and feet-forward falls showed different kinematics synergies from recoveries. SIGNIFICANCE Our findings indicated that a single strategy might be used for different slip outcomes in the pre-slip and early-reactive phases, while distinct strategies were used by fallers compared to recovered individuals. Specifically, larger trunk flexion in pre-slip phase, larger knee flexion and plantar flexion of the slipping limb in both early-reactive and late-reactive phase, and larger knee extension of the recovery limb in late-reactive phase would lower the fall risk. This study would help to assess the vulnerabilities in control strategy, according to which individualized treatment could be provided to reduce predisposition to specific types of falls.
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Affiliation(s)
| | | | - Tanvi Bhatt
- Corresponding author at: Department of Physical Therapy, 1919, W Taylor St, (M/C 898), University of Illinois at Chicago, Chicago, IL, 60612, United States. (T. Bhatt)
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Gait Slip-Induced Fall-Type Assessment Based on Regular Gait Characteristics in Older Adults. J Appl Biomech 2022; 38:148-154. [PMID: 35483699 DOI: 10.1123/jab.2021-0337] [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: 10/27/2021] [Revised: 01/25/2022] [Accepted: 03/03/2022] [Indexed: 11/18/2022]
Abstract
Older adults could experience split falls or feet-forward falls following an unexpected slip in gait due to different neuromuscular vulnerabilities, and different intervention strategies would be required for each type of faller. Thus, this study aimed to investigate the key factors affecting the fall types based on regular gait pattern. A total of 105 healthy older adults who experienced a laboratory-induced slip and fall were included. Their natural walking trial immediately prior to the novel slip trial was analyzed. To identify the factors related to fall type, gait characteristics and demographic factors were determined using univariate logistic regression, and then stepwise logistic regression was conducted to assess the slip-induced fall type based on these factors. The best fall-type prediction model involves gait speed and recovery foot angular velocity, which could predict 70.5% of feet-forward falls and 86.9% of split falls. Body mass index was also a crucial fall-type prediction with an overall prediction accuracy of 70.5%. Along with gait parameters, 84.1% of feet-forward falls and 78.7% of split falls could be predicted. The findings in this study revealed the determinators related to fall types, which enhances our knowledge of the mechanism associated to slip-induced fall and would be helpful for the development of tailored interventions for slip-induced fall prevention.
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Wang S, Miranda F, Wang Y, Rasheed R, Bhatt T. Near-Fall Detection in Unexpected Slips during Over-Ground Locomotion with Body-Worn Sensors among Older Adults. SENSORS (BASEL, SWITZERLAND) 2022; 22:3334. [PMID: 35591025 PMCID: PMC9102890 DOI: 10.3390/s22093334] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Revised: 04/13/2022] [Accepted: 04/21/2022] [Indexed: 06/15/2023]
Abstract
Slip-induced falls are a growing health concern for older adults, and near-fall events are associated with an increased risk of falling. To detect older adults at a high risk of slip-related falls, this study aimed to develop models for near-fall event detection based on accelerometry data collected by body-fixed sensors. Thirty-four healthy older adults who experienced 24 laboratory-induced slips were included. The slip outcomes were first identified as loss of balance (LOB) and no LOB (NLOB), and then the kinematic measures were compared between these two outcomes. Next, all the slip trials were split into a training set (90%) and a test set (10%) at sample level. The training set was used to train both machine learning models (n = 2) and deep learning models (n = 2), and the test set was used to evaluate the performance of each model. Our results indicated that the deep learning models showed higher accuracy for both LOB (>64%) and NLOB (>90%) classifications than the machine learning models. Among all the models, the Inception model showed the highest classification accuracy (87.5%) and the largest area under the receiver operating characteristic curve (AUC), indicating that the model is an effective method for near-fall (LOB) detection. Our approach can be helpful in identifying individuals at the risk of slip-related falls before they experience an actual fall.
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Affiliation(s)
- Shuaijie Wang
- Department of Physical Therapy, University of Illinois at Chicago, Chicago, IL 60612, USA; (S.W.); (Y.W.)
| | - Fabio Miranda
- Department of Computer Science, University of Illinois at Chicago, Chicago, IL 60607, USA; (F.M.); (R.R.)
| | - Yiru Wang
- Department of Physical Therapy, University of Illinois at Chicago, Chicago, IL 60612, USA; (S.W.); (Y.W.)
| | - Rahiya Rasheed
- Department of Computer Science, University of Illinois at Chicago, Chicago, IL 60607, USA; (F.M.); (R.R.)
| | - Tanvi Bhatt
- Department of Physical Therapy, University of Illinois at Chicago, Chicago, IL 60612, USA; (S.W.); (Y.W.)
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Bhatt T, Wang Y, Wang S, Kannan L. Perturbation Training for Fall-Risk Reduction in Healthy Older Adults: Interference and Generalization to Opposing Novel Perturbations Post Intervention. Front Sports Act Living 2021; 3:697169. [PMID: 34490424 PMCID: PMC8418084 DOI: 10.3389/fspor.2021.697169] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2021] [Accepted: 07/13/2021] [Indexed: 12/03/2022] Open
Abstract
This study examined the effects of perturbation training on the contextual interference and generalization of encountering a novel opposing perturbation. One hundred and sixty-nine community-dwelling healthy older adults (69.6 ± 6.4 years) were randomly assigned to one of the three groups: slip-perturbation training (St, n = 67) group received 24 slips, trip-perturbation training (Tt, n = 67) group received 24 trips, and control (Ctrl: n = 31) group received only non-perturbed walking trials (ClinicalTrials.gov NCT03199729; https://clinicaltrials.gov/ct2/show/NCT03199729). After training, all groups had 30 min of rest and three post-training non-perturbed walking trials, followed by a reslip and a novel trip trial for St, a retrip and a novel slip trial for Tt, and randomized novel slip and trip trials for Ctrl. The margin of stability (MOS), step length, and toe clearance of post-training walking trials were compared among three groups to examine interferences in proactive adjustment. Falls, MOS at the instant of recovery foot touchdown, and hip height of post-training perturbation trials were investigated to detect interferences and generalization in reactive responses. Results indicated that prior adaptation to slip perturbation training, resulting in walking with a greater MOS (more anterior) and a shorter step length (p < 0.01) than that of the Ctrl group, would be associated with a greater likelihood to forward balance loss if encountered with a trip. The trip adaptation training mainly induced a higher toe clearance during walking (p < 0.01) than the Ctrl group, which could lead to reduced effectiveness of the reactive response when encountered with a novel slip. However, there was no difference in the reactive MOS, limb support, and falls between the control group and the slip and trip training groups on their respective opposing novel perturbation post-training (MOS, limb support, and falls for novel slip: Tt = Ctrl; for the novel trip: St = Ctrl, both p > 0.05). Current findings suggested that, although perturbation training results in proactive adjustments that could worsen the reactive response (interference) when exposed to an unexpected opposing perturbation, older adults demonstrated the ability to immediately generalize the training-induced adaptive reactive control to maintain MOS, to preserve limb support control, and to reduce fall risk.
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Affiliation(s)
- Tanvi Bhatt
- Department of Physical Therapy, College of Applied Health and Sciences, University of Illinois at Chicago, Chicago, IL, United States
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