使用可穿戴惯性传感器检测多发性硬化症患者坐姿到站立的不同策略

A. Nagasubramony, Rebecca F Player, Carina E. I. Westling, K. Galvin, H. Witchel
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引用次数: 1

摘要

从坐到站(Si-St)的转变是日常生活(ADL)的基本活动,是维持功能独立性的基础。在多发性硬化症(MS)等神经系统疾病患者中,它通常会受损。目的:当前研究的目的是确定在MS和健康参与者中,使用可穿戴惯性传感器的陀螺仪指标是否可以检测到不同的策略在坐姿到站立转换的性能。方法:将12名EDSS为1 ~ 5.5的MS (PwMS)患者与11名健康志愿者进行比较。参与者在大腿和胸骨上安装了可穿戴惯性传感器(x-io NGIMU),并进行了Si-St过渡和定时25英尺步行(T25FW)。每个传感器节点使用制造商提供的软件通过Wi-Fi将9条数据通道(加速度计、陀螺仪和磁力计各3条)记录到计算机上。基于6 Hz低通滤波器对信号进行了波形分析,并采用峰值检测算法对波形进行了分析。结果:残疾对Si-St转换的影响为:PwMS组大腿俯仰角速度峰值低于健康组(p=0.045, Cliff’s δ = 0.500)。PwMS组坐转立动量转移阶段的平均持续时间比健康组长(p=0.039, Cliff’s delta=0.515)。动量传递的持续时间与峰值大腿角速度密切相关,但与T25FW表现或患者报告的残疾测量(MSWS-12和EDSS-s)仅弱相关。结论:惯性传感器测量得出的动量传递持续时间反映了PwMS和健康个体在离开椅子时使用的不同运动策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Using wearable inertial sensors to detect different strategies for the sit-to-stand transition in multiple sclerosis
INTRODUCTION: The sit-to-stand (Si-St) transition is an essential activity of daily living (ADL) which is fundamental to maintaining functional independence. It can often be compromised in patients with neurological disorders such as multiple sclerosis (MS). OBJECTIVE: The aim of the current study was to determine if different strategies can be detected in the performance of the sit-to-stand transition using gyroscope metrics from wearable inertial sensors in MS and healthy participants. METHODS: 12 ambulatory persons with MS (PwMS) with an EDSS of 1-5.5 were compared with 11 healthy volunteers. Participants performed a Si-St transition and a Timed 25 Foot Walk (T25FW) while fitted with wearable inertial sensors (x-io NGIMU) on the thigh and sternum. Each sensor node recorded 9 channels of data (3 each of accelerometers, gyroscopes, and magnetometers) over Wi-Fi onto a computer using software provided by the manufacturer. Analysis of wave forms was done using Matlab and peak detection algorithms based on a 6 Hz low pass filter of the signal. RESULTS: The effect of disability on the Si-St transition was that the peak of thigh pitch angular velocity was lower in PwMS than the healthy volunteers (p=0.045, Cliff’s δ = 0.500). The average duration of the momentum transfer phase of sit-to-stand was longer in PwMS in comparison to healthy (p=0.039, Cliff’s delta=0.515). The duration of momentum transfer was strongly correlated with peak thigh angular velocity but only weakly correlated with T25FW performance or the patient reported measures of disability (MSWS-12 and EDSS-s). CONCLUSION: The durations of momentum transfer derived from inertial sensor measurements reflect different movement strategies used by PwMS and healthy individuals for getting out of a chair.
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