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心率恢复能力和步态动力学在单一可穿戴设备中的应用:准实验性初步研究。

Ability of Heart Rate Recovery and Gait Kinetics in a Single Wearable to Predict Frailty: Quasiexperimental Pilot Study.

机构信息

Division of Geriatric Medicine, Department of Medicine, National University Hospital, Singapore, Singapore.

Biologic Technik, Singapore, Singapore.

出版信息

JMIR Form Res. 2024 Oct 3;8:e58110. doi: 10.2196/58110.

Abstract

BACKGROUND

Aging is a risk factor for falls, frailty, and disability. The utility of wearables to screen for physical performance and frailty at the population level is an emerging research area. To date, there is a limited number of devices that can measure frailty and physical performance simultaneously.

OBJECTIVE

The aim of this study is to evaluate the accuracy and validity of a continuous digital monitoring wearable device incorporating gait mechanics and heart rate recovery measurements for detecting frailty, poor physical performance, and falls risk in older adults at risk of falls.

METHODS

This is a substudy of 156 community-dwelling older adults ≥60 years old with falls or near falls in the past 12 months who were recruited for a fall prevention intervention study. Of the original participants, 22 participants agreed to wear wearables on their ankles. An interview questionnaire involving demographics, cognition, frailty (FRAIL), and physical function questions as well as the Falls Risk for Older People in the Community (FROP-Com) was administered. Physical performance comprised gait speed, timed up and go (TUG), and the Short Physical Performance Battery (SPPB) test. A gait analyzer was used to measure gait mechanics and steps (FRAIL-functional: fatigue, resistance, and aerobic), and a heart rate analyzer was used to measure heart rate recovery (FRAIL-nonfunctional: weight loss and chronic illness).

RESULTS

The participants' mean age was 74.6 years. Of the 22 participants, 9 (41%) were robust, 10 (46%) were prefrail, and 3 (14%) were frail. In addition, 8 of 22 (36%) had at least one fall in the past year. Participants had a mean gait speed of 0.8 m/s, a mean SPPB score of 8.9, and mean TUG time of 13.8 seconds. The sensitivity, specificity, and area under the curve (AUC) for the gait analyzer against the functional domains were 1.00, 0.84, and 0.92, respectively, for SPPB (balance and gait); 0.38, 0.89, and 0.64, respectively, for FRAIL-functional; 0.45, 0.91, and 0.68, respectively, for FROP-Com; 0.60, 1.00, and 0.80, respectively, for gait speed; and 1.00, 0.94, and 0.97, respectively, for TUG. The heart rate analyzer demonstrated superior validity for the nonfunctional components of frailty, with a sensitivity of 1.00, specificity of 0.73, and AUC of 0.83.

CONCLUSIONS

Agreement between the gait and heart rate analyzers and the functional components of the FRAIL scale, gait speed, and FROP-Com was significant. In addition, there was significant agreement between the heart rate analyzer and the nonfunctional components of the FRAIL scale. The gait and heart rate analyzers could be used in a screening test for frailty and falls in community-dwelling older adults but require further improvement and validation at the population level.

摘要

背景

衰老会增加跌倒、虚弱和残疾的风险。可穿戴设备在人群水平上进行身体表现和虚弱筛查的应用是一个新兴的研究领域。迄今为止,能够同时测量虚弱和身体表现的设备数量有限。

目的

本研究旨在评估一种连续数字监测可穿戴设备的准确性和有效性,该设备结合步态力学和心率恢复测量,用于检测有跌倒风险的老年人的虚弱、身体表现不佳和跌倒风险。

方法

这是一项针对过去 12 个月内有跌倒或差点跌倒的 156 名社区居住的≥60 岁老年人的亚研究,他们被招募参加一项跌倒预防干预研究。在最初的参与者中,有 22 名参与者同意在脚踝上佩戴可穿戴设备。进行了一项访谈问卷,涉及人口统计学、认知、虚弱(FRAIL)和身体功能问题以及社区中老年人跌倒风险(FROP-Com)。身体表现包括步态速度、计时起立行走(TUG)和简短体能测试(SPPB)。步态分析器用于测量步态力学和步数(FRAIL-功能性:疲劳、抵抗力和有氧运动),心率分析器用于测量心率恢复(FRAIL-非功能性:体重减轻和慢性疾病)。

结果

参与者的平均年龄为 74.6 岁。在 22 名参与者中,有 9 名(41%)为健壮,10 名(46%)为虚弱前期,3 名(14%)为虚弱。此外,22 名参与者中有 8 名(36%)在过去一年中至少跌倒过一次。参与者的平均步态速度为 0.8 米/秒,平均 SPPB 评分为 8.9,平均 TUG 时间为 13.8 秒。步态分析器与功能性域的敏感性、特异性和曲线下面积(AUC)分别为 1.00、0.84 和 0.92,用于 SPPB(平衡和步态);0.38、0.89 和 0.64,分别用于 FRAIL-功能性;0.45、0.91 和 0.68,分别用于 FROP-Com;0.60、1.00 和 0.80,分别用于步态速度;以及 1.00、0.94 和 0.97,分别用于 TUG。心率分析器在虚弱的非功能性成分方面表现出较好的有效性,其敏感性为 1.00,特异性为 0.73,AUC 为 0.83。

结论

步态和心率分析器与 FRAIL 量表的功能性成分、步态速度和 FROP-Com 的一致性显著。此外,心率分析器与 FRAIL 量表的非功能性成分具有显著的一致性。步态和心率分析器可用于社区居住的老年人的虚弱和跌倒筛查测试,但需要进一步改进和在人群水平上验证。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f20b/11487206/f44187ecd2fe/formative_v8i1e58110_fig1.jpg

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