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上肢运动作为 ALS 患者的数字生物标志物。

Upper limb movements as digital biomarkers in people with ALS.

机构信息

Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA.

Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA.

出版信息

EBioMedicine. 2024 Mar;101:105036. doi: 10.1016/j.ebiom.2024.105036. Epub 2024 Mar 2.

Abstract

BACKGROUND

Objective evaluation of people with amyotrophic lateral sclerosis (PALS) in free-living settings is challenging. The introduction of portable digital devices, such as wearables and smartphones, may improve quantifying disease progression and hasten therapeutic development. However, there is a need for tools to characterize upper limb movements in neurologic disease and disability.

METHODS

Twenty PALS wore a wearable accelerometer, ActiGraph Insight Watch, on their wrist for six months. They also used Beiwe, a smartphone application that collected self-entry ALS Functional Rating Scale-Revised (ALSFRS-RSE) survey responses every 1-4 weeks. We developed several measures that quantify count and duration of upper limb movements: flexion, extension, supination, and pronation. New measures were compared against ALSFRS-RSE total score (Q1-12), and individual responses to specific questions related to handwriting (Q4), cutting food (Q5), dressing and performing hygiene (Q6), and turning in bed and adjusting bed clothes (Q7). Additional analysis considered adjusting for total activity counts (TAC).

FINDINGS

At baseline, PALS with higher Q1-12 performed more upper limb movements, and these movements were faster compared to individuals with more advanced disease. Most upper limb movement metrics had statistically significant change over time, indicating declining function either by decreasing count metrics or by increasing duration metric. All count and duration metrics were significantly associated with Q1-12, flexion and extension counts were significantly associated with Q6 and Q7, supination and pronation counts were also associated with Q4. All duration metrics were associated with Q6 and Q7. All duration metrics retained their statistical significance after adjusting for TAC.

INTERPRETATION

Wearable accelerometer data can be used to generate digital biomarkers on upper limb movements and facilitate patient monitoring in free-living environments. The presented method offers interpretable monitoring of patients' functioning and versatile tracking of disease progression in the limb of interest.

FUNDING

Mitsubishi-Tanabe Pharma Holdings America, Inc.

摘要

背景

在自由生活环境中对肌萎缩侧索硬化症(PALS)患者进行客观评估具有挑战性。便携式数字设备(如可穿戴设备和智能手机)的引入可能会改善疾病进展的量化,并加速治疗的发展。然而,需要有工具来描述神经系统疾病和残疾患者的上肢运动。

方法

20 名 PALS 在手腕上佩戴了可穿戴式加速度计 ActiGraph Insight Watch,持续佩戴了六个月。他们还使用了智能手机应用程序 Beiwe,该应用程序每 1-4 周收集一次自我输入的肌萎缩侧索硬化功能评定量表修订版(ALSFRS-RSE)的调查响应。我们开发了几种量化上肢运动次数和持续时间的指标:弯曲、伸展、旋前和旋后。新指标与 ALSFRS-RSE 总分(Q1-12)以及与手写(Q4)、切食物(Q5)、穿衣和进行个人卫生(Q6)以及在床上翻身和调整床上用品(Q7)相关的特定问题的个体响应进行了比较。另外的分析考虑了对总活动计数(TAC)的调整。

结果

在基线时,ALSFRS-RSE 评分较高的 PALS 执行的上肢运动较多,且与疾病更严重的患者相比,这些运动的速度更快。大多数上肢运动指标在时间上有统计学意义的变化,表明功能下降,要么是通过减少计数指标,要么是通过增加持续时间指标。所有计数和持续时间指标与 Q1-12 均具有显著相关性,弯曲和伸展计数与 Q6 和 Q7 显著相关,旋前和旋后计数也与 Q4 相关。所有持续时间指标都与 Q6 和 Q7 相关。所有持续时间指标在调整 TAC 后仍然具有统计学意义。

解释

可穿戴加速度计数据可用于生成上肢运动的数字生物标志物,并促进在自由生活环境中对患者进行监测。所提出的方法提供了对患者功能的可解释性监测,以及对感兴趣肢体疾病进展的灵活跟踪。

资金来源

武田制药美国控股公司

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/79db/10914560/8a0db73b2518/gr1.jpg

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