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Characterizing Behavioral Activity Rhythms in Older Adults Using Actigraphy

机译:使用书法来表征老年人的行为活动节律

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摘要

Wrist actigraphy has been used to assess sleep in older adult populations for nearly half a century. Over the years, the continuous raw activity data derived from actigraphy has been used for the characterization of factors beyond sleep/wake such as physical activity patterns and circadian rhythms. Behavioral activity rhythms (BAR) are useful to describe individual daily behavioral patterns beyond sleep and wake, which represent important and meaningful clinical outcomes. This paper reviews common rhythmometric approaches and summarizes the available data from the use of these different approaches in older adult populations. We further consider a new approach developed in our laboratory designed to provide graphical characterization of BAR for the observed behavioral phenomenon of activity patterns across time. We illustrate the application of this new approach using actigraphy data collected from a well-characterized sample of older adults (age 60+) with osteoarthritis (OA) pain and insomnia. Generalized additive models (GAM) were implemented to fit smoothed nonlinear curves to log-transformed aggregated actigraphy-derived activity measurements. This approach demonstrated an overall strong model fit (R = 0.82, SD = 0.09) and was able to provide meaningful outcome measures allowing for graphical and parameterized characterization of the observed activity patterns within this sample.
机译:近半个世纪以来,手腕书法已被用于评估老年人口的睡眠。多年来,源自书法的连续原始活动数据已用于表征睡眠/醒后因素以外的因素,例如身体活动模式和昼夜节律。行为活动节律(BAR)可用于描述除睡眠和醒后的个人日常行为方式,这代表了重要而有意义的临床结果。本文回顾了常用的心律测量方法,并总结了在老年人群中使用这些不同方法的可用数据。我们进一步考虑在我们的实验室中开发的一种新方法,该方法旨在为所观察到的活动模式随时间的行为现象提供BAR的图形表征。我们使用从特征明确的老年人(年龄在60岁以上)患有骨关节炎(OA)疼痛和失眠的典型样本中收集的书法数据来说明这种新方法的应用。实施了通用加性模型(GAM),以将平滑的非线性曲线拟合到对数转换后的聚合体活计得出的活动性测量中。该方法证明了总体上很强的模型拟合度(R = 0.82,SD = 0.09),并且能够提供有意义的结果度量,从而可以对该样品中观察到的活动模式进行图形化和参数化表征。

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