Investigating the Effects of Applying Different Actigraphy Processing Approaches to Examine the Sleep Data of Patients With Neuropathic Pain

Hannah J. Coyle-Asbil, A. Bhatia, Andrew S. P. Lim, Mandeep Singh
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Abstract

Individuals suffering from neuropathic pain commonly report issues associated with sleep. To measure sleep in this population, researchers have used actigraphy. Historically, actigraphy data have been analyzed in the form of counts; however, due to the proprietary nature, many opt to quantify data in its raw form. Various processing techniques exist to accomplish this; however, it remains unclear how they compare to one another. This study sought to compare sleep measures derived using the GGIR R package versus the GENEActiv (GA) R Markdown tool in a neuropathic pain population. It was hypothesized that the processing techniques would yield significantly different sleep outcomes. One hundred and twelve individuals (mean age = 52.72 ± 13.01 years; 60 M) with neuropathic pain in their back and/or lower limbs were included. While simultaneously undergoing spinal cord stimulation, actigraphy devices were worn on the wrist for a minimum of 7 days (GA; 50 Hz). Upon completing the protocol, sleep outcome measures were calculated using (a) the GGIR R package and (b) the GA R Markdown tool. To compare these algorithms, paired-samples t tests and Bland–Altman plots were used to compare the total sleep time, sleep efficiency, wake after sleep onset, sleep onset time, and rise times. According to the paired-samples t test, the GA R Markdown yielded lower total sleep time and sleep efficiency and a greater wake after sleep onset, compared with the GGIR package. Furthermore, later sleep onset times and earlier rise times were reported by the GGIR package compared with the GA R Markdown.
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探讨应用不同的活动描记处理方法检查神经性疼痛患者睡眠数据的效果
患有神经性疼痛的人通常报告与睡眠有关的问题。为了测量这一人群的睡眠,研究人员使用了活动记录仪。历史上,活动记录仪数据以计数的形式进行分析;然而,由于专有性质,许多人选择以原始形式量化数据。存在各种加工技术来实现这一目标;然而,目前尚不清楚它们如何相互比较。本研究试图比较在神经性疼痛人群中使用GGIR R包和GENEActiv (GA) R Markdown工具得出的睡眠测量值。据推测,处理技术会产生显著不同的睡眠结果。112例,平均年龄52.72±13.01岁;60例患者为背部和/或下肢神经性疼痛患者。在接受脊髓刺激的同时,在手腕上佩戴活动记录仪至少7天(GA;50赫兹)。完成方案后,使用(a) GGIR R包和(b) GA R Markdown工具计算睡眠结果测量值。为了比较这些算法,使用配对样本t检验和Bland-Altman图来比较总睡眠时间、睡眠效率、睡眠开始后醒来、睡眠开始时间和起床时间。根据配对样本t检验,与GGIR包相比,GA R Markdown产生的总睡眠时间和睡眠效率更低,睡眠开始后更清醒。此外,与GA R Markdown相比,GGIR包报告了更晚的睡眠开始时间和更早的起床时间。
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