Wearables as Translational Physiomarkers and Clinical Endpoints in Insomnia Research: Can Sleep Research Advance Psychiatry?

IF 3.4 3区 医学 Q2 CLINICAL NEUROLOGY
Victor I Spoormaker, Borbala Blaskovich
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Abstract

Wearables that integrate actigraphy and pulse photoplethysmography (ACT + PPG) could represent a promising advancement in insomnia research and clinical practice. This especially applies to assessing objective sleep for a longer period in the home environment, which is impractical with ambulatory polysomnography (PSG) whereas actigraphy alone struggles with detecting wake-after-sleep-onset, as one of the most important variables for insomnia research (on which further variables, such as sleep efficiency, depend). The addition of heart rate and heart rate variability data to actigraphy strongly enhances WASO detection, offering hope for objective WASO detection for insomnia. For further physiomarker development, several challenges of ACT + PPG need to be tackled. Current commercial solutions often rely on "black-box" algorithms trained on small, healthy samples, leading to inaccuracies in sleep-disordered populations. Moreover, the lack of access to raw data hinders validation and cross-study comparability. These and other issues are addressed in detail in this opinion paper in order to raise awareness and start a discussion about more reliable, objective sleep markers that could be readily used as objective clinical endpoints in clinical trials on cognitive-behavioural therapy for insomnia (CBT-I) or stress-related mental disorders and novel pharmacological compounds. The sleep research community has the opportunity to establish ACT + PPG as a gold standard of home based, longitudinal sleep monitoring, which has the potential to bridge the gap between research and clinical practice, transforming clinical trials and improving psychiatric care.

可穿戴设备集成了动静描记术和脉搏光电压力描记术(ACT + PPG),在失眠研究和临床实践中将大有可为。这尤其适用于在家庭环境中进行较长时间的客观睡眠评估,而这在非卧床多导睡眠图(PSG)中是不切实际的,而单独使用动图很难检测到睡眠开始后的觉醒,而觉醒是失眠研究中最重要的变量之一(睡眠效率等其他变量也取决于觉醒)。将心率和心率变异性数据添加到动态心电图中可大大提高WASO检测能力,为失眠症的客观WASO检测带来了希望。为了进一步开发生理标志物,需要解决 ACT + PPG 的几个难题。目前的商业解决方案通常依赖于在健康小样本上训练的 "黑盒子 "算法,导致睡眠障碍人群中的算法不准确。此外,无法获取原始数据也阻碍了验证和跨研究的可比性。本意见书详细讨论了这些问题和其他问题,目的是提高人们对更可靠、更客观的睡眠指标的认识,并就这些指标展开讨论,以便在失眠认知行为疗法(CBT-I)或压力相关精神障碍和新型药理化合物的临床试验中随时用作客观的临床终点。睡眠研究界有机会将 ACT + PPG 确立为家庭纵向睡眠监测的黄金标准,这有可能弥合研究与临床实践之间的差距,改变临床试验并改善精神病治疗。
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来源期刊
Journal of Sleep Research
Journal of Sleep Research 医学-临床神经学
CiteScore
9.00
自引率
6.80%
发文量
234
审稿时长
6-12 weeks
期刊介绍: The Journal of Sleep Research is dedicated to basic and clinical sleep research. The Journal publishes original research papers and invited reviews in all areas of sleep research (including biological rhythms). The Journal aims to promote the exchange of ideas between basic and clinical sleep researchers coming from a wide range of backgrounds and disciplines. The Journal will achieve this by publishing papers which use multidisciplinary and novel approaches to answer important questions about sleep, as well as its disorders and the treatment thereof.
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