State of the Science and Recommendations for Using Wearable Technology in Sleep and Circadian Research

Author:

de Zambotti Massimiliano12ORCID,Goldstein Cathy3,Cook Jesse4,Menghini Luca5,Altini Marco6,Cheng Philip7ORCID,Robillard Rebecca89

Affiliation:

1. Center for Health Sciences, SRI International , CA, US

2. Lisa Health Inc., Oakland , CA, US

3. Sleep Disorders Center, Department of Neurology , University of Michigan-Ann Arbor, USA

4. Department of Psychology , University of Wisconsin-Madison, USA

5. Department of Psychology and Cognitive Science , University of Trento, Italy

6. Department of Human Movement Sciences, Vrije Universiteit Amsterdam, De Boelelaan 1105 , 1081 HV Amsterdam, The Netherlands

7. Sleep Disorders and Research Center, Henry Ford Health , Detroit MI, USA

8. School of Psychology, University of Ottawa , ON, CA

9. Canadian Sleep Research Consortium , CA

Abstract

Abstract Wearable sleep-tracking technology is of growing use in the sleep and circadian fields, including for applications across other disciplines, inclusive of a variety of disease states. Patients increasingly present sleep data derived from their wearable devices to their providers and the ever-increasing availability of commercial devices and new-generation research/clinical tools has led to the wide adoption of wearables in research, which has become even more relevant given the discontinuation of the Philips Respironics Actiwatch. Standards for evaluating the performance of wearable sleep-tracking devices have been introduced and the available evidence suggests that consumer-grade devices exceed the performance of traditional actigraphy in assessing sleep as defined by polysomnogram. However, clear limitations exist, for example, the misclassification of wakefulness during the sleep period, problems with sleep tracking outside of the main sleep bout or nighttime period, artifacts, and unclear translation of performance to individuals with certain characteristics or comorbidities. This is of particular relevance when person-specific factors (like skin color or obesity) negatively impact sensor performance with the potential downstream impact of augmenting already existing healthcare disparities. However, wearable sleep-tracking technology holds great promise for our field, given features distinct from traditional actigraphy such as measurement of autonomic parameters, estimation of circadian features, and the potential to integrate other self-reported, objective and passively recorded health indicators. Scientists face numerous decision points and barriers when incorporating traditional actigraphy, consumer-grade multi-sensor devices, or contemporary research/clinical-grade sleep trackers into their research. Considerations include wearable device capabilities and performance, target population and goals of the study, wearable device outputs and availability of raw and aggregate data, and data extraction, processing, and analysis. Given the difficulties in the implementation and utilization of wearable sleep-tracking technology in real-world research and clinical settings, the following State of the Science review requested by the Sleep Research Society aims to address the following questions. What data can wearable sleep-tracking devices provide? How accurate are these data? What should be taken into account when incorporating wearable sleep-tracking devices into research? These outstanding questions and surrounding considerations motivated this work, outlining practical recommendations for using wearable technology in sleep and circadian research.

Publisher

Oxford University Press (OUP)

Subject

Physiology (medical),Neurology (clinical)

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