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Methods for Wearable-Derived Pulse Rate Measures and Their Application to Modeling the Relationship between Pulse
Eena Kosik-Rose1,2, Raul Torres2, Brian Tracey2
1Department of Cognitive Sciences, University of California, San Diego, CA, USA.
Digital Biomarkers
|May 18, 2026
Summary
Narcolepsy type 1 (NT1) patients
Area of Science:
- Neurology
- Cardiology
- Biomedical Engineering
Background:
- Narcolepsy type 1 (NT1) is a chronic neurological disorder resulting from orexin neuron loss, impacting sleep-wake cycles and potentially heart rate regulation.
- Wearable devices offer continuous physiological monitoring, but data quality challenges like artifacts and missing information must be addressed for clinical research utility.
Purpose of the Study:
- To develop robust methodologies for preprocessing wrist-worn smartwatch pulse rate data in clinical research settings.
- To investigate the association between pulse rate and motor activity in individuals with Narcolepsy type 1 using wearable data.
Main Methods:
- Collected 2-week baseline smartwatch (Empatica) pulse rate data from 110 participants with NT1 in a phase 2 clinical trial.
- Screened minute-level pulse rate data for artifacts and derived daily measures (24-h, daytime, nighttime averages).
- Quantified associations between pulse rate and motor activity using linear mixed-effects models, evaluating data stability with varying valid data proportions.
Main Results:
- Approximately 23.5% of epoch-level pulse rate data were invalid; a 70% valid daily data threshold yielded an average of 10.3 days of data per participant.
- Mean pulse rates were 72.8 (24-h), 83.3 (daytime), and 66.2 (nighttime) bpm; mean motor activity counts were 40.6 (24-h), 61.5 (daytime), and 10.3 (nighttime).
- Pulse rate showed a significant positive association with motor activity, explaining up to 80% of pulse rate variance.
Conclusions:
- A robust framework for preprocessing smartwatch pulse rate data was established for clinical research applications.
- Smartwatch data confirmed a significant positive association between pulse rate and motor activity in individuals with NT1 during the baseline period.
Related Concept Videos
Pulse rhythm
Pulse rhythm refers to the pattern of pulsations within specific intervals, offering valuable insights into the regularity or irregularity of the heart's beats as observed through the pattern of pulsation within specific intervals. A regular pulse exhibits a consistent heart rate with uniform waveforms and pulsation force, variations of which can be classified as normal, weak, or bounding.
Conversely, an irregular pulse pattern is termed dysrhythmia, stemming from disruptions in cardiac muscle...
Conversely, an irregular pulse pattern is termed dysrhythmia, stemming from disruptions in cardiac muscle...
Special considerations while measuring pulse
Assessing a patient's pulse is a fundamental skill in healthcare, but certain situations require special attention:

