Pulse oximetry values from 33,080 participants in the Apple Heart & Movement Study
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Pulse oximetry values from 33,080 participants in the Apple
Heart & Movement Study
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Ian Shapiro
1
, Jeff Stein1, Calum MacRae2,3 and Michael O’Reilly
1✉
Wearable devices that include pulse oximetry (SpO2) sensing afford the opportunity to capture oxygen saturation measurements
from large cohorts under naturalistic conditions. We report here a cross-sectional analysis of 72 million SpO2 values collected from
33,080 individual participants in the Apple Heart and Movement Study, stratified by age, sex, body mass index (BMI), home altitude,
and other demographic variables. Measurements aggregated by hour of day into 24-h SpO2 profiles exhibit similar circadian
patterns for all demographic groups, being approximately sinusoidal with nadir near midnight local time, zenith near noon local
time, and mean 0.8% lower saturation during overnight hours. Using SpO2 measurements averaged for each subject into mean
nocturnal and daytime SpO2 values, we employ multivariate ordinary least squares regression to quantify population-level trends
according to demographic factors. For the full cohort, regression coefficients obtained from models fit to daytime SpO2 are in close
quantitative agreement with the corresponding values from published reference models for awake arterial oxygen saturation
measured under controlled laboratory conditions. Regression models stratified by sex reveal significantly different age- and BMIdependent SpO2 trends for females compared with males, although constant terms and regression coefficients for altitude do not
differ between sexes. Incorporating categorical variables encoding self-reported race/ethnicity into the full-cohort regression
models identifies small but statistically significant differences in daytime SpO2 (largest coefficient corresponding to 0.13% lower
SpO2, for Hispanic study participants compared to White participants), but no significant differences between groups for nocturnal
SpO2. Additional stratified analysis comparing regression models fit independently to subjects in each race/ethnicity group is
suggestive of small differences in age- and sex-dependent trends, but indicates no significant difference in constant terms between
any race/ethnicity groups for either daytime or nocturnal SpO2. The large diverse study population and study design employing
automated background SpO2 measurements spanning the full 24-h circadian cycle enables the establishment of healthy population
reference trends outside of clinical settings.
npj Digital Medicine (2023)6:134 ; https://doi.org/10.1038/s41746-023-00851-6
INTRODUCTION
Arterial blood oxygen saturation (SaO2) is the fraction of
hemoglobin containing bound oxygen relative to the total
functional hemoglobin, and represents a key parameter indicative
of cardiopulmonary function. Direct SaO2 measurement necessitates an invasive arterial blood draw and blood gas analysis. Pulse
oximetry enables non-invasive measurement of blood oxygen
saturation (SpO2) and provides a convenient estimate of SaO2 that
does not require arterial blood removal. The SpO2 measurement
relies upon quantifying changes in optical attenuation at two
separate wavelengths (typically one red and one infrared), with
signal content arising from pulsatile arterial blood modulation in
response to individual heartbeats. Depending on design, pulse
oximeters may operate in either transmissive mode, with the
interrogating light propagating across a thin section of capillary
rich tissue (commonly fingertip, earlobe, or toe), or in reflectance
mode wherein the interrogating light scatters back in the
direction of the optical illuminator. Reflectance SpO2 is employed
by consumer smart watch devices such as the Apple Watch
(selected models) as well as selected products from Fitbit, Garmin,
Samsung, Withings, and other manufacturers.
Oxygen saturation determined from SaO2 or SpO2 is often
considered a ”fifth vital sign” due to its relative ease of capture
and high clinical utility1,2. As a physiological metric, arterial oxygen
saturation directly impacts systemic oxygen delivery in
conjunction with cardiac output and hemoglobin concentration.
Among healthy awake individuals, typical SpO2 values lie in the
range of 95–99%. Low blood oxygen saturation can arise from
impaired lung function (e.g., reduced diffusion capacity),
ventilation-perfusion mismatch, cardiac shunt, low cardiac output,
or low oxygen concentration in the inspired air (e.g., due to
altitude). No single universal SpO2 threshold is applied in all
medical use cases, but values less than 92% from individuals
breathing room air at sea level generally prompt further
investigation, with values remaining persistently below 90%
indicating hypoxemia. Oxygen saturation is utilized to guide
management of cardiopulmonary conditions such as chronic
obstructive pulmonary disease (COPD), obesity hypoventilation
syndrome (OHS), and obstructive sleep apnea (OSA).
Cross-sectional studies involving single-setting SpO2 or SaO2
measurements from nominally healthy individuals at constant
altitude have consistently reported negative correlation of blood
oxygen saturation with both age and body mass3–7. Studies
incorporating multiple altitudes or a range of barometric pressure
consistently report a positive linear relationship between awake
arterial oxygen saturation and barometric pressure, in agreement
with expectations based on the alveolar gas equation3,8,9. Less
consistently, some studies have also reported positive correlation
between SpO2 and female sex5,10,11, although others have
reported negative or insignificant SpO2 findings with respect to
1
Apple Inc., Cupertino, CA, USA. 2Cardiovascular Medicine Division, Brigham and Women’s Hospital, Boston, MA, USA. 3Harvard Medical School, Boston, MA, USA.
✉email:
Published in partnership with Seoul National University Bundang Hospital
I. Shapiro et al.
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2
sex12. A similar mix of conclusions has been published with
respect to tobacco smoking status, with some studies reporting
lower SpO2 values for current smokers6 and others reporting no
significant relationship5.
In the context of clinical screening and risk estimation for
chronic cardiopulmonary disease, single-point SpO2 measurements below 95% saturation have been reported as predictive of a
variety of cardiopulmonary conditions and outcomes13–18. The
Tromsø Study examined single-event SpO2 values and 10-year
outcomes for cardiopulmonary disease, reporting significant
elevated risk for values ≤92% and 93–95% saturation, compared
with 96–100% saturation14. Daytime SpO2 has been reported as a
significant independent predictor of hypertension13, as well as
circulatory impairment in the form of impaired left ventricular
filling15. Mean overnight SpO2 has also been reported as
predictive of both absolute waking blood pressure and magnitude
of morning blood pressure surge16. Studies examining overnight
SpO2 in the context of atheroscle (...truncated)