Influence of skin pigmentation on the accuracy and data quality of photoplethysmographic heart rate measurement during exercise.

IF 2.7 3区 医学 Q2 PHYSIOLOGY
Anne M Mulholland, Hayley V MacDonald, Elroy J Aguiar, Jonathan E Wingo
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Abstract

Introduction: Wearable devices often use photoplethysmography to estimate heart rate (HR) by measuring light reflected from the cutaneous vascular bed. Notably, higher melanin content of the epidermis may reduce the amount of light transmitted through the skin. Previous studies examining the impact of skin tone on photoplethysmographic HR measurement accuracy have produced mixed results; however, none measured epidermal melanin content.

Purpose: To determine whether objectively measured skin pigmentation influences the accuracy of photoplethysmographic HR measurement during rest, exercise, and recovery.

Methods: Skin pigmentation was quantified from colorimeter measures using Individual Typology Angle (ITA°), a strong correlate of epidermal melanin, in 28 healthy adults (White, n = 16; Black, n = 10; Middle Eastern, n = 1; Persian, n = 1). Chest-worn HR (criterion; Polar H10) and photoplethysmographic HR from three devices (Apple Watch Series 8, Garmin vivosmart 5, SlateSafety BAND V2) were recorded continuously during rest, cycling, and recovery; HR data were averaged into 30-s epochs for analysis. A linear mixed-effects model determined whether ITA° influenced mean absolute error of HR (MAEHR) for each device.

Results: ITA° predicted MAEHR for SlateSafety (β =  - 0.011, P = 0.001), but not for Apple (P = 0.62) or Garmin (P = 0.29). Missing data were disproportionately attributed to participants with dark skin (ITA° < 10°; 36%) for Apple (50%) and SlateSafety (85%) devices; outliers were disproportionately observed among participants with dark skin for all devices (56%-62%).

Conclusion: Data quality was negatively impacted by darker skin pigmentation for all tested devices, but skin pigmentation (ITA°) only increased photoplethysmographic HR measurement error to a small degree (~ 1 bpm) for the SlateSafety device.

运动时皮肤色素沉着对光容积脉搏仪心率测量的准确性和数据质量的影响。
导读:可穿戴设备通常使用光容积脉搏波描记术通过测量皮肤血管床反射的光来估计心率(HR)。值得注意的是,表皮较高的黑色素含量可能会减少通过皮肤的光线透射量。先前研究肤色对光容积脉搏波HR测量准确性的影响产生了不同的结果;然而,没有测量表皮黑色素含量。目的:确定客观测量的皮肤色素沉着是否影响休息、运动和恢复期间光容积脉搏波HR测量的准确性。方法:使用与表皮黑色素密切相关的个体类型角(ITA°),通过比色仪测量皮肤色素沉着,对28名健康成人(白人,n = 16;黑人,n = 10;中东人,n = 1;波斯人,n = 1)进行定量。在休息、骑行和恢复期间连续记录三种设备(Apple Watch Series 8、Garmin vivosmart 5、slatessafety BAND V2)的胸戴心率(标准;Polar H10)和光体积脉搏波心率;HR数据平均为30-s期进行分析。线性混合效应模型确定ITA°是否影响每个设备的HR平均绝对误差(MAEHR)。结果:ITA°预测了slatessafety的MAEHR (β = - 0.011, P = 0.001),但不能预测Apple (P = 0.62)或Garmin (P = 0.29)。结论:所有测试设备的数据质量都受到较深的皮肤色素沉着的负面影响,但皮肤色素沉着(ITA°)仅在很小程度上(~ 1 bpm)增加了slatessafety设备的光体积脉搏波HR测量误差。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
6.00
自引率
6.70%
发文量
227
审稿时长
3 months
期刊介绍: The European Journal of Applied Physiology (EJAP) aims to promote mechanistic advances in human integrative and translational physiology. Physiology is viewed broadly, having overlapping context with related disciplines such as biomechanics, biochemistry, endocrinology, ergonomics, immunology, motor control, and nutrition. EJAP welcomes studies dealing with physical exercise, training and performance. Studies addressing physiological mechanisms are preferred over descriptive studies. Papers dealing with animal models or pathophysiological conditions are not excluded from consideration, but must be clearly relevant to human physiology.
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