Mulholland Anne M, MacDonald Hayley V, Aguiar Elroy J, Wingo Jonathan E
Department of Exercise Science, Mercer University, Macon, GA, USA.
Department of Kinesiology, The University of Alabama, Tuscaloosa, AL, USA.
Eur J Appl Physiol. 2025 Sep 18. doi: 10.1007/s00421-025-05977-x.
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.
To determine whether objectively measured skin pigmentation influences the accuracy of photoplethysmographic HR measurement during rest, exercise, and recovery.
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 (MAE) for each device.
ITA° predicted MAE 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%).
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.
可穿戴设备通常利用光电容积脉搏波描记法,通过测量从皮肤血管床反射的光来估计心率(HR)。值得注意的是,表皮中较高的黑色素含量可能会减少透过皮肤的光量。先前研究皮肤色调对光电容积脉搏波描记法测量心率准确性的影响,结果不一;然而,尚无研究测量表皮黑色素含量。
确定客观测量的皮肤色素沉着是否会影响静息、运动及恢复期间光电容积脉搏波描记法测量心率的准确性。
使用个体类型角度(ITA°)从色度计测量值中量化皮肤色素沉着,ITA°与表皮黑色素密切相关。对28名健康成年人(白人,n = 16;黑人,n = 10;中东人,n = 1;波斯人,n = 1)进行研究。在静息、骑行和恢复期间持续记录佩戴在胸部的心率(标准;Polar H10)以及来自三种设备(苹果手表Series 8、佳明vivosmart 5、SlateSafety BAND V2)的光电容积脉搏波描记法测量的心率;心率数据平均分为30秒的时间段进行分析。线性混合效应模型确定ITA°是否影响每种设备心率的平均绝对误差(MAE)。
ITA°可预测SlateSafety设备的MAE(β = -0.011,P = 0.001),但对苹果设备(P = 0.62)和佳明设备(P = 0.29)则不然。苹果设备(50%)和SlateSafety设备(85%)的缺失数据不成比例地归因于皮肤较黑(ITA° < 10°)的参与者;所有设备在皮肤较黑的参与者中观察到的异常值比例都过高(56% - 62%)。
所有测试设备的皮肤色素沉着加深均对数据质量产生负面影响,但对于SlateSafety设备,皮肤色素沉着(ITA°)仅使光电容积脉搏波描记法测量心率的误差略有增加(约1次/分钟)。