• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

运动期间基于手腕的监测器所测心率在不同肤色人群中的有效性。

Validity of heart rate measurements in wrist-based monitors across skin tones during exercise.

作者信息

Hung Stanley Hughwa, Serwa Kelsey, Rosenthal Gillian, Eng Janice J

机构信息

Department of Physical Therapy, The University of British Columbia, Vancouver, British Columbia, Canada.

Rehabilitation Research Program, Centre for Aging SMART, Vancouver Coastal Health Research Institute, Vancouver, British Columbia, Canada.

出版信息

PLoS One. 2025 Feb 10;20(2):e0318724. doi: 10.1371/journal.pone.0318724. eCollection 2025.

DOI:10.1371/journal.pone.0318724
PMID:39928630
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11809914/
Abstract

PURPOSE

To evaluate the accuracy of a wrist-based heart rate (HR) monitor at different exercise intensities across different skin tones.

METHODS

Using a cross-sectional design, we compared HR measures from the wrist-based photoplethysmography Fitbit Charge 5 to the Polar H10 chest strap at rest and during the YMCA Protocol using a recumbent cycle ergometer. Participant were grouped into three skin tone categories: light (Fitzpatrick Scale Skin Types 1+2), medium (Types 3+4), and darker skin tone (Types 5+6). HR measures using the Polar chest strap during the exercise test were categorized as <40%, 40-60%, or >60% HR reserve (HRR). Absolute error in beats per minute (bpm) between the two devices was calculated for each measure. A linear mixed effects model was used to assess interaction effects between skin tone and exercise intensity, with participants as the random effect. Bland-Altman plots were used for visual analyses.

RESULTS

Twenty-five participants [mean (SD): 25.8 (1.9) years old; 64% female] were included with 495 observations of simultaneous Fitbit and Polar HR recordings collected during exercise. During exercise, we observed a statistically significant interaction effect between skin tone and exercise intensity. Compared with light skin tone at <40% HRR, mean error was greater for medium skin tone at >60% HRR [mean error (95%CI): 11.8 (5.6-17.9) bpm, p<0.001] and darker skin tone at 40-60% HRR [7.6 (1.7-13.5) bpm, p = 0.011] and >60% HRR [11.7 (5.3-18.0) bpm, p<0.001].

CONCLUSION

HR measurement error using a wrist-based device was greater with increasing exercise intensity for people with darker skin tones.

摘要

目的

评估腕式心率监测仪在不同运动强度和不同肤色人群中的准确性。

方法

采用横断面设计,我们将基于手腕光电容积脉搏波描记法的Fitbit Charge 5的心率测量值与使用卧式自行车测力计进行YMCA方案测试时Polar H10胸带的心率测量值进行比较。参与者被分为三类肤色:浅色(菲茨帕特里克皮肤分型1+2型)、中等(3+4型)和深色(5+6型)。运动测试期间使用Polar胸带测得的心率被分类为心率储备(HRR)的<40%、40-60%或>60%。计算两种设备之间每分钟心跳数(bpm)的绝对误差。使用线性混合效应模型评估肤色和运动强度之间的交互作用,参与者作为随机效应。采用布兰德-奥特曼图进行视觉分析。

结果

纳入了25名参与者[平均(标准差):25.8(1.9)岁;64%为女性],在运动期间共收集了495次Fitbit和Polar同步心率记录观察值。在运动期间,我们观察到肤色和运动强度之间存在统计学上显著的交互作用。与心率储备<40%时的浅色皮肤相比,心率储备>60%时中等肤色的平均误差更大[平均误差(95%置信区间):11.8(5.6-17.9)bpm,p<0.001],心率储备在40-60%时深色皮肤的平均误差更大[7.6(1.7-13.5)bpm,p = 0.011],心率储备>60%时深色皮肤的平均误差更大[11.7(5.3-18.0)bpm,p<0.001]。

结论

对于肤色较深的人,随着运动强度增加,使用腕式设备测量心率的误差更大。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c817/11809914/b59009485846/pone.0318724.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c817/11809914/ac1557439155/pone.0318724.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c817/11809914/b59009485846/pone.0318724.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c817/11809914/ac1557439155/pone.0318724.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c817/11809914/b59009485846/pone.0318724.g002.jpg

相似文献

1
Validity of heart rate measurements in wrist-based monitors across skin tones during exercise.运动期间基于手腕的监测器所测心率在不同肤色人群中的有效性。
PLoS One. 2025 Feb 10;20(2):e0318724. doi: 10.1371/journal.pone.0318724. eCollection 2025.
2
Reliability and Accuracy of the Fitbit Charge 4 Photoplethysmography Heart Rate Sensor in Ecological Conditions: Validation Study.生态环境下Fitbit Charge 4光电容积脉搏波描记法心率传感器的可靠性与准确性:验证研究
JMIR Mhealth Uhealth. 2025 Jan 8;13:e54871. doi: 10.2196/54871.
3
Wrist-Worn and Arm-Worn Wearables for Monitoring Heart Rate During Sedentary and Light-to-Vigorous Physical Activities: Device Validation Study.用于在久坐及轻度至剧烈体育活动期间监测心率的腕戴式和臂戴式可穿戴设备:设备验证研究
JMIR Cardio. 2025 Mar 21;9:e67110. doi: 10.2196/67110.
4
Measuring Heart Rate Accurately in Patients With Parkinson Disease During Intense Exercise: Usability Study of Fitbit Charge 4.在帕金森病患者剧烈运动期间准确测量心率:Fitbit Charge 4的可用性研究
JMIR Biomed Eng. 2023 Dec 8;8:e51515. doi: 10.2196/51515.
5
Measurement of Heart Rate Using the Polar OH1 and Fitbit Charge 3 Wearable Devices in Healthy Adults During Light, Moderate, Vigorous, and Sprint-Based Exercise: Validation Study.使用 Polar OH1 和 Fitbit Charge 3 可穿戴设备在健康成年人进行轻度、中度、剧烈和冲刺式运动期间测量心率的研究:验证研究。
JMIR Mhealth Uhealth. 2021 Mar 25;9(3):e25313. doi: 10.2196/25313.
6
Accuracy of Heart-Rate-Recovery Parameters Assessed From a Wrist-Worn Photoplethysmography Monitor (Polar Unite).腕部光电容积脉搏波(Polar Unite)监测的心率恢复参数的准确性。
Int J Sports Physiol Perform. 2023 Oct 6;19(1):13-18. doi: 10.1123/ijspp.2023-0120. Print 2024 Jan 1.
7
Pilot Study Assessing the Influence of Skin Type on the Heart Rate Measurements Obtained by Photoplethysmography with the Apple Watch.应用于苹果手表的光电容积脉搏波描记法测量心率的初步研究,评估皮肤类型的影响。
J Med Syst. 2019 May 22;43(7):195. doi: 10.1007/s10916-019-1325-2.
8
Accuracy of PurePulse photoplethysmography technology of Fitbit Charge 2 for assessment of heart rate during sleep.Fitbit Charge 2 纯脉冲光体积描记技术评估睡眠中心率的准确性。
Chronobiol Int. 2019 Jul;36(7):927-933. doi: 10.1080/07420528.2019.1596947. Epub 2019 Apr 16.
9
Heart Rate Monitoring Among Breast Cancer Survivors: Quantitative Study of Device Agreement in a Community-Based Exercise Program.乳腺癌幸存者的心率监测:基于社区的运动项目中设备一致性的定量研究。
JMIR Cancer. 2024 Jun 20;10:e51210. doi: 10.2196/51210.
10
Accuracy of Wrist-Worn Activity Monitors During Common Daily Physical Activities and Types of Structured Exercise: Evaluation Study.日常常见身体活动和结构化运动类型期间腕戴式活动监测器的准确性:评估研究
JMIR Mhealth Uhealth. 2018 Dec 10;6(12):e10338. doi: 10.2196/10338.

本文引用的文献

1
Net Heart Rate for Estimating Oxygen Consumption in Active Adults.用于估算活跃成年人耗氧量的净心率。
J Funct Morphol Kinesiol. 2024 Apr 7;9(2):66. doi: 10.3390/jfmk9020066.
2
Accuracy of a Smartwatch to Assess Heart Rate Monitoring and Atrial Fibrillation in Stroke Patients.智能手表评估卒中患者心率监测和心房颤动的准确性。
Sensors (Basel). 2023 May 10;23(10):4632. doi: 10.3390/s23104632.
3
Systematic Review of Fitbit Charge 2 Validation Studies for Exercise Tracking.Fitbit Charge 2运动追踪验证研究的系统评价
Transl J Am Coll Sports Med. 2022 Fall;7(4):1-7. doi: 10.1249/tjx.0000000000000215. Epub 2022 Oct 12.
4
ESC working group on e-cardiology position paper: use of commercially available wearable technology for heart rate and activity tracking in primary and secondary cardiovascular prevention-in collaboration with the European Heart Rhythm Association, European Association of Preventive Cardiology, Association of Cardiovascular Nursing and Allied Professionals, Patient Forum, and the Digital Health Committee.欧洲心脏病学会电子心脏病学工作组立场文件:与欧洲心律协会、欧洲预防心脏病学协会、心血管护理及相关专业人员协会、患者论坛和数字健康委员会合作,使用商用可穿戴技术进行心率和活动追踪以用于心血管一级和二级预防
Eur Heart J Digit Health. 2021 Feb 8;2(1):49-59. doi: 10.1093/ehjdh/ztab011. eCollection 2021 Mar.
5
Accuracy of Heart Rate Measurement with Wrist-Worn Wearable Devices in Various Skin Tones: a Systematic Review.腕戴可穿戴设备在不同肤色人群中心率测量的准确性:系统评价。
J Racial Ethn Health Disparities. 2023 Dec;10(6):2676-2684. doi: 10.1007/s40615-022-01446-9. Epub 2022 Nov 14.
6
Mapping the Distribution of Melanin Concentration in Different Fitzpatrick Skin Types Using Hyperspectral Imaging Technique.利用高光谱成像技术绘制不同 Fitzpatrick 皮肤类型中黑色素浓度的分布。
Photochem Photobiol. 2023 May-Jun;99(3):1020-1027. doi: 10.1111/php.13725. Epub 2022 Oct 17.
7
Validity of the Polar H10 Sensor for Heart Rate Variability Analysis during Resting State and Incremental Exercise in Recreational Men and Women.极性 H10 传感器在休闲男性和女性静息状态和递增运动期间进行心率变异性分析的有效性。
Sensors (Basel). 2022 Aug 30;22(17):6536. doi: 10.3390/s22176536.
8
Race, Racism, and Cardiovascular Health: Applying a Social Determinants of Health Framework to Racial/Ethnic Disparities in Cardiovascular Disease.种族、种族主义与心血管健康:应用健康社会决定因素框架分析心血管疾病的种族/民族差异。
Circ Cardiovasc Qual Outcomes. 2022 Jan;15(1):e007917. doi: 10.1161/CIRCOUTCOMES.121.007917. Epub 2022 Jan 18.
9
Comparison of Heart Rate Monitoring Accuracy between Chest Strap and Vest during Physical Training and Implications on Training Decisions.心率监测在体能训练中胸带与背心的准确性比较及其对训练决策的影响。
Sensors (Basel). 2021 Dec 16;21(24):8411. doi: 10.3390/s21248411.
10
Sources of Inaccuracy in Photoplethysmography for Continuous Cardiovascular Monitoring.光电容积脉搏波法用于连续心血管监测的不准确性来源。
Biosensors (Basel). 2021 Apr 16;11(4):126. doi: 10.3390/bios11040126.