Jones Laura, Tan Laura, Carey-Jones Suzanne, Riddell Nathan, Davies Richard, Brownsdon Ashleigh, Kelson Mark, Williams-Thomas Rhys, Busse Monica, Davies Michael M, Morgan Matt P G
Adult Critical Care Unit, University Hospital of Wales, Cardiff, CF14 4RQ, UK.
Department of Anaesthetics, University Hospital of Wales, Cardiff, UK.
Perioper Med (Lond). 2021 Mar 16;10(1):9. doi: 10.1186/s13741-021-00180-w.
Consumer wrist-worn wearable activity monitors are widely available, low cost and are able to provide a direct measurement of several markers of physical activity. Despite this, there is limited data on their use in perioperative risk prediction. We explored whether these wearables could accurately approximate metrics (anaerobic threshold, peak oxygen uptake and peak work) derived using formalised cardiopulmonary exercise testing (CPET) in patients undergoing high-risk surgery.
Patients scheduled for major elective intra-abdominal surgery and undergoing CPET were included. Physical activity levels were estimated through direct measures (step count, floors climbed and total distance travelled) obtained through continuous wear of a wrist worn activity monitor (Garmin Vivosmart HR+) for 7 days prior to surgery and self-report through completion of the short International Physical Activity Questionnaire (IPAQ). Correlations and receiver operating characteristic (ROC) curve analysis explored the relationships between parameters provided by CPET and physical activity.
Our choice of consumer wearable device was made to maximise feasibility outcomes for this study. The Garmin Vivosmart HR+ had the longest battery life and best waterproof characteristics of the available low-cost devices.
Of 55 patients invited to participate, 49 (mean age 65.3 ± 13.6 years; 32 males) were enrolled; 37 provided complete wearable data for analyses and 36 patients provided full IPAQ data. Floors climbed, total steps and total travelled as measured by the wearable device all showed moderate correlation with CPET parameters of peak oxygen uptake (peak VO) (R = 0.57 (CI 0.29-0.76), R = 0.59 (CI 0.31-0.77) and R = 0.62 (CI 0.35-0.79) respectively), anaerobic threshold (R = 0.37 (CI 0.01-0.64), R = 0.39 (CI 0.04-0.66) and R = 0.42 (CI 0.07-0.68) respectively) and peak work (R = 0.56 (CI 0.27-0.75), R = 0.48 (CI 0.17-0.70) and R = 0.50 (CI 0.2-0.72) respectively). Receiver operator curve (ROC) analysis for direct and self-reported measures of 7-day physical activity could accurately approximate the ventilatory equivalent for carbon dioxide (V/VCO) and the anaerobic threshold. The area under these curves was 0.89 for V/VCO and 0.91 for the anaerobic threshold. For peak VO and peak work, models fitted using just the wearable data were 0.93 for peak VO and 1.00 for peak work.
Data recorded by the wearable device was able to consistently approximate CPET results, both with and without the addition of patient reported activity measures via IPAQ scores. This highlights the potential utility of wearable devices in formal assessment of physical functioning and suggests they could play a larger role in pre-operative risk assessment.
This study entitled "uSing wearable TEchnology to Predict perioperative high-riSk patient outcomes (STEPS)" gained favourable ethical opinion on 24 January 2017 from the Welsh Research Ethics Committee 3 reference number 17/WA/0006. It was registered on ClinicalTrials.gov with identifier NCT03328039.
消费者可穿戴式活动监测器广泛可得、成本低廉,能够直接测量多种身体活动指标。尽管如此,关于其在围手术期风险预测中的应用数据有限。我们探讨了这些可穿戴设备能否准确近似高危手术患者通过正式心肺运动试验(CPET)得出的指标(无氧阈值、峰值摄氧量和峰值功)。
纳入计划接受大型择期腹部手术且正在接受CPET的患者。通过在手术前连续佩戴腕部活动监测器(佳明Vivosmart HR+)7天获得的直接测量值(步数、爬楼层数和总行进距离)以及通过完成简短国际体力活动问卷(IPAQ)进行的自我报告来估计身体活动水平。相关性分析和受试者工作特征(ROC)曲线分析探讨了CPET提供的参数与身体活动之间的关系。
我们选择消费者可穿戴设备是为了使本研究的可行性结果最大化。佳明Vivosmart HR+在可用的低成本设备中电池续航时间最长且防水性能最佳。
在受邀参与的55名患者中,49名(平均年龄65.3±13.6岁;32名男性)被纳入研究;37名提供了完整的可穿戴数据用于分析,36名患者提供了完整的IPAQ数据。可穿戴设备测量的爬楼层数、总步数和总行进距离与峰值摄氧量(峰值VO)的CPET参数均呈中度相关(分别为R = 0.57(CI 0.29 - 0.76)、R = 0.59(CI 0.31 - 0.77)和R = 0.62(CI 0.35 - 0.79)),与无氧阈值(分别为R = 0.37(CI 0.01 - 0.64)、R = 0.39(CI 0.04 - 0.66)和R = 0.42(CI 0.07 - 0.68))以及峰值功(分别为R = 0.56(CI 0.27 - 0.75)、R = 0.48(CI 0.17 - 0.70)和R = 0.50(CI 0.2 - 0.72))也呈中度相关。对7天身体活动的直接测量和自我报告测量进行的受试者工作曲线(ROC)分析能够准确近似二氧化碳通气当量(V/VCO)和无氧阈值。这些曲线下面积对于V/VCO为0.89,对于无氧阈值为0.91。对于峰值VO和峰值功,仅使用可穿戴数据拟合的模型对于峰值VO为0.93,对于峰值功为1.00。
无论是否通过IPAQ评分加入患者报告的活动测量值,可穿戴设备记录的数据都能够始终如一地近似CPET结果。这突出了可穿戴设备在正式评估身体功能方面的潜在效用,并表明它们在术前风险评估中可以发挥更大作用。
这项名为“利用可穿戴技术预测围手术期高危患者结局(STEPS)”的研究于2017年1月24日获得威尔士研究伦理委员会3的有利伦理意见,参考编号17/WA/0006。它在ClinicalTrials.gov上注册,标识符为NCT03328039。