Tsoutsoubi Lydia, Ioannou Leonidas G, Ciuha Urša, Fisher Jason T, Possnig Carmen, Simpson Lydia L, Flouris Andreas D, Lawley Justin, Mekjavic Igor B
Department of Automatics, Biocybernetics and Robotics, Jožef Stefan Institute, Ljubljana, Slovenia.
International Postgraduate School Józef Stefan, Ljubljana, Slovenia.
Front Physiol. 2024 Jul 10;15:1398816. doi: 10.3389/fphys.2024.1398816. eCollection 2024.
During heatwaves, it is important to monitor workers' cardiovascular health since 35% of those working in hot environments experience symptoms of heat strain. Wearable technology has been popularized for monitoring heart rate (HR) during recreational activities, but it can also be used to monitor occupational heat strain based on core and skin temperatures and HR. To our knowledge, no devices estimate the cardiovascular strain directly based on stroke volume (SV) or cardiac output (CO). In addition to the hardware, there are limitations regarding the lack of suitable algorithms that would provide such an index based on relevant physiological responses. The validation of the formulae already existing in literature was the principle aim of the present study.
We monitored the cardiovascular responses of our participants to a supine and 60° head-up tilt at the same time each day. During the test, we measured blood pressure derived by finger photoplethysmography, which also provided beat-by-beat measures of SV and CO. Afterwards, we compared the SV derived from the photoplethysmography with the one calculated with the different equations that already exist in literature.
The evaluation of the formulae was based on comparing the error of prediction. This residual analysis compared the sum of the squared residuals generated by each formula using the same data set.
Our findings suggest that estimating SV with existing formulae is feasible, showing a good correlation and a relatively small bias. Thus, simply measuring workers' blood pressure during breaks could estimate their cardiac strain.
在热浪期间,监测工人的心血管健康非常重要,因为在炎热环境中工作的人中有35%会出现热应激症状。可穿戴技术已在娱乐活动中广泛用于监测心率(HR),但它也可用于根据核心温度、皮肤温度和心率监测职业性热应激。据我们所知,尚无设备直接根据每搏输出量(SV)或心输出量(CO)来估算心血管应激。除硬件外,在缺乏基于相关生理反应提供此类指标的合适算法方面也存在局限性。对文献中已有公式进行验证是本研究的主要目的。
我们每天在同一时间监测参与者仰卧位和头部抬高60°时的心血管反应。在测试过程中,我们测量通过手指光电容积描记法得出的血压,该方法还能逐搏测量每搏输出量和心输出量。之后,我们将光电容积描记法得出的每搏输出量与文献中已有的不同公式计算得出的每搏输出量进行比较。
对公式的评估基于比较预测误差。这种残差分析使用相同数据集比较了每个公式产生的残差平方和。
我们的研究结果表明,用现有公式估算每搏输出量是可行且具有良好的相关性,偏差相对较小。因此仅在休息期间测量工人的血压就能估算他们的心脏应激情况。