Department of Clinical Laboratory, Tokyo Medical and Dental University (TMDU) Hospital, Tokyo, Japan.
Department of Cardiovascular Medicine, Tokyo Medical and Dental University (TMDU), 1-5-45 Yushima, Bunkyo-ku, Tokyo, 113-8519, Japan.
Heart Vessels. 2022 Jun;37(6):1010-1026. doi: 10.1007/s00380-021-01991-z. Epub 2021 Dec 2.
Although many wearable single-lead electrocardiogram (ECG) monitoring devices have been developed, information regarding their ECG quality is limited. This study aimed to evaluate the quality of single-lead ECG in healthy subjects under various conditions (body positions and motions) and in patients with arrhythmias, to estimate requirements for automatic analysis, and to identify a way to improve ECG quality by changing the type and placement of electrodes. A single-lead ECG transmitter was placed on the sternum with a pair of electrodes, and ECG was simultaneously recorded with a conventional Holter ECG in 12 healthy subjects under various conditions and 35 patients with arrhythmias. Subjects with arrhythmias were divided into sinus rhythm (SR) and atrial fibrillation (AF) groups. ECG quality was assessed by calculating the sensitivity and positive predictive value (PPV) of the visual detection of QRS complexes (vQRS), automatic detection of QRS complexes (aQRS), and visual detection of P waves (vP). Accuracy was defined as a 100% sensitivity and PPV. We also measured the amplitude of the baseline, P wave, and QRS complex, and calculated the signal-to-noise ratio (SNR). We then focused on aQRS and estimated thresholds to obtain an accurate aQRS in more than 95% of the data. Finally, we sought to improve ECG quality by changing electrode placement using offset-type electrodes in 10 healthy subjects. The single-lead ECG provided 100% accuracy for vQRS, 87% for aQRS, and 74% for vP in healthy subjects under various conditions. Failure for accurate detection occurred in several motions in which the baseline amplitude was increased or in subjects with low QRS or P amplitude, resulting in low SNR. The single-lead ECG provided 97% accuracy for vQRS, 80% for aQRS in patients with arrhythmias, and 95% accuracy for vP in the SR group. The AF group showed higher baseline amplitude than the SR group (0.08 mV vs. 0.02 mV, P < 0.01) but no significant difference in accuracy for aQRS (79% vs. 81%, P = 1.00). The thresholds to obtain an accurate aQRS were a QRS amplitude > 0.42 mV and a baseline amplitude < 0.20 mV. The QRS amplitude was significantly influenced by electrode placement and body position (P < 0.01 for both, two-way analysis of variance), and the maximum reduction by changing body position was estimated as 30% compared to the sitting posture. The QRS amplitude significantly increased when the inter-electrode distance was extended vertically (1.51 mV for vertical extension vs. 0.93 mV for control, P < 0.01). The single-lead ECG provided at least 97% accuracy for vQRS, 80% for aQRS, and 74% for vP. To obtain stable aQRS in any body positions, a QRS amplitude > 0.60 mV and a baseline amplitude < 0.20 mV were required in the sitting posture considering the reduction induced by changing body position. Vertical extension of the inter-electrode distance increased the QRS amplitude.
尽管已经开发出许多可穿戴的单导联心电图 (ECG) 监测设备,但有关其 ECG 质量的信息有限。本研究旨在评估在各种条件(体位和运动)下健康受试者的单导联 ECG 质量,估计自动分析的要求,并通过改变电极类型和放置位置来提高 ECG 质量。在 12 名健康受试者和 35 名心律失常患者中,使用一对电极将单导联 ECG 发射器放置在胸骨上,并同时使用常规 Holter ECG 记录 ECG。心律失常患者分为窦性节律 (SR) 和心房颤动 (AF) 组。通过计算 QRS 复合体的视觉检测 (vQRS)、QRS 复合体的自动检测 (aQRS) 和 P 波的视觉检测 (vP) 的灵敏度和阳性预测值 (PPV) 来评估 ECG 质量。准确性定义为 100% 的灵敏度和 PPV。我们还测量了基线、P 波和 QRS 复合体的幅度,并计算了信噪比 (SNR)。然后,我们专注于 aQRS,并估计了阈值,以在超过 95%的数据中获得准确的 aQRS。最后,我们通过在 10 名健康受试者中使用偏移型电极改变电极放置位置来寻求提高 ECG 质量。在各种条件下,单导联 ECG 对 vQRS 的准确率为 100%,对 aQRS 的准确率为 87%,对 vP 的准确率为 74%。在基线幅度增加或 QRS 或 P 幅度较低的某些运动中,准确检测失败会导致 SNR 较低。在心律失常患者中,单导联 ECG 对 vQRS 的准确率为 97%,对 aQRS 的准确率为 80%,对 SR 组的 vP 的准确率为 95%。AF 组的基线幅度高于 SR 组(0.08 mV 比 0.02 mV,P<0.01),但 aQRS 的准确率无显著差异(79%比 81%,P=1.00)。获得准确 aQRS 的阈值为 QRS 幅度>0.42 mV 和基线幅度<0.20 mV。QRS 幅度受电极放置和体位的显著影响(双向方差分析,P<0.01),通过改变体位估计最大减少幅度为 30%,与坐姿相比。当电极间距垂直延长时,QRS 幅度显著增加(垂直延长时为 1.51 mV,对照时为 0.93 mV,P<0.01)。单导联 ECG 对 vQRS 的准确率至少为 97%,对 aQRS 的准确率为 80%,对 vP 的准确率为 74%。考虑到体位变化引起的降低,在坐姿下,需要 QRS 幅度>0.60 mV 和基线幅度<0.20 mV,才能获得稳定的 aQRS。电极间距的垂直延长增加了 QRS 幅度。