Liao Shangdi, Liu Haipeng, Lin Wan-Hua, Zheng Dingchang, Chen Fei
Department of Electronic and Electrical Engineering, Southern University of Science and Technology, Shenzhen, China.
Research Centre for Intelligent Healthcare, Coventry University, Coventry, United Kingdom.
Front Physiol. 2023 Jul 25;14:1172150. doi: 10.3389/fphys.2023.1172150. eCollection 2023.
Pulse transit time (PTT) is a key parameter in cuffless blood pressure measurement based on photoplethysmography (PPG) signals. In wearable PPG sensors, raw PPG signals are filtered, which can change the timing of PPG waveform feature points, leading to inaccurate PTT estimation. There is a lack of comprehensive investigation of filtering-induced PTT changes in subjects with different ages. This study aimed to quantitatively investigate the effects of aging and PTT definition on the infinite impulse response (IIR) filtering-induced PTT changes. One hundred healthy subjects in five different ranges of age (i.e., 20-29, 30-39, 40-49, 50-59, and over 60 years old, 20 subjects in each) were recruited. Electrocardiogram (ECG) and PPG signals were recorded simultaneously for 120 s. PTT was calculated from the R wave of ECG and PPG waveform features. Eight PTT definitions were developed from different PPG waveform feature points. The raw PPG signals were preprocessed then further low-pass filtered. The difference between PTTs derived from preprocessed and filtered PPG signals, and the relative difference, were calculated and compared among five age groups and eight PTT definitions using the analysis of variance (ANOVA) or Scheirer-Ray-Hare test with analysis. Linear regression analysis was used to investigate the relationship between age and filtering-induced PTT changes. Filtering-induced PTT difference and the relative difference were significantly influenced by age and PTT definition ( < 0.001 for both). Aging effect on filtering-induced PTT changes was consecutive with a monotonous trend under all PTT definitions. The age groups with maximum and minimum filtering-induced PTT changes depended on the definition. In all subjects, the PTT defined by maximum peak of PPG had the minimum filtering-induced PTT changes (mean: 16.16 ms and 5.65% for PTT difference and relative difference). The changes of PTT defined by maximum first PPG derivative had the strongest linear relationship with age (R-squared: 0.47 and 0.46 for PTT difference relative difference). The filtering-induced PTT changes are significantly influenced by age and PTT definition. These factors deserve further consideration to improve the accuracy of PPG-based cuffless blood pressure measurement using wearable sensors.
脉搏传输时间(PTT)是基于光电容积脉搏波描记法(PPG)信号的无袖带血压测量中的一个关键参数。在可穿戴式PPG传感器中,原始PPG信号会被滤波,这可能会改变PPG波形特征点的时间,导致PTT估计不准确。目前缺乏对不同年龄受试者中滤波引起的PTT变化的全面研究。本研究旨在定量研究衰老和PTT定义对无限脉冲响应(IIR)滤波引起的PTT变化的影响。招募了100名年龄在五个不同范围(即20 - 29岁、30 - 39岁、40 - 49岁、50 - 59岁和60岁以上,每个年龄段20人)的健康受试者。同时记录心电图(ECG)和PPG信号120秒。从ECG的R波和PPG波形特征计算PTT。从不同的PPG波形特征点开发了八种PTT定义。对原始PPG信号进行预处理,然后进一步进行低通滤波。使用方差分析(ANOVA)或Scheirer - Ray - Hare检验计算并比较五个年龄组和八种PTT定义下预处理和滤波后的PPG信号得出的PTT之间的差异以及相对差异。采用线性回归分析研究年龄与滤波引起的PTT变化之间的关系。滤波引起的PTT差异和相对差异受年龄和PTT定义的显著影响(两者均P < 0.001)。在所有PTT定义下,衰老对滤波引起的PTT变化的影响是连续的且呈单调趋势。滤波引起的PTT变化最大和最小的年龄组取决于定义。在所有受试者中,由PPG最大峰值定义的PTT的滤波引起的PTT变化最小(PTT差异的平均值为16.16毫秒,相对差异为5.65%)。由PPG一阶导数最大值定义的PTT变化与年龄的线性关系最强(PTT差异和相对差异的决定系数R²分别为0.47和0.46)。滤波引起的PTT变化受年龄和PTT定义的显著影响。为了提高使用可穿戴传感器基于PPG的无袖带血压测量的准确性,这些因素值得进一步考虑。