Mike Wiegers Department of Electrical and Computer Engineering, Kansas State University, Manhattan, KS 66506, USA.
Department of Kinesiology, Kansas State University, Manhattan, KS 66506, USA.
Sensors (Basel). 2020 Dec 29;21(1):156. doi: 10.3390/s21010156.
The goal of this work was to create a sharable dataset of heart-driven signals, including ballistocardiograms (BCGs) and time-aligned electrocardiograms (ECGs), photoplethysmograms (PPGs), and blood pressure waveforms.
A custom, bed-based ballistocardiographic system is described in detail. Affiliated cardiopulmonary signals are acquired using a GE Datex CardioCap 5 patient monitor (which collects ECG and PPG data) and a Finapres Medical Systems Finometer PRO (which provides continuous reconstructed brachial artery pressure waveforms and derived cardiovascular parameters).
Data were collected from 40 participants, 4 of whom had been or were currently diagnosed with a heart condition at the time they enrolled in the study. An investigation revealed that features extracted from a BCG could be used to track changes in systolic blood pressure (Pearson correlation coefficient of 0.54 +/- 0.15), dP/dt (Pearson correlation coefficient of 0.51 +/- 0.18), and stroke volume (Pearson correlation coefficient of 0.54 +/- 0.17).
A collection of synchronized, heart-driven signals, including BCGs, ECGs, PPGs, and blood pressure waveforms, was acquired and made publicly available. An initial study indicated that bed-based ballistocardiography can be used to track beat-to-beat changes in systolic blood pressure and stroke volume.
To the best of the authors' knowledge, no other database that includes time-aligned ECG, PPG, BCG, and continuous blood pressure data is available to the public. This dataset could be used by other researchers for algorithm testing and development in this fast-growing field of health assessment, without requiring these individuals to invest considerable time and resources into hardware development and data collection.
本研究旨在创建一个可共享的心搏驱动信号数据集,包括心冲击图(BCG)和时间对齐的心电图(ECG)、光体积描记图(PPG)和血压波形。
详细描述了一种定制的床旁心冲击图系统。使用 GE Datex CardioCap 5 患者监护仪(可采集 ECG 和 PPG 数据)和 Finapres Medical Systems Finometer PRO(提供连续重建的肱动脉压力波形和衍生的心血管参数)采集相关心肺信号。
从 40 名参与者中收集数据,其中 4 名在入组研究时已经或正在被诊断为心脏疾病。研究表明,从 BCG 中提取的特征可用于跟踪收缩压的变化(Pearson 相关系数为 0.54 +/- 0.15)、dP/dt(Pearson 相关系数为 0.51 +/- 0.18)和每搏输出量(Pearson 相关系数为 0.54 +/- 0.17)。
采集并公开了一组同步的心搏驱动信号,包括 BCG、ECG、PPG 和血压波形。初步研究表明,床旁心冲击图可用于跟踪收缩压和每搏输出量的逐搏变化。
据作者所知,尚无其他包含时间对齐的 ECG、PPG、BCG 和连续血压数据的数据库可供公众使用。该数据集可供其他研究人员在这个快速发展的健康评估领域中进行算法测试和开发,而无需他们投入大量时间和资源进行硬件开发和数据收集。