Paul M, Karthik S, Joseph J, Sivaprakasam M, Kumutha J, Leonhardt S, Hoog Antink C
Medical Information Technology (MedIT), Helmholtz-Institute for Biomedical Engineering, RWTH Aachen University, Pauwelsstr. 20, Aachen, 52074, Germany.
Physiol Meas. 2020 Mar 9;41(2):024001. doi: 10.1088/1361-6579/ab755c.
Neonates and infants are patients who would benefit from less invasive vital sign sensing, especially from fewer cables and the avoidance of adhesive electrodes. Photoplethysmography imaging (PPGI) has been studied for medical applications in recent years: it is possible to assess various vital signs remotely, non-invasively, and without contact by using video cameras and light. However, studies on infants and especially on neonates in clinical settings are still rare. Hence, we conducted a single-center study to assess heart activity by estimating the pulse rate (PR) of 19 neonates.
Time series were generated from tracked regions of interest (ROIs) and PR was estimated via a joint time-frequency analysis using a short-time Fourier transform. Artifacts, for example, induced by movement, were detected and flagged by applying a signal quality index in the frequency domain.
The feasibility of PR estimation was demonstrated using visible light and near-infrared light at 850 nm and 940 nm, respectively: the estimated PR was as close as 3 heartbeats per minute in artifact-free time segments. Furthermore, an improvement could be shown when selecting the best performing ROI compared to the ROI containing the whole body. The main challenges are artifacts from motion, light sources, medical devices, and the detection and tracking of suitable regions for signal retrieval. Nonetheless, the PR extracted was found to be comparable to the contact-based photoplethysmography reference and is, therefore, a viable replacement if robust signal retrieval is ensured.
Neonates are seldom measured by PPGI and studies reporting measurements on darker skin tones are rare. In this work, not only a single camera was used, but a synchronized camera setup using multiple wavelengths. Various ROIs were used for signal extraction to examine the capabilities of PPGI. In addition, qualitative observations regarding camera parameters and noise sources were reported and discussed.
新生儿和婴儿是能从侵入性较小的生命体征传感中受益的患者,特别是减少线缆使用并避免使用粘性电极。近年来,光电容积脉搏波成像(PPGI)已被研究用于医学应用:通过使用摄像机和光线,可以远程、非侵入性且无需接触地评估各种生命体征。然而,在临床环境中针对婴儿尤其是新生儿的研究仍然很少。因此,我们开展了一项单中心研究,通过估算19名新生儿的脉搏率(PR)来评估心脏活动。
从跟踪的感兴趣区域(ROI)生成时间序列,并通过使用短时傅里叶变换的联合时频分析来估算PR。通过在频域应用信号质量指数来检测并标记例如由运动引起的伪影。
分别使用可见光以及850nm和940nm的近红外光证明了PR估算的可行性:在无伪影时间段内,估算的PR与实际值相差仅每分钟3次心跳。此外,与包含全身的ROI相比,选择表现最佳的ROI时可以显示出改进。主要挑战包括来自运动、光源、医疗设备的伪影以及用于信号检索的合适区域的检测和跟踪。尽管如此,发现提取的PR与基于接触式光电容积脉搏波描记法的参考值相当,因此,如果能确保稳健的信号检索,它是一种可行的替代方法。
很少有研究使用PPGI测量新生儿,且报道针对较深肤色测量的研究也很少。在这项工作中,不仅使用了单个相机,还使用了多波长同步相机设置。使用了各种ROI进行信号提取以检验PPGI的能力。此外,还报告并讨论了关于相机参数和噪声源的定性观察结果。