Department of Pediatrics, University Children's Hospital Basel UKBB, Basel, Switzerland.
Institute for Human Centered Engineering HuCE, Bern University of Applied Sciences, Biel, Switzerland.
Pediatr Res. 2022 Feb;91(3):572-580. doi: 10.1038/s41390-021-01748-4. Epub 2021 Oct 2.
Apnea of prematurity cannot be reliably measured with current monitoring techniques. Instead, indirect parameters such as oxygen desaturation or bradycardia are captured. We propose a Kalman filter-based detection of respiration activity and hence apnea using multichannel esophageal signals in neonatal intensive care unit patients.
We performed a single-center observational study with moderately preterm infants. Commercially available nasogastric feeding tubes containing multiple electrodes were used to capture signals with customized software. Multichannel esophageal raw signals were manually annotated, processed using extended Kalman filter, and compared with standard monitoring data including chest impedance to measure respiration activity.
Out of a total of 405.4 h captured signals in 13 infants, 100 episodes of drop in oxygen saturation or heart rate were examined. Median (interquartile range) difference in respiratory rate was 0.04 (-2.45 to 1.48)/min between esophageal measurements annotated manually and with Kalman filter and -3.51 (-7.05 to -1.33)/min when compared to standard monitoring, suggesting an underestimation of respiratory rate when using the latter.
Kalman filter-based estimation of respiratory activity using multichannel esophageal signals is safe and feasible and results in respiratory rate closer to visual annotation than that derived from chest impedance of standard monitoring.
目前的监测技术无法可靠地测量早产儿的呼吸暂停。相反,捕捉到的是间接参数,如氧饱和度下降或心动过缓。我们提出了一种基于卡尔曼滤波器的检测方法,使用新生儿重症监护病房患者的多通道食管信号来检测呼吸活动和呼吸暂停。
我们进行了一项单中心观察性研究,研究对象是中度早产儿。使用带有多个电极的商业鼻胃管来捕获信号,并使用定制软件进行处理。多通道食管原始信号由人工标注,使用扩展卡尔曼滤波器进行处理,并与包括胸部阻抗在内的标准监测数据进行比较,以测量呼吸活动。
在 13 名婴儿共 405.4 小时的捕获信号中,检查了 100 次氧饱和度或心率下降的事件。与手动标注和卡尔曼滤波器测量的呼吸率相比,食管测量的中位数(四分位距)差异为 0.04(-2.45 至 1.48)/min,与标准监测相比差异为-3.51(-7.05 至-1.33)/min,这表明使用后者时呼吸率被低估了。
使用多通道食管信号的基于卡尔曼滤波器的呼吸活动估计是安全可行的,并且得到的呼吸率比标准监测的胸部阻抗得出的呼吸率更接近视觉标注。