基于摄像机的新生儿胆红素水平连续监测的可行性。

IF 4.4 2区 医学 Q2 ENGINEERING, BIOMEDICAL
Huaijing Shu, Yonglong Ye, Xiaoyan Song, Wenjin Wang
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引用次数: 0

摘要

本研究探讨了使用RGB相机评估新生儿胆红素水平的可行性,重点研究了在新生儿重症监护病房(NICU)的应用,旨在为新生儿黄疸提供一种非接触、实时、连续的监测解决方案。我们研究了两种基于摄像机的胆红素水平监测的基本模型:基于血液灌注(AC分量)和基于皮肤反射(DC分量)。血液灌注模型采用蓝、绿通道中交流成分的比值,皮肤反射率模型采用两通道中直流成分的比值。采用RGB摄像机和定制的双波长光源(460 nm和570 nm)对68例新生儿进行录像。临床结果显示,基于血液灌注的方法与胆红素浓度呈负相关,这与我们的建模和预期相反,可能是由于动脉血液浓度的干扰。相比之下,皮肤反射率模型显示出预期的DC比与胆红素之间的强负相关(即r=-0.652, p $< $ 0.005),并且在胆红素水平间歇估计实验中与经皮胆红素计的参考值(一致限范围= -5.72 mg/dL至4.06 mg/dL)具有更好的一致性。此外,基于摄像机的静息新生儿连续胆红素水平监测在新生儿重症监护病房显示出高潜力(MAE = 4.57 mg/dL)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Feasibility of Camera-based Continuous Bilirubin Level Monitoring for Neonates.

This study explores the feasibility of using an RGB camera to estimate the bilirubin level of neonates with an emphasis on applications within the Neonatal Intensive Care Unit (NICU), aiming to provide a non-contact, real-time, and continuous monitoring solution for neonatal jaundice. We investigated two fundamental models for camera-based bilirubin level monitoring: blood perfusion (AC component) based and skin reflectance (DC component) based. The blood perfusion model used the ratio of AC components in the blue and green channels, while the skin reflectance model employed the ratio of DC components in these two channels. Videos of 68 neonates in the NICU were recorded using an RGB camera and custom-built dual-wavelength light sources (460 nm and 570 nm). Clinical results showed that the blood perfusion based method negatively correlated with bilirubin concentration, contrary to our modeling and expectation, likely due to the interference of concentration in arterial blood. In contrast, the skin reflectance model demonstrated an expected strong negative correlation between DC ratio and bilirubin (i.e., r=-0.652 and p $< $ 0.005) and better consistency with the reference of transcutaneous bilirubin meter (agreement limits range = -5.72 mg/dL to 4.06 mg/dL) in intermittent bilirubin level estimation experiments. Additionally, camera-based continuous bilirubin level monitoring of resting neonates shows high potential (MAE = 4.57 mg/dL) in the NICU.

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来源期刊
IEEE Transactions on Biomedical Engineering
IEEE Transactions on Biomedical Engineering 工程技术-工程:生物医学
CiteScore
9.40
自引率
4.30%
发文量
880
审稿时长
2.5 months
期刊介绍: IEEE Transactions on Biomedical Engineering contains basic and applied papers dealing with biomedical engineering. Papers range from engineering development in methods and techniques with biomedical applications to experimental and clinical investigations with engineering contributions.
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