Non-invasive detection of total bilirubin based on multi-wavelength PPG signal

被引:5
作者
Cheng, Leiyang [1 ]
Li, Gang [1 ]
Nawaz, Muhammad Zeehan [1 ]
Fan, Meiling [1 ]
Lin, Ling [1 ]
机构
[1] Tianjin Univ, State Key Lab Precis Measurement Technol & Instrum, Tianjin, Peoples R China
关键词
Non-invasive detection of bilirubin; Non-invasive extraction of blood absorption  spectrum; Sample PPG deviation screening; Modeling dataset partitioning; SERUM; JAUNDICE; JM-103;
D O I
10.1016/j.cmpb.2023.107570
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Background and objective: Abnormal bilirubin metabolism can result in various liver function disorders. Current clinical practice for bilirubin level detection involves invasive blood collection from patients, which is time-consuming, painful, and poses infection risks. Thus, there is a pressing need for non-invasive bilirubin detection methods. This study aims to develop a non-invasive total serum bilirubin(TSB) detection method in humans based on multi-wavelength photoplethysmography (PPG) signals.Methods: The experimental instrument includes a light source and a spectrometer. PPG signals are col-lected from the subjects' fingers, and the samples are selected based on the PPG deviation degree screen-ing method. The absorption spectrum of blood is extracted from the PPG signal using dynamic spec-troscopy. Finally, locally developed software calculates the total bilirubin value. The instrument is mod-eled and validated according to the clinical-biochemical test values.Results: The results of the prediction set (correlation coefficient is 0.91, RSMEP is 2.32 umol/L, average absolute error percentage is 9.3%) show that our method has a strong correlation with the detection re-sults of clinical-biochemical analysis instruments. The Bland-Altman test showed that the device deviated from the data detected by biochemical methods in the clinic with a mean deviation of about 0.12 umol/L and a 95% confidence interval between-2.95 umol/L and 2.7 umol/L.Conclusions: This study's non-invasive bilirubin detection method has high accuracy, which can meet the needs of continuous non-invasive total bilirubin detection in clinical practice.(c) 2023 Elsevier B.V. All rights reserved.
引用
收藏
页数:9
相关论文
共 34 条
[1]   A best-practice guide to predicting plant traits from leaf-level hyperspectral data using partial least squares regression [J].
Burnett, Angela C. ;
Anderson, Jeremiah ;
Davidson, Kenneth J. ;
Ely, Kim S. ;
Lamour, Julien ;
Li, Qianyu ;
Morrison, Bailey D. ;
Yang, Dedi ;
Rogers, Alistair ;
Serbin, Shawn P. .
JOURNAL OF EXPERIMENTAL BOTANY, 2021, 72 (18) :6175-6189
[2]  
Dufour DR, 2000, CLIN CHEM, V46, P2027
[3]  
Guo Xing-jia, 2007, Chinese Journal of Luminescence, V28, P573
[4]   A Novel Whole Spectrum-Based Non-Invasive Screening Device for Neonatal Hyperbilirubinemia [J].
Halder, Animesh ;
Banerjee, Mukut ;
Singh, Soumendra ;
Adhikari, Aniruddha ;
Sarkar, Probir Kumar ;
Bhattacharya, Arnab Madhab ;
Chakrabarti, Prantar ;
Bhattacharyya, Debasis ;
Mallick, Asim Kumar ;
Pal, Samir Kumar .
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2019, 23 (06) :2347-2353
[5]   Development of a mobile phone camera-based transcutaneous bilirubinometer for low-resource settings [J].
Harrison-Smith, Brandon ;
Dumont, Alexander P. ;
Arefin, Mohammed Shahriar ;
Sun, Yu ;
Lawal, Nuradeen ;
Dobson, Dorianna ;
Nwaba, Amy ;
Grossarth, Sarah ;
Paed, Abdulsalam Muhammed ;
Farouk, Zubaida L. ;
Weitkamp, Jorn-Hendrik ;
Patil, Chetan A. .
BIOMEDICAL OPTICS EXPRESS, 2022, 13 (05) :2797-2809
[6]   Bilirubin Safeguards Cardiorenal and Metabolic Diseases: a Protective Role in Health [J].
Hinds, Terry D., Jr. ;
Stec, David E. .
CURRENT HYPERTENSION REPORTS, 2019, 21 (11)
[7]  
Ho E. Y. W., 2006, Hong Kong Medical Journal, V12, P99
[8]   Neonatal wearable device for colorimetry-based real-time detection of jaundice with simultaneous sensing of vitals [J].
Inamori, Go ;
Kamoto, Umihiro ;
Nakamura, Fumika ;
Isoda, Yutaka ;
Uozumi, Azusa ;
Matsuda, Ryosuke ;
Shimamura, Masaki ;
Okubo, Yusuke ;
Ito, Shuichi ;
Ota, Hiroki .
SCIENCE ADVANCES, 2021, 7 (10)
[9]   CLINICAL-VALUE OF SERUM BILIRUBIN SUBFRACTIONATION BY HIGH-PERFORMANCE LIQUID-CHROMATOGRAPHY AND CONVENTIONAL METHODS IN PATIENTS WITH PRIMARY BILIARY-CIRRHOSIS [J].
JANSEN, PLM ;
PETERS, WHM ;
JANSSENS, AR .
JOURNAL OF HEPATOLOGY, 1986, 2 (03) :485-494
[10]   Newborn jaundice determination by reflectance spectroscopy using multiple polynomial regression, neural network, and support vector regression [J].
Karamavus, Yunus ;
Ozkan, Mehmed .
BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2019, 51 :253-263