Online Urea Concentration Estimation from Spent Dialysate Using Optical Sensor

被引:1
|
作者
Pilt, Kristjan [1 ]
Arund, Jurgen [1 ]
Adoberg, Annika [2 ]
Leis, Liisi [2 ]
Luman, Merike [2 ]
Fridolin, Ivo [1 ]
机构
[1] Tallinn Univ Technol, Ehitajate Tee 5, EE-19086 Tallinn, Estonia
[2] North Estonian Med Ctr, Sutiste Tee 19, EE-13419 Tallinn, Estonia
基金
欧盟地平线“2020”;
关键词
Hemodialysis; Optical sensor; Urea concentration; Online monitoring; Spent dialysate; ULTRAVIOLET-ABSORBENCY; HEMODIALYSIS ADEQUACY; GUIDELINE; KT/V;
D O I
10.1007/978-3-030-31635-8_180
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The aim of this study was to estimate urea concentration on-line in the spent dialysate by a novel miniaturized optical sensor during hemodialysis and hemodiafiltration with different settings, and to compare the results with urea concentrations measured in laboratory. Ten end-stage kidney disease patients were enrolled for this study and the dialysate samples were collected, and signals were recorded with optical sensor during 5 midweek dialysis sessions with 5 different modalities for each patient. Using samples and optical signals from calibration set, the linear model was calculated to estimate urea concentration. For linear model the determination coefficient R-2, the systematic error as BIAS and the standard error (SE) were 0.876, 0.00 +/- 1.60 mM/L (calibration set) and 0.841, 0.01 +/- 1.68 mM/L (validation set), respectively. In summary, the novel miniaturized optical sensor enables on-line estimation of urea concentrations during dialysis sessions and accuracy outperforms the measurement accuracy of UV-absorbance based urea concentration method from a previous study.
引用
收藏
页码:1459 / 1464
页数:6
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