Near-Infrared Spectroscopic Characterization of Cardiac and Renal Fibrosis in Fixed and Fresh Rat Tissue

被引:4
|
作者
Adegoke, John A. [1 ]
Gassner, Callum [1 ]
Sharma, Varun J. [2 ,3 ]
Patel, Sheila K. [4 ]
Jackett, Louise [5 ]
Afara, Isaac O. [6 ,7 ]
Raman, Jaishankar [2 ,3 ]
Burrell, Louise M. [4 ]
Wood, Bayden R. [1 ]
机构
[1] Monash Univ, Ctr Biospectroscopy, Sch Chem, Wellington Rd, Clayton, Vic 3800, Australia
[2] Austin Hlth, Dept Cardiac Surg, 145 Studley Rd, Melbourne, Vic 3084, Australia
[3] Univ Melbourne, Melbourne Med Sch, 145 Studley Rd, Melbourne, Vic 3084, Australia
[4] Univ Melbourne, Dept Med, Austin Hlth, 145 Studley Rd, Heidelberg, Vic 3084, Australia
[5] Austin Hlth, Dept Anat Pathol, 145 Studley Rd, Heidelberg, Vic 3084, Australia
[6] Univ Eastern Finland, Dept Appl Phys, Kuopio 70210, Finland
[7] Univ Queensland, Sch Informat Technol & Elect Engn, Brisbane, Qld 4062, Australia
来源
ANALYSIS & SENSING | 2023年 / 3卷 / 01期
基金
芬兰科学院;
关键词
fibrosis; machine learning; near-infrared spectroscopy; point-of-care testing; principal component analysis; MYOCARDIAL FIBROSIS; HEART-FAILURE; WATER; CARTILAGE; THERAPY;
D O I
10.1002/anse.202200030
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Clinical diagnosis of fibrosis is currently reliant on conventional methods. The current "gold standard" for fibrosis diagnosis is histological examination of a biopsy, which is labour intensive and requires extensive sample preparation. Here we show that a portable handheld near-infrared spectrometer coupled with machine learning algorithms can discriminate between kidney and cardiac fibrosis in a rat model of kidney failure compared to healthy rats without kidney failure. The most significant changes in the spectra of fibrotic tissue included shifts in absorption bands at 1509, 1581, 1689 and 1725nm attributed to collagen components. The best discrimination of fibrosis was achieved in kidney tissue (AUC=0.962), which showed a higher level of fibrosis compared to cardiac tissue (AUC=0.882). The results show the potential of the NIR spectroscopy to detect and to quantify fibrosis in the heart and kidney that in the future could be applied as an intraoperative surgical tool to guide surgical procedures.
引用
收藏
页数:11
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