Knee osteoarthritis grading by resonant Raman and surface-enhanced Raman scattering (SERS) analysis of synovial fluid

被引:21
作者
Bocsa, Carina D. [1 ]
Moisoiu, Vlad [1 ,2 ]
Stefancu, Andrei [2 ]
Leopold, Loredana F. [3 ]
Leopold, Nicolae [2 ]
Fodor, Daniela [4 ]
机构
[1] Iuliu Hatieganu Univ Med & Pharm, Cluj Napoca, Romania
[2] Babes Bolyai Univ, Fac Phys, Kogalniceanu 1, Cluj Napoca 400081, Romania
[3] Univ Agr Sci & Vet Med, Fac Food Sci & Technol, Cluj Napoca, Romania
[4] Iuliu Hatieganu Univ Med & Pharm, Dept Internal Med 2, Cluj Napoca, Romania
关键词
Osteoarthritis; PCA-LDA; Raman spectroscopy; SERS; Synovial fluid; LABEL-FREE DETECTION; PROTEOMIC CHARACTERIZATION; RISK-FACTORS; SPECTROSCOPY; CAROTENOIDS; EPIDEMIOLOGY; ANTIOXIDANTS; ASSOCIATION; PROTEINS; RETINOL;
D O I
10.1016/j.nano.2019.04.015
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
In this preliminary study on synovial fluid (SF), knee osteoarthritis (OA) grading of n = 23 patients was accomplished by combining two methods: resonant Raman spectroscopy, and surface-enhanced Raman scattering (SERS) of native proteins acquired with iodide-modified silver nanoparticles and a laser emitting at 633 nm. Based on principal component analysis-linear discriminant analysis (PCA-LDA), the SERS spectra of proteins enabled the classification of low-grade and high-grade OA groups with an accuracy of 91%. Resonant Raman spectra of SF, recorded with laser excitation at 532 nm, exhibited carotenoid-associated bands that were less intense in the case of high-grade knee OA patients. Based on the resonant Raman spectra, the grading of OA patients was accomplished with an accuracy of 74%. Concatenating SERS and Raman spectral information increased the classification accuracy between the two groups to 100%. These results demonstrate the potential of Raman and SERS as a point-of-care method for aiding OA grading. (C) 2019 Elsevier Inc. All rights reserved.
引用
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页数:9
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