Differentiation between stages of non-alcoholic fatty liver diseases using surface-enhanced Raman spectroscopy

被引:23
|
作者
Gurian, Elisa [1 ]
Giraudi, Pablo [2 ]
Rosso, Natalia [2 ]
Tiribelli, Claudio [2 ]
Bonazza, Deborah [3 ]
Zanconati, Fabrizio [3 ,5 ]
Giuricin, Michela [4 ]
Palmisano, Silvia [4 ,5 ]
de Manzini, Nicolo [4 ,5 ]
Sergo, Valter [1 ,6 ]
Bonifacio, Alois [1 ]
机构
[1] Univ Trieste, Dept Engn & Architecture, Trieste, Italy
[2] Fdn Italiana Fegato, Ctr Studi Fegato, Trieste, Italy
[3] Cattinara Hosp, Pathol Unit, ASUITs, Trieste, Italy
[4] Cattinara Hosp, Surg Clin Div, ASUITs, Trieste, Italy
[5] Univ Trieste, Dept Med Surg & Hlth Sci, Trieste, Italy
[6] Univ Macau, Fac Hlth Sci, Macau, Peoples R China
关键词
SERS; Surface enhanced Raman spectroscopy; NAFLD; NASH; LABEL-FREE DETECTION; BLOOD-PLASMA; XANTHINE-OXIDASE; CANCER DETECTION; SCORING SYSTEM; SERUM; STEATOHEPATITIS; SILVER; BIOMARKERS; MODEL;
D O I
10.1016/j.aca.2020.02.040
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Non-alcoholic fatty liver disease (NAFLD) is a chronic disorder progressing from an initial benign accumulation of fat (NAFL) towards steatohepatitis (NASH), a degenerative form that can lead to liver cirrhosis and cancer. The development of non-invasive, rapid and accurate method to diagnose NASH is of high clinical relevance. Surface-enhanced Raman spectroscopy (SERS) of plasma was tested as a method to distinguish NAFL from NASH. SERS spectra from plasma of female patients diagnosed with NAFL (n = 32) and NASH (n = 35) were obtained in few seconds, using a portable Raman spectrometer. The sample consisted of 5 mu L of biofluid deposited on paper coated with Ag nanoparticles. The spectra show consistent differences between the NAFL and NASH patients, with the uric acid/hypoxanthine band area ratio statistically different (p-value < 0.001) between the two groups. The average figures of merit for a diagnostic test based on these ratios, as derived from a repeated 4-fold cross-validation of a logistic regression model, are all between 0.73 and 0.79, with an average area under the curve of 0.81. We conclude that SERS may be a reliable and rapid method to discriminate NAFLD from NASH. (C) 2020 Elsevier B.V. All rights reserved.
引用
收藏
页码:190 / 198
页数:9
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