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High accuracy detection of malignant pleural effusion based on label-free surface-enhanced Raman spectroscopy and multivariate statistical analysis

机译:基于无标记表面增强拉曼光谱和多变量统计分析的恶性胸腔积液高精度检测

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摘要

The present study aims to diagnose malignant pleural effusion (MPE) based on the identification of distinctive Raman spectra bands. The tests on 83 pleural effusion (PE) samples including 32 benign PE (BPE) and 51 MPE were performed based on rapid and label-free surface-enhanced Raman spectroscopy (SERS). The TiO2 photo-catalyzed Ag NPs were used as SERS substrate. And the SERS spectra of BPE and MPE were compared and diagnosed through orthogonal partial least squares discriminant analysis (OPLS-DA). The diagnosis results showed that the sensitivity and specificity can reach 92.2% and 93.8%, respectively, based on leave-one-out cross validation. And the area under curve values of MPE was 0.985. This study demonstrated an accurate way of combining Raman spectra of PE with OPLS-DA to identify MPE and BPE. (C) 2019 Elsevier B.V. All rights reserved.
机译:本研究旨在基于鉴定独特的拉曼光谱带诊断恶性胸腔积液(MPE)。 基于快速和无标记的表面增强的拉曼光谱(SERS)进行83个胸腔积液(PE)样品的测试,包括32良性PE(BPE)和51MPe。 使用TiO 2光催化的Ag NPS用作SERS基板。 比较BPE和MPE的SERS光谱并通过正交部分最小二乘判别分析(OPLS-DA)进行诊断。 诊断结果表明,基于休假交叉验证,敏感性和特异性分别可分别达到92.2%和93.8%。 MPE的曲线值下的区域为0.985。 该研究表明了将PE的拉曼光谱与OPLS-DA组合以识别MPE和BPE的准确方法。 (c)2019 Elsevier B.v.保留所有权利。

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