Decoding Breast Cancer Metabolism: Hunting BRCA Mutations by Raman Spectroscopy

Photochem Pub Date : 2022-08-25 DOI:10.3390/photochem2030048
M. Kopeć, B. Romanowska-Pietrasiak, H. Abramczyk
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引用次数: 1

Abstract

Presented study included human blood from healthy people and patients with BReast CAncer gene (BRCA) mutation. We used Raman spectroscopy for BRCA mutation detection and the bioanalytical characterization of pathologically changed samples. The aim of this study is to evaluate the Raman biomarkers to distinguish blood samples from healthy people and patients with BRCA mutation. We demonstrated that Raman spectroscopy is a powerful technique to distinguish between healthy blood and blood with BRCA mutation and to characterize the biochemical composition of samples. We applied partial least squares discriminant analysis (PLS-DA) to discriminate BRCA1/2 mutations and control samples without the mutations based on vibrational features. The sensitivity and specificity for calibration obtained directly from PLS-DA are equal to 94.2% and 97.6% and for cross-validation are equal to 93.3% and 97%. Our combination (Raman spectroscopy and PLS-DA) provides quick methods to reliably visualize the biochemical differences in human blood plasma. We proved that Raman spectroscopy combined with the chemometric method is a promising tool for hunting BRCA mutation in breast cancer.
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解码乳腺癌代谢:用拉曼光谱寻找BRCA突变
本研究包括健康人和患有前癌症基因(BRCA)突变的患者的血液。我们使用拉曼光谱检测BRCA突变,并对病理变化的样本进行生物分析表征。本研究的目的是评估拉曼生物标志物,以区分健康人和BRCA突变患者的血液样本。我们证明拉曼光谱是一种强大的技术,可以区分健康血液和BRCA突变血液,并表征样本的生化成分。我们应用偏最小二乘判别分析(PLS-DA)基于振动特征来区分BRCA1/2突变和没有突变的对照样本。直接从PLS-DA获得的校准的灵敏度和特异性分别为94.2%和97.6%,交叉验证的灵敏度和特异度分别为93.3%和97%。我们的组合(拉曼光谱和PLS-DA)提供了快速的方法来可靠地观察人类血浆中的生化差异。我们证明了拉曼光谱和化学计量方法相结合是一种很有前途的工具,可以在癌症中寻找BRCA突变。
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