SERS analysis of serum for detection of early and locally advanced breast cancer

被引:72
作者
Cervo, Silvia [1 ,2 ]
Mansutti, Elena [3 ,4 ]
Del Mistro, Greta [4 ]
Spizzo, Riccardo [3 ]
Colombatti, Alfonso [3 ,5 ]
Steffan, Agostino [1 ,2 ]
Sergo, Valter [4 ]
Bonifacio, Alois [4 ]
机构
[1] CRO Aviano Natl Canc Inst, CRO Biobank, I-33081 Aviano, PN, Italy
[2] CRO Aviano Natl Canc Inst, Clin Canc Pathol, I-33081 Aviano, PN, Italy
[3] CRO Aviano Natl Canc Inst, Div Expt Oncol 2, I-33081 Aviano, PN, Italy
[4] Univ Trieste, Dept Engn & Architecture, I-34127 Trieste, TS, Italy
[5] Univ Udine, Dept Med & Biol Sci, Ctr Excellence MAT, I-33010 Udine, Italy
关键词
Raman; SERS; Breast cancer; Serum; Nanoparticles; Diagnosis; ENHANCED RAMAN-SCATTERING; BLOOD-PLASMA; SPECTROSCOPY; METAANALYSIS; PROGNOSIS; KI67; AG;
D O I
10.1007/s00216-015-8923-8
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
In this contribution, we investigated whether surface-enhanced Raman scattering (SERS) of serum can be a candidate method for detecting "luminal A" breast cancer (BC) at different stages. We selected three groups of participants aged over 50 years: 20 healthy women, 20 women with early localized small BC, and 20 women affected by BC with lymph node involvement. SERS revealed clear spectral differences between these three groups. A predictive model using principal component analysis (PCA) and linear discriminant analysis (LDA) was developed based on spectral data, and its performance was estimated with cross-validation. PCA-LDA of SERS spectra could distinguish healthy from BC subjects (sensitivity, 92 %; specificity, 85 %), as well as subjects with BC at different stages, with a promising diagnostic performance (sensitivity and specificity, a parts per thousand yen80 %; overall accuracy, 84 %). Our data suggest that SERS spectroscopy of serum, combined with multivariate data analysis, represents a minimally invasive, easy to use, and fast approach to discriminate healthy from BC subjects and even to distinguish BC at different clinical stages.
引用
收藏
页码:7503 / 7509
页数:7
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