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

被引:71
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
相关论文
共 50 条
  • [41] Management of patients with locally advanced breast cancer
    Newman L.A.
    Current Oncology Reports, 2004, 6 (1) : 53 - 61
  • [42] Multidrug resistance in locally advanced breast cancer
    Atalay, Can
    Gurhan, Ismet Deliloglu
    Irkkan, Cigdem
    Gunduz, Ufuk
    TUMOR BIOLOGY, 2006, 27 (06) : 309 - 318
  • [43] Radiofrequency thermoablation in locally advanced breast cancer
    Santoro, Giuseppe
    Avossa, Mario
    Della Corte, Marcello
    BREAST, 2012, 21 (04) : 601 - 603
  • [44] Is locally advanced breast cancer a neglected disease?
    Akhtar, M.
    Akulwar, V
    Gandhi, D.
    Chandak, K.
    INDIAN JOURNAL OF CANCER, 2011, 48 (04) : 403 - 405
  • [45] The evolution of adjuvant radiation therapy for early-stage and locally advanced breast cancer
    Ohri, Nisha
    Haffty, Bruce G.
    BREAST JOURNAL, 2020, 26 (01) : 59 - 64
  • [46] EARLY PREDICTION OF RESPONSE TO NEOADJUVANT CHEMOTHERAPY FOR LOCALLY ADVANCED BREAST CANCER USING MRI
    Kawamura, Mariko
    Satake, Hiroko
    Ishigaki, Satoko
    Nishio, Akiko
    Sawaki, Masataka
    Naganawa, Shinji
    NAGOYA JOURNAL OF MEDICAL SCIENCE, 2011, 73 (3-4): : 147 - 156
  • [47] Use of Preoperative Radiation Therapy in Early-stage and Locally Advanced Breast Cancer
    Koenig, Julie L.
    Kozak, Margaret M.
    Sabolch, Aaron
    Horst, Kathleen
    Tsai, Jillian
    Wapnir, Irene L.
    Pollom, Erqi
    CUREUS JOURNAL OF MEDICAL SCIENCE, 2019, 11 (09)
  • [48] Yoga Therapy During Chemotherapy for Early-Stage and Locally Advanced Breast Cancer
    Greaney, Samantha K.
    Amin, Neha
    Prudner, Bethany C.
    Compernolle, Maggie
    Sandell, Linda J.
    Tebb, Susan C.
    Weilbaecher, Katherine N.
    Abeln, Peri
    Luo, Jingqin
    Tao, Yu
    Hirbe, Angela C.
    Peterson, Lindsay L.
    INTEGRATIVE CANCER THERAPIES, 2022, 21
  • [49] HER2 as a predictive factor for successful neoadjuvant anthracycline chemotherapy of locally advanced and early breast cancer
    Wang, Jiayu
    Xu, Binghe
    Yuan, Peng
    Li, Qing
    Zhang, Pin
    Cai, Ruigang
    Ma, Fei
    Fan, Ying
    Luo, Yang
    INTERNATIONAL JOURNAL OF BIOLOGICAL MARKERS, 2014, 29 (03) : E187 - E192
  • [50] The influence of breast cancer subtypes on the response to anthracycline neoadjuvant chemotherapy in locally advanced breast cancer patients
    Stamatovic, Ljiljana
    Susnjar, Snezana
    Gavrilovic, Dusica
    Minic, Ivana
    Ursulovic, Tamara
    Dzodic, Radan
    JOURNAL OF BUON, 2018, 23 (05): : 1273 - 1280