Evaluating HER2 amplification status and acquired drug resistance in breast cancer cells using Raman spectroscopy

被引:46
作者
Bi, Xiaohong [1 ,2 ]
Rexer, Brent [3 ]
Arteaga, Carlos L. [3 ]
Guo, Mingsheng [4 ]
Mahadevan-Jansen, Anita [1 ]
机构
[1] Vanderbilt Univ, Dept Biomed Engn, VU Stn B 351631, Nashville, TN 37235 USA
[2] Univ Texas Hlth Sci Ctr Houston, Dept Nanomed & Biomed Engn, Houston, TX 77054 USA
[3] Vanderbilt Univ, Vanderbilt Ingram Canc Ctr, Nashville, TN 37232 USA
[4] Vanderbilt Univ, Vanderbilt Ctr Quantitat Sci, Nashville, TN 37232 USA
关键词
Raman spectroscopy; breast cancer; human epidermal growth factor receptor 2; lapatinib; drug resistance; FATTY-ACID SYNTHASE; HER-2/NEU PROTEIN OVEREXPRESSION; TYROSINE KINASE INHIBITOR; GROWTH-FACTOR RECEPTOR; INTEROBSERVER REPRODUCIBILITY; GENE AMPLIFICATION; EPITHELIAL-CELLS; ONCOGENE; FLUORESCENCE; CARCINOMA;
D O I
10.1117/1.JBO.19.2.025001
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
The overexpression of human epidermal growth factor receptor 2 (HER2) is associated with increased breast cancer recurrence and worse prognosis. Effective treatments such as trastuzumab and lapatinib for patients with HER2 overexpression target the blockade of HER2 signaling activities but are often limited by the emergence of acquired drug resistance. This study applied Raman spectroscopy to differentially identify the amplification status of HER2 in cells and to characterize the biochemical composition of lapatinib resistant and sensitive HER2+ breast cancer cells in response to the drug. Raman spectra from BT474 (HER2+ breast cancer cell), MCF-10A (HER2-control), and HER2+ MCF-10A (HER2+ control) were analyzed using lasso and elastic-net regularized generalized linear models (glmnet) for multivariate statistical analysis and were discriminated to groups of different HER2 expression status with an overall 99% sensitivity and specificity. Enhanced lipid content and decreased proteome were observed in HER2+ cells. With lapatinib treatment, lapatinib-resistant breast cancer cells demonstrated sustained lipogenesis compared with the sensitive cells. (C) The Authors.
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页数:6
相关论文
共 51 条
[1]  
[Anonymous], SPECTROCHIM ACTA A
[2]   Micro-Raman spectroscopy used to identify and grade human skin pilomatrixoma [J].
Cheng, WT ;
Liu, MT ;
Liu, HN ;
Lin, SY .
MICROSCOPY RESEARCH AND TECHNIQUE, 2005, 68 (02) :75-79
[3]   Discrimination of normal, benign, and malignant breast tissues by Raman spectroscopy [J].
Chowdary, M. V. P. ;
Kumar, K. Kalyan ;
Kurien, Jacob ;
Mathew, Stanley ;
Krishna, C. Murali .
BIOPOLYMERS, 2006, 83 (05) :556-569
[4]   Correlating changes in collagen secondary structure with aging and defective type II collagen by Raman spectroscopy [J].
Dehring, KA ;
Smukler, AR ;
Roessler, BJ ;
Morris, MD .
APPLIED SPECTROSCOPY, 2006, 60 (04) :366-372
[5]   The role of the ErbB family members in non-small cell lung cancers sensitive to epidermal growth factor receptor kinase inhibitors [J].
Engelman, Jeffrey A. ;
Cantley, Lewis C. .
CLINICAL CANCER RESEARCH, 2006, 12 (14) :4372S-4376S
[6]   RAMAN-SPECTROSCOPY OF NORMAL AND DISEASED HUMAN BREAST TISSUES [J].
FRANK, CJ ;
MCCREERY, RL ;
REDD, DCB .
ANALYTICAL CHEMISTRY, 1995, 67 (05) :777-783
[7]   Sparse inverse covariance estimation with the graphical lasso [J].
Friedman, Jerome ;
Hastie, Trevor ;
Tibshirani, Robert .
BIOSTATISTICS, 2008, 9 (03) :432-441
[8]   Regularization Paths for Generalized Linear Models via Coordinate Descent [J].
Friedman, Jerome ;
Hastie, Trevor ;
Tibshirani, Rob .
JOURNAL OF STATISTICAL SOFTWARE, 2010, 33 (01) :1-22
[9]   Achieving 95% Cross-Methodological Concordance in HER2 Testing Causes and Implications of Discordant Cases [J].
Grimm, Erin E. ;
Schmidt, Rodney A. ;
Swanson, Paul E. ;
Dintzis, Suzanne M. ;
Allison, Kimberly H. .
AMERICAN JOURNAL OF CLINICAL PATHOLOGY, 2010, 134 (02) :284-292
[10]  
Guan YF, 1996, BIOPOLYMERS, V39, P813, DOI 10.1002/(SICI)1097-0282(199612)39:6<813::AID-BIP7>3.0.CO