A Serum Protein Profile Predictive of the Resistance to Neoadjuvant Chemotherapy in Advanced Breast Cancers

被引:38
作者
Hyung, Seok-Won [2 ]
Lee, Min Young [1 ,3 ]
Yu, Jong-Han [4 ,5 ]
Shin, Byunghee [3 ]
Jung, Hee-Jung [2 ]
Park, Jong-Moon [2 ]
Han, Wonshik [4 ,5 ]
Lee, Kyung-Min [5 ]
Moon, Hyeong-Gon [4 ]
Zhang, Hui [6 ]
Aebersold, Ruedi [7 ,8 ,9 ]
Hwang, Daehee [1 ,10 ,11 ]
Lee, Sang-Won [2 ]
Yu, Myeong-Hee [3 ]
Noh, Dong-Young [4 ,5 ]
机构
[1] Sch Interdisciplinary Biosci & Bioengn, POSTECH, Pohang 790784, Kyungbuk, South Korea
[2] Korea Univ, Dept Chem, Seoul 136701, South Korea
[3] Korea Inst Sci & Technol, Funct Proteom Ctr, Seoul, South Korea
[4] Seoul Natl Univ, Coll Med, Dept Surg, Seoul, South Korea
[5] Seoul Natl Univ, Coll Med, Canc Res Inst, Seoul, South Korea
[6] Dept Pathol, Div Clin Chem, Baltimore, MD 21231 USA
[7] Inst Syst Biol, Seattle, WA USA
[8] Univ Zurich, Inst Mol Syst Biol, ETH, Zurich, Switzerland
[9] Univ Zurich, Fac Nat Sci, Zurich, Switzerland
[10] POSTECH, Div Integrat Biosci & Biotechnol, Pohang, South Korea
[11] POSTECH, Dept Chem Eng, Pohang, South Korea
基金
瑞士国家科学基金会;
关键词
PROTEOMIC ANALYSIS; DRUG-RESISTANCE; LC-MS; MASS; IDENTIFICATION; TAMOXIFEN; DOCETAXEL; SURVIVAL; THERAPY; BIOMARKER;
D O I
10.1074/mcp.M111.011023
中图分类号
Q5 [生物化学];
学科分类号
070307 [化学生物学];
摘要
Prediction of the responses to neoadjuvant chemotherapy (NACT) can improve the treatment of patients with advanced breast cancer. Genes and proteins predictive of chemoresistance have been extensively studied in breast cancer tissues. However, noninvasive serum biomarkers capable of such prediction have been rarely exploited. Here, we performed profiling of N-glycosylated proteins in serum from fifteen advanced breast cancer patients (ten patients sensitive to and five patients resistant to NACT) to discover serum biomarkers of chemoresistance using a label-free liquid chromatography-tandem MS method. By performing a series of statistical analyses of the proteomic data, we selected thirteen biomarker candidates and tested their differential serum levels by Western blotting in 13 independent samples (eight patients sensitive to and five patients resistant to NACT). Among the candidates, we then selected the final set of six potential serum biomarkers (AHSG, APOB, C3, C9, CP, and ORM1) whose differential expression was confirmed in the independent samples. Finally, we demonstrated that a multivariate classification model using the six proteins could predict responses to NACT and further predict relapse-free survival of patients. In summary, global N-glycoproteome profile in serum revealed a protein pattern predictive of the responses to NACT, which can be further validated in large clinical studies. Molecular & Cellular Proteomics 10: 10.1074/mcp.M111.011023, 1-13, 2011.
引用
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页数:13
相关论文
共 51 条
[1]
[Anonymous], 2009, Fact Sheet 297
[2]
Intratumor Heterogeneity and Precision of Microarray-Based Predictors of Breast Cancer Biology and Clinical Outcome [J].
Barry, William T. ;
Kernagis, Dawn N. ;
Dressman, Holly K. ;
Griffis, Ryan J. ;
Hunter, J'Vonne D. ;
Olson, John A. ;
Marks, Jeff R. ;
Ginsburg, Geoffrey S. ;
Marcom, Paul K. ;
Nevins, Joseph R. ;
Geradts, Joseph ;
Datto, Michael B. .
JOURNAL OF CLINICAL ONCOLOGY, 2010, 28 (13) :2198-2206
[3]
A comparison of normalization methods for high density oligonucleotide array data based on variance and bias [J].
Bolstad, BM ;
Irizarry, RA ;
Åstrand, M ;
Speed, TP .
BIOINFORMATICS, 2003, 19 (02) :185-193
[4]
Peptide-bond modified glutathione conjugate analogs modulate GSTπ function in GSH-conjugation, drug sensitivity and JNK signaling [J].
Burg, D ;
Riepsaame, J ;
Pont, C ;
Mulder, G ;
van de Water, B .
BIOCHEMICAL PHARMACOLOGY, 2006, 71 (03) :268-277
[5]
Patterns of resistance and incomplete response to docetaxel by gene expression profiling in breast cancer patients [J].
Chang, JC ;
Wooten, EC ;
Tsimelzon, A ;
Hilsenbeck, SG ;
Gutierrez, MC ;
Tham, YL ;
Kalidas, M ;
Elledge, R ;
Mohsin, S ;
Osborne, CK ;
Chamness, GC ;
Allred, DC ;
Lewis, MT ;
Wong, H ;
O'Connell, P .
JOURNAL OF CLINICAL ONCOLOGY, 2005, 23 (06) :1169-1177
[6]
Identification of circulating endorepellin LG3 fragment: Potential use as a serological biomarker for breast cancer [J].
Chang, Jong Wook ;
Kang, Un-Beom ;
Kim, Dong Hyun ;
Yi, Jae Kyo ;
Lee, Jong Won ;
Noh, Dong-Young ;
Lee, Cheolju ;
Yu, Myeong-Hee .
PROTEOMICS CLINICAL APPLICATIONS, 2008, 2 (01) :23-32
[7]
Performance of some variable selection methods when multicollinearity is present [J].
Chong, IG ;
Jun, CH .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2005, 78 (1-2) :103-112
[8]
Conover W. J., 1999, Wiley Series in Probability and Statistics
[9]
Target-decoy search strategy for increased confidence in large-scale protein identifications by mass spectrometry [J].
Elias, Joshua E. ;
Gygi, Steven P. .
NATURE METHODS, 2007, 4 (03) :207-214
[10]
Wilcoxon-Mann-Whitney or t-test? On assumptions for hypothesis tests and multiple interpretations of decision rules [J].
Fay, Michael P. ;
Proschan, Michael A. .
STATISTICS SURVEYS, 2010, 4 :1-39