An Informatics-assisted Label-free Approach for Personalized Tissue Membrane Proteomics: Case Study on Colorectal Cancer

被引:52
作者
Han, Chia-Li [1 ]
Chen, Jinn-Shiun [2 ,3 ]
Chan, Err-Cheng [4 ]
Wu, Chien-Peng [1 ]
Yu, Kun-Hsing [5 ]
Chen, Kuei-Tien [4 ]
Tsou, Chih-Chiang [6 ]
Tsai, Chia-Feng [1 ]
Chien, Chih-Wei [7 ]
Kuo, Yung-Bin [8 ]
Lin, Pei-Yi [1 ]
Yu, Jau-Song [9 ,10 ]
Hsueh, Chuen [9 ,11 ]
Chen, Min-Chi [12 ]
Chan, Chung-Chuan [13 ]
Chang, Yu-Sun [9 ,14 ]
Chen, Yu-Ju [1 ,15 ,16 ]
机构
[1] Acad Sinica, Inst Chem, Taipei 11529, Taiwan
[2] Chang Gung Mem Hosp, Colorectal Sect, Dept Surg, Tao Yuan 33305, Taiwan
[3] Chang Gung Univ, Sch Med, Tao Yuan 33302, Taiwan
[4] Chang Gung Univ, Dep Med Biotechnol & Lab Sci, Tao Yuan 33302, Taiwan
[5] Natl Taiwan Univ, Coll Med, Taipei 10002, Taiwan
[6] Acad Sinica, Inst Informat Sci, Taipei 11529, Taiwan
[7] Natl Tsing Hua Univ, Dept Chem, Hsinchu 30013, Taiwan
[8] Natl Chiao Tung Univ, Coll Biol Sci & Technol, Hsinchu 30013, Taiwan
[9] Chang Gung Univ, Mol Med Res Ctr, Tao Yuan 33302, Taiwan
[10] Chang Gung Univ, Dept Cell & Mol Biol, Tao Yuan 33302, Taiwan
[11] Chang Gung Mem Hosp, Dept Pathol, Tao Yuan 33305, Taiwan
[12] Chang Gung Univ, Publ Hlth & Biostat Consulting Ctr, Tao Yuan 33302, Taiwan
[13] Hsinchu Cathay Gen Hosp, Dept Gastroenterol, Hsinchu 30013, Taiwan
[14] Chang Gung Univ, Grad Inst Biomed Sci, Sch Med, Tao Yuan 33302, Taiwan
[15] Acad Sinica, Inst Chem, Taipei 11529, Taiwan
[16] Natl Taiwan Univ, Dept Chem, Taipei 10689, Taiwan
关键词
MULTIDIMENSIONAL LIQUID-CHROMATOGRAPHY; TANDEM MASS-SPECTROMETRY; STOMATIN-LIKE PROTEIN-2; SQUAMOUS-CELL CARCINOMA; BIOMARKER DISCOVERY; CARCINOEMBRYONIC ANTIGEN; GEL-ELECTROPHORESIS; EXPRESSION ANALYSIS; BREAST-CANCER; GENE FAMILY;
D O I
10.1074/mcp.M110.003087
中图分类号
Q5 [生物化学];
学科分类号
070307 [化学生物学];
摘要
We developed a multiplexed label-free quantification strategy, which integrates an efficient gel-assisted digestion protocol, high-performance liquid chromatography tandem MS analysis, and a bioinformatics alignment method to determine personalized proteomic profiles for membrane proteins in human tissues. This strategy provided accurate (6% error) and reproducible (34% relative S. D.) quantification of three independently purified membrane fractions from the same human colorectal cancer (CRC) tissue. Using CRC as a model, we constructed the personalized membrane protein atlas of paired tumor and adjacent normal tissues from 28 patients with different stages of CRC. Without fractionation, this strategy confidently quantified 856 proteins (>= 2 unique peptides) across different patients, including the first and robust detection (Mascot score: 22,074) of the well-documented CRC marker, carcinoembryonic antigen 5 by a discovery-type proteomics approach. Further validation of a panel of proteins, annexin A4, neutrophils defensin A1, and claudin 3, confirmed differential expression levels and high occurrences (48-70%) in 60 CRC patients. The most significant discovery is the overexpression of stomatin-like 2 (STOML2) for early diagnostic and prognostic potential. Increased expression of STOML2 was associated with decreased CRC-related survival; the mean survival period was 34.77 +/- 2.03 months in patients with high STOML2 expression, whereas 53.67 +/- 3.46 months was obtained for patients with low STOML2 expression. Further analysis by ELISA verified that plasma concentrations of STOML2 in early-stage CRC patients were elevated as compared with those of healthy individuals (p < 0.001), suggesting that STOML2 may be a noninvasive serological biomarker for early CRC diagnosis. The overall sensitivity of STOML2 for CRC detection was 71%, which increased to 87% when combined with CEA measurements. This study demonstrated a sensitive, label-free strategy for differential analysis of tissue membrane proteome, which may provide a roadmap for the subsequent identification of molecular target candidates of multiple cancer types. Molecular & Cellular Proteomics 10: 10.1074/mcp.M110.003087, 1-15, 2011.
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页数:15
相关论文
共 62 条
[1]
Proteomic expression analysis of colorectal cancer by two-dimensional differential gel electrophoresis [J].
Alfonso, P ;
Núñez, A ;
Madoz-Gurpide, J ;
Lombardia, L ;
Sánchez, L ;
Casal, JI .
PROTEOMICS, 2005, 5 (10) :2602-2611
[2]
Proteome analysis of membrane fractions in colorectal carcinomas by using 2D-DIGE saturation labeling [J].
Alfonso, Patricia ;
Canamero, Marta ;
Fernandez-Carbonie, Francisco ;
Nunez, Antonio ;
Ignacio Casal, J. .
JOURNAL OF PROTEOME RESEARCH, 2008, 7 (10) :4247-4255
[3]
Gene profiling reveals specific oncogenic mechanisms and signaling pathways in oncocytic and papillary thyroid carcinoma [J].
Baris, O ;
Mirebeau-Prunier, D ;
Savagner, F ;
Rodien, P ;
Ballester, B ;
Loriod, B ;
Granjeaud, S ;
Guyetant, S ;
Franc, B ;
Houlgatte, R ;
Reynier, P ;
Malthiery, Y .
ONCOGENE, 2005, 24 (25) :4155-4161
[4]
Improved prediction of signal peptides: SignalP 3.0 [J].
Bendtsen, JD ;
Nielsen, H ;
von Heijne, G ;
Brunak, S .
JOURNAL OF MOLECULAR BIOLOGY, 2004, 340 (04) :783-795
[5]
A web-based tool for in silico biomarker discovery based on tissue-specific protein profiles in normal and cancer tissues [J].
Bjorling, Erik ;
Lindskog, Cecilia ;
Oksvold, Per ;
Linne, Jerker ;
Kampf, Caroline ;
Hober, Sophia ;
Uhlen, Mathias ;
Ponten, Fredrik .
MOLECULAR & CELLULAR PROTEOMICS, 2008, 7 (05) :825-844
[6]
Normalization approaches for removing systematic biases associated with mass spectrometry and label-free proteomics [J].
Callister, SJ ;
Barry, RC ;
Adkins, JN ;
Johnson, ET ;
Qian, WJ ;
Webb-Robertson, BJM ;
Smith, RD ;
Lipton, MS .
JOURNAL OF PROTEOME RESEARCH, 2006, 5 (02) :277-286
[7]
Prognostic significance of stomatin-like protein 2 overexpression in laryngeal squamous cell carcinoma: clinical, histologic, and immunohistochemistry analyses with tissue microarray [J].
Cao, Wen-feng ;
Zhang, Li-yong ;
Liu, Ming-bo ;
Tang, Ping-zhang ;
Liu, Zhi-hua ;
Sun, Bao-cun .
HUMAN PATHOLOGY, 2007, 38 (05) :747-752
[8]
High-level SLP-2 expression and HER-2/neu protein expression are associated with decreased breast cancer patient survival [J].
Cao, Wenfeng ;
Zhang, Bin ;
Liu, Yanxue ;
Li, Hongtao ;
Zhang, Shiwu ;
Fu, Li ;
Niu, Yun ;
Ning, Liansheng ;
Cao, Xuchen ;
Liu, Zhihua ;
Sun, Baocun .
AMERICAN JOURNAL OF CLINICAL PATHOLOGY, 2007, 128 (03) :430-436
[9]
ANTIGEN UNMASKING ON FORMALIN-FIXED, PARAFFIN-EMBEDDED TISSUE-SECTIONS [J].
CATTORETTI, G ;
PILERI, S ;
PARRAVICINI, C ;
BECKER, MHG ;
POGGI, S ;
BIFULCO, C ;
KEY, G ;
DAMATO, L ;
SABATTINI, E ;
FEUDALE, E ;
REYNOLDS, F ;
GERDES, J ;
RILKE, F .
JOURNAL OF PATHOLOGY, 1993, 171 (02) :83-98
[10]
Cui ZM, 2007, ONCOL REP, V17, P829