Reproducibility of Differential Proteomic Technologies in CPTAC Fractionated Xenografts

被引:40
作者
Tabb, David L. [1 ]
Wang, Xia [3 ]
Carr, Steven A. [4 ]
Clauser, Karl R. [4 ]
Mertins, Philipp [4 ]
Chambers, Matthew C. [1 ]
Holman, Jerry D. [1 ]
Wang, Jing [1 ]
Zhang, Bing [1 ]
Zimmerman, Lisa J. [2 ]
Chen, Xian [5 ]
Gunawardena, Harsha P. [5 ]
Davies, Sherri R. [6 ]
Ellis, Matthew J. C. [6 ,12 ]
Li, Shunqiang [6 ]
Townsend, R. Reid [6 ]
Boja, Emilsy S. [7 ]
Ketchum, Karen A. [8 ]
Kinsinger, Christopher R. [7 ]
Mesri, Mehdi [7 ]
Rodriguez, Henry [7 ]
Liu, Tao [9 ]
Kim, Sangtae [9 ]
McDermott, Jason E. [9 ]
Payne, Samuel H. [9 ]
Petyuk, Vladislav A. [9 ]
Rodland, Karin D. [9 ]
Smith, Richard D. [9 ]
Yang, Feng [9 ]
Chan, Daniel W. [10 ,11 ]
Zhang, Bai [10 ,11 ]
Zhang, Hui [10 ,11 ]
Zhang, Zhen [10 ,11 ]
Zhou, Jian-Ying [10 ,11 ]
Liebler, Daniel C. [2 ]
机构
[1] Vanderbilt Univ, Dept Biomed Informat, Nashville, TN 37232 USA
[2] Vanderbilt Univ, Dept Biochem, Nashville, TN 37232 USA
[3] Univ Cincinnati, Dept Math Sci, Cincinnati, OH 45221 USA
[4] Broad Inst MIT & Harvard, Prote Platform, Cambridge, MA 02142 USA
[5] Univ N Carolina, Dept Biochem & Biophys, Chapel Hill, NC 27599 USA
[6] Washington Univ, Sch Med, St Louis, MO 63110 USA
[7] NCI, Off Canc Clin Prote Res, Bethesda, MD 20892 USA
[8] Enterprise Sci & Comp Inc, Rockville, MD 20850 USA
[9] Pacific NW Natl Lab, Div Biol Sci, Richland, WA 99352 USA
[10] Johns Hopkins Univ, JHMI, Baltimore, MD 21231 USA
[11] Johns Hopkins Univ, Div Clin Chem, Baltimore, MD 21231 USA
[12] Baylor Coll Med, Smith Breast Ctr, Houston, TX 77030 USA
关键词
Differential proteomics; label-free; iTRAQ quality control; xenografts; technology assessment; CPTAC; LABEL-FREE; MASS-SPECTROMETRY; PEPTIDE IDENTIFICATION; ISOBARIC TAGS; PROTEIN; QUANTITATION; CHROMATOGRAPHY; RATES; ITRAQ; STRATEGIES;
D O I
10.1021/acs.jproteome.5b00859
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
The NCI Clinical Proteomic Tumor Analysis Consortium (CPTAC) employed a pair of reference xenograft proteomes for initial platform validation and ongoing quality control of its data collection for The Cancer Genome Atlas (TCGA) tumors. These two xenografts, representing basal and luminal-B human breast cancer, were fractionated and analyzed on six mass spectrometers in a total of 46 replicates divided between iTRAQ and label-free technologies, spanning a total of 1095 LC MS/MS experiments. These data represent a unique opportunity to evaluate the stability of proteomic differentiation by mass spectrometry over many months of time for individual instruments or across instruments running dissimilar workflows. We evaluated iTRAQ reporter ions, label-free spectral counts, and label-free extracted ion chromatograms as strategies for data interpretation (source code is available from http://homepages.uc.edu/ similar to wang2x7/Research.htm). From these assessments, we found that differential genes from a single replicate were confirmed by other replicates on the same instrument from 61 to 93% of the time. When comparing across different instruments and quantitative technologies, using multiple replicates, differential genes were reproduced by other data sets from 67 to 99% of the time. Projecting gene differences to biological pathways and networks increased the degree of similarity. These overlaps send an encouraging message about the maturity of technologies for proteomic differentiation.
引用
收藏
页码:691 / 706
页数:16
相关论文
共 59 条
[1]   Quantifying reproducibility for differential proteomics: noise analysis for protein liquid chromatography-mass spectrometry of human serum [J].
Anderle, M ;
Roy, S ;
Lin, H ;
Becker, C ;
Joho, K .
BIOINFORMATICS, 2004, 20 (18) :3575-3582
[2]  
Bantscheff M, 2012, ANAL BIOANAL CHEM, V404, P939, DOI 10.1007/s00216-012-6203-4
[3]  
Bell AW, 2009, NAT METHODS, V6, P423, DOI [10.1038/NMETH.1333, 10.1038/nmeth.1333]
[4]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[5]   Ovarian and cervical cancer patient derived xenografts: The past, present, and future [J].
Boone, Jonathan D. ;
Dobbin, Zachary C. ;
Straughn, J. Michael, Jr. ;
Buchsbaum, Donald J. .
GYNECOLOGIC ONCOLOGY, 2015, 138 (02) :486-491
[6]   A Bayesian Mixture Model for Comparative Spectral Count Data in Shotgun Proteomics [J].
Booth, James G. ;
Eilertson, Kirsten E. ;
Olinares, Paul Dominic B. ;
Yu, Haiyuan .
MOLECULAR & CELLULAR PROTEOMICS, 2011, 10 (08)
[7]   Methods for combining peptide intensities to estimate relative protein abundance [J].
Carrillo, Brian ;
Yanofsky, Corey ;
Laboissiere, Sylvie ;
Nadon, Robert ;
Kearney, Robert E. .
BIOINFORMATICS, 2010, 26 (01) :98-103
[8]   IDPQuantify: Combining Precursor Intensity with Spectral Counts for Protein and Peptide Quantification [J].
Chen, Yao-Yi ;
Chambers, Matthew C. ;
Li, Ming ;
Ham, Amy-Joan L. ;
Turner, Jeffrey L. ;
Zhang, Bing ;
Tabb, David L. .
JOURNAL OF PROTEOME RESEARCH, 2013, 12 (09) :4111-4121
[9]   Significance Analysis of Spectral Count Data in Label-free Shotgun Proteomics [J].
Choi, Hyungwon ;
Fermin, Damian ;
Nesvizhskii, Alexey I. .
MOLECULAR & CELLULAR PROTEOMICS, 2008, 7 (12) :2373-2385
[10]   Isobaric tags for relative and absolute quantitation (iTRAQ) reproducibility: Implication of multiple injections [J].
Chong, PK ;
Gan, CS ;
Pham, TK ;
Wright, PC .
JOURNAL OF PROTEOME RESEARCH, 2006, 5 (05) :1232-1240