Evaluation and Improvement of Quantification Accuracy in Isobaric Mass Tag-Based Protein Quantification Experiments

被引:111
作者
Ahrne, Erik [1 ]
Glatter, Timo [1 ]
Vigano, Cristina [1 ]
von Schubert, Conrad [1 ]
Nigg, Erich A. [1 ]
Schmidt, Alexander [1 ]
机构
[1] Univ Basel, Biozentrum, Klingelbergstr 50-70, CH-4056 Basel, Switzerland
基金
瑞士国家科学基金会;
关键词
quantitative mass spectrometry; TMT; iTRAQ; label-free quantification; QUANTITATIVE PROTEOMICS; LABEL-FREE; STRATEGY; REVEALS; PHOSPHORYLATION; TRANSCRIPTOME;
D O I
10.1021/acs.jproteome.6b00066
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
The multiplexing capabilities of isobaric mass tag based protein quantification, such as Tandem Mass Tags or Isobaric Tag for Relative and Absolute Quantitation have dramatically increased the scope of mass spectrometry-based proteomics studies. Not only does the technology allow for the simultaneous quantification of multiple samples in a single MS injection, but its seamless compatibility with extensive sample prefractionation methods allows for comprehensive studies of complex proteomes. However, reporter ion-based quantification has often been criticized for limited quantification accuracy due to interference from coeluting peptides and peptide fragments. In this study, we investigate the extent of this problem and propose an effective and easy-to-implement remedy that relies on spiking a 6-protein calibration mixture to the samples. We evaluated our ratio adjustment approach using two large scale TMT 10-plex data sets derived from a human cancer and noncancer cell line as well as E. coli cells grown at two different conditions. Furthermore, we analyzed a complex 2-proteome artificial sample mixture and investigated the precision of TMT and precursor ion intensity-based label free quantification. Studying the protein set identified by both methods, we found that differentially abundant proteins were assigned dramatically higher statistical significance when quantified using TMT. Data are available via ProteomeXchange with identifier PXD003346.
引用
收藏
页码:2537 / 2547
页数:11
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共 38 条
  • [1] Benchmarking stable isotope labeling based quantitative proteomics
    Altelaar, A. F. Maarten
    Frese, Christian K.
    Preisinger, Christian
    Hennrich, Marco L.
    Schram, Andree W.
    Timmers, H. Th. Marc
    Heck, Albert J. R.
    Mohammed, Shabaz
    [J]. JOURNAL OF PROTEOMICS, 2013, 88 : 14 - 26
  • [2] The quantitative proteome of a human cell line
    Beck, Martin
    Schmidt, Alexander
    Malmstroem, Johan
    Claassen, Manfred
    Ori, Alessandro
    Szymborska, Anna
    Herzog, Franz
    Rinner, Oliver
    Ellenberg, Jan
    Aebersold, Ruedi
    [J]. MOLECULAR SYSTEMS BIOLOGY, 2011, 7
  • [3] CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING
    BENJAMINI, Y
    HOCHBERG, Y
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) : 289 - 300
  • [4] Thousand and one ways to quantify and compare protein abundances in label-free bottom-up proteomics
    Blein-Nicolas, Melisande
    Zivy, Michel
    [J]. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS, 2016, 1864 (08): : 883 - 895
  • [5] Peptide Separations by On-Line MudPIT Compared to Isoelectric Focusing in an Off-Gel Format: Application to a Membrane-Enriched Fraction from C2C12 Mouse Skeletal Muscle Cells
    Elschenbroich, Sarah
    Ignatchenko, Vladimir
    Sharma, Parveen
    Schmitt-Ulms, Gerold
    Gramolini, Anthony O.
    Kislinger, Thomas
    [J]. JOURNAL OF PROTEOME RESEARCH, 2009, 8 (10) : 4860 - 4869
  • [6] Evaluating Multiplexed Quantitative Phosphopeptide Analysis on a Hybrid Quadrupole Mass Filter/Linear Ion Trap/Orbitrap Mass Spectrometer
    Erickson, Brian K.
    Jedrychowski, Mark P.
    McAlister, Graeme C.
    Everley, Robert A.
    Kunz, Ryan
    Gygi, Steven P.
    [J]. ANALYTICAL CHEMISTRY, 2015, 87 (02) : 1241 - 1249
  • [7] Comparative Proteomic Analysis of Eleven Common Cell Lines Reveals Ubiquitous but Varying Expression of Most Proteins
    Geiger, Tamar
    Wehner, Anja
    Schaab, Christoph
    Cox, Juergen
    Mann, Matthias
    [J]. MOLECULAR & CELLULAR PROTEOMICS, 2012, 11 (03)
  • [8] Comparison of Different Sample Preparation Protocols Reveals Lysis Buffer-Specific Extraction Biases in Gram-Negative Bacteria and Human Cells
    Glatter, Timo
    Ahrne, Erik
    Schmidt, Alexander
    [J]. JOURNAL OF PROTEOME RESEARCH, 2015, 14 (11) : 4472 - 4485
  • [9] Large-Scale Quantitative Assessment of Different In-Solution Protein Digestion Protocols Reveals Superior Cleavage Efficiency of Tandem Lys-C/Trypsin Proteolysis over Trypsin Digestion
    Glatter, Timo
    Ludwig, Christina
    Ahrne, Erik
    Aebersold, Ruedi
    Heck, Albert J. R.
    Schmidt, Alexander
    [J]. JOURNAL OF PROTEOME RESEARCH, 2012, 11 (11) : 5145 - 5156
  • [10] Summarization vs Peptide-Based Models in Label-Free Quantitative Proteomics: Performance, Pitfalls, and Data Analysis Guidelines
    Goeminne, Ludger J. E.
    Argentini, Andrea
    Martens, Lennart
    Clement, Lieven
    [J]. JOURNAL OF PROTEOME RESEARCH, 2015, 14 (06) : 2457 - 2465