Increased Confidence in Large-Scale Phosphoproteomics Data by Complementary Mass Spectrometric Techniques and Matching of Phosphopeptide Data Sets

被引:17
作者
Alcolea, Maria P. [1 ]
Kleiner, Oliver [2 ]
Cutillas, Pedro R. [1 ]
机构
[1] QMUL, Inst Canc, Barts & London & Queen Mary Med Sch, Analyt Signalling Grp,Ctr Cell Signalling, London EC1M 6BQ, England
[2] UCL, Eisai London Res Labs Ltd, London WC1E 6BT, England
关键词
LC-MS/MS; false positive rate; false negative rate; spectral matching; cell signaling; ELECTRON-TRANSFER DISSOCIATION; PROTEIN-PHOSPHORYLATION; PROTEOMICS; IDENTIFICATION; CANCER; DISCOVERY; PEPTIDES; SPECTRA; PATHWAY;
D O I
10.1021/pr800955n
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Large-scale phosphoproteomics studies are of great interest due to their potential for the dissection of signaling pathways controlled by protein kinases. Recent advances in mass spectrometry (MS)-based phosphoproteomic techniques offer new opportunities to profile protein kinase activities in a comprehensive manner. However, this increasingly used approach still poses many analytical challenges. On one hand, high stringency criteria for phosphopeptide identification based on MS/MS data are needed in order to avoid false positives; however, on the other hand, these stringent criteria also result in the introduction of many false negatives. In the current report, we employ different mass spectrometric techniques for large-scale phosphoproteomics in order to reduce the presence of false negatives and enhance data confidence. A LTQ-Orbitrap LC-MS/MS platform identified similar to 3 times more phosphopeptides than Q-TOF LC-MS/MS instrumentation (4308 versus 1485 identifications, respectively). In both cases, collision induced dissociation (CID) was used to fragment peptides. Interestingly, the two platforms produced complementary data as many of the low scoring phosphopeptide ions identified by LTQ-Orbitrap MS/MS gave rise to high score identifications by Q-TOF MS/MS analysis, and vice versa. In fact, approximately 450 phosphopeptides identified by the Q-TOF instrument were not identified by the LTQ-Orbitrap. Further data comparison revealed the extent of the problem: in one experiment, the estimated number of false negatives (1066) was close to the number of identified phosphopeptides (1485). This work demonstrates that by using standard procedures for phosphopeptide identification the number of false negatives can be even greater than the number of false positives. We propose using historical phosphoproteomic data and spectral matching algorithms in order to efficiently minimize false negative rates.
引用
收藏
页码:3808 / 3815
页数:8
相关论文
共 29 条
[21]   Chemo-affinity of titania for the column-switching HPLC analysis of phosphopeptides [J].
Sano, A ;
Nakamura, H .
ANALYTICAL SCIENCES, 2004, 20 (03) :565-566
[22]   The cancer biomarker problem [J].
Sawyers, Charles L. .
NATURE, 2008, 452 (7187) :548-552
[23]   Decision tree-driven tandem mass spectrometry for shotgun proteomics [J].
Swaney, Danielle L. ;
McAlister, Graeme C. ;
Coon, Joshua J. .
NATURE METHODS, 2008, 5 (11) :959-964
[24]   SIMAC (sequential elution from IMAC), a phosphoproteomics strategy for the rapid separation of monophosphorylated from multiply phosphorylated peptides [J].
Thingholm, Tine E. ;
Jensen, Ole N. ;
Robinson, Phillip J. ;
Larsen, Martin R. .
MOLECULAR & CELLULAR PROTEOMICS, 2008, 7 (04) :661-671
[25]   Highly selective enrichment of phosphorylated peptides using titanium dioxide [J].
Thingholm, Tine E. ;
Jorgensen, Thomas J. D. ;
Jensen, Ole N. ;
Larsen, Martin R. .
NATURE PROTOCOLS, 2006, 1 (04) :1929-1935
[26]   Quantitative analysis of synaptic phosphorylation and protein expression [J].
Trinidad, Jonathan C. ;
Thalhammer, Agnes ;
Specht, Christian G. ;
Lynn, Aenoch J. ;
Baker, Peter R. ;
Schoepfer, Ralf ;
Burlingame, Alma L. .
MOLECULAR & CELLULAR PROTEOMICS, 2008, 7 (04) :684-696
[27]   Application of electron transfer dissociation (ETD) for the analysis of posttranslational modifications [J].
Wiesner, Julia ;
Premsler, Thomas ;
Sickmann, Albert .
PROTEOMICS, 2008, 8 (21) :4466-4483
[28]   Discovery and development of sorafenib: a multikinase inhibitor for treating cancer [J].
Wilhelm, Scott ;
Carter, Christopher ;
Lynch, Mark ;
Lowinger, Timothy ;
Dumas, Jacques ;
Smith, Roger A. ;
Schwartz, Brian ;
Simantov, Ronit ;
Kelley, Susan .
NATURE REVIEWS DRUG DISCOVERY, 2006, 5 (10) :835-844
[29]   HMMatch: Peptide identification by spectral matching of tandem mass spectra using hidden Markov models [J].
Wu, Xue ;
Tseng, Chau-Wen ;
Edwards, Nathan .
JOURNAL OF COMPUTATIONAL BIOLOGY, 2007, 14 (08) :1025-1043