Robust algorithm for alignment of liquid chromatography-mass spectrometry analyses in an accurate mass and time tag data analysis pipeline

被引:129
作者
Jaitly, Navdeep
Monroe, Matthew E.
Petyuk, Vladislav A.
Clauss, Therese R. W.
Adkins, Joshua N.
Smith, Richard D. [1 ]
机构
[1] Pacific NW Natl Lab, Div Biol Sci, Richland, WA 99352 USA
[2] Pacific NW Natl Lab, Environm Mol Sci Lab, Richland, WA 99352 USA
关键词
D O I
10.1021/ac052197p
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Liquid chromatography coupled to mass spectrometry (LC-MS) and tandem mass spectrometry (LC-MS/MS) has become a standard technique for analyzing complex peptide mixtures to determine composition and relative abundance. Several high-throughput proteomics techniques attempt to combine complementary results from multiple LC-MS and LC-MS/MS analyses to provide more comprehensive and accurate results. To effectively collate and use results from these techniques, variations in mass and elution time measurements between related analyses need to be corrected using algorithms designed to align the various types of data: LC-MS/MS versus LCMS/MS, LC-MS versus LC-MS/MS, and LC-MS versus LC-MS. Described herein are new algorithms referred to collectively as liquid chromatography-based mass spectrometric warping and alignment of retention times of peptides (LCMSWARP), which use a dynamic elution time warping approach similar to traditional algorithms that correct for variations in LC elution times using piecewise linear functions. LCMSWARP is compared to the equivalent approach based upon linear transformation of elution times. LCMSWARP additionally corrects for temporal drift in mass measurement accuracies. We also describe the alignment of LC-MS results and demonstrate their application to the alignment of analyses from different chromatographic systems, showing the suitability of the present approach for more complex transformations.
引用
收藏
页码:7397 / 7409
页数:13
相关论文
共 34 条
[1]   Analysis of the Salmonella typhimurium proteome through environmental response toward infectious conditions [J].
Adkins, Joshua N. ;
Mottaz, Heather M. ;
Norbeck, Angela D. ;
Gustin, Jean K. ;
Rue, Joanne ;
Clauss, Therese R. W. ;
Purvine, Samuel O. ;
Rodland, Karin D. ;
Heffron, Fred ;
Smith, Richard D. .
MOLECULAR & CELLULAR PROTEOMICS, 2006, 5 (08) :1450-1461
[2]   Mass spectrometry-based proteomics [J].
Aebersold, R ;
Mann, M .
NATURE, 2003, 422 (6928) :198-207
[3]   Chromatographic alignment by warping and dynamic programming as a pre-processing tool for PARAFAC modelling of liquid chromatography-mass spectrometry data [J].
Bylund, D ;
Danielsson, R ;
Malmquist, G ;
Markides, KE .
JOURNAL OF CHROMATOGRAPHY A, 2002, 961 (02) :237-244
[4]   Role of accurate mass measurement (±10 ppm) in protein identification strategies employing MS or MS MS and database searching [J].
Clauser, KR ;
Baker, P ;
Burlingame, AL .
ANALYTICAL CHEMISTRY, 1999, 71 (14) :2871-2882
[5]  
CLAUSER KR, 1996, 44 ASMS C MASS SPECT, P365
[6]   Utility of accurate mass tags for proteome-wide protein identification [J].
Conrads, TP ;
Anderson, GA ;
Veenstra, TD ;
Pasa-Tolic, L ;
Smith, RD .
ANALYTICAL CHEMISTRY, 2000, 72 (14) :3349-3354
[7]   AN APPROACH TO CORRELATE TANDEM MASS-SPECTRAL DATA OF PEPTIDES WITH AMINO-ACID-SEQUENCES IN A PROTEIN DATABASE [J].
ENG, JK ;
MCCORMACK, AL ;
YATES, JR .
JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY, 1994, 5 (11) :976-989
[8]  
Felinger A., 1998, DATA ANAL SIGNAL PRO
[9]  
Field HI, 2002, PROTEOMICS, V2, P36, DOI 10.1002/1615-9861(200201)2:1<36::AID-PROT36>3.3.CO
[10]  
2-N