Deconvolution and Database Search of Complex Tandem Mass Spectra of Intact Proteins

被引:130
作者
Liu, Xiaowen [1 ]
Inbar, Yuval [1 ]
Dorrestein, Pieter C. [2 ]
Wynne, Colin [3 ]
Edwards, Nathan [4 ]
Souda, Puneet [5 ]
Whitelegge, Julian P. [5 ]
Bafna, Vineet [1 ]
Pevzner, Pavel A. [1 ]
机构
[1] Univ Calif San Diego, Dept Comp Sci & Engn, La Jolla, CA 92093 USA
[2] Univ Calif San Diego, Dept Pharmacol Chem & Biochem, La Jolla, CA 92093 USA
[3] Univ Maryland, Dept Chem & Biochem, College Pk, MD 20742 USA
[4] Georgetown Univ, Med Ctr, Dept Biochem & Mol & Cellular Biol, Washington, DC 20007 USA
[5] Univ Calif Los Angeles, Pasarow Mass Spectrometry Lab, Neuropysychiat Inst, Semel Inst, Los Angeles, CA 90024 USA
基金
美国国家卫生研究院;
关键词
POSTTRANSLATIONAL MODIFICATIONS; MONOISOTOPIC MASSES; SPECTROMETRY; IDENTIFICATION; ALGORITHM;
D O I
10.1074/mcp.M110.002766
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Top-down proteomics studies intact proteins, enabling new opportunities for analyzing post-translational modifications. Because tandem mass spectra of intact proteins are very complex, spectral deconvolution (grouping peaks into isotopomer envelopes) is a key initial stage for their interpretation. In such spectra, isotopomer envelopes of different protein fragments span overlapping regions on the m/z axis and even share spectral peaks. This raises both pattern recognition and combinatorial challenges for spectral deconvolution. We present MS-Deconv, a combinatorial algorithm for spectral deconvolution. The algorithm first generates a large set of candidate isotopomer envelopes for a spectrum, then represents the spectrum as a graph, and finally selects its highest scoring subset of envelopes as a heaviest path in the graph. In contrast with other approaches, the algorithm scores sets of envelopes rather than individual envelopes. We demonstrate that MS-Deconv improves on Thrash and Xtract in the number of correctly recovered monoisotopic masses and speed. We applied MS-Deconv to a large set of top-down spectra from Yersinia rohdei (with a still unsequenced genome) and further matched them against the protein database of related and sequenced bacterium Yersinia enterocolitica. MS-Deconv is available at http://proteomics.ucsd.edu/Software.html. Molecular & Cellular Proteomics 9:2772-2782, 2010.
引用
收藏
页码:2772 / 2782
页数:11
相关论文
共 44 条
  • [1] Breen EJ, 2000, ELECTROPHORESIS, V21, P2243, DOI 10.1002/1522-2683(20000601)21:11<2243::AID-ELPS2243>3.0.CO
  • [2] 2-K
  • [3] Automated intensity descent algorithm for interpretation of complex high-resolution mass spectra
    Chen, Li
    Sze, Siu Kwan
    Yang, He
    [J]. ANALYTICAL CHEMISTRY, 2006, 78 (14) : 5006 - 5018
  • [4] The biosynthesis of the thiazole phosphate moiety of thiamin (Vitamin B1):: The early steps catalyzed by thiazole synthase
    Dorrestein, PC
    Zhai, HL
    Taylor, SV
    McLafferty, FW
    Begley, TP
    [J]. JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 2004, 126 (10) : 3091 - 3096
  • [5] The bifunctional glyceryl transferase/phosphatase OzmB belonging to the HAD superfamily that diverts 1,3-bisphosphoglycerate into polyketide biosynthesis
    Dorrestein, Pieter C.
    Van Lanen, Steven G.
    Li, Wenli
    Zhao, Chunhua
    Deng, Zixin
    Shen, Ben
    Kelleher, Neil L.
    [J]. JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 2006, 128 (32) : 10386 - 10387
  • [6] Automatic deconvolution of isotope-resolved mass spectra using variable selection and quantized peptide mass distribution
    Du, Peicheng
    Angeletti, Ruth Hogue
    [J]. ANALYTICAL CHEMISTRY, 2006, 78 (10) : 3385 - 3392
  • [7] Interpreting top-down mass spectra using spectral alignment
    Frank, Ari M.
    Pesavento, James J.
    Mizzen, Craig A.
    Kelleher, Neil L.
    Pevzner, Pavel A.
    [J]. ANALYTICAL CHEMISTRY, 2008, 80 (07) : 2499 - 2505
  • [8] Gras R, 1999, ELECTROPHORESIS, V20, P3535, DOI 10.1002/(SICI)1522-2683(19991201)20:18<3535::AID-ELPS3535>3.0.CO
  • [9] 2-J
  • [10] Automated reduction and interpretation of high resolution electrospray mass spectra of large molecules
    Horn, DM
    Zubarev, RA
    McLafferty, FW
    [J]. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY, 2000, 11 (04) : 320 - 332