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

被引:131
|
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
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