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Deconvolution and Database Search of Complex Tandem Mass Spectra of Intact Proteins: A COMBINATORIAL APPROACH*

机译:解卷积和完整蛋白质复杂串联质谱的数据库搜索:一种组合方法*

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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.
机译:自上而下的蛋白质组学研究完整的蛋白质,为分析翻译后修饰提供了新的机会。由于完整蛋白质的串联质谱非常复杂,因此光谱解卷积(将峰分组为同位异构体包膜)是对其进行解释的关键初始阶段。在这样的光谱中,不同蛋白质片段的同位素异构体包膜跨越m / z轴上的重叠区域,甚至共享光谱峰。这为频谱反卷积提出了模式识别和组合挑战。我们提出了MS-Deconv,一种用于频谱反卷积的组合算法。该算法首先为频谱生成大量候选同位素异构体包络,然后将频谱表示为图形,最后选择其评分最高的包络子集作为图中最重的路径。与其他方法相比,该算法对信封集而不是单个信封进行评分。我们证明,MS-Deconv在Thrash和Xtract上可正确回收的单同位素质量数和速度得到提高。我们将MS-Deconv应用于罗氏耶尔森菌(具有尚未测序的基因组)的大量自顶向下的光谱,并将它们与相关和测序细菌小肠结肠炎耶尔森氏菌的蛋白质数据库进行了匹配。可在http://proteomics.ucsd.edu/Software.html上找到MS-Deconv。

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