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Peptide charge state determination of tandem mass spectra from low-resolution collision induced dissociation

机译:从低分辨率碰撞诱导解离确定串联质谱的肽电荷状态

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Background Charge states of tandem mass spectra from low-resolution collision induced dissociation can not be determined by mass spectrometry. As a result, such spectra with multiple charges are usually searched multiple times by assuming each possible charge state. Not only does this strategy increase the overall database search time, but also yields more false positives. Hence, it is advantageous to determine charge states of such spectra before database search. Results We propose a new approach capable of determining the charge states of low-resolution tandem mass spectra. Four novel and discriminant features are introduced to describe tandem mass spectra and used in Gaussian mixture model to distinguish doubly and triply charged peptides. By testing on three independent datasets with known validity, the results have shown that this method can assign charge states to low-resolution tandem mass spectra more accurately than existing methods. Conclusions The proposed method can be used to improve the speed and reliability of peptide identification.
机译:低分辨率碰撞诱导解离的串联质谱的背景电荷状态无法通过质谱法确定。结果,通常通过假设每种可能的电荷状态来多次搜索具有多个电荷的这种光谱。这种策略不仅增加了整个数据库的搜索时间,而且还会产生更多的误报。因此,在数据库搜索之前确定这种光谱的电荷状态是有利的。结果我们提出了一种能够确定低分辨率串联质谱电荷状态的新方法。引入了四个新颖和可区分的特征来描述串联质谱,并在高斯混合模型中用于区分双电荷和三电荷的肽。通过对三个已知有效性的独立数据集进行测试,结果表明,该方法可以比现有方法更准确地将电荷状态分配给低分辨率串联质谱。结论所提出的方法可用于提高肽段鉴定的速度和可靠性。

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