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Analysis of redundant peaks in LC-MS/MS datasets

机译:LC-MS / MS数据集中冗余峰值分析

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摘要

LC-MS/MS is an analytical technique used for protein identification and biomarker discovery. Typically, each peptide will be measured twice by the MS/MS, resulting in two or more mass-to-charge spectra for each peptide. The current study investigates various ways to combine these replicate measurements to improve the quality of the measured spectra, and in turn, the confidence and accuracy of the protein identification. Sample data was collected using a QSTAR XL hybrid quadrupole-time-of-flight mass spectrometer, given a input standard protein mixture of known composition. Spectrum alignment is used to identify replicate spectra. Various algorithms for combining these replicate measurements are investigated, and are compared to the current industry standard MASCOT algorithm. Results are judged based on protein identification rates following combination of replicate spectra. Algorithms which leverage the fact that mass-to-charge data collected above the parent ion mass are more informative for protein identification appear particularly effective, and warrants further investigation.
机译:LC-MS / MS是用于蛋白质鉴定和生物标志物发现的分析技术。通常,每种肽将被MS / MS测量两次,导致每种肽的两个或更多个质量与电荷光谱。目前的研究调查了各种方式来组合这些复制测量以提高测量光谱的质量,反过来,又称蛋白质鉴定的置信度和准确性。考虑到已知组合物的输入标准蛋白质混合物,使用QSTAR XL混合四极高压仪 - 飞行时间质谱仪收集样品数据。光谱对齐用于识别复制光谱。研究了用于组合这些复制测量的各种算法,并与当前行业标准吉祥物算法进行比较。结果是基于重复光谱组合后蛋白质识别率的判断。利用该算法,该算法使得在母体离子质量上方收集的质量充电数据更具信息丰富的蛋白质鉴定特别有效,并且需要进一步调查。

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