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Retention time alignment of LC/MS data by a divide-and-conquer algorithm

机译:通过分治法实现LC / MS数据的保留时间对齐

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Liquid chromatography-mass spectrometry (LC/MS) has become the method of choice for characterizing complex mixtures. These analyses often involve quantitative comparison of components in multiple samples. To achieve automated sample comparison, the components of interest must be detected and identified, and their retention times aligned and peak areas calculated. This article describes a simple pairwise iterative retention time alignment algorithm, based on the divide-and-conquer approach, for alignment of ion features detected in LC/MS experiments. In this iterative algorithm, ion features in the sample run are first aligned with features in the reference run by applying a single constant shift of retention time. The sample chromatogram is then divided into two shorter chromatograms, which are aligned to the reference chromatogram the same way. Each shorter chromatogram is further divided into even shorter chromatograms. This process continues until each chromatogram is sufficiently narrow so that ion features within it have a similar retention time shift. In six pairwise LC/MS alignment examples containing a total of 6507 confirmed true corresponding feature pairs with retention time shifts up to five peak widths, the algorithm successfully aligned these features with an error rate of 0.2%. The alignment algorithm is demonstrated to be fast, robust, fully automatic, and superior to other algorithms. After alignment and gap-filling of detected ion features, their abundances can be tabulated for direct comparison between samples.
机译:液相色谱-质谱法(LC / MS)已成为表征复杂混合物的首选方法。这些分析通常涉及多个样品中成分的定量比较。为了实现自动样品比较,必须检测和鉴定目标组分,并对齐保留时间并计算峰面积。本文介绍了一种基于分而治之的简单成对迭代保留时间对齐算法,用于对齐LC / MS实验中检测到的离子特征。在此迭代算法中,首先通过应用保留时间的单个恒定偏移,将样品运行中的离子特征与参考运行中的特征对齐。然后将样品色谱图分为两个较短的色谱图,它们以相同的方式与参考色谱图对齐。每个较短的色谱图进一步分为更短的色谱图。此过程一直持续到每个色谱图足够狭窄,以使其中的离子特征具有相似的保留时间偏移。在总共包含6507个已确认的真实对应特征对的六个成对LC / MS对齐示例中,保留时间偏移了五个峰宽,该算法成功地以0.2%的错误率对齐了这些特征。对齐算法被证明是快速,可靠,全自动的,并且优于其他算法。在对齐并填充检测到的离子特征后,可以将其丰度制成表格,以便在样品之间进行直接比较。

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