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Retention time alignment algorithms for LC/MS data must consider non-linear shifts

机译:LC / MS数据的保留时间对齐算法必须考虑非线性移位

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Motivation: Proteomics has particularly evolved to become of high interest for the field of biomarker discovery and drug development. Especially the combination of liquid chromatography and mass spectrometry (LC/MS) has proven to be a powerful technique for analyzing protein mixtures. Clinically orientated proteomic studies will have to compare hundreds of LC/MS runs at a time. In order to compare different runs, sophisticated preprocessing steps have to be performed. An important step is the retention time (rt) alignment of LC/MS runs. Especially non-linear shifts in the rt between pairs of LC/MS runs make this a crucial and non-trivial problem.
机译:动机:蛋白质组学已经特别发展,成为生物标记物发现和药物开发领域的高度关注。尤其是,液相色谱和质谱联用(LC / MS)已被证明是分析蛋白质混合物的有力技术。以临床为导向的蛋白质组学研究必须一次比较数百个LC / MS运行。为了比较不同的运行,必须执行复杂的预处理步骤。重要的一步是LC / MS运行的保留时间(rt)对齐。尤其是成对的LC / MS运行之间的rt中的非线性变化,使这一问题变得至关重要而又不容易。

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