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Does the Mass Spectrometer Define the Marker? A Comparison of Global Metabolite Profiling Data Generated Simultaneously via UPLC-MS on Two Different Mass Spectrometers

机译:质谱仪是否定义标记?在两种不同质谱仪上通过UPLC-MS同时生成的全球代谢物分析数据的比较

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By coupling a single UPLC separation to two different types of mass spectrometer an unbiased comparison of the metabolite profiles produced by each instrument for a set of rat urine samples was obtained. The flow from the UPLC column was split equally and both streams of eluent were simultaneously directed to the inlets of the two mass spectrometers. Mass spectrometry on the eluent was undertaken using a triple quadrupole linear ion trap and a hybrid quadrupole time-of-flight mass spectrometer using both positive and negative ESI. Data from both mass spectrometers were subjected to multivariate statistical analysis, after applying the same data extraction software, and showed the same general pattern of correlation between the samples using both unsupervised and supervised methods of statistical analysis. Based on orthogonal partial least-squares discriminant analysis models a number of ions were recognized as "responsible" for the separation of the animal groups. From the peaks detected, and denoted as significant by the statistical analysis a number of ions were found to be unique to one data set or the other, a result which may have consequences for biomarker discovery and interlaboratory comparisons. The software package used for data analysis also had an effect on the outcome of the statistical analysis.
机译:通过将单个UPLC分离物耦合到两种不同类型的质谱仪,可以得到每种仪器对一组大鼠尿液样品产生的代谢物谱的无偏比较。来自UPLC色谱柱的流量被均分,洗脱液流同时被引导至两个质谱仪的入口。使用三重四极杆线性离子阱和使用正负ESI的混合四极杆飞行时间质谱仪对洗脱液进行质谱分析。在使用相同的数据提取软件后,将来自两个质谱仪的数据进行多元统计分析,并使用无监督和有监督的统计分析方法显示样品之间相关性的一般模式。基于正交偏最小二乘判别分析模型,许多离子被认为对动物群的分离“负责”。根据检测到的峰,并通过统计分析将其表示为重要离子,发现许多离子对于一个数据集或其他数据集是唯一的,其结果可能会对生物标记物的发现和实验室间的比较产生影响。用于数据分析的软件包也对统计分析的结果产生影响。

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