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Preanalytical (Mis)Handling of Plasma Investigated by 1H NMR Metabolomics

机译:通过 1H NMR 代谢组学研究的血浆分析前(错误)处理

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摘要

The preanalytical handling of plasma, how it is drawn, processed, and stored, influences its composition. Samples in biobanks often lack this information and, consequently, important information about their quality. Especially metabolite concentrations are affected by preanalytical handling, making conclusions from metabolomics studies particularly sensitive to misinterpretations. The perturbed metabolite profile, however, also offers an attractive choice for assessing the preanalytical history from the measured data. Here we show that it is possible using Orthogonal Projections to Latent Structures Discriminative Analysis to divide plasma NMR data into a multivariate “original sample space” suitable for further less biased metabolomics analysis and an orthogonal “preanalytical handling space” describing the changes occurring from preanalytical mishandling. Apart from confirming established preanalytical effects on metabolite levels, e.g., the consequent changes in glucose, lactate, ornithine, and pyruvate, the sample preparation protocol involved methanol precipitation which allowed the observation of reversible changes in short-chain fatty acid concentrations as a function of temperature.
机译:等离子体的分析前处理、提取、加工和储存方式会影响其成分。生物样本库中的样品通常缺乏这些信息,因此也缺乏有关其质量的重要信息。特别是代谢物浓度会受到分析前处理的影响,这使得代谢组学研究的结论对误解特别敏感。然而,扰动的代谢物谱也为从测量数据中评估分析前历史提供了一个有吸引力的选择。在这里,我们表明,可以使用潜在结构的正交投影判别分析将等离子体 NMR 数据划分为多变量“原始样品空间”,适用于进一步减少偏差的代谢组学分析,以及描述分析前处理错误发生的变化的正交“分析前处理空间”。除了确认对代谢物水平的分析前效应(例如,葡萄糖、乳酸、鸟氨酸和丙酮酸的后续变化)外,样品制备方案还涉及甲醇沉淀,从而可以观察到短链脂肪酸浓度随温度变化的可逆变化。

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