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结合基于芯片的纳米喷雾进样质谱的可控蛋白质沉淀法:一种血浆代谢组学分析方法

Controlled protein precipitation in combination with chip-based nanospray infusion mass spectrometry. An approach for metabolomics profiling of plasma.

作者信息

Boernsen K Olaf, Gatzek Stephan, Imbert Georges

机构信息

Biomarker Development and Integrative Expression Profiling, Novartis Pharma AG, Basel, Switzerland.

出版信息

Anal Chem. 2005 Nov 15;77(22):7255-64. doi: 10.1021/ac0508604.

DOI:10.1021/ac0508604
PMID:16285673
Abstract

Liquid chromatography-mass spectrometry (LC-MS) is a common method for profiling biological samples in metabolomics. However, LC-MS data of metabolomic studies are often affected by high noise levels, retention time shifts, and high variability in signal intensities. With a new chip-based nanoelectrospray source it becomes possible to directly infuse complex biological samples such as plasma without any chromatographic separation beforehand. In combination with highly diluted samples and long data acquisition times, the parallel analysis of hundreds of compounds is now possible. In a proof-of-concept study, 10 human plasma samples from females and males were analyzed with the intention to separate the two groups by their different metabolomes. The reproducibility was so high that statistical analysis of the data could be performed without prior normalization. Two groups of female and male samples were separated by a supervised machine learning algorithm, principal component analysis, and hierarchical clustering. Peaks contributing to the group separation were characterized by accurate mass measurement and MS-MS fragmentation and by spiking experiments. The feasibility of direct sample infusion using the new chip-based nanoelectrospray device opens a new dimension for the rapid parallel analysis of complex biological mixtures.

摘要

液相色谱 - 质谱联用(LC-MS)是代谢组学中分析生物样品的常用方法。然而,代谢组学研究的LC-MS数据常常受到高噪声水平、保留时间偏移以及信号强度的高变异性影响。借助新型基于芯片的纳米电喷雾源,无需事先进行任何色谱分离,就能够直接注入复杂的生物样品,如血浆。结合高度稀释的样品和较长的数据采集时间,现在可以对数百种化合物进行并行分析。在一项概念验证研究中,分析了10份来自女性和男性的人类血浆样品,旨在通过不同的代谢组将两组区分开来。重现性非常高,以至于无需事先进行归一化处理就可以对数据进行统计分析。通过监督式机器学习算法、主成分分析和层次聚类,将两组女性和男性样品区分开来。通过精确质量测量、MS-MS碎裂以及加标实验对导致组间分离的峰进行了表征。使用新型基于芯片的纳米电喷雾装置直接进样的可行性为复杂生物混合物的快速并行分析开辟了新的维度。

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