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混合样本以提高 1H NMR 尿液代谢组学的准确性和精密度。

Blending Samples to Increase Accuracy and Precision of H NMR Urine Metabolomics.

机构信息

Swedish NMR Centre at the University of Gothenburg, P.O. Box 465, SE-405 30 Gothenburg, Sweden.

Department of Internal Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, P.O. Box 459, SE-405 30 Gothenburg, Sweden.

出版信息

Anal Chem. 2024 Aug 13;96(32):13078-13085. doi: 10.1021/acs.analchem.4c01532. Epub 2024 Jul 31.

DOI:10.1021/acs.analchem.4c01532
PMID:39084612
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11325295/
Abstract

Urine is an equally attractive biofluid for metabolomics analysis, as it is a challenging matrix analytically. Accurate urine metabolite concentration estimates by Nuclear Magnetic Resonance (NMR) are hampered by pH and ionic strength differences between samples, resulting in large peak shift variability. Here we show that calculating the spectra of original samples from mixtures of samples using linear algebra reduces the shift problems and makes various error estimates possible. Since the use of two-dimensional (2D) NMR to confirm metabolite annotations is effectively impossible to employ on every sample of large sample sets, stabilization of metabolite peak positions increases the confidence in identifying metabolites, avoiding the pitfall of oranges-to-apples comparisons.

摘要

尿液也是代谢组学分析中一种极具吸引力的生物流体,因为它在分析上是一种具有挑战性的基质。核磁共振(NMR)对尿液代谢物浓度的准确估计受到样品之间 pH 值和离子强度差异的阻碍,导致峰位移动的巨大变异性。在这里,我们表明,使用线性代数从样品混合物中计算原始样品的光谱可以减少峰位移问题,并使各种误差估计成为可能。由于二维(2D)NMR 用于确认代谢物注释的方法在大型样本集中的每个样本上实际上都无法采用,因此稳定代谢物峰位可以提高鉴定代谢物的可信度,避免将橘化为苹果的比较陷阱。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/25cc/11325295/7bce6295f2aa/ac4c01532_0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/25cc/11325295/e4f23a563e79/ac4c01532_0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/25cc/11325295/71a1c483cfa5/ac4c01532_0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/25cc/11325295/7bce6295f2aa/ac4c01532_0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/25cc/11325295/e4f23a563e79/ac4c01532_0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/25cc/11325295/71a1c483cfa5/ac4c01532_0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/25cc/11325295/7bce6295f2aa/ac4c01532_0003.jpg

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本文引用的文献

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An -Package for the Deconvolution and Integration of 1D NMR Data: MetaboDecon1D.一维核磁共振数据反卷积与积分软件包:MetaboDecon1D
Metabolites. 2021 Jul 13;11(7):452. doi: 10.3390/metabo11070452.
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High-Throughput Metabolomics by 1D NMR.基于一维 NMR 的高通量代谢组学。
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Deconvoluting interrelationships between concentrations and chemical shifts in urine provides a powerful analysis tool.解析尿液中浓度和化学位移之间的相互关系提供了一种强大的分析工具。
Nat Commun. 2017 Nov 21;8(1):1662. doi: 10.1038/s41467-017-01587-0.
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Constrained randomization and multivariate effect projections improve information extraction and biomarker pattern discovery in metabolomics studies involving dependent samples.在涉及相关样本的代谢组学研究中,受限随机化和多变量效应预测可改善信息提取和生物标志物模式发现。
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Normalization to specific gravity prior to analysis improves information recovery from high resolution mass spectrometry metabolomic profiles of human urine.分析前将比重归一化可提高人类尿液高分辨率质谱代谢组学图谱的信息回收率。
Anal Chem. 2014 Nov 4;86(21):10925-31. doi: 10.1021/ac503190m. Epub 2014 Oct 17.
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BATMAN--an R package for the automated quantification of metabolites from nuclear magnetic resonance spectra using a Bayesian model.BATMAN-一个使用贝叶斯模型自动定量分析核磁共振光谱代谢物的 R 包。
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icoshift: A versatile tool for the rapid alignment of 1D NMR spectra.icoshift:一种用于快速对齐 1D NMR 谱的通用工具。
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Statistical total correlation spectroscopy: an exploratory approach for latent biomarker identification from metabolic 1H NMR data sets.统计全相关光谱法:一种从代谢1H NMR数据集识别潜在生物标志物的探索性方法。
Anal Chem. 2005 Mar 1;77(5):1282-9. doi: 10.1021/ac048630x.