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用于确定核桃地理来源的常规、纯位移和快速二维核磁共振实验的比较

Comparison of Regular, Pure Shift, and Fast 2D NMR Experiments for Determination of the Geographical Origin of Walnuts.

作者信息

Watermann Stephanie, Schmitt Caroline, Schneider Tobias, Hackl Thomas

机构信息

Institute of Organic Chemistry, University of Hamburg, Martin-Luther-King-Platz 6, 20146 Hamburg, Germany.

Hamburg School of Food Science-Institute of Food Chemistry, University of Hamburg, Grindelallee 117, 20146 Hamburg, Germany.

出版信息

Metabolites. 2021 Jan 8;11(1):39. doi: 10.3390/metabo11010039.

Abstract

H NMR spectroscopy, in combination with chemometric methods, was used to analyze the methanol/acetonitrile (1:1) extract of walnut ( L.) regarding the geographical origin of 128 authentic samples from different countries (France, Germany, China) and harvest years (2016-2019). Due to the large number of different metabolites within the acetonitrile/methanol extract, the one-dimensional (1D) H NOESY (nuclear Overhauser effect spectroscopy) spectra suffer from strongly overlapping signals. The identification of specific metabolites and statistical analysis are complicated. The use of pure shift H NMR spectra such as PSYCHE (pure shift yielded by chirp excitation) or two-dimensional ASAP-HSQC (acceleration by sharing adjacent polarization-heteronuclear single quantum correlation) spectra for multivariate analysis to determine the geographical origin of foods may be a promising method. Different types of NMR spectra (1D H NOESY, PSYCHE, and ASAP-HSQC) were acquired for each of the 128 walnut samples and the results of the statistical analysis were compared. A support vector machine classifier was applied for differentiation of samples from Germany/China, France/Germany, and France/China. The models obtained by conduction of a repeated nested cross-validation showed accuracies from 58.9% (±1.3%) to 95.9% (±0.8%). The potential of the H-C HSQC as a 2D NMR experiment for metabolomics studies was shown.

摘要

采用核磁共振氢谱(¹H NMR)结合化学计量学方法,对核桃(Juglans regia L.)的甲醇/乙腈(1:1)提取物进行分析,该提取物来自不同国家(法国、德国、中国)的128个真实样本以及不同收获年份(2016 - 2019年)。由于乙腈/甲醇提取物中存在大量不同的代谢物,一维(1D)核Overhauser效应光谱(¹H NOESY)谱存在严重的信号重叠。特定代谢物的鉴定和统计分析变得复杂。使用纯位移¹H NMR谱,如PSYCHE(线性调频激发产生的纯位移)或二维ASAP - HSQC(通过共享相邻极化 - 异核单量子相关实现加速)谱进行多变量分析以确定食品的地理来源可能是一种有前景的方法。对128个核桃样本中的每一个都采集了不同类型的NMR谱(1D ¹H NOESY、PSYCHE和ASAP - HSQC),并比较了统计分析结果。应用支持向量机分类器对来自德国/中国、法国/德国和法国/中国的样本进行区分。通过重复嵌套交叉验证得到的模型准确率在58.9%(±1.3%)至95.9%(±0.8%)之间。展示了¹H - ¹³C HSQC作为代谢组学研究的二维NMR实验的潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/76d6/7827277/e935afd93a65/metabolites-11-00039-g001.jpg

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