Cargando…
Comparison of Regular, Pure Shift, and Fast 2D NMR Experiments for Determination of the Geographical Origin of Walnuts
(1)H NMR spectroscopy, in combination with chemometric methods, was used to analyze the methanol/acetonitrile (1:1) extract of walnut (Juglans Regia L.) regarding the geographical origin of 128 authentic samples from different countries (France, Germany, China) and harvest years (2016–2019). Due to...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7827277/ https://www.ncbi.nlm.nih.gov/pubmed/33429871 http://dx.doi.org/10.3390/metabo11010039 |
_version_ | 1783640723389677568 |
---|---|
author | Watermann, Stephanie Schmitt, Caroline Schneider, Tobias Hackl, Thomas |
author_facet | Watermann, Stephanie Schmitt, Caroline Schneider, Tobias Hackl, Thomas |
author_sort | Watermann, Stephanie |
collection | PubMed |
description | (1)H NMR spectroscopy, in combination with chemometric methods, was used to analyze the methanol/acetonitrile (1:1) extract of walnut (Juglans Regia 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) (1)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 (1)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 (1)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 (1)H-(13)C HSQC as a 2D NMR experiment for metabolomics studies was shown. |
format | Online Article Text |
id | pubmed-7827277 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-78272772021-01-25 Comparison of Regular, Pure Shift, and Fast 2D NMR Experiments for Determination of the Geographical Origin of Walnuts Watermann, Stephanie Schmitt, Caroline Schneider, Tobias Hackl, Thomas Metabolites Article (1)H NMR spectroscopy, in combination with chemometric methods, was used to analyze the methanol/acetonitrile (1:1) extract of walnut (Juglans Regia 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) (1)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 (1)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 (1)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 (1)H-(13)C HSQC as a 2D NMR experiment for metabolomics studies was shown. MDPI 2021-01-08 /pmc/articles/PMC7827277/ /pubmed/33429871 http://dx.doi.org/10.3390/metabo11010039 Text en © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Watermann, Stephanie Schmitt, Caroline Schneider, Tobias Hackl, Thomas Comparison of Regular, Pure Shift, and Fast 2D NMR Experiments for Determination of the Geographical Origin of Walnuts |
title | Comparison of Regular, Pure Shift, and Fast 2D NMR Experiments for Determination of the Geographical Origin of Walnuts |
title_full | Comparison of Regular, Pure Shift, and Fast 2D NMR Experiments for Determination of the Geographical Origin of Walnuts |
title_fullStr | Comparison of Regular, Pure Shift, and Fast 2D NMR Experiments for Determination of the Geographical Origin of Walnuts |
title_full_unstemmed | Comparison of Regular, Pure Shift, and Fast 2D NMR Experiments for Determination of the Geographical Origin of Walnuts |
title_short | Comparison of Regular, Pure Shift, and Fast 2D NMR Experiments for Determination of the Geographical Origin of Walnuts |
title_sort | comparison of regular, pure shift, and fast 2d nmr experiments for determination of the geographical origin of walnuts |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7827277/ https://www.ncbi.nlm.nih.gov/pubmed/33429871 http://dx.doi.org/10.3390/metabo11010039 |
work_keys_str_mv | AT watermannstephanie comparisonofregularpureshiftandfast2dnmrexperimentsfordeterminationofthegeographicaloriginofwalnuts AT schmittcaroline comparisonofregularpureshiftandfast2dnmrexperimentsfordeterminationofthegeographicaloriginofwalnuts AT schneidertobias comparisonofregularpureshiftandfast2dnmrexperimentsfordeterminationofthegeographicaloriginofwalnuts AT hacklthomas comparisonofregularpureshiftandfast2dnmrexperimentsfordeterminationofthegeographicaloriginofwalnuts |