Literature DB >> 33103896

Determination of the Geographical Origin of Asparagus officinalis L. by 1H NMR Spectroscopy.

Juliane Klare1,2, Marc Rurik3, Eric Rottmann1, Anke Bollen1, Oliver Kohlbacher3,4,5,6, Markus Fischer2, Thomas Hackl1,2.   

Abstract

Food authenticity concerning the geographical origin becomes increasingly important for consumers, food industries, and food authorities. In this study, nontargeted 1H NMR metabolomics combined with machine learning methodologies was applied to successfully distinguish the geographical origin of 237 samples of white asparagus from Germany, Poland, The Netherlands, Spain, Greece, and Peru. Support vector classification of the geographical origin achieved an accuracy of 91.5% for the entire sample set and 87.8% after undersampling the majority class. Important regions of the spectra could be identified and assigned to potential chemical markers. A subset of samples was compared to isotope-ratio mass spectrometry (IRMS), an established method for the determination of origin of white asparagus in Germany. Here, SVM classification led to accuracies of 79.4% for NMR and 70.9% for IRMS. Finally, the classification of asparagus from different German regions was evaluated, and the influence of year and variety was analyzed.

Entities:  

Keywords:  NMR; asparagus; food fraud; geographical origin; support vector machine

Mesh:

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Year:  2020        PMID: 33103896     DOI: 10.1021/acs.jafc.0c05642

Source DB:  PubMed          Journal:  J Agric Food Chem        ISSN: 0021-8561            Impact factor:   5.279


  3 in total

1.  Effect of Different Processing Methods on the Chemical Constituents of Scrophulariae Radix as Revealed by 2D NMR-Based Metabolomics.

Authors:  Xiaohui Duan; Mina Zhang; Huan Du; Xiu Gu; Caihong Bai; Liuqiang Zhang; Kaixian Chen; Kaifeng Hu; Yiming Li
Journal:  Molecules       Date:  2022-07-22       Impact factor: 4.927

2.  Opening the Random Forest Black Box of the Metabolome by the Application of Surrogate Minimal Depth.

Authors:  Soeren Wenck; Marina Creydt; Jule Hansen; Florian Gärber; Markus Fischer; Stephan Seifert
Journal:  Metabolites       Date:  2021-12-21

Review 3.  Metabolomics as a marketing tool for geographical indication products: a literature review.

Authors:  Alvaro Luis Lamas Cassago; Mateus Manfrin Artêncio; Janaina de Moura Engracia Giraldi; Fernando Batista Da Costa
Journal:  Eur Food Res Technol       Date:  2021-06-15       Impact factor: 2.998

  3 in total

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