Mass-Spectrometry-Based Food Metabolomics in Routine Applications: A Basic Standardization Approach Using Housekeeping Metabolites for the Authentication of Asparagus

被引:15
作者
Creydt, Marina [1 ]
Fischer, Markus [1 ]
机构
[1] Univ Hamburg, Hamburg Sch Food Sci, Inst Food Chem, D-20146 Hamburg, Germany
关键词
interbatch normalization; metabolomics; mass spectrometry; batch-to-batch effects; food fraud; SCIENTIFIC CHALLENGES; NORMALIZATION; STRESS; BIOSYNTHESIS; VALIDATION;
D O I
10.1021/acs.jafc.0c01204
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
The low reproducibility of non-targeted liquid chromatography-mass spectrometry-based metabolomics approaches represents a major challenge for their implementation in routine analyses, because it is impossible to compare individual measurements directly with each other, if they were not analyzed in the same batch. This study describes a normalization process based on housekeeping metabolites in plant-based raw materials, which are present in comparatively constant concentrations and are subject to no or only minor deviations as a result of exogenous influences. As a model, an authenticity study was selected to determine the origin of white asparagus (Asparagus officinalis). Using three model data sets and one test data set, we were able to show that samples that have been measured independently of one another can be correctly assigned in terms of origin after the normalization with housekeeping metabolites. The procedure does not require internal standards or the measurements of further reference samples and can also be applied to other matrices and scientific issues.
引用
收藏
页码:14343 / 14352
页数:10
相关论文
共 32 条
[1]  
Aldenhoff L., 2020, COMMUNICATION
[2]   Validation of multivariate classification methods using analytical fingerprints - concept and case study on organic feed for laying hens [J].
Alewijn, Martin ;
van der Voet, Hilko ;
van Ruth, Saskia .
JOURNAL OF FOOD COMPOSITION AND ANALYSIS, 2016, 51 :15-23
[3]  
[Anonymous], 2017, EUR 230000000 WORTH
[4]   1H NMR Spectroscopy for Determination of the Geographical Origin of Hazelnuts [J].
Bachmann, Rene ;
Klockmann, Sven ;
Haerdter, Johanna ;
Fischer, Markus ;
Hackl, Thomas .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2018, 66 (44) :11873-11879
[5]   Cadmium stress induces changes in the lipid composition and biosynthesis in tomato (Lycopersicon esculentum Mill.) leaves [J].
Ben Ammar, Wided ;
Nouairi, Issam ;
Zarrouk, Mokhtar ;
Jemal, Fatma .
PLANT GROWTH REGULATION, 2007, 53 (02) :75-85
[6]   Guidelines and considerations for the use of system suitability and quality control samples in mass spectrometry assays applied in untargeted clinical metabolomic studies [J].
Broadhurst, David ;
Goodacre, Royston ;
Reinke, Stacey N. ;
Kuligowski, Julia ;
Wilson, Ian D. ;
Lewis, Matthew R. ;
Dunn, Warwick B. .
METABOLOMICS, 2018, 14 (06)
[7]   Application of direct analysis in real time ionization-mass spectrometry (DART-MS) in chicken meat metabolomics aiming at the retrospective control of feed fraud [J].
Cajka, Tomas ;
Danhelova, Hana ;
Zachariasova, Milena ;
Riddellova, Katerina ;
Hajslova, Jana .
METABOLOMICS, 2013, 9 (03) :545-557
[8]   The scientific challenges in moving from targeted to non-targeted mass spectrometric methods for food fraud analysis: A proposed validation workflow to bring about a harmonized approach [J].
Cavanna, Daniele ;
Righetti, Laura ;
Elliott, Chris ;
Suman, Michele .
TRENDS IN FOOD SCIENCE & TECHNOLOGY, 2018, 80 :223-241
[9]   Use of a pre-analysis osmolality normalisation method to correct for variable. urine concentrations and for improved metabolomic analyses [J].
Chetwynd, Andrew J. ;
Abdul-Sada, Alaa ;
Holt, Stephen G. ;
Hill, Elizabeth M. .
JOURNAL OF CHROMATOGRAPHY A, 2016, 1431 :103-110
[10]  
Chong Jasmine, 2019, Curr Protoc Bioinformatics, V68, pe86, DOI 10.1002/cpbi.86