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Rapid Analysis and Authentication of Meat Using the MasSpec Pen Technology
- Source :
- Journal of Agricultural and Food Chemistry. 69:3527-3536
- Publication Year :
- 2021
- Publisher :
- American Chemical Society (ACS), 2021.
-
Abstract
- Food authenticity and safety are major public concerns due to the increasing number of food fraud cases. Meat fraud is an economically motivated practice of covertly replacing one type of meat with a cheaper alternative raising health, safety, and ethical concerns for consumers. In this study, we implement the MasSpec Pen technology for rapid and direct meat analysis and authentication. The MasSpec Pen is an easy-to-use handheld device connected to a mass spectrometer that employs a solvent droplet for gentle chemical analysis of samples. Here, MasSpec Pen analysis was performed directly on several meat and fish types including grain-fed beef, grass-fed beef, venison, cod, halibut, Atlantic salmon, sockeye salmon, and steelhead trout, with a total analysis time of 15 s per sample. Statistical models developed with the Lasso method using a training set of samples yielded per-sample accuracies of 95% for the beef model, 100% for the beef versus venison model, and 84% for the multiclass fish model. Predictors of meat type selected included several molecules previously reported in the skeletal muscles of animals, including carnosine, anserine, succinic acid, xanthine, and taurine. When testing the models on independent test sets of samples, per-sample accuracies of 100% were achieved for all models, demonstrating the robustness of our method for unadulterated meat authentication. MasSpec Pen feasibility testing for classifying venison and grass-fed beef samples adulterated with grain-fed beef achieved per-sample prediction accuracies of 100% for both classifiers using test sets of samples. Altogether, the results obtained in this study provide compelling evidence that the MasSpec Pen technology is a powerful alternative analytical method for meat analysis and investigation of meat fraud.
- Subjects :
- 0106 biological sciences
Technology
Meat
Food fraud
Sample (material)
01 natural sciences
Mass Spectrometry
Salmon
Animals
Food science
Rapid testing
Mathematics
Authentication
Training set
business.industry
010401 analytical chemistry
food and beverages
General Chemistry
Food safety
0104 chemical sciences
Ethical concerns
Fish
Cattle
Edible Grain
General Agricultural and Biological Sciences
business
010606 plant biology & botany
Subjects
Details
- ISSN :
- 15205118 and 00218561
- Volume :
- 69
- Database :
- OpenAIRE
- Journal :
- Journal of Agricultural and Food Chemistry
- Accession number :
- edsair.doi.dedup.....c8917aaf84f4a8d449c307e34de25489
- Full Text :
- https://doi.org/10.1021/acs.jafc.0c07830