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Published on: December 16, 2022
Mass Spectrometry Imaging for Spatial Ingredient Classification in Plant-Based Food
Mudita Vats1, Bryn Flinders1, Theodoros Visvikis1
1Maastricht MultiModal Molecular Imaging (M4I) Institute, Division of Imaging Mass Spectrometry, Maastricht University, Universiteitssingel 50, 6229 ER Maastricht, The Netherlands.
Mass spectrometry imaging (MSI) and machine learning models can map burger ingredients. This technology detects meat adulteration and differentiates burger types, ensuring food quality and safety for consumers.
Area of Science:
- Food Science
- Analytical Chemistry
- Biotechnology
Background:
- Mass spectrometry imaging (MSI) generates molecular maps of complex samples.
- Burger patties, both meat and plant-based, are complex matrices requiring detailed analysis.
- Understanding ingredient distribution is key for quality control and consumer satisfaction.
Purpose of the Study:
- To develop and apply MSI techniques for burger analysis.
- To utilize machine learning for classifying burger composition and detecting adulteration.
- To differentiate between various burger recipes and identify individual ingredients.
Main Methods:
- Prepared thin sections of burger samples and vegetable constituents.
- Performed matrix-assisted laser desorption/ionization (MALDI) and desorption electrospray ionization (DESI) MSI.
- Processed MSI data to build three machine learning models.
Main Results:
- Successfully detected meat adulteration in vegetable burgers.
- Accurately identified individual ingredients within vegetable burger matrices.
- Effectively discriminated between burgers from different manufacturers and recipes.
Conclusions:
- MSI coupled with machine learning offers comprehensive burger characterization.
- This approach addresses critical food industry and consumer concerns regarding food authenticity and quality.
- Demonstrates the potential for advanced analytical techniques in food product analysis.
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