# High-Resolution Mass Spectrometry for Detailed Lipid Profile and Chemometric Discrimination of X-Ray Irradiated Mozzarella Cheese

**Authors:** Maria Campaniello, Valeria Nardelli, Rosalia Zianni, Andrea Chiappinelli, Oto Miedico, Michele Tomaiuolo, Annalisa Mentana

PMC · DOI: 10.3390/ijms27041916 · International Journal of Molecular Sciences · 2026-02-17

## TL;DR

This study uses high-resolution mass spectrometry to analyze lipid changes in mozzarella cheese after X-ray irradiation and identifies potential markers for detecting irradiation.

## Contribution

The study introduces a novel analytical workflow combining lipidomics and chemometric modeling to detect irradiation markers in cheese.

## Key findings

- X-ray irradiation did not form new lipid molecules in mozzarella cheese.
- Chemometric modeling identified specific lipids as potential markers for irradiation.
- An artificial neural network was developed to model omics data patterns related to irradiation.

## Abstract

Ionizing radiation is a non-thermal sanitization technique used in the food field to eliminate bacteria, molds, insects and other microbes, resulting in delayed spoilage and extended shelf life. In this work, mozzarella cheese was irradiated with X-rays at a dose of 3.0 kGy, and irradiation-induced lipid modifications were evaluated through a comprehensive analysis of the mozzarella lipid fingerprint. To this aim, an optimized microwave-assisted extraction method associated with UHPLC-Q-Orbitrap-MS analysis was used for reliable and accurate lipid identification in the controls and in irradiated samples. The outcomes demonstrated that the X-ray dose employed in this investigation did not cause the formation of new lipid molecules. However, lipidomic chemometric modeling, including partial least squares-discriminant analysis, enabled the discrimination of irradiated versus non-irradiated samples and the selection of five ceramides, eight hexosyl ceramides, four sphingomyelins, one phosphatidylethanolamine, one cholesterol ester, ten oxidized triacylglycerols, and one oxidized diacylglycerol as potential markers of treatment. Finally, an artificial neural network was developed to accurately model the entire pattern in omics data in relation to the treatment. This developed analytical workflow allows for expanding knowledge on the effects of this technology and could have interesting applications in food safety traceability and control plans.

## Full-text entities

- **Diseases:** injury to (MESH:D014947), inflammatory (MESH:D007249), Alzheimer's disease (MESH:D000544), cardiovascular disease (MESH:D002318), cancer (MESH:D009369), tumorigenesis (MESH:D063646), hypercholesterolemia (MESH:D006937)
- **Chemicals:** PUFAs (MESH:D005231), ammonium formate (MESH:C030544), salt (MESH:D012492), glycerophospholipids (MESH:D020404), O (MESH:D010100), lysophospholipids (MESH:D008246), Na (MESH:D012964), disulfides (MESH:D004220), OxTG (MESH:C057479), Ethyl acetate (MESH:C007650), 2-alkylcyclobutanones (-), eicosanoids (MESH:D015777), methanol (MESH:D000432), PE (MESH:C483858), SM (MESH:D013109), NaCl (MESH:D012965), ACN (MESH:C032159), TG (MESH:D014280), ketones (MESH:D007659), ChE (MESH:D002788), monounsaturated fatty acid (MESH:D005229), carbon (MESH:D002244), carbohydrates (MESH:D002241), hydrocarbons (MESH:D006838), fatty acids (MESH:D005227), alanine (MESH:D000409), PC (MESH:D010713), Na2SO4 (MESH:C012036), glycosphingolipids (MESH:D006028), carboxylic acid (MESH:D002264), nitrogen (MESH:D009584), CHCl3 (MESH:D002725), free fatty acids (MESH:D005230), LPE (MESH:C008301), Lipid (MESH:D008055), eicosatrienoic acid (MESH:C094477), LPI (MESH:C025449), PS (MESH:D010768), trinonanoin (MESH:C031461), omega-3 PUFAs (MESH:D010743), H2O (MESH:D014867), PEs (MESH:D010714), citric acid (MESH:D019343), omega-6 fatty acids (MESH:D043371), LPS (MESH:C025059), Ethanol (MESH:D000431), volatile organic compounds (MESH:D055549), cholesterol (MESH:D002784), acylglycerols (MESH:D005989), CHO (MESH:C034482), oxide (MESH:D010087), peroxyl radicals (MESH:C049375), sphingosine (MESH:D013110), aldehyde (MESH:D000447), Cer (MESH:D002518), oleic acid (MESH:D019301), SPs (MESH:D013107), LPC (MESH:D008244), CaCl2 (MESH:D002122), DG (MESH:D004075)
- **Species:** Salmonella (genus) [taxon 590], Escherichia coli (E. coli, species) [taxon 562], Listeria monocytogenes (species) [taxon 1639], Homo sapiens (human, species) [taxon 9606], Staphylococcus aureus (species) [taxon 1280], Bos taurus (bovine, species) [taxon 9913]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12940561/full.md

## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12940561/full.md

## References

43 references — full list in the complete paper: https://tomesphere.com/paper/PMC12940561/full.md

---
Source: https://tomesphere.com/paper/PMC12940561