In this work, a retrospective screening based on ultra-high-performance liquid chromatography (UHPLC) coupled with high-resolution mass spectrometry (HRMS) based on Orbitrap-QExactive Focus™ was used to check the occurrence of regulated and emerging mycotoxins in bulk milk samples. Milk samples were collected from dairy farms in which corn silage was the main ingredient of the feeding system. The 45 bulk milk samples were previously analyzed for a detailed untargeted metabolomic profiling and classified into five clusters according to the corn silage contamination profile, namely: (1) low levels of Aspergillus-and Penicillium-mycotoxins; (2) low levels of fumonisins and other Fusarium-mycotoxins; (3) high levels of Aspergillus-mycotoxins; (4) high levels of non-regulated Fusarium-mycotoxins; (5) high levels of fumonisins and their metabolites. Multivariate statistics based on both unsupervised and supervised analyses were used to evaluate the significant fold-change variations of the main groups of mycotoxins detected when comparing milk samples from clusters 3, 4, and 5 (high contamination levels of the corn silages) with cluster 1 and 2 (low contamination levels of the corn silages). Overall, 14 compounds showed a significant prediction ability, with antibiotic Y (VIP score = 2.579), bikaverin (VIP score = 1.975) and fumonisin B2 (VIP score = 1.846) being the best markers. The k-means clustering combined with supervised statistics showed two discriminant groups of milk samples, thus revealing a hierarchically higher impact of the whole feeding system (rather than the only corn silages) together with other factors of variability on the final mycotoxin contamination profile. Among the discriminant metabolites we found some Fusarium mycotoxins, together with the tetrapeptide tentoxin (an Alternaria toxin), the α-zearalenol (a catabolite of zearalenone), mycophenolic acid and apicidin. These preliminary findings provide new insights into the potential role of UHPLC-HRMS to evaluate the contamination profile and the safety of raw milk to produce hard cheese.

Rocchetti, G., Ghilardelli, F., Masoero, F., Gallo, A., Screening of regulated and emerging mycotoxins in bulk milk samples by high-resolution mass spectrometry, <<FOODS>>, 2021; 10 (9): N/A-N/A. [doi:10.3390/foods10092025] [http://hdl.handle.net/10807/189242]

Screening of regulated and emerging mycotoxins in bulk milk samples by high-resolution mass spectrometry

Rocchetti, Gabriele;Ghilardelli, Francesca;Masoero, Francesco;Gallo, Antonio
2021

Abstract

In this work, a retrospective screening based on ultra-high-performance liquid chromatography (UHPLC) coupled with high-resolution mass spectrometry (HRMS) based on Orbitrap-QExactive Focus™ was used to check the occurrence of regulated and emerging mycotoxins in bulk milk samples. Milk samples were collected from dairy farms in which corn silage was the main ingredient of the feeding system. The 45 bulk milk samples were previously analyzed for a detailed untargeted metabolomic profiling and classified into five clusters according to the corn silage contamination profile, namely: (1) low levels of Aspergillus-and Penicillium-mycotoxins; (2) low levels of fumonisins and other Fusarium-mycotoxins; (3) high levels of Aspergillus-mycotoxins; (4) high levels of non-regulated Fusarium-mycotoxins; (5) high levels of fumonisins and their metabolites. Multivariate statistics based on both unsupervised and supervised analyses were used to evaluate the significant fold-change variations of the main groups of mycotoxins detected when comparing milk samples from clusters 3, 4, and 5 (high contamination levels of the corn silages) with cluster 1 and 2 (low contamination levels of the corn silages). Overall, 14 compounds showed a significant prediction ability, with antibiotic Y (VIP score = 2.579), bikaverin (VIP score = 1.975) and fumonisin B2 (VIP score = 1.846) being the best markers. The k-means clustering combined with supervised statistics showed two discriminant groups of milk samples, thus revealing a hierarchically higher impact of the whole feeding system (rather than the only corn silages) together with other factors of variability on the final mycotoxin contamination profile. Among the discriminant metabolites we found some Fusarium mycotoxins, together with the tetrapeptide tentoxin (an Alternaria toxin), the α-zearalenol (a catabolite of zearalenone), mycophenolic acid and apicidin. These preliminary findings provide new insights into the potential role of UHPLC-HRMS to evaluate the contamination profile and the safety of raw milk to produce hard cheese.
2021
AREA07 - SCIENZE AGRARIE E VETERINARIE
Articolo su rivista presente in Web of Knowledge o Scopus o brevetto o monografia
Inglese
Articolo in rivista
Inglese
Milk metabolomics
Multivariate statistics
Mycotoxins
Retrospective screening
UHPLC-Orbitrap
Settore AGR/18 - NUTRIZIONE E ALIMENTAZIONE ANIMALE
MDPI
10
9
2021
N/A
N/A
2025
Esperti anonimi
Articolo su rivista scientifica / specializzata
info:eu-repo/semantics/article
Rocchetti, G., Ghilardelli, F., Masoero, F., Gallo, A., Screening of regulated and emerging mycotoxins in bulk milk samples by high-resolution mass spectrometry, <<FOODS>>, 2021; 10 (9): N/A-N/A. [doi:10.3390/foods10092025] [http://hdl.handle.net/10807/189242]
open
262
Rocchetti, Gabriele; Ghilardelli, Francesca; Masoero, Francesco; Gallo, Antonio
4
art_per_29
03. Contributo in rivista::Articolo in rivista, Nota a sentenza
File in questo prodotto:
File Dimensione Formato  
foods-10-02025-v2.pdf

accesso aperto

Tipologia file ?: Versione Editoriale (PDF)
Licenza: Creative commons
Dimensione 1.86 MB
Formato Adobe PDF
1.86 MB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10807/189242
Citazioni
  • ???jsp.display-item.citation.pmc??? 13
  • Scopus 29
  • ???jsp.display-item.citation.isi??? 27
social impact