DART-HRMS for the Rapid Assessment of Bioactive Compounds in Ultrasound-Processed Rapeseed Meal By-Product
In line with the recommended European policy for a zero-waste crop supply chain, a lab-pilot optimisation process to valorise the by-products of industrially produced rapeseed meal (RM) was performed. Three batches of RM were first processed into ethanol-wash solutes (EWS) and then optimised (OEWS) by an ultrasound-assisted (UA) treatment. After direct analysis in real time–high resolution mass spectrometry (DART-HRMS) analysis, data were processed applying a partial least square–discriminant analysis (PLS-DA), which retrieved the 15 most discriminative ions able to characterise the biochemical changes during the ethanol-washing and UA optimisation process. The metabolomic fingerprinting of EWS and OEWS generated an accurate and well-defined 3D spatial clusterisation based on a restricted pool of informative bioactive compounds. A significantly higher relative abundance of sinapic, azelaic, and vernolic acids and a lower incidence of the oleic and palmitic fatty acids were detected in OEWS. DART-HRMS generated a vast amount of biochemical information in one single run, also demonstrating that its association with an untargeted multivariate statistical approach would be a valuable tool for revealing specific functional biomarkers. This would eventually enhance the circular and effective use of rapeseed residuals coming from this plant’s oilseed industry.
Authors
- Andrea Massaro (ORCID: https://orcid.org/0000-0002-1333-2333)
- Dasha Sp. Mihaylova (ORCID: https://orcid.org/0000-0002-6144-9640)
- Albert Krastanov (ORCID: https://orcid.org/0000-0003-2794-1655)
- Anna Lante (ORCID: https://orcid.org/0000-0003-4709-9311)
- Miluska Cisneros‐Yupanqui (ORCID: https://orcid.org/0000-0001-5516-4473)
- Carmela Zacometti (ORCID: https://orcid.org/0000-0002-8160-3481)
- Hristo Kalaydzhiev (ORCID: https://orcid.org/0000-0002-3589-4134)
- Severino Segato (ORCID: https://orcid.org/0000-0003-0036-8502)
- Giorgia Riuzzi (ORCID: https://orcid.org/0000-0001-8028-2260)
- Alessandra Tata (ORCID: https://orcid.org/0000-0003-0093-7242)
- Vesela I. Chalova (ORCID: https://orcid.org/0000-0001-5139-5389)
- Greta Morbin
Institutions
- University of Padua (IT)
- University of Food Technologies (BG)
- Istituto Zooprofilattico Sperimentale delle Venezie (IT)
Publication Details
- Journal
- Applied Sciences
- Published
- 2025-05-25
- DOI
- https://doi.org/10.3390/app15115952
- Primary Topic
- Metabolomics and Mass Spectrometry Studies
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Bulgarian National Science Fund