Distinguishing plant and milk proteins and their interactions in hybrid cheese using confocal Raman microscopy with machine learning

dc.citation.issue1
dc.citation.volume498
dc.contributor.authorLu D
dc.contributor.authorMcGoverin C
dc.contributor.authorRoy D
dc.contributor.authorAcevedo-Fani A
dc.contributor.authorSingh H
dc.contributor.authorWaterland M
dc.contributor.authorZheng Y
dc.contributor.authorYe A
dc.date.accessioned2025-12-11T01:32:19Z
dc.date.issued2026-01-01
dc.description.abstractThe increasing demand for plant-based alternatives to milk protein has led to the development of hybrid processed cheese analogues (HPCAs) combining plant proteins and casein. However, their complex microstructure and molecular interactions remain poorly understood. This study integrated confocal Raman spectroscopy with advanced machine learning for high-resolution spatial mapping and molecular characterization of HPCAs containing mung bean protein isolate (MPI) or hemp protein isolate (HPI) with casein. This integration helped distinguish between protein sources and elucidate structural changes. The addition of casein changed the HPI structure, promoting structural disorder, disulfide bond rearrangement, and a sharp decrease in the tyrosine doublet ratio from 4.5 in HPI100 to 1.2 in HPI50. Conversely, casein interaction with MPI led to microstructural segregation and changes of β-sheet content (from 53 % in MPI100 to 20 % in MPI30). This integrated method represents a powerful tool for analysing protein structure and interactions in complex food systems.
dc.description.confidentialfalse
dc.edition.edition1 January 2026
dc.identifier.author-urlhttps://orcid.org/0000-0003-1048-8858
dc.identifier.citationLu D, McGoverin C, Roy D, Acevedo-Fani A, Singh H, Waterland M, Zheng Y, Ye A. (2026). Distinguishing plant and milk proteins and their interactions in hybrid cheese using confocal Raman microscopy with machine learning. Food Chemistry. 498. 1.
dc.identifier.doi10.1016/j.foodchem.2025.147102
dc.identifier.eissn1873-7072
dc.identifier.elements-typejournal-article
dc.identifier.issn0308-8146
dc.identifier.number147102
dc.identifier.piiS0308814625043547
dc.identifier.urihttps://mro.massey.ac.nz/handle/10179/73936
dc.languageEnglish
dc.publisherElsevier Limited, United Kingdom
dc.publisher.urihttps://www.sciencedirect.com/science/article/pii/S0308814625043547
dc.relation.isPartOfFood Chemistry
dc.rightsCC BY 4.0
dc.rights(c) 2025 The Author/s
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/
dc.subjectRaman microscopy
dc.subjectPlant protein
dc.subjectMilk protein
dc.subjectHybrid cheese
dc.subjectMachine learning
dc.subjectCatBoost
dc.titleDistinguishing plant and milk proteins and their interactions in hybrid cheese using confocal Raman microscopy with machine learning
dc.typeJournal article
pubs.elements-id608611
pubs.organisational-groupOther

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