Academic Journal
Matrix matters: Context-driven metabolic shifts in Bacillus cereus and Bacillus subtilis.
| Τίτλος: | Matrix matters: Context-driven metabolic shifts in Bacillus cereus and Bacillus subtilis. |
|---|---|
| Συγγραφείς: | Skriver EV; Department of Food Science, University of Copenhagen, Copenhagen, Denmark., Canoy TS; Department of Food Science, University of Copenhagen, Copenhagen, Denmark., Sha Y; Department of Food Science, University of Copenhagen, Copenhagen, Denmark., Rasmussen MA; Department of Food Science, University of Copenhagen, Copenhagen, Denmark; Copenhagen Studies on Asthma in Childhood, Herlev-Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark., Khakimov B; Department of Food Science, University of Copenhagen, Copenhagen, Denmark., Knøchel S; Department of Food Science, University of Copenhagen, Copenhagen, Denmark., Røder HL; Department of Food Science, University of Copenhagen, Copenhagen, Denmark. Electronic address: h.lyng.roeder@food.ku.dk. |
| Πηγή: | Food microbiology [Food Microbiol] 2026 Sep; Vol. 138, pp. 105066. Date of Electronic Publication: 2026 Feb 24. |
| Τύπος έκδοσης: | Journal Article |
| Γλώσσα: | English |
| Στοιχεία περιοδικού: | Publisher: Elsevier Country of Publication: England NLM ID: 8601127 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1095-9998 (Electronic) Linking ISSN: 07400020 NLM ISO Abbreviation: Food Microbiol Subsets: MEDLINE |
| Imprint Name(s): | Publication: London : Elsevier Original Publication: London ; Orlando : Academic Press, c1984- |
| Ιατρικοί όροι (MeSH): | Bacillus subtilis*/metabolism , Bacillus subtilis*/growth & development , Bacillus subtilis*/chemistry , Bacillus cereus*/metabolism , Bacillus cereus*/growth & development , Bacillus cereus*/chemistry, Pisum sativum/microbiology ; Avena/microbiology ; Milk/microbiology ; Culture Media/metabolism ; Culture Media/chemistry ; Food Microbiology ; Calorimetry ; Animals ; Metabolomics ; Fermentation ; Depsipeptides |
| Περίληψη: | Spore-forming Bacillus species, including pathogenic Bacillus cereus and spoilage-associated Bacillus subtilis, are major contributors to foodborne illness and product degradation. Understanding their metabolic behaviour in diverse food matrices is essential for improving risk assessment, spoilage prediction, and fermentation control. This study integrates isothermal microcalorimetry and targeted metabolomics to characterize the metabolic activity of B. cereus and B. subtilis in five nutrient sources: Brain Heart Infusion (BHI) medium, oat drink, milk, pea hydrolysate, and a combined oat-pea matrix. Metabolic heat production was monitored for 24 h at 30 °C. In BHI, B. cereus exhibited a shorter lag phase (mean ± sd: 4.3 h ± 0.8) than B. subtilis (7.9 h ± 1.0) but produced less total heat. Across all food matrices, B. subtilis consistently generated more heat. The oat-pea matrix supported the highest calorimetric growth rates, surpassing oat or pea alone, and showed sugar depletion and accumulation of organic acids, indicating enhanced carbohydrate metabolism. Free amino acid release was matrix- and species-specific: B. subtilis had increased levels in oat, while B. cereus did so in pea. While B. cereus was metabolically active in all matrices, cereulide levels were matrix-dependent: 47.3 ± 1.7 ng/mL in oat, 3.0 ± 0.1 ng/mL in oat-pea, and undetectable in pea. These findings reveal clade-specific and matrix-driven metabolic strategies. This is the first study to combine calorimetry and metabolomics to evaluate Bacillus activity in plant-based and dairy matrices. This approach enhances our understanding of microbial physiology in complex food systems and provides a foundation for developing targeted strategies to improve food safety, stability, and product design. (Copyright © 2026 The Authors. Published by Elsevier Ltd.. All rights reserved.) |
| Competing Interests: | Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper. |
| Contributed Indexing: | Keywords: Bacillus cereus; Bacillus subtilis; Cereulide; Food matrix; Isothermal calorimetry; Metabolomics; Microbial metabolism; Plant-based food |
| Substance Nomenclature: | 0 (cereulide) 0 (Culture Media) 0 (Depsipeptides) |
| Entry Date(s): | Date Created: 20260410 Date Completed: 20260715 Latest Revision: 20260715 |
| Update Code: | 20260715 |
| DOI: | 10.1016/j.fm.2026.105066 |
| PMID: | 41963039 |
| Βάση Δεδομένων: | MEDLINE |
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| Items | – Name: Title Label: Title Group: Ti Data: Matrix matters: Context-driven metabolic shifts in Bacillus cereus and Bacillus subtilis. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Skriver+EV%22">Skriver EV</searchLink>; Department of Food Science, University of Copenhagen, Copenhagen, Denmark.<br /><searchLink fieldCode="AU" term="%22Canoy+TS%22">Canoy TS</searchLink>; Department of Food Science, University of Copenhagen, Copenhagen, Denmark.<br /><searchLink fieldCode="AU" term="%22Sha+Y%22">Sha Y</searchLink>; Department of Food Science, University of Copenhagen, Copenhagen, Denmark.<br /><searchLink fieldCode="AU" term="%22Rasmussen+MA%22">Rasmussen MA</searchLink>; Department of Food Science, University of Copenhagen, Copenhagen, Denmark; Copenhagen Studies on Asthma in Childhood, Herlev-Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark.<br /><searchLink fieldCode="AU" term="%22Khakimov+B%22">Khakimov B</searchLink>; Department of Food Science, University of Copenhagen, Copenhagen, Denmark.<br /><searchLink fieldCode="AU" term="%22Knøchel+S%22">Knøchel S</searchLink>; Department of Food Science, University of Copenhagen, Copenhagen, Denmark.<br /><searchLink fieldCode="AU" term="%22Røder+HL%22">Røder HL</searchLink>; Department of Food Science, University of Copenhagen, Copenhagen, Denmark. Electronic address: h.lyng.roeder@food.ku.dk. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%228601127%22">Food microbiology</searchLink> [Food Microbiol] 2026 Sep; Vol. 138, pp. 105066. <i>Date of Electronic Publication: </i>2026 Feb 24. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: Language Label: Language Group: Lang Data: English – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier%22">Elsevier </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>8601127 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1095-9998 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2207400020%22">07400020 </searchLink><i>NLM ISO Abbreviation: </i>Food Microbiol <i>Subsets: </i>MEDLINE – Name: PublisherInfo Label: Imprint Name(s) Group: PubInfo Data: <i>Publication</i>: London : Elsevier<br /><i>Original Publication</i>: London ; Orlando : Academic Press, c1984- – Name: SubjectMESH Label: MeSH Terms Group: Su Data: <searchLink fieldCode="MM" term="%22Bacillus+subtilis%22">Bacillus subtilis*</searchLink>/<searchLink fieldCode="MM" term="%22Bacillus+subtilis+metabolism%22">metabolism</searchLink> <br /><searchLink fieldCode="MM" term="%22Bacillus+subtilis%22">Bacillus subtilis*</searchLink>/<searchLink fieldCode="MM" term="%22Bacillus+subtilis+growth+%26+development%22">growth & development</searchLink> <br /><searchLink fieldCode="MM" term="%22Bacillus+subtilis%22">Bacillus subtilis*</searchLink>/<searchLink fieldCode="MM" term="%22Bacillus+subtilis+chemistry%22">chemistry</searchLink> <br /><searchLink fieldCode="MM" term="%22Bacillus+cereus%22">Bacillus cereus*</searchLink>/<searchLink fieldCode="MM" term="%22Bacillus+cereus+metabolism%22">metabolism</searchLink> <br /><searchLink fieldCode="MM" term="%22Bacillus+cereus%22">Bacillus cereus*</searchLink>/<searchLink fieldCode="MM" term="%22Bacillus+cereus+growth+%26+development%22">growth & development</searchLink> <br /><searchLink fieldCode="MM" term="%22Bacillus+cereus%22">Bacillus cereus*</searchLink>/<searchLink fieldCode="MM" term="%22Bacillus+cereus+chemistry%22">chemistry</searchLink><br /><searchLink fieldCode="MH" term="%22Pisum+sativum%22">Pisum sativum</searchLink>/<searchLink fieldCode="MH" term="%22Pisum+sativum+microbiology%22">microbiology</searchLink> ; <searchLink fieldCode="MH" term="%22Avena%22">Avena</searchLink>/<searchLink fieldCode="MH" term="%22Avena+microbiology%22">microbiology</searchLink> ; <searchLink fieldCode="MH" term="%22Milk%22">Milk</searchLink>/<searchLink fieldCode="MH" term="%22Milk+microbiology%22">microbiology</searchLink> ; <searchLink fieldCode="MH" term="%22Culture+Media%22">Culture Media</searchLink>/<searchLink fieldCode="MH" term="%22Culture+Media+metabolism%22">metabolism</searchLink> ; <searchLink fieldCode="MH" term="%22Culture+Media%22">Culture Media</searchLink>/<searchLink fieldCode="MH" term="%22Culture+Media+chemistry%22">chemistry</searchLink> ; <searchLink fieldCode="MH" term="%22Food+Microbiology%22">Food Microbiology</searchLink> ; <searchLink fieldCode="MH" term="%22Calorimetry%22">Calorimetry</searchLink> ; <searchLink fieldCode="MH" term="%22Animals%22">Animals</searchLink> ; <searchLink fieldCode="MH" term="%22Metabolomics%22">Metabolomics</searchLink> ; <searchLink fieldCode="MH" term="%22Fermentation%22">Fermentation</searchLink> ; <searchLink fieldCode="MH" term="%22Depsipeptides%22">Depsipeptides</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: Spore-forming Bacillus species, including pathogenic Bacillus cereus and spoilage-associated Bacillus subtilis, are major contributors to foodborne illness and product degradation. Understanding their metabolic behaviour in diverse food matrices is essential for improving risk assessment, spoilage prediction, and fermentation control. This study integrates isothermal microcalorimetry and targeted metabolomics to characterize the metabolic activity of B. cereus and B. subtilis in five nutrient sources: Brain Heart Infusion (BHI) medium, oat drink, milk, pea hydrolysate, and a combined oat-pea matrix. Metabolic heat production was monitored for 24 h at 30 °C. In BHI, B. cereus exhibited a shorter lag phase (mean ± sd: 4.3 h ± 0.8) than B. subtilis (7.9 h ± 1.0) but produced less total heat. Across all food matrices, B. subtilis consistently generated more heat. The oat-pea matrix supported the highest calorimetric growth rates, surpassing oat or pea alone, and showed sugar depletion and accumulation of organic acids, indicating enhanced carbohydrate metabolism. Free amino acid release was matrix- and species-specific: B. subtilis had increased levels in oat, while B. cereus did so in pea. While B. cereus was metabolically active in all matrices, cereulide levels were matrix-dependent: 47.3 ± 1.7 ng/mL in oat, 3.0 ± 0.1 ng/mL in oat-pea, and undetectable in pea. These findings reveal clade-specific and matrix-driven metabolic strategies. This is the first study to combine calorimetry and metabolomics to evaluate Bacillus activity in plant-based and dairy matrices. This approach enhances our understanding of microbial physiology in complex food systems and provides a foundation for developing targeted strategies to improve food safety, stability, and product design.<br /> (Copyright © 2026 The Authors. Published by Elsevier Ltd.. All rights reserved.) – Name: Abstract Label: Competing Interests Group: Ab Data: Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper. – Name: SubjectMinor Label: Contributed Indexing Group: Data: <i>Keywords: </i>Bacillus cereus; Bacillus subtilis; Cereulide; Food matrix; Isothermal calorimetry; Metabolomics; Microbial metabolism; Plant-based food – Name: NumberCAS Label: Substance Nomenclature Group: ID Data: 0 (cereulide)<br />0 (Culture Media)<br />0 (Depsipeptides) – Name: DateEntry Label: Entry Date(s) Group: Date Data: <i>Date Created: </i>20260410 <i>Date Completed: </i>20260715 <i>Latest Revision: </i>20260715 – Name: DateUpdate Label: Update Code Group: Date Data: 20260715 – Name: DOI Label: DOI Group: ID Data: 10.1016/j.fm.2026.105066 – Name: AN Label: PMID Group: ID Data: 41963039 |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1016/j.fm.2026.105066 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 105066 Subjects: – SubjectFull: Pisum sativum microbiology Type: general – SubjectFull: Avena microbiology Type: general – SubjectFull: Milk microbiology Type: general – SubjectFull: Culture Media metabolism Type: general – SubjectFull: Culture Media chemistry Type: general – SubjectFull: Food Microbiology Type: general – SubjectFull: Calorimetry Type: general – SubjectFull: Animals Type: general – SubjectFull: Metabolomics Type: general – SubjectFull: Fermentation Type: general – SubjectFull: Depsipeptides Type: general – SubjectFull: Bacillus subtilis metabolism Type: general – SubjectFull: Bacillus subtilis growth & development Type: general – SubjectFull: Bacillus subtilis chemistry Type: general – SubjectFull: Bacillus cereus metabolism Type: general – SubjectFull: Bacillus cereus growth & development Type: general – SubjectFull: Bacillus cereus chemistry Type: general Titles: – TitleFull: Matrix matters: Context-driven metabolic shifts in Bacillus cereus and Bacillus subtilis. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Skriver EV – PersonEntity: Name: NameFull: Canoy TS – PersonEntity: Name: NameFull: Sha Y – PersonEntity: Name: NameFull: Rasmussen MA – PersonEntity: Name: NameFull: Khakimov B – PersonEntity: Name: NameFull: Knøchel S – PersonEntity: Name: NameFull: Røder HL IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 09 Text: 2026 Sep Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1095-9998 Numbering: – Type: volume Value: 138 Titles: – TitleFull: Food microbiology Type: main |
| ResultId | 1 |