Abstract
Lactic acid bacteria with antifungal properties are applied for biopreservation of food. In order to further our understanding of their antifungal mechanism, there is an ongoing search for bioactive molecules. With a focus on the metabolites formed, bioassay-guided fractionation and comprehensive screening have identified compounds as antifungal. Although these are active, the compounds have been found in concentrations that are too low to account for the observed antifungal effect. It has been hypothesized that the formation of metabolites and consumption of nutrients during bacterial fermentations form the basis for the antifungal effect, i.e., the composition of the exometabolome. To build a more comprehensive view of the chemical changes induced by bacterial fermentation and the effects on mold growth, a strategy for correlating the exometabolomic profiles with mold growth was applied. The antifungal properties were assessed by measuring mold growth of two Penicillium strains on cell-free ferments of three strains of Lactobacillus paracasei pre-fermented in a chemically defined medium. Exometabolomic profiling was performed by reversed-phase liquid chromatography in combination with mass spectrometry in electrospray positive and negative modes. By multivariate data analysis, the three strains of Lb. paracasei were readily distinguished by the relative difference of their exometabolomes. The relative differences correlated with the relative growth of the two Penicillium strains. Metabolic footprinting proved to be a supplement to bioassay-guided fractionation for investigation of antifungal properties of bacterial ferments. Additionally, three previously identified and three novel antifungal metabolites from Lb. paracasei and their potential precursors were detected and assigned using the strategy.
Similar content being viewed by others
Abbreviations
- ArAT:
-
Aromatic aminotransferase
- BCAA:
-
Branched-chain amino acid
- BcAT:
-
Branched-chain aminotransferase
- BPC:
-
Base peak chromatogram
- CDIM:
-
Chemically defined interaction medium
- CF:
-
Cell-free ferment
- Da:
-
Dalton
- ESI:
-
Electrospray ionization
- FID:
-
Flame ionization detector
- GC:
-
Gas chromatography
- id:
-
Internal diameter
- ID:
-
Inhibition degree
- IS:
-
Internal standard
- LC:
-
Liquid chromatography
- m/z :
-
Mass-to-charge ratio
- MIC:
-
Minimal inhibitory concentration
- MS:
-
Mass spectrometry
- Neg:
-
Negative, as for negative electrospray mode
- OD:
-
Optical density
- PC:
-
Principal component
- PCA:
-
Principal component analysis
- PLSR:
-
Partial least squares regression
- Pos:
-
Positive, as for positive electrospray mode
- ppm:
-
Parts per million
- REF:
-
Reference, un-inoculated substrate
- TIC:
-
Total ion chromatogram
- UPLC:
-
Ultra-performance liquid chromatography
- VIP:
-
Variable importance in projection
References
Ström K, Sjögren J, Broberg A, Schnürer J (2002) Lactobacillus plantarum MiLAB 393 produces the antifungal cyclic dipeptides cyclo(L -Phe–L-Pro) and 3-phenyllactic acid. Appl Environ Microbiol 68:4322–4327
Ryan LAM, Zannini E, Dal Bello F et al (2011) Lactobacillus amylovorus DSM 19280 as a novel food-grade antifungal agent for bakery products. Int J Food Microbiol 146:276–283
Lind H, Jonsson H, Schnürer J (2005) Antifungal effect of dairy propionibacteria - contribution of organic acids. Int J Food Microbiol 98:157–165
Magnusson J, Ström K, Roos S et al (2003) Broad and complex antifungal activity among environmental isolates of lactic acid bacteria. FEMS Microbiol Lett 219:129–135
Sjögren J, Magnusson J, Broberg A et al (2003) Antifungal 3-hydroxy fatty acids from Lactobacillus plantarum MiLAB 14 antifungal 3-hydroxy fatty acids from Lactobacillus plantarum MiLAB 14. Appl Environ Microbiol 69:7554–7557
Schwenninger SM, Meile L, Lacroix C (2011) Antifungal lactic acid bacteria and propionibacteria for food biopreservation. In: Lacroix C (ed) Protective cultures, antimicrobial metabolites and bacteriophages for food and beverage biopreservation, 1st edn. Woodward, Oxford, pp 27–57
Crowley S, Mahony J, van Sinderen D (2013) Current perspectives on antifungal lactic acid bacteria as natural bio-preservatives. Trends Food Sci Technol 33:93–109
Ryan LAM, Dal Bello F, Czerny M et al (2009) Quantification of phenyllactic acid in wheat sourdough using high resolution gas chromatography-mass spectrometry. J Agric Food Chem 57:1060–1064
Ryan LAM, Dal Bello F, Arendt EK, Koehler P (2009) Detection and quantitation of 2,5-diketopiperazines in wheat sourdough and bread. J Agric Food Chem 57:9563–9568
Schwenninger SM, Lacroix C, Truttmann S et al (2008) Characterization of low-molecular-weight antiyeast metabolites produced by a food-protective Lactobacillus-Propionibacterium coculture. J Food Prot 71:2481–2487
Corsetti A, Gobbetti M, Rossi J, Damiani P (1998) Antimould activity of sourdough lactic acid bacteria: identification of a mixture of organic acids produced by Lactobacillus sanfrancisco CB1. Appl Microbiol Biotechnol 50:253–256
Niku-Paavola ML, Laitila A, Mattila-Sandholm T, Haikara A (1999) New types of antimicrobial compounds produced by Lactobacillus plantarum. J Appl Microbiol 86:29–35
Brosnan B, Coffey A, Arendt EK, Furey A (2012) Rapid identification, by use of the LTQ Orbitrap hybrid FT mass spectrometer, of antifungal compounds produced by lactic acid bacteria. Anal Bioanal Chem 403:2983–2995
Guo J, Brosnan B, Furey A et al (2012) Antifungal activity of Lactobacillus against Microsporum canis, Microsporum gypseum and Epidermophyton floccosum. Bioeng Bugs 3:104–113
Armaforte E, Carri S, Ferri G, Caboni MF (2006) High-performance liquid chromatography determination of phenyllactic acid in MRS broth. J Chromatogr A 1131:281–284
Mashego MR, Rumbold K, De Mey M et al (2007) Microbial metabolomics: past, present and future methodologies. Biotechnol Lett 29:1–16
Birkenstock T, Liebeke M, Winstel V et al (2012) Exometabolome analysis identifies pyruvate dehydrogenase as a target for the antibiotic triphenylbismuthdichloride in multiresistant bacterial pathogens. J Biol Chem 287:2887–2895
Paczia N, Nilgen A, Lehmann T et al (2012) Extensive exometabolome analysis reveals extended overflow metabolism in various microorganisms. Microb Cell Factories 11:122
Serrazanetti DI, Ndagijimana M, Sado-Kamdem SL et al (2011) Acid stress-mediated metabolic shift in Lactobacillus sanfranciscensis LSCE1. Appl Environ Microbiol 77:2656–2666
Galloway LD, Burgess R (1952) Applied mycology and bacteriology. Applied mycology and bacteriology, 3rd edn. Leonard Hill, London, pp 54–57
Aunsbjerg SD, Honoré AH, Vogensen FK, Knøchel S (2015) Development of a chemically defined medium for studying foodborne bacterial–fungal interactions. Int Dairy J 45:48–55
Ebrahimi P, van den Berg F, Aunsbjerg SD (2015) Quantitative determination of mold growth and inhibition by multispectral imaging. Food Control 55:82–89
Aunsbjerg SD, Honoré AH, Marcussen J et al (2014) Contribution of volatiles to the antifungal effect of Lactobacillus paracasei in defined medium and yogurt. Int J Food Microbiol 194C:46–53
Pluskal T, Castillo S, Villar-Briones A, Oresic M (2010) MZmine 2: modular framework for processing, visualizing, and analyzing mass spectrometry-based molecular profile data. BMC Bioinformatics 11:395
Chong I-G, Jun C-H (2005) Performance of some variable selection methods when multicollinearity is present. Chemom Intell Lab Syst 78:103–112
Hanson JR (2008) Pigments and odours of fungi. The chemistry of fungi. RSC, Cambridge, pp 127–146
Kilstrup M, Hammer K, Ruhdal Jensen P, Martinussen J (2005) Nucleotide metabolism and its control in lactic acid bacteria. FEMS Microbiol Rev 29:555–590
Broberg A, Jacobsson K, Ström K, Schnürer J (2007) Metabolite profiles of lactic acid bacteria in grass silage. Appl Environ Microbiol 73:5547–5552
Lavermicocca P, Valerio F, Evidente A et al (2000) Purification and characterization of novel antifungal compounds from the sourdough Lactobacillus plantarum strain 21B. Appl Environ Microbiol 66:4084–4090
Kieronczyk A, Skeie S, Langsrud T, Yvon M (2003) Cooperation between Lactococcus lactis and nonstarter Lactobacilli in the formation of cheese aroma from amino acids. 69:734–739
Liu M, Nauta A, Francke C, Siezen RJ (2008) Comparative genomics of enzymes in flavor-forming pathways from amino acids in lactic acid bacteria. Appl Environ Microbiol 74:4590–4600
Acknowledgments
This work was partially financed by the Danish Ministry of Science, Innovation and Higher Education and by the University of Copenhagen as a scholarship for Stina Dissing Aunsbjerg. The analytical support for GC work by Research Associate Marianne Termansen and Technician Lasse Hørup, DuPont Nutritional BioSciences ApS was highly appreciated.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflict of interest.
Additional information
Anders H. Honoré and Stina D. Aunsbjerg contributed equally to the manuscript.
Electronic supplementary material
Below is the link to the electronic supplementary material.
ESM 1
(PDF 994 kb)
Rights and permissions
About this article
Cite this article
Honoré, A.H., Aunsbjerg, S.D., Ebrahimi, P. et al. Metabolic footprinting for investigation of antifungal properties of Lactobacillus paracasei . Anal Bioanal Chem 408, 83–96 (2016). https://doi.org/10.1007/s00216-015-9103-6
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00216-015-9103-6