Metabolic and Flavor Dynamic Changes in Aronia melanocarpa Juice During Fermentation and 90-Day Storage
Abstract
1. Introduction
2. Materials and Methods
2.1. Experimental Materials
2.2. Reagents and Sources
2.3. Strain Activation and Culture
2.4. Experimental Design and Fermentation Process
2.5. Quantification of Total Phenolic Content
2.6. Quantification of Total Flavonoid Content
2.7. Dpph Radical Scavenging Activity
2.8. Uplc-Ms/ms Untargeted Metabolomics Analysis
2.8.1. Extract Metabolites from the Samples
2.8.2. Instrumental Analysis Conditions
2.8.3. Data Processing
2.9. Hs-Spme-Gc-Ms Non-Targeted Volatile Metabolomics Analysis
2.9.1. Spme-Based Sample Preparation and Extraction
2.9.2. Gc-Ms Instrumental Analysis Conditions
2.9.3. Data Preprocessing and Annotation
2.10. Statistical Analysis
3. Results
3.1. Changes in Total Flavonoids, Total Phenolics, and Dpph Radical Scavenging Activity
3.2. Untargeted Metabolomics
3.3. Differential Metabolite Analysis
3.4. Differential Analysis of Volatile Compounds
4. Conclusions
5. Limitations and Future Perspectives
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| AJ | Aronia melanocarpa Juice |
| FAJ | Fermented Aronia melanocarpa Juice |
| QC | Quality Control |
| TPC | Total Phenolic Content |
| TFC | Total Flavonoid Content |
| DPPH | 2,2-Diphenyl-1-picrylhydrazyl |
| RE | Rutin Equivalent |
| Vc | Vitamin C |
| GC | Gas Chromatography |
| MS | Mass Spectrometry |
| EI | Electron Ionization |
| ESI | Electrospray Ionization |
| SNCE | Stepped Normalized Collision Energy |
| PAL | Precision Auto Sampler |
| PCA | Principal Component Analysis |
| OPLS-DA | Orthogonal Partial Least Squares-Discriminant Analysis |
| PLS-DA | Partial Least Squares-Discriminant Analysis |
| HCA | Hierarchical Clustering Analysis |
| VIP | Variable Importance in Projection |
| ROAV | Relative Odor Activity Value |
| CV | Coefficient of Variation |
| KNN | k-Nearest Neighbor |
| SVR | Support Vector Regression |
| KEGG | Kyoto Encyclopedia of Genes and Genomes |
| NIST | National Institute of Standards and Technology |
| MRS | De Man, Rogosa and Sharpe medium |
| TCA | Tricarboxylic Acid cycle |
| FA-HY1 | Fatty Acid Hydratase 1 |
| SD | Standard Deviation |
| v/v | Volume per Volume |
References
- Ren, Y.; Frank, T.; Meyer, G.; Lei, J.; Grebenc, J.R.; Slaughter, R.; Gao, Y.G.; Kinghorn, A.D. Potential Benefits of Black Chokeberry (Aronia melanocarpa) Fruits and Their Constituents in Improving Human Health. Molecules 2022, 27, 7823. [Google Scholar] [CrossRef] [PubMed]
- Li, X.; Wang, W.; Li, Y.; Ma, F.; Duan, C.; Li, D. Deciphering flavor profile and metabolic pathways in black chokeberry co-fermented by Lactiplantibacillus plantarum and Hansenula sp. via integrated volatilomics and metabolomics. Food Res. Int. 2026, 229, 118371. [Google Scholar] [CrossRef] [PubMed]
- Denev, P.; Číž, M.; Kratchanova, M.; Blazheva, D. Black chokeberry (Aronia melanocarpa) polyphenols reveal different antioxidant, antimicrobial and neutrophil-modulating activities. Food Chem. 2019, 284, 108–117. [Google Scholar] [CrossRef]
- Frumuzachi, O.; Rohn, S.; Mocan, A. Fermented black chokeberry (Aronia melanocarpa (Michx.) Elliott) products—A systematic review on the composition and current scientific evidence of possible health benefits. Food Res. Int. 2024, 196, 115094. [Google Scholar] [CrossRef]
- Wang, J.; Klein, C.; Cochran, J.R.; Sockolosky, J.; Lippow, S.M. Exploring new frontiers in LAG-3 biology and therapeutics. Trends Pharmacol. Sci. 2025, 46, 638–652. [Google Scholar] [CrossRef]
- Witczak, T.; Stępień, A.; Gumul, D.; Witczak, M.; Fiutak, G.; Zięba, T. The influence of the extrusion process on the nutritional composition, physical properties and storage stability of black chokeberry pomaces. Food Chem. 2021, 334, 127548. [Google Scholar] [CrossRef]
- Ruan, W.; Liu, J.; Guo, H.; Yang, S.; Niu, M.; Yu, H.; Meng, X. From aroma to off-flavor: Metabolomics unveils the metabolic double-sided nature of traditional Chinese fermented foods. Food Chem. 2026, 502, 147635. [Google Scholar] [CrossRef]
- Yuan, Y.-H.; Mu, D.-D.; Guo, L.; Wu, X.-F.; Chen, X.-S.; Li, X.-J. From flavor to function: A review of fermented fruit drinks, their microbial profiles and health benefits. Food Res. Int. 2024, 196, 115095. [Google Scholar] [CrossRef]
- Li, X.; Ma, J.; Chu, Y.; Li, H.; Zhang, Y.; Li, A.; Jia, Y. Multi-Omics Elucidation of Flavor Characteristics in Compound Fermented Beverages Based on Flavoromics and Metabolomics. Foods 2025, 14, 4119. [Google Scholar] [CrossRef] [PubMed]
- Zhao, Y.; Tong, C.; Gu, C.; Xu, Q.; Yao, W.; Qian, H.; Cheng, Y. Untargeted flavoromics and correlation analysis reveal microbial interactions driving flavor in LAB co-fermented Beita juice. Int. J. Food Microbiol. 2025, 442, 111378. [Google Scholar] [CrossRef]
- Wang, J.; Wei, B.; Xu, J.; Jiang, H.; Xu, Y.; Wang, C. Influence of lactic acid fermentation on the phenolic profile, antioxidant activities, and volatile compounds of black chokeberry (Aronia melanocarpa) juice. J. Food Sci. 2024, 89, 834–850. [Google Scholar] [CrossRef]
- Liu, M.; Fang, Y.; Chen, R.; Cai, M.; Yang, X.; Fang, Z.; Fang, X.; Dong, S. Effect of Lactobacillus plantarum 1243 fermentation on quality properties and metabolome of Aronia melanocarpa (Michx.) elliott juice. Food Chem. X 2025, 29, 102706. [Google Scholar] [CrossRef] [PubMed]
- Zhu, R.; Fang, Y.; Li, H.; Liu, Y.; Wei, J.; Zhang, S.; Wang, L.; Fan, R.; Wang, L.; Li, S.; et al. Psychobiotic Lactobacillus plantarum JYLP-326 relieves anxiety, depression, and insomnia symptoms in test anxious college via modulating the gut microbiota and its metabolism. Front. Immunol. 2023, 14, 1158137. [Google Scholar] [CrossRef] [PubMed]
- Bontsidis, C.; Mallouchos, A.; Terpou, A.; Nikolaou, A.; Batra, G.; Mantzourani, I.; Alexopoulos, A.; Plessas, S. Microbiological and Chemical Properties of Chokeberry Juice Fermented by Novel Lactic Acid Bacteria with Potential Probiotic Properties during Fermentation at 4 °C for 4 Weeks. Foods 2021, 10, 768. [Google Scholar] [CrossRef]
- Wei, L.; Van Beeck, W.; Hanlon, M.; DiCaprio, E.; Marco, M.L. Lacto-Fermented Fruits and Vegetables: Bioactive Components and Effects on Human Health. Annu. Rev. Food Sci. Technol. 2025, 16, 289–314. [Google Scholar] [CrossRef] [PubMed]
- Jiang, K.-L.; Liu, L.; Pan, W.-J. Two lactic acid bacteria strains isolated from naturally fermented foods improves physicochemical quality, antioxidant capacity, shelf life stability and metabolic profiles of Dangshan pear (Pyrus spp.) juice. Food Res. Int. 2025, 218, 116893. [Google Scholar] [CrossRef]
- Han, Q.; Liu, J.; Nawaz, M.; Liu, H.; Zhang, Q.; Lv, Z.; Chen, D.; Yang, W.; Jiao, Z. Changes in nutritional and volatile composition of peach puree as affected by fermentation with different Lactobacillus strains and subsequent cold storage. Food Chem. X 2026, 33, 103441. [Google Scholar] [CrossRef]
- Lugo-Zarate, L.; Delgado-Olivares, L.; Cruz-Cansino, N.d.S.; González-Olivares, L.G.; Castrejón-Jiménez, N.S.; Estrada-Luna, D.; Jiménez-Osorio, A.S. Blackberry Juice Fermented with Two Consortia of Lactic Acid Bacteria and Isolated Whey: Physicochemical and Antioxidant Properties during Storage. Int. J. Mol. Sci. 2024, 25, 8882. [Google Scholar] [CrossRef]
- Huang, H.; Wang, Y.; Guo, Y.X.; Tao, W.J.; Jia, X.W.; Xu, Y. Antioxidant activity of Aronia melanocarpa enzyme. Sci. Technol. Food Ind. 2016, 37, 336–339. [Google Scholar] [CrossRef]
- Yang, J.; Sun, Y.; Gao, T.; Wu, Y.; Sun, H.; Zhu, Q.; Liu, C.; Zhou, C.; Han, Y.; Tao, Y. Fermentation and Storage Characteristics of "Fuji" Apple Juice Using Lactobacillus acidophilus, Lactobacillus casei and Lactobacillus plantarum: Microbial Growth, Metabolism of Bioactives and in vitro Bioactivities. Front. Nutr. 2022, 9, 833906. [Google Scholar] [CrossRef]
- Liao, M.; Han, C.; Liu, W.; Li, Y.L.; Chen, C.L.; Yuan, H.Y.; Zhou, Y.; Li, K.; Li, H.J. Effects of Lactobacillus plantarum on physicochemical properties and volatile flavor substances of blueberry juice during fermentation and storage. Sci. Technol. Food Ind. 2025, 46, 259–273. [Google Scholar] [CrossRef]
- Škerget, M.; Kotnik, P.; Hadolin, M.; Hraš, A.R.; Simonič, M.; Knez, Ž. Phenols, proanthocyanidins, flavones and flavonols in some plant materials and their antioxidant activities. Food Chem. 2005, 89, 191–198. [Google Scholar] [CrossRef]
- Shraim, A.M.; Ahmed, T.A.; Rahman, M.M.; Hijji, Y.M. Determination of total flavonoid content by aluminum chloride assay: A critical evaluation. LWT 2021, 150, 111932. [Google Scholar] [CrossRef]
- Kind, T.; Wohlgemuth, G.; Lee, D.Y.; Lu, Y.; Palazoglu, M.; Shahbaz, S.; Fiehn, O. FiehnLib: Mass spectral and retention index libraries for metabolomics based on quadrupole and time-of-flight gas chromatography/mass spectrometry. Anal. Chem. 2009, 81, 10038–10048. [Google Scholar] [CrossRef] [PubMed]
- Avohou, T.H.; Sacré, P.-Y.; Hamla, S.; Lebrun, P.; Hubert, P.; Ziemons, É. Optimizing the soft independent modeling of class analogy (SIMCA) using statistical prediction regions. Anal. Chim. Acta 2022, 1229, 340339. [Google Scholar] [CrossRef] [PubMed]
- KEGG COMPOUND Database. n.d. Available online: https://www.kegg.jp/kegg/compound/ (accessed on 24 April 2026).
- KEGG PATHWAY Database. n.d. Available online: https://www.kegg.jp/kegg/pathway.html (accessed on 24 April 2026).
- Li, Q.; Wang, Y.; Li, J.; Zhao, N.; Hu, K.; Ao, X.; Chen, S.; Yang, Y.; Liu, S.; Liu, A. Unrevealing the characteristics of low-alcohol citrus juice cofermented with different lactic acid bacteria and Hanseniaspora uvarum. Food Chem. X 2025, 31, 103213. [Google Scholar] [CrossRef] [PubMed]
- Liang, S.; Wang, F.; Granato, D.; Zhong, X.; Xiao, A.-F.; Ye, Q.; Li, L.; Zou, C.; Yin, J.-F.; Xu, Y.-Q. Effect of β-glucosidase on the aroma of liquid-fermented black tea juice as an ingredient for tea-based beverages. Food Chem. 2023, 402, 134201. [Google Scholar] [CrossRef]
- Zhao, J.; Zhao, F.Y.; Shen, X.; Gao, G.Q.; Sun, Z.H. Research progress on antioxidant activity and application of lactic acid bacteria. Biotechnol. Bull. 2023, 39, 182–190. [Google Scholar] [CrossRef]
- Zhang, H.; Ma, Y. Changes in quality of mixed blueberry and blackberry juice fermented by compound lactic acid bacteria. Mod. Food Sci. Technol. 2019, 35, 85–91. [Google Scholar] [CrossRef]
- Liu, Q.D.; Hu, K.; Chen, Y.S.; Peng, D.; Xie, B.Q.; Sun, Z.D. Changes of physicochemical properties during processing and fermentation of probiotic mango beverage. J. Huazhong Agric. Univ. 2019, 38, 8. [Google Scholar] [CrossRef]
- Kwaw, E.; Ma, Y.; Tchabo, W.; Apaliya, M.T.; Wu, M.; Sackey, A.S.; Xiao, L.; Tahir, H.E. Effect of Lactobacillus strains on phenolic profile, color attributes and antioxidant activities of lactic-acid-fermented mulberry juice. Food Chem. 2018, 250, 148–154. [Google Scholar] [CrossRef]
- Leonard, W.; Zhang, P.; Ying, D.; Adhikari, B.; Fang, Z. Fermentation transforms the phenolic profiles and bioactivities of plant-based foods. Biotechnol. Adv. 2021, 49, 107763. [Google Scholar] [CrossRef]
- Zhang, Y.; Cheng, S.M.; Chang, C.; Zhao, Y.Y.; Wu, Z.Y.; Zhang, W.X. Study on the brewing technology of vinegar from olive fruit juice. China Condiment 2019, 44, 131–133. [Google Scholar] [CrossRef]
- Zou, Y.; Zou, B. Effects of co-fermentation with yeast and lactic acid bacteria on the quality of litchi juice. Mod. Food Sci. Technol. 2019, 35, 189–195. [Google Scholar] [CrossRef]
- Saccenti, E.; Hoefsloot, H.C.J.; Smilde, A.K.; Westerhuis, J.A.; Hendriks, M.M.W.B. Reflections on univariate and multivariate analysis of metabolomics data. Metabolomics 2014, 10, 361–374. [Google Scholar] [CrossRef]
- Garofalo, G.; Farina, V.; Settanni, L. Beyond fatty acids: New insights into bacterial fatty acid derivatives using avocado fermentation as a model system. In Proceedings of the International Conference on Fermented Foods, Bolzano, Italy, 27–30 October 2025; Available online: https://iris.unipa.it/handle/10447/692861 (accessed on 9 April 2026).
- Hirata, A.; Kishino, S.; Park, S.-B.; Takeuchi, M.; Kitamura, N.; Ogawa, J. A novel unsaturated fatty acid hydratase toward C16 to C22 fatty acids from Lactobacillus acidophilus. J. Lipid Res. 2015, 56, 1340–1350. [Google Scholar] [CrossRef]
- Xiao, J.; Muzashvili, T.S.; Georgiev, M.I. Advances in the biotechnological glycosylation of valuable flavonoids. Biotechnol. Adv. 2014, 32, 1145–1156. [Google Scholar] [CrossRef]
- Ma, Y.; Ren, J.; Yin, W.-B.; Liu, X.; Li, W. Substrate promiscuity catalyzed by an O-glycosyltransferase MrOGT2 from Metarhizium robertsii. Mycology 2025, 16, 1807–1823. [Google Scholar] [CrossRef] [PubMed]
- Lu, X.; Yang, C.; Yang, Y.; Peng, B. Analysis of the Formation of Characteristic Aroma Compounds by Amino Acid Metabolic Pathways during Fermentation with Saccharomyces cerevisiae. Molecules 2023, 28, 3100. [Google Scholar] [CrossRef]
- Behringer, K.I.; Kapeluch, J.; Fischer, A.; Hellwig, M. Metabolization of Free Oxidized Aromatic Amino Acids by Saccharomyces cerevisiae. J. Agric. Food Chem. 2024, 72, 5766–5776. [Google Scholar] [CrossRef]
- Fahimi, N.; Brandam, C.; Taillandier, P. A mathematical model of the link between growth and L-malic acid consumption for five strains of Oenococcus oeni. World J. Microbiol. Biotechnol. 2014, 30, 3163–3172. [Google Scholar] [CrossRef]
- Huang, G.; Su, D.; Lee, Y.-K.; Zou, X.; Dong, L.; Deng, M.; Zhang, R.; Huang, F.; Zhang, M. Accumulation of Water-Soluble Polysaccharides during Lychee Pulp Fermentation with Lactiplantibacillus plantarum Involves Endoglucanase Expression. J. Agric. Food Chem. 2025, 73, 3669–3679. [Google Scholar] [CrossRef]
- Jomova, K.; Alomar, S.Y.; Valko, R.; Liska, J.; Nepovimova, E.; Kuca, K.; Valko, M. Flavonoids and their role in oxidative stress, inflammation, and human diseases. Chem. Biol. Interact. 2025, 413, 111489. [Google Scholar] [CrossRef]
- Wei, J.; Xian, P.; Huang, Y. Amino acids in yeast fermentation: A review of their roles from nutrients to modulators. Int. J. Food Microbiol. 2026, 456, 111801. [Google Scholar] [CrossRef]
- Yu, C.; Liu, Y.; Na, Y.; Wu, X. Chemical and flavour dynamics in Cyperus esculentus L. pomace-raspberry composite fruit wine fermentation: A combined UHPLC-OE-MS and HS-SPME-GC-MS approach. Food Chem. X 2025, 32, 103234. [Google Scholar] [CrossRef]
- José, F.; Angela, M.; Pilar, H. Changes in the aromatic composition of the Vitis vinifera grape Muscat Hamburg during ripening. Food Chem. 2009, 114, 420–428. [Google Scholar] [CrossRef]
- Xie, X.; Hu, X.; Shi, X.; Li, M.; Zhang, Y.; Lan, W. Research progress on influencing factors of fruit wine aroma formation. J. Fuyang Norm. Univ. (Nat. Sci. Ed.) 2022, 39, 39–47. [Google Scholar]
- He, Y.; Wang, X.; Li, P.; Lv, Y.; Nan, H.; Wen, L.; Wang, Z. Research progress of wine aroma components: A critical review. Food Chem. 2023, 402, 134491. [Google Scholar] [CrossRef] [PubMed]
- Liu, S.; Lou, Y.; Li, Y.; Zhao, Y.; Laaksonen, O.; Li, P.; Zhang, J.; Battino, M.; Yang, B.; Gu, Q. Aroma characteristics of volatile compounds brought by variations in microbes in winemaking. Food Chem. 2023, 420, 136075. [Google Scholar] [CrossRef] [PubMed]






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Ma, R.; Wu, X. Metabolic and Flavor Dynamic Changes in Aronia melanocarpa Juice During Fermentation and 90-Day Storage. Foods 2026, 15, 2094. https://doi.org/10.3390/foods15122094
Ma R, Wu X. Metabolic and Flavor Dynamic Changes in Aronia melanocarpa Juice During Fermentation and 90-Day Storage. Foods. 2026; 15(12):2094. https://doi.org/10.3390/foods15122094
Chicago/Turabian StyleMa, Ranran, and Xiaotong Wu. 2026. "Metabolic and Flavor Dynamic Changes in Aronia melanocarpa Juice During Fermentation and 90-Day Storage" Foods 15, no. 12: 2094. https://doi.org/10.3390/foods15122094
APA StyleMa, R., & Wu, X. (2026). Metabolic and Flavor Dynamic Changes in Aronia melanocarpa Juice During Fermentation and 90-Day Storage. Foods, 15(12), 2094. https://doi.org/10.3390/foods15122094

