Investigation of blueberry juice fermentation by mixed probiotic strains: Regression modeling, machine learning optimization and comparison with fermentation by single strain in the phenolic and volatile profiles

被引:51
作者
Liao, Weihua [1 ,2 ]
Shen, Juan [1 ,2 ]
Manickam, Sivakumar [3 ]
Li, Sujin [1 ,2 ]
Tao, Yang [1 ,2 ]
Li, Dandan [1 ,2 ]
Liu, Dongfeng [4 ]
Han, Yongbin [1 ,2 ]
机构
[1] Nanjing Agr Univ, Coll Food Sci & Technol, Nanjing 210095, Jiangsu, Peoples R China
[2] Nanjing Agr Univ, Whole Grain Food Engn Res Ctr, Nanjing 210095, Jiangsu, Peoples R China
[3] Univ Teknol Brunei, Fac Engn, Petr & Chem Engn, BE-1410 Bandar Seri Begawan, Brunei
[4] Zelang Postgrad Working Stn, Nanjing, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Lactic acid bacteria; Blueberry juice; Mixed fermentation; Simplex lattice mixture design; Genetic algorithm; Volatile compound; LACTIC-ACID BACTERIA; INOCULATION; FLAVONOIDS; GRAPE; WINE;
D O I
10.1016/j.foodchem.2022.134982
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
Three strains, including L. fermentum, L. plantarum and S. thermophilus, were combined to ferment blueberry juice. Through the sequential simplex lattice mixture design, regression modeling and genetic algorithm opti-mization, it was found that the combination of S. thermophilus with either L. fermentum or L. plantarum weakened the capacity of Lactobacillus strains to enrich phenolics, and the combinations of these strains had no synergistic effect of synthesizing lactic acid. The resulting optimal inoculation proportion to enrich phenolics was the mixed L. fermentum and L. plantarum at 0.5:0.5. After fermentation for 48 h, total phenolic, ferulic acid, rutin, and quercetin-3-rhamnoside of mixed fermented samples were 82.19 %, 15.22 %, 79.08 % and 98.59 % higher than the unfermented juice, and their contents were all highest among the fermented samples. Moreover, the samples fermented by mixed strains possessed higher amounts of 3-methyl-1-butanol, 2-methyl-1-propanol, 2-heptanone and 2-pentanone than samples fermented by L. fermentum, S. thermophilus and unfermented samples.
引用
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页数:11
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共 42 条
  • [1] A review of recent, unconventional applications of ion mobility spectrometry (IMS)
    Armenta, Sergio
    Alcala, Manel
    Blanco, Marcelo
    [J]. ANALYTICA CHIMICA ACTA, 2011, 703 (02) : 114 - 123
  • [2] Anthocyanin adsorption by Saccharomyces cerevisiae during wine fermentation is associated to the loss of yeast cell wall/membrane integrity
    Echeverrigaray, Sergio
    Scariot, Fernando Joel
    Menegotto, Morgana
    Longaray Delamare, Ana Paula
    [J]. INTERNATIONAL JOURNAL OF FOOD MICROBIOLOGY, 2020, 314
  • [3] FAO/WHO, 2001, EV HLTH NUTR PROP PR
  • [4] Metabolic Responses of Lactobacillus plantarum Strains during Fermentation and Storage of Vegetable and Fruit Juices
    Filannino, P.
    Cardinali, G.
    Rizzello, C. G.
    Buchin, S.
    De Angelis, M.
    Gobbetti, M.
    Di Cagno, R.
    [J]. APPLIED AND ENVIRONMENTAL MICROBIOLOGY, 2014, 80 (07) : 2206 - 2215
  • [5] Target identification of volatile metabolites to allow the differentiation of lactic acid bacteria by gas chromatography-ion mobility spectrometry
    Gallegos, Janneth
    Arce, Cristina
    Jordano, Rafael
    Arce, Lourdes
    Medina, Luis M.
    [J]. FOOD CHEMISTRY, 2017, 220 : 362 - 370
  • [6] Influence of fermentation by lactic acid bacteria and in vitro digestion on the biotransformations of blueberry juice phenolics
    Gao, Binhe
    Wang, Jingwen
    Wang, Yuehua
    Xu, Zihan
    Li, Bin
    Meng, Xianjun
    Sun, Xiyun
    Zhu, Jinyan
    [J]. FOOD CONTROL, 2022, 133
  • [7] Fermentation of bergamot juice with Lactobacillus plantarum strains in pure and mixed fermentations: Chemical composition, antioxidant activity and sensorial properties
    Hashemi, Seyed Mohammad Bagher
    Jafarpour, Dornoush
    [J]. LWT-FOOD SCIENCE AND TECHNOLOGY, 2020, 131
  • [8] The shikimate pathway
    Herrmann, KM
    Weaver, LM
    [J]. ANNUAL REVIEW OF PLANT PHYSIOLOGY AND PLANT MOLECULAR BIOLOGY, 1999, 50 : 473 - 503
  • [9] Phytochemicals levels and biological activities in Hibiscus sabdariffa L. were enhanced using microbial fermentation
    Huang, Hui-Chi
    Chang, Wen-Te
    Wu, Yi-Hsuan
    Yang, Bo-Cheng
    Xu, Mo-Rong
    Lin, Ming-Kuem
    Chen, Hsi-Jien
    Cheng, Jai-Hong
    Lee, Meng-Shiou
    [J]. INDUSTRIAL CROPS AND PRODUCTS, 2022, 176
  • [10] Biological acidification during grape must fermentation using mixed cultures of Kluyveromyces thermotolerans and Saccharomyces cerevisiae
    Kapsopoulou, K.
    Mourtzini, A.
    Anthoulas, M.
    Nerantzis, E.
    [J]. WORLD JOURNAL OF MICROBIOLOGY & BIOTECHNOLOGY, 2007, 23 (05) : 735 - 739