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
收藏
页数:11
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