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Wang M, Zheng X, Bian X, Ren J, Bai L, Yao Y, Dong B, Zhao G. Bacillus licheniformis and Wickerhamiella versatilis: Sources of the pleasant smoky and fruity flavors of soybean paste. Food Chem 2025; 477:143218. [PMID: 40088753 DOI: 10.1016/j.foodchem.2025.143218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2024] [Revised: 01/17/2025] [Accepted: 02/03/2025] [Indexed: 03/17/2025]
Abstract
4-Vinylguaiacol (4-VG) and 4-Ethylguaiacol (4-EG) are key aromatic compounds that contribute to the characteristic smoky and soy-like aromas of soybean paste, thereby influencing its overall flavor. 4-EG in soybean paste reached 13.76 mg/kg through the inoculation of two bacterial strains: Bacillus licheniformis, which promotes the production of 4-VG, and Wickerhamiella versatilis, which enhances the generation of 4-EG. The results indicated that the 4-VG produced by Bacillus licheniformis during fermentation can be converted into 4-EG by Wickerhamiella versatilis. Furthermore, Wickerhamiella versatilis promoted the development of ethyl ester flavors, which added sweet and fruity compounds to the soybean paste. Notably, the levels of alcohols and esters increased by 59 and 22 times, respectively, while the organic acid concentration increased by 1.5 times. This study underscored that both B. licheniformis and W. versatilis significantly enhance appealing smoky and fruity flavors through the production of 4-EG and aromatic compounds.
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Affiliation(s)
- Meng Wang
- State Key Laboratory of Food Nutrition and Safety, Key Laboratory of Food Nutrition and Safety, Ministry of Education, College of Food Science and Engineering, Tianjin University of Science & Technology, Tianjin 300457, China
| | - Xuelian Zheng
- State Key Laboratory of Food Nutrition and Safety, Key Laboratory of Food Nutrition and Safety, Ministry of Education, College of Food Science and Engineering, Tianjin University of Science & Technology, Tianjin 300457, China
| | - Xinkai Bian
- State Key Laboratory of Food Nutrition and Safety, Key Laboratory of Food Nutrition and Safety, Ministry of Education, College of Food Science and Engineering, Tianjin University of Science & Technology, Tianjin 300457, China
| | - Jingwei Ren
- State Key Laboratory of Food Nutrition and Safety, Key Laboratory of Food Nutrition and Safety, Ministry of Education, College of Food Science and Engineering, Tianjin University of Science & Technology, Tianjin 300457, China
| | - Lulu Bai
- State Key Laboratory of Food Nutrition and Safety, Key Laboratory of Food Nutrition and Safety, Ministry of Education, College of Food Science and Engineering, Tianjin University of Science & Technology, Tianjin 300457, China
| | - Yunping Yao
- State Key Laboratory of Food Nutrition and Safety, Key Laboratory of Food Nutrition and Safety, Ministry of Education, College of Food Science and Engineering, Tianjin University of Science & Technology, Tianjin 300457, China
| | - Bin Dong
- State Key Laboratory of Food Nutrition and Safety, Key Laboratory of Food Nutrition and Safety, Ministry of Education, College of Food Science and Engineering, Tianjin University of Science & Technology, Tianjin 300457, China.
| | - Guozhong Zhao
- State Key Laboratory of Food Nutrition and Safety, Key Laboratory of Food Nutrition and Safety, Ministry of Education, College of Food Science and Engineering, Tianjin University of Science & Technology, Tianjin 300457, China.
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Sooklim C, Paemanee A, Ratanakhanokchai K, Wiwatratana D, Soontorngun N. Integrated omic analysis of a new flavor yeast strain in fermented rice milk. FEMS Yeast Res 2025; 25:foaf017. [PMID: 40153366 PMCID: PMC11995695 DOI: 10.1093/femsyr/foaf017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2024] [Revised: 03/11/2025] [Accepted: 03/26/2025] [Indexed: 03/30/2025] Open
Abstract
Plant-based milk contains high nutritional value with enriched vitamins, minerals, and essential amino acids. This study aimed to enhance the biochemical and biological properties of rice milk through yeast fermentation, using the novel fermenting strain Saccharomyces cerevisiae RSO4, which has superb fermenting ability for an innovative functional beverage. An integrated omics approach identified specific genes that exhibited genetic variants related to various cellular processes, including flavor and aroma production (ARO10, ADH1-5, and SFA1), whereas the proteomic profiles of RSO4 identified key enzymes whose expression was upregulated during fermentation of cooked rice, including the enzymes in glycogen branching (Glc3), glycolysis (Eno1, Pgk1, and Tdh1/2), stress response (Hsp26 and Hsp70), amino acid metabolism, and cell wall integrity. Biochemical and metabolomic analyses of the fermented rice milk by the RSO4 strain using the two rice varieties, Homali (Jasmine) white rice or Riceberry colored rice, detected differentially increased levels of bioactive compounds, such as β-glucan, vitamins, di- and tripeptides, as well as pleasant flavors and aromas. The results of this study highlight the importance of selecting an appropriate fermenting yeast strain and rice variety to improve property of plant-based products as innovative functional foods.
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Affiliation(s)
- Chayaphathra Sooklim
- Excellent Laboratory of Yeast Innovation, Division of Biochemical Technology, School of Bioresources and Technology, King Mongkut’s University of Technology Thonburi, 49 Tian Talay Road, Soi 25, Tha Kham, Bang Khuntian, Bangkok 10150, Thailand
| | - Atchara Paemanee
- National Omics Center, National Science and Technology Development Agency (NSTDA), Pathum Thani 12120, Thailand
| | - Khanok Ratanakhanokchai
- Excellent Center of Enzyme Technology and Microbial Utilization, Pilot Plant Development and Training Institute, King Mongkut’s University of Technology Thonburi (KMUTT), Bangkok 10150, Thailand
| | - Duanghathai Wiwatratana
- Learning Institute, King Mongkut’s University of Technology Thonburi, Bangkok 10140, Thailand
| | - Nitnipa Soontorngun
- Excellent Laboratory of Yeast Innovation, Division of Biochemical Technology, School of Bioresources and Technology, King Mongkut’s University of Technology Thonburi, 49 Tian Talay Road, Soi 25, Tha Kham, Bang Khuntian, Bangkok 10150, Thailand
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Tan Q, Wu Y, Li C, Jin J, Zhang L, Tong S, Chen Z, Ran L, Huang L, Zuo Z. Characterization of Key Aroma Compounds of Soy Sauce-like Aroma Produced in Ferment of Soybeans by Bacillus subtilis BJ3-2. Foods 2024; 13:2731. [PMID: 39272497 PMCID: PMC11395551 DOI: 10.3390/foods13172731] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2024] [Revised: 08/25/2024] [Accepted: 08/26/2024] [Indexed: 09/15/2024] Open
Abstract
Fermented soybeans are popular among many for their rich soy sauce-like aroma. However, the precise composition of this aroma remains elusive, with key aroma compounds unidentified. In this study, we screened the candidate genes ilvA and serA in BJ3-2 based on previous multi-omics data, and we constructed three mutant strains, BJ3-2-ΔserA, BJ3-2-ΔilvA, and BJ3-2-ΔserAΔilvA, using homologous recombination to fermented soybeans with varying intensities of soy sauce-like aroma. Our objective was to analyze samples that exhibited different aroma intensities resulting from the fermented soybeans of BJ3-2 and its mutant strains, thereby exploring the key flavor compounds influencing soy sauce-like aroma as well analyzing the effects of ilvA and serA on soy sauce-like aroma. We employed quantitative descriptive sensory analysis (QDA), gas chromatography-olfactometry-mass spectrometry (GC-O-MS), relative odor activity value analysis (rOAV), principal component analysis (PCA), orthogonal partial least squares-discriminant analysis (OPLS-DA), and partial least squares regression analysis (PLSR). QDA revealed the predominant soy sauce-like aroma profile of roasted and smoky aromas. GC-MS detected 99 volatile components, predominantly pyrazines and ketones, across the four samples, each showing varying concentrations. Based on rOAV (>1) and GC-O, 12 compounds emerged as primary contributors to soy sauce-like aroma. PCA and OPLS-DA were instrumental in discerning aroma differences among the samples, identifying five compounds with VIP > 1 as key marker compounds influencing soy sauce-like aroma intensity levels. Differential analyses of key aroma compounds indicated that the mutant strains of ilvA and serA affected soy sauce-like aroma mainly by affecting pyrazines. PLSR analysis indicated that roasted and smoky aromas were the two most important sensory attributes of soy sauce-like aroma, with pyrazines associated with roasted aroma and guaiacol associated with smoky aroma. In addition, substances positively correlated with the intensity of soy sauce-like aroma were verified by additional experiments. This study enhances our understanding of the characteristic flavor compounds in soy sauce-like aroma ferments, provides new perspectives for analyzing the molecular mechanisms of soy sauce-like aroma formation, and provides a theoretical framework for the targeted enhancement of soy sauce-like aroma in various foods.
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Affiliation(s)
- Qibo Tan
- Key Laboratory of Plant Resource Conservation and Germplasm Innovation in Mountainous Region (Ministry of Education), College of Life Sciences/Institute of Agro-Bioengineering, Guizhou University, Guiyang 550025, China
| | - Yongjun Wu
- Key Laboratory of Plant Resource Conservation and Germplasm Innovation in Mountainous Region (Ministry of Education), College of Life Sciences/Institute of Agro-Bioengineering, Guizhou University, Guiyang 550025, China
| | - Cen Li
- Key Laboratory of Plant Resource Conservation and Germplasm Innovation in Mountainous Region (Ministry of Education), College of Life Sciences/Institute of Agro-Bioengineering, Guizhou University, Guiyang 550025, China
| | - Jing Jin
- Key Laboratory of Plant Resource Conservation and Germplasm Innovation in Mountainous Region (Ministry of Education), College of Life Sciences/Institute of Agro-Bioengineering, Guizhou University, Guiyang 550025, China
| | - Lincheng Zhang
- Key Laboratory of Plant Resource Conservation and Germplasm Innovation in Mountainous Region (Ministry of Education), College of Life Sciences/Institute of Agro-Bioengineering, Guizhou University, Guiyang 550025, China
| | - Shuoqiu Tong
- Key Laboratory of Plant Resource Conservation and Germplasm Innovation in Mountainous Region (Ministry of Education), College of Life Sciences/Institute of Agro-Bioengineering, Guizhou University, Guiyang 550025, China
| | - Zhaofeng Chen
- Key Laboratory of Plant Resource Conservation and Germplasm Innovation in Mountainous Region (Ministry of Education), College of Life Sciences/Institute of Agro-Bioengineering, Guizhou University, Guiyang 550025, China
| | - Li Ran
- Key Laboratory of Plant Resource Conservation and Germplasm Innovation in Mountainous Region (Ministry of Education), College of Life Sciences/Institute of Agro-Bioengineering, Guizhou University, Guiyang 550025, China
| | - Lu Huang
- Key Laboratory of Plant Resource Conservation and Germplasm Innovation in Mountainous Region (Ministry of Education), College of Life Sciences/Institute of Agro-Bioengineering, Guizhou University, Guiyang 550025, China
| | - Zeyan Zuo
- Guizhou Institute of Products Quality Inspection & Testing, Guiyang 550016, China
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Yul Lee H, Haque MA, Yong Cho D, Bin Jeong J, Ho Lee J, Young Lee G, Yeun Jang M, Hwan Lee J, Man Cho K. Comparison of microbial diversity and metabolites on household and commercial doenjang. Food Chem X 2024; 21:101101. [PMID: 38268844 PMCID: PMC10805635 DOI: 10.1016/j.fochx.2023.101101] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2023] [Revised: 12/10/2023] [Accepted: 12/23/2023] [Indexed: 01/26/2024] Open
Abstract
In this study, the microbial diversity, free amino acid (FAA), and biological activities of household doenjang (HDJ) from four different regions and commercial doenjang (CDJ) four manufacturers were analyzed. And volatile flavor compound (VFC) and isoflavone profiles were analyzed using gas chromatograph-mass spectrometer (GC-MS) and high performance liquid chromatography (HPLC), respectively. The major bacterial genus in 1HDJ and 2HDJ was Bacillus (97.5%), while in 3HDJ and 4HDJ, it was Enterobacter (47.5%) and Pseudomonas (80%), respectively. Tetragenococcus was the main bacterial genus of CDJ. The Zygosaccharomyces genus among yeast was comparatively high in all samples. In all samples, glutamic acid predominated among the FAAs, and the 3-methyl butanal, benzeneacetaldehyde, and diallyl disulphide were major VFCs. CDJ contained higher levels of isoflavone-glycoside and total phenolics. Except for 3HDJ and 4CDJ, the isoflavone-aglycone and total flavonoid contents were higher in HDJ. The correlation between bacterial genus and metabolited of doenjang showed that Tetragenococcus was closely related to glutamic acid, Bacillus was related to aglycones and ammonia, and Pseudomonas was highly related to isovaleric acid. While, correlation between yeast genus and metabolited of doenjang confirmed that Candida, Hanseniaspora, and Saccharomyces were related with furfural, benzeneacetaldehyde, and 3-methyl butanal, respectively. The results of this study can be utilized as basic data for the industrialization and development of doenjang.
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Affiliation(s)
- Hee Yul Lee
- Department of GreenBio Science and Agri-Food Bio Convergence Institute, Gyeongsang National University, Jinju 52727, Republic of Korea
| | - Md. Azizul Haque
- Department of Biochemistry and Molecular Biology, Hajee Mohammad Danesh Science and Technology University, Dinajpur 5200, Bangladesh
| | - Du Yong Cho
- Department of GreenBio Science and Agri-Food Bio Convergence Institute, Gyeongsang National University, Jinju 52727, Republic of Korea
| | - Jong Bin Jeong
- Department of GreenBio Science and Agri-Food Bio Convergence Institute, Gyeongsang National University, Jinju 52727, Republic of Korea
| | - Ji Ho Lee
- Department of GreenBio Science and Agri-Food Bio Convergence Institute, Gyeongsang National University, Jinju 52727, Republic of Korea
| | - Ga Young Lee
- Department of GreenBio Science and Agri-Food Bio Convergence Institute, Gyeongsang National University, Jinju 52727, Republic of Korea
| | - Mu Yeun Jang
- Department of GreenBio Science and Agri-Food Bio Convergence Institute, Gyeongsang National University, Jinju 52727, Republic of Korea
| | - Jin Hwan Lee
- Department of Life Resource Industry, Dong-A University, 37, Nakdong-daero 550 beon-gil, Saha-gu, Busan 49315, Republic of Korea
| | - Kye Man Cho
- Department of GreenBio Science and Agri-Food Bio Convergence Institute, Gyeongsang National University, Jinju 52727, Republic of Korea
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Lee YH, Lee NR, Lee CH. Comprehensive Metabolite Profiling of Four Different Beans Fermented by Aspergillus oryzae. MOLECULES (BASEL, SWITZERLAND) 2022; 27:molecules27227917. [PMID: 36432017 PMCID: PMC9695057 DOI: 10.3390/molecules27227917] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Revised: 11/11/2022] [Accepted: 11/14/2022] [Indexed: 11/18/2022]
Abstract
Fermented bean products are used worldwide; most of the products are made using only a few kinds of beans. However, the metabolite changes and contents in the beans generally used during fermentation are unrevealed. Therefore, we selected four different beans (soybean, Glycine max, GM; wild soybean, Glycine soja, GS; common bean, Phaseolus vulgaris, PV; and hyacinth bean, Lablab purpureus, LP) that are the most widely consumed and fermented with Aspergillus oryzae. Then, metabolome and multivariate statistical analysis were performed to figure out metabolite changes during fermentation. In the four beans, carbohydrates were decreased, but amino acids and fatty acids were increased in the four beans as they fermented. The relative amounts of amino acids were relatively abundant in fermented PV and LP as compared to other beans. In contrast, isoflavone aglycones (e.g., daidzein, glycitein, and genistein) and DDMP-conjugated soyasaponins (e.g., soyasaponins βa and γg) were increased in GM and GS during fermentation. Notably, these metabolite changes were more significant in GS than GM. In addition, the increase of antioxidant activity in fermented GS was significant compared to other beans. We expect our research provides a basis to extend choice for bean fermentation for consumers and food producers.
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Affiliation(s)
- Yeon Hee Lee
- Department of Bioscience and Biotechnology, Konkuk University, Seoul 05029, Republic of Korea
| | - Na-Rae Lee
- Research Institute for Bioactive-Metabolome Network, Konkuk University, Seoul 05029, Republic of Korea
- Correspondence: (N.-R.L.); (C.H.L.); Tel.: +82-2-2049-6177 (C.H.L.)
| | - Choong Hwan Lee
- Department of Bioscience and Biotechnology, Konkuk University, Seoul 05029, Republic of Korea
- Research Institute for Bioactive-Metabolome Network, Konkuk University, Seoul 05029, Republic of Korea
- Correspondence: (N.-R.L.); (C.H.L.); Tel.: +82-2-2049-6177 (C.H.L.)
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Deng W, Wang M, Li Z, Liu G, Liu Z, Yu H, Liu J. Effect of the changs of microbial community on flavor components of traditional soybean paste during storage period. Food Res Int 2022; 161:111866. [DOI: 10.1016/j.foodres.2022.111866] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2022] [Revised: 07/30/2022] [Accepted: 08/21/2022] [Indexed: 11/04/2022]
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Arulkumar R, Jung HJ, Noh SG, Chung HY. Soyasapogenol C from Fermented Soybean ( Glycine Max) Acting as a Novel AMPK/PPARα Dual Activator Ameliorates Hepatic Steatosis: A Novel SANDA Methodology. Int J Mol Sci 2022; 23:5468. [PMID: 35628280 PMCID: PMC9141180 DOI: 10.3390/ijms23105468] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Revised: 05/07/2022] [Accepted: 05/09/2022] [Indexed: 02/06/2023] Open
Abstract
(1) Background: Soyasapogenol C (SSC), a derivative of soyasapogenol B (SSB), is specifically found high in many fermented soybean (Glycine max) products, including Cheonggukjang (in Korean). However, the biological activities for preventing and treating hepatic steatosis, and the precise underlying mechanisms of SSC, remain to be explored. (2) Methods: A novel SANDA (structural screening, ADMET prediction, network pharmacology, docking validation, and activity evaluation) methodology was used to examine whether SSC exerts hepatoprotective effects in silico and in vitro. (3) Results: SSC had better ADMET characteristics and a higher binding affinity with predicted targets chosen from network pathway analysis than SSB. SSC induced the phosphorylation of AMP-activated protein kinase (AMPK) and stimulated the nuclear translocation of peroxisome proliferator-activated receptor alpha (PPARα), further enhancing PPAR response element (PPRE) binding activity in HepG2 cells. Concurrently, SSC significantly inhibited triglyceride accumulation, which was associated with the suppression of lipogenesis genes and the enhancement of fatty acid oxidation gene expression in HepG2 cells. (4) Conclusions: Soyasapogenol C, discovered using a novel SANDA methodology from fermented soybean, is a novel AMPK/PPARα dual activator that is effective against hepatic steatosis. Dietary supplementation with soyasapogenol C may prevent the development of hepatic steatosis and other diseases associated with fat accumulation in the liver.
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Affiliation(s)
- Radha Arulkumar
- Interdisciplinary Research Program of Bioinformatics and Longevity Science, Pusan National University, Busan 46241, Korea; (R.A.); (S.G.N.)
| | - Hee Jin Jung
- Department of Pharmacy, College of Pharmacy, Pusan National University, Busan 46241, Korea;
| | - Sang Gyun Noh
- Interdisciplinary Research Program of Bioinformatics and Longevity Science, Pusan National University, Busan 46241, Korea; (R.A.); (S.G.N.)
| | - Hae Young Chung
- Interdisciplinary Research Program of Bioinformatics and Longevity Science, Pusan National University, Busan 46241, Korea; (R.A.); (S.G.N.)
- Department of Pharmacy, College of Pharmacy, Pusan National University, Busan 46241, Korea;
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Foodomics: Current and Future Perspectives in Food Analysis. Foods 2022; 11:foods11091238. [PMID: 35563961 PMCID: PMC9105153 DOI: 10.3390/foods11091238] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2022] [Accepted: 04/20/2022] [Indexed: 11/17/2022] Open
Abstract
Climate change, an increase in population, and the recent pandemic crisis triggered by SARS-CoV-2 have all contributed to a period of global problems [...].
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Wang C, Wei S, Jin M, Liu B, Yue M, Wang Y. Integrated Microbiomic and Metabolomic Dynamics of Fermented Corn and Soybean By-Product Mixed Substrate. Front Nutr 2022; 9:831243. [PMID: 35299761 PMCID: PMC8922052 DOI: 10.3389/fnut.2022.831243] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2021] [Accepted: 01/21/2022] [Indexed: 01/26/2023] Open
Abstract
Microbes and their metabolites produced in fermented food have been considered as critical contributors to the quality of the final products, but the comprehensive understanding of the microbiomic and metabolomic dynamics in plant-based food during solid-state fermentation remains unclear. Here, the probiotics of Bacillus subtilis and Enterococcus faecalis were inoculated into corn and defatted soybean to achieve the two-stage solid-state fermentation. A 16S sequencing and liquid chromatography–tandem mass spectrometry were applied to investigate the dynamics of microbiota, metabolites, and their integrated correlations during fermentation. The results showed that the predominant bacteria changed from Streptophyta and Rickettsiales at 0 h to Bacillus and Pseudomonas in aerobic stage and then to Bacillus, Enterococcus, and Pseudomonas in anaerobic stage. In total, 229 notably different metabolites were identified at different fermentation times, and protein degradation, amino acid synthesis, and carbohydrate metabolism were the main metabolic pathways during the fermentation. Notably, phenylalanine metabolism was the most important metabolic pathway in the fermentation process. Further analysis of the correlations among the microbiota, metabolites, and physicochemical characteristics indicated that Bacillus spp. was significantly correlated with amino acids and carbohydrate metabolism in aerobic stage, and Enterococcus spp. was remarkably associated with amino acids metabolism and lactic acid production in the anaerobic stage. The present study provides new insights into the dynamic changes in the metabolism underlying the metabolic and microbial profiles at different fermentation stages, and are expected to be useful for future studies on the quality of fermented plant-based food.
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Affiliation(s)
- Cheng Wang
- National Engineering Laboratory for Feed Safety and Pollution Prevention and Controlling, Hangzhou, China
- Key Laboratory of Molecular Animal Nutrition, Ministry of Education, Hangzhou, China
- Key Laboratory of Animal Nutrition and Feed Science (Eastern of China), Ministry of Agriculture and Rural Affairs, Hangzhou, China
- Key Laboratory of Animal Feed and Nutrition of Zhejiang Province, Hangzhou, China
- Institute of Feed Science, Zhejiang University, Hangzhou, China
| | - Siyu Wei
- National Engineering Laboratory for Feed Safety and Pollution Prevention and Controlling, Hangzhou, China
- Key Laboratory of Molecular Animal Nutrition, Ministry of Education, Hangzhou, China
- Key Laboratory of Animal Nutrition and Feed Science (Eastern of China), Ministry of Agriculture and Rural Affairs, Hangzhou, China
- Key Laboratory of Animal Feed and Nutrition of Zhejiang Province, Hangzhou, China
- Institute of Feed Science, Zhejiang University, Hangzhou, China
| | - Mingliang Jin
- National Engineering Laboratory for Feed Safety and Pollution Prevention and Controlling, Hangzhou, China
- Key Laboratory of Molecular Animal Nutrition, Ministry of Education, Hangzhou, China
- Key Laboratory of Animal Nutrition and Feed Science (Eastern of China), Ministry of Agriculture and Rural Affairs, Hangzhou, China
- Key Laboratory of Animal Feed and Nutrition of Zhejiang Province, Hangzhou, China
- Institute of Feed Science, Zhejiang University, Hangzhou, China
| | - Bojing Liu
- National Engineering Laboratory for Feed Safety and Pollution Prevention and Controlling, Hangzhou, China
- Key Laboratory of Molecular Animal Nutrition, Ministry of Education, Hangzhou, China
- Key Laboratory of Animal Nutrition and Feed Science (Eastern of China), Ministry of Agriculture and Rural Affairs, Hangzhou, China
- Key Laboratory of Animal Feed and Nutrition of Zhejiang Province, Hangzhou, China
- Institute of Feed Science, Zhejiang University, Hangzhou, China
| | - Min Yue
- Institute of Preventive Veterinary Sciences and Department of Veterinary Medicine, Zhejiang University College of Animal Sciences, Hangzhou, China
| | - Yizhen Wang
- National Engineering Laboratory for Feed Safety and Pollution Prevention and Controlling, Hangzhou, China
- Key Laboratory of Molecular Animal Nutrition, Ministry of Education, Hangzhou, China
- Key Laboratory of Animal Nutrition and Feed Science (Eastern of China), Ministry of Agriculture and Rural Affairs, Hangzhou, China
- Key Laboratory of Animal Feed and Nutrition of Zhejiang Province, Hangzhou, China
- Institute of Feed Science, Zhejiang University, Hangzhou, China
- *Correspondence: Yizhen Wang
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