1
|
Luo X, Zhang T, Xu D, Zhu M, Zhang J, Zhang R, He G, Chen Z, Mei S, Zhou B, Wang K, Chen C, Zhu E, Cheng Z. Effect of feeding a dried distillers' grains with solubles diet on the metabolism of the intestinal wall in Guanling crossbred cattle: a preliminary assessment. Front Vet Sci 2024; 10:1223088. [PMID: 38264466 PMCID: PMC10803422 DOI: 10.3389/fvets.2023.1223088] [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: 06/16/2023] [Accepted: 12/01/2023] [Indexed: 01/25/2024] Open
Abstract
Dried distillers' grains with solubles (DDGS)-based diets are nutritious and can improve the inflammations and intestinal immunity in livestock. However, there is limited research examining the effect of feeding DDGS-based diets on changes in intestinal metabolites and related pathways in livestock. In this study, six Guanling crossbred cattle (Guizhou Guanling Yellow cattle × Simmental cattle) were selected and divided into a basal diet (BD) group and an experimental group fed with DDGS replacing 25% of the daily ration concentrates (DDGS) (n=3), respectively. Fresh jejunum (J), ileum (I) and cecum (C) tissues were collected for metabolomic analysis. Differential metabolites and metabolic pathways were explored by means of univariate and multivariate statistical analysis. In comparison to the J-BD group, 123 differential metabolites (VIP > 1, p < 0.05) were identified in the J-DDGS group, which (top 20) were mainly divided into superclasses, including lipids and lipid-like molecules, organic acids and derivatives, and organoheterocyclic compounds. Compared with the I-BD group, 47 differential metabolites were obtained in the I-DDGS group, which were mainly divided into superclasses, including lipids and lipid-like molecules and organic acids and derivatives. The C-DDGS vs. C-BD comparison revealed 88 differential metabolites, which were mainly divided into superclasses, including lipids and lipid-like molecules, organic oxygen compounds, and nucleosides. A total of 34 significant metabolic pathways were found (p < 0.05, -log(p) > 1.3). Among them, 3 significant pathways were significantly enriched in the J-DDGS group, 11 significant pathways were significantly enriched in the I-DDGS group, and 20 significant pathways were significantly enriched in the C-DDGS group. Importantly, primary bile acid biosynthesis, linoleic acid metabolism, and arachidonic acid metabolism correlated with intestinal inflammation and immunity by regulating gut microbiota, prostaglandin synthesis, and cell signaling. The data suggest that DDGS-fed cattle unregulated three metabolic pathways mentioned above and that a DDGS-based diet was able to maintain a balance of these three metabolic pathways, thus resulting in improvement of intestinal inflammation and enhanced immunity in cattle. In conclusion, the DDGS diet has the potential to improve intestinal inflammation and enhance the immunity of Guanling crossbred cattle by regulating the metabolic patterns of lipids and lipid-like molecules, organic acids and derivatives, and related metabolic pathways. These results allude to potential metabolic regulatory mechanisms of DDGS diets and also provide a theoretical basis for the application of DDGS in livestock feed.
Collapse
Affiliation(s)
- Xiaofen Luo
- College of Animal Science, Guizhou University, Guiyang, China
- Key Laboratory of Animal Diseases and Veterinary Public Health of Guizhou Province, College of Animal Science, Guizhou University, Guiyang, China
| | - Tiantian Zhang
- College of Animal Science, Guizhou University, Guiyang, China
- Key Laboratory of Animal Diseases and Veterinary Public Health of Guizhou Province, College of Animal Science, Guizhou University, Guiyang, China
| | - Duhan Xu
- College of Animal Science, Guizhou University, Guiyang, China
- Key Laboratory of Animal Diseases and Veterinary Public Health of Guizhou Province, College of Animal Science, Guizhou University, Guiyang, China
| | - Mingming Zhu
- College of Animal Science, Guizhou University, Guiyang, China
- Key Laboratory of Animal Diseases and Veterinary Public Health of Guizhou Province, College of Animal Science, Guizhou University, Guiyang, China
| | - Junjie Zhang
- College of Animal Science, Guizhou University, Guiyang, China
- Key Laboratory of Animal Diseases and Veterinary Public Health of Guizhou Province, College of Animal Science, Guizhou University, Guiyang, China
| | - Rong Zhang
- College of Animal Science, Guizhou University, Guiyang, China
- Key Laboratory of Animal Diseases and Veterinary Public Health of Guizhou Province, College of Animal Science, Guizhou University, Guiyang, China
| | - Guangxia He
- College of Animal Science, Guizhou University, Guiyang, China
- Key Laboratory of Animal Diseases and Veterinary Public Health of Guizhou Province, College of Animal Science, Guizhou University, Guiyang, China
| | - Ze Chen
- College of Animal Science, Guizhou University, Guiyang, China
- Key Laboratory of Animal Diseases and Veterinary Public Health of Guizhou Province, College of Animal Science, Guizhou University, Guiyang, China
| | - Shihui Mei
- College of Animal Science, Guizhou University, Guiyang, China
- Key Laboratory of Animal Diseases and Veterinary Public Health of Guizhou Province, College of Animal Science, Guizhou University, Guiyang, China
| | - Bijun Zhou
- College of Animal Science, Guizhou University, Guiyang, China
- Key Laboratory of Animal Diseases and Veterinary Public Health of Guizhou Province, College of Animal Science, Guizhou University, Guiyang, China
| | - Kaigong Wang
- College of Animal Science, Guizhou University, Guiyang, China
- Key Laboratory of Animal Diseases and Veterinary Public Health of Guizhou Province, College of Animal Science, Guizhou University, Guiyang, China
| | - Chao Chen
- College of Animal Science, Guizhou University, Guiyang, China
| | - Erpeng Zhu
- College of Animal Science, Guizhou University, Guiyang, China
- Key Laboratory of Animal Diseases and Veterinary Public Health of Guizhou Province, College of Animal Science, Guizhou University, Guiyang, China
| | - Zhentao Cheng
- College of Animal Science, Guizhou University, Guiyang, China
- Key Laboratory of Animal Diseases and Veterinary Public Health of Guizhou Province, College of Animal Science, Guizhou University, Guiyang, China
| |
Collapse
|
2
|
He G, Chen C, Mei S, Chen Z, Zhang R, Zhang T, Xu D, Zhu M, Luo X, Zeng C, Zhou B, Wang K, Zhu E, Cheng Z. Partially Alternative Feeding with Fermented Distillers' Grains Modulates Gastrointestinal Flora and Metabolic Profile in Guanling Cattle. Animals (Basel) 2023; 13:3437. [PMID: 38003055 PMCID: PMC10668747 DOI: 10.3390/ani13223437] [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: 09/19/2023] [Revised: 10/30/2023] [Accepted: 11/03/2023] [Indexed: 11/26/2023] Open
Abstract
Fermented distillers' grains (FDG) are commonly used to enhance the health and metabolic processes of livestock and poultry by regulating the composition and activity of the intestinal microbiota. Nevertheless, there is a scarcity of research on the effects of the FDG diet on the gastrointestinal microbiota and its metabolites in cattle. This study examines the impact of FDG dietary supplements on the gastrointestinal flora and metabolic profile of Guanling cattle. Eighteen cattle were randomly assigned to three treatment groups with six replicates per group. The treatments included a basal diet (BD), a 15% concentrate replaced by FDG (15% FDG) in the basal diet, and a 30% concentrate replaced by FDG (30% FDG) in the basal diet. Each group was fed for a duration of 60 days. At the conclusion of the experimental period, three cattle were randomly chosen from each group for slaughter and the microbial community structure and metabolic mapping of their abomasal and cecal contents were analyzed, utilizing 16S rDNA sequencing and LC-MS technology, respectively. At the phylum level, there was a significant increase in Bacteroidetes in both the abomasum and cecum for the 30%FDG group (p < 0.05). Additionally, there was a significant reduction in potential pathogenic bacteria such as Spirochetes and Proteobacteria for both the 15%FDG and 30%FDG groups (p < 0.05). At the genus level, there was a significant increase (p < 0.05) in Ruminococcaceae_UCG-010, Prevotellaceae_UCG-001, and Ruminococcaceae_UCG-005 fiber degradation bacteria. Non-target metabolomics analysis indicated that the FDG diet significantly impacted primary bile acid biosynthesis, bile secretion, choline metabolism in cancer, and other metabolic pathways (p < 0.05). There is a noteworthy correlation between the diverse bacterial genera and metabolites found in the abomasal and cecal contents of Guanling cattle, as demonstrated by correlation analysis. In conclusion, our findings suggest that partially substituting FDG for conventional feed leads to beneficial effects on both the structure of the gastrointestinal microbial community and the metabolism of its contents in Guanling cattle. These findings offer a scientific point of reference for the further use of FDG as a cattle feed resource.
Collapse
Affiliation(s)
- Guangxia He
- College of Animal Science, Guizhou University, Guiyang 550025, China; (G.H.); (C.C.); (S.M.); (Z.C.); (R.Z.); (T.Z.); (D.X.); (M.Z.); (X.L.); (C.Z.); (B.Z.); (K.W.)
- Guizhou Provincial Animal Disease Research Laboratory, Guiyang 550025, China
| | - Chao Chen
- College of Animal Science, Guizhou University, Guiyang 550025, China; (G.H.); (C.C.); (S.M.); (Z.C.); (R.Z.); (T.Z.); (D.X.); (M.Z.); (X.L.); (C.Z.); (B.Z.); (K.W.)
| | - Shihui Mei
- College of Animal Science, Guizhou University, Guiyang 550025, China; (G.H.); (C.C.); (S.M.); (Z.C.); (R.Z.); (T.Z.); (D.X.); (M.Z.); (X.L.); (C.Z.); (B.Z.); (K.W.)
- Guizhou Provincial Animal Disease Research Laboratory, Guiyang 550025, China
| | - Ze Chen
- College of Animal Science, Guizhou University, Guiyang 550025, China; (G.H.); (C.C.); (S.M.); (Z.C.); (R.Z.); (T.Z.); (D.X.); (M.Z.); (X.L.); (C.Z.); (B.Z.); (K.W.)
- Guizhou Provincial Animal Disease Research Laboratory, Guiyang 550025, China
| | - Rong Zhang
- College of Animal Science, Guizhou University, Guiyang 550025, China; (G.H.); (C.C.); (S.M.); (Z.C.); (R.Z.); (T.Z.); (D.X.); (M.Z.); (X.L.); (C.Z.); (B.Z.); (K.W.)
- Guizhou Provincial Animal Disease Research Laboratory, Guiyang 550025, China
| | - Tiantian Zhang
- College of Animal Science, Guizhou University, Guiyang 550025, China; (G.H.); (C.C.); (S.M.); (Z.C.); (R.Z.); (T.Z.); (D.X.); (M.Z.); (X.L.); (C.Z.); (B.Z.); (K.W.)
- Guizhou Provincial Animal Disease Research Laboratory, Guiyang 550025, China
| | - Duhan Xu
- College of Animal Science, Guizhou University, Guiyang 550025, China; (G.H.); (C.C.); (S.M.); (Z.C.); (R.Z.); (T.Z.); (D.X.); (M.Z.); (X.L.); (C.Z.); (B.Z.); (K.W.)
| | - Mingming Zhu
- College of Animal Science, Guizhou University, Guiyang 550025, China; (G.H.); (C.C.); (S.M.); (Z.C.); (R.Z.); (T.Z.); (D.X.); (M.Z.); (X.L.); (C.Z.); (B.Z.); (K.W.)
| | - Xiaofen Luo
- College of Animal Science, Guizhou University, Guiyang 550025, China; (G.H.); (C.C.); (S.M.); (Z.C.); (R.Z.); (T.Z.); (D.X.); (M.Z.); (X.L.); (C.Z.); (B.Z.); (K.W.)
- Guizhou Provincial Animal Disease Research Laboratory, Guiyang 550025, China
| | - Chengrong Zeng
- College of Animal Science, Guizhou University, Guiyang 550025, China; (G.H.); (C.C.); (S.M.); (Z.C.); (R.Z.); (T.Z.); (D.X.); (M.Z.); (X.L.); (C.Z.); (B.Z.); (K.W.)
- Guizhou Provincial Animal Disease Research Laboratory, Guiyang 550025, China
| | - Bijun Zhou
- College of Animal Science, Guizhou University, Guiyang 550025, China; (G.H.); (C.C.); (S.M.); (Z.C.); (R.Z.); (T.Z.); (D.X.); (M.Z.); (X.L.); (C.Z.); (B.Z.); (K.W.)
- Guizhou Provincial Animal Disease Research Laboratory, Guiyang 550025, China
| | - Kaigong Wang
- College of Animal Science, Guizhou University, Guiyang 550025, China; (G.H.); (C.C.); (S.M.); (Z.C.); (R.Z.); (T.Z.); (D.X.); (M.Z.); (X.L.); (C.Z.); (B.Z.); (K.W.)
- Guizhou Provincial Animal Disease Research Laboratory, Guiyang 550025, China
| | - Erpeng Zhu
- College of Animal Science, Guizhou University, Guiyang 550025, China; (G.H.); (C.C.); (S.M.); (Z.C.); (R.Z.); (T.Z.); (D.X.); (M.Z.); (X.L.); (C.Z.); (B.Z.); (K.W.)
- Guizhou Provincial Animal Disease Research Laboratory, Guiyang 550025, China
| | - Zhentao Cheng
- College of Animal Science, Guizhou University, Guiyang 550025, China; (G.H.); (C.C.); (S.M.); (Z.C.); (R.Z.); (T.Z.); (D.X.); (M.Z.); (X.L.); (C.Z.); (B.Z.); (K.W.)
- Guizhou Provincial Animal Disease Research Laboratory, Guiyang 550025, China
| |
Collapse
|
3
|
Song C, Zhang T, Xu D, Zhu M, Mei S, Zhou B, Wang K, Chen C, Zhu E, Cheng Z. Impact of feeding dried distillers' grains with solubles diet on microbiome and metabolome of ruminal and cecal contents in Guanling yellow cattle. Front Microbiol 2023; 14:1171563. [PMID: 37789852 PMCID: PMC10543695 DOI: 10.3389/fmicb.2023.1171563] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Accepted: 08/29/2023] [Indexed: 10/05/2023] Open
Abstract
Dried distillers' grains with solubles (DDGS) are rich in nutrients, and partially alternative feeding of DDGS effectively reduces cost of feed and improves animals' growth. We used 16S rDNA gene sequencing and LC/MS-based metabolomics to explore the effect of feeding cattle with a basal diet (BD) and a Jiang-flavor DDGS diet (replaces 25% concentrate of the diet) on microbiome and metabolome of ruminal and cecal contents in Guanling yellow cattle. The results showed that the ruminal and cecal contents shared the same dominance of Bacteroidetes, Firmicutes and Proteobacteria in two groups. The ruminal dominant genera were Prevotella_1, Rikenellaceae_RC9_gut_group, and Ruminococcaceae_UCG-010; and the cecal dominant genera were Ruminococcaceae_UCG-005, Ruminococcaceae_UCG-010, and Rikenellaceae_RC9_gut_group. Linear discriminant analysis effect size analysis (LDA > 2, P < 0.05) revealed the significantly differential bacteria enriched in the DDGS group, including Ruminococcaceae_UCG_012, Prevotellaceae_UCG_004 and Anaerococcus in the ruminal contents, which was associated with degradation of plant polysaccharides. Besides, Anaerosporobacter, Anaerovibrio, and Caproiciproducens in the cecal contents were involved in fatty acid metabolism. Compared with the BD group, 20 significantly different metabolites obtained in the ruminal contents of DDGS group were down-regulated (P < 0.05), and based on them, 4 significantly different metabolic pathways (P < 0.05) were enriched including "Linoleic acid metabolism," "Biosynthesis of unsaturated fatty acids," "Taste transduction," and "Carbohydrate digestion and absorption." There were 65 significantly different metabolites (47 were upregulated, 18 were downregulated) in the cecal contents of DDGS group when compared with the BD group, and 4 significantly different metabolic pathways (P < 0.05) were enriched including "Longevity regulating pathway," "Bile secretion," "Choline metabolism in cancer," and "HIF-1 signaling pathway." Spearman analysis revealed close negative relationships between the top 20 significantly differential metabolites and Anaerococcus in the ruminal contents. Bacteria with high relevance to cecal differential metabolites were Erysipelotrichaceae_UCG-003, Dielma, and Solobacterium that affect specific metabolic pathways in cattle. Collectively, our results suggest that feeding cattle with a DDGS diet improves the microbial structure and the metabolic patterns of lipids and carbohydrates, thus contributing to the utilization efficiency of nutrients and physical health to some extent. Our findings will provide scientific reference for the utilization of DDGS as feed in cattle industry.
Collapse
Affiliation(s)
| | | | | | | | | | | | | | | | - Erpeng Zhu
- College of Animal Science, Guizhou University, Guiyang, China
| | - Zhentao Cheng
- College of Animal Science, Guizhou University, Guiyang, China
| |
Collapse
|
4
|
Zhang Y, Wang C, Su W, Jiang Z, He H, Gong T, Kai L, Xu H, Wang Y, Lu Z. Co-fermented yellow wine lees by Bacillus subtilis and Enterococcus faecium regulates growth performance and gut microbiota in finishing pigs. Front Microbiol 2022; 13:1003498. [PMID: 36338073 PMCID: PMC9633856 DOI: 10.3389/fmicb.2022.1003498] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Accepted: 09/23/2022] [Indexed: 10/05/2023] Open
Abstract
Fermented yellow wine lees (FYWL) are widely used to increase feed utilization and improve pig performance. Based on the preparation of co-FYWL using Bacillus subtilis and Enterococcus faecalis, the purpose of this study was to investigate the effects of co-FYWL on growth performance, gut microbiota, meat quality, and immune status of finishing pigs. 75 pigs were randomized to 3 treatments (5 replicates/treatment), basal diet (Control), a basal diet supplemented with 4%FYWL, and a basal diet supplemented with 8%FYWL, for 50 days each. Results showed that the 8% FYWL group significantly reduced the F/G and increased the average daily weight gain of pigs compared to the control group. In addition, 8% FYWL improved the richness of Lactobacillus and B. subtilis in the gut, which correlated with growth performance, serum immune parameters, and meat quality. Furthermore, acetate and butyrate in the feces were improved in the FYWL group. Simultaneously, FYWL improved the volatile flavor substances of meat, increased the content of flavor amino acids, and played a positive role in the palatability of meat. In addition, FYWL increased serum IgA, IgM, IL-4 and IL-10 levels. Overall, the growth performance, the gut microbiota associated with fiber degradation, meat quality, and immune status were improved in the 8% FYWL group.
Collapse
Affiliation(s)
- Yu Zhang
- National Engineering Research Center for Green Feed and Healthy Breeding, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Molecular Nutrition, Ministry of Education, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Animal Nutrition and Feed, Ministry of Agriculture, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Animal Nutrition and Feed Science of Zhejiang Province, Institute of Feed Science, Zhejiang University, Hangzhou, Zhejiang, China
| | - Cheng Wang
- National Engineering Research Center for Green Feed and Healthy Breeding, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Molecular Nutrition, Ministry of Education, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Animal Nutrition and Feed, Ministry of Agriculture, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Animal Nutrition and Feed Science of Zhejiang Province, Institute of Feed Science, Zhejiang University, Hangzhou, Zhejiang, China
| | - Weifa Su
- National Engineering Research Center for Green Feed and Healthy Breeding, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Molecular Nutrition, Ministry of Education, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Animal Nutrition and Feed, Ministry of Agriculture, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Animal Nutrition and Feed Science of Zhejiang Province, Institute of Feed Science, Zhejiang University, Hangzhou, Zhejiang, China
| | - Zipeng Jiang
- National Engineering Research Center for Green Feed and Healthy Breeding, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Molecular Nutrition, Ministry of Education, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Animal Nutrition and Feed, Ministry of Agriculture, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Animal Nutrition and Feed Science of Zhejiang Province, Institute of Feed Science, Zhejiang University, Hangzhou, Zhejiang, China
| | - Huan He
- National Engineering Research Center for Green Feed and Healthy Breeding, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Molecular Nutrition, Ministry of Education, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Animal Nutrition and Feed, Ministry of Agriculture, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Animal Nutrition and Feed Science of Zhejiang Province, Institute of Feed Science, Zhejiang University, Hangzhou, Zhejiang, China
| | - Tao Gong
- National Engineering Research Center for Green Feed and Healthy Breeding, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Molecular Nutrition, Ministry of Education, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Animal Nutrition and Feed, Ministry of Agriculture, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Animal Nutrition and Feed Science of Zhejiang Province, Institute of Feed Science, Zhejiang University, Hangzhou, Zhejiang, China
| | - Lixia Kai
- National Engineering Research Center for Green Feed and Healthy Breeding, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Molecular Nutrition, Ministry of Education, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Animal Nutrition and Feed, Ministry of Agriculture, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Animal Nutrition and Feed Science of Zhejiang Province, Institute of Feed Science, Zhejiang University, Hangzhou, Zhejiang, China
| | - Huangen Xu
- National Engineering Research Center for Green Feed and Healthy Breeding, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Molecular Nutrition, Ministry of Education, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Animal Nutrition and Feed, Ministry of Agriculture, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Animal Nutrition and Feed Science of Zhejiang Province, Institute of Feed Science, Zhejiang University, Hangzhou, Zhejiang, China
| | - Yizhen Wang
- National Engineering Research Center for Green Feed and Healthy Breeding, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Molecular Nutrition, Ministry of Education, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Animal Nutrition and Feed, Ministry of Agriculture, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Animal Nutrition and Feed Science of Zhejiang Province, Institute of Feed Science, Zhejiang University, Hangzhou, Zhejiang, China
| | - Zeqing Lu
- National Engineering Research Center for Green Feed and Healthy Breeding, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Molecular Nutrition, Ministry of Education, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Animal Nutrition and Feed, Ministry of Agriculture, Zhejiang University, Hangzhou, Zhejiang, China
- Key Laboratory of Animal Nutrition and Feed Science of Zhejiang Province, Institute of Feed Science, Zhejiang University, Hangzhou, Zhejiang, China
| |
Collapse
|