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Qiu S, Li K, He X, Gu M, Jiang X, Lu J, Ma Z, Liang X, Gan Q. The Effects of Composite Alkali-Stored Spent Hypsizygus marmoreus Substrate on Carcass Quality, Rumen Fermentation, and Rumen Microbial Diversity in Goats. Animals (Basel) 2024; 14:166. [PMID: 38200897 PMCID: PMC10778354 DOI: 10.3390/ani14010166] [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: 11/26/2023] [Revised: 12/21/2023] [Accepted: 12/28/2023] [Indexed: 01/12/2024] Open
Abstract
The objective of this study was to investigate the effects of composite alkali-stored spent Hypsizygus marmoreus substrate (SHMS) on carcass quality, rumen fermentation, and rumen microbial diversity in goats. Twenty-four 6-month-old Chuanzhong black goats with similar body weights (20 ± 5 kg) were selected and randomly divided into four groups (n = 6 per group) and received four treatments: 0% (control group, CG); 20% (low-addition group, LG); 30% (moderate-addition group, MG); and 40% (high-addition group, HG) of SHMS-replaced silage corn and oat hay. The experiment lasted for 74 days (including a 14 d adaptation period and a 60 d treatment period). The results of this study showed that MG and HG significantly improved the marble score of goat meat (p < 0.05). The flesh color score significantly increased in each group (p < 0.05). The fat color scores significantly increased in LG and MG (p < 0.05). There were no significant effects on the pH value or shear force of the longissimus dorsi in each group (p > 0.05). The cooking loss in MG was higher than that in CG (p < 0.05). The histidine and tyrosine contents in each group of muscles significantly increased (p < 0.05), with no significant effect on fatty acids (p > 0.05). The rumen pH of MG significantly decreased (p < 0.05), while the total volatile fatty acids (TVFAs) and ammoniacal nitrogen (NH3-N) increased by 44.63% and 54.50%, respectively. The addition of the SHMS altered both the alpha and beta diversities of the rumen microbiota and significant differences in the composition and structure of the four microbial communities. The dominant bacterial phylum in each group were Firmicutes and Bacteroidetes, with Prevotella 1 as the dominant bacterial genus. Correlation analysis revealed that rumen bacteria are closely related to the animal carcass quality and rumen fermentation. In the PICRUSt prediction, 21 significantly different pathways were found, and the correlation network showed a positive correlation between the Prevotella 1 and 7 metabolic pathways, while the C5-branched dibasic acid metabolism was positively correlated with nine bacteria. In summary, feeding goats with an SHMS diet can improve the carcass quality, promote rumen fermentation, and alter the microbial structure. The research results can provide a scientific reference for the utilization of SHMS as feed in the goat industry.
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Affiliation(s)
- Shuiling Qiu
- College of Animal Science (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China; (S.Q.); (K.L.); (X.H.); (M.G.); (X.J.); (J.L.); (Z.M.)
| | - Keyao Li
- College of Animal Science (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China; (S.Q.); (K.L.); (X.H.); (M.G.); (X.J.); (J.L.); (Z.M.)
- Laboratory of Animal Nutritional Physiology and Metabolic Process, Key Laboratory of Agro-Ecological Processes in Subtropical Region, Institute of Subtropical Agriculture, Chinese Academy of Sciences, Changsha 410125, China
| | - Xiangbo He
- College of Animal Science (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China; (S.Q.); (K.L.); (X.H.); (M.G.); (X.J.); (J.L.); (Z.M.)
| | - Mingming Gu
- College of Animal Science (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China; (S.Q.); (K.L.); (X.H.); (M.G.); (X.J.); (J.L.); (Z.M.)
| | - Xinghui Jiang
- College of Animal Science (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China; (S.Q.); (K.L.); (X.H.); (M.G.); (X.J.); (J.L.); (Z.M.)
| | - Jianing Lu
- College of Animal Science (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China; (S.Q.); (K.L.); (X.H.); (M.G.); (X.J.); (J.L.); (Z.M.)
| | - Zhiyi Ma
- College of Animal Science (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China; (S.Q.); (K.L.); (X.H.); (M.G.); (X.J.); (J.L.); (Z.M.)
| | - Xuewu Liang
- College of Animal Science (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China; (S.Q.); (K.L.); (X.H.); (M.G.); (X.J.); (J.L.); (Z.M.)
| | - Qianfu Gan
- College of Animal Science (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China; (S.Q.); (K.L.); (X.H.); (M.G.); (X.J.); (J.L.); (Z.M.)
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Thapa S, Zhou S, O'Hair J, Al Nasr K, Ropelewski A, Li H. Exploring the microbial diversity and characterization of cellulase and hemicellulase genes in goat rumen: a metagenomic approach. BMC Biotechnol 2023; 23:51. [PMID: 38049781 PMCID: PMC10696843 DOI: 10.1186/s12896-023-00821-6] [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: 03/17/2023] [Accepted: 11/20/2023] [Indexed: 12/06/2023] Open
Abstract
BACKGROUND Goat rumen microbial communities are perceived as one of the most potential biochemical reservoirs of multi-functional enzymes, which are applicable to enhance wide array of bioprocesses such as the hydrolysis of cellulose and hemi-cellulose into fermentable sugar for biofuel and other value-added biochemical production. Even though, the limited understanding of rumen microbial genetic diversity and the absence of effective screening culture methods have impeded the full utilization of these potential enzymes. In this study, we applied culture independent metagenomics sequencing approach to isolate, and identify microbial communities in goat rumen, meanwhile, clone and functionally characterize novel cellulase and xylanase genes in goat rumen bacterial communities. RESULTS Bacterial DNA samples were extracted from goat rumen fluid. Three genomic libraries were sequenced using Illumina HiSeq 2000 for paired-end 100-bp (PE100) and Illumina HiSeq 2500 for paired-end 125-bp (PE125). A total of 435gb raw reads were generated. Taxonomic analysis using Graphlan revealed that Fibrobacter, Prevotella, and Ruminococcus are the most abundant genera of bacteria in goat rumen. SPAdes assembly and prodigal annotation were performed. The contigs were also annotated using the DOE-JGI pipeline. In total, 117,502 CAZymes, comprising endoglucanases, exoglucanases, beta-glucosidases, xylosidases, and xylanases, were detected in all three samples. Two genes with predicted cellulolytic/xylanolytic activities were cloned and expressed in E. coli BL21(DE3). The endoglucanases and xylanase enzymatic activities of the recombinant proteins were confirmed using substrate plate assay and dinitrosalicylic acid (DNS) analysis. The 3D structures of endoglucanase A and endo-1,4-beta xylanase was predicted using the Swiss Model. Based on the 3D structure analysis, the two enzymes isolated from goat's rumen metagenome are unique with only 56-59% similarities to those homologous proteins in protein data bank (PDB) meanwhile, the structures of the enzymes also displayed greater stability, and higher catalytic activity. CONCLUSIONS In summary, this study provided the database resources of bacterial metagenomes from goat's rumen fluid, including gene sequences with annotated functions and methods for gene isolation and over-expression of cellulolytic enzymes; and a wealth of genes in the metabolic pathways affecting food and nutrition of ruminant animals.
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Affiliation(s)
- Santosh Thapa
- Department of Agricultural and Environmental Sciences, College of Agriculture, Tennessee State University, 3500 John A. Merritt Blvd, Nashville, TN, 37209, USA
- Vanderbilt University Medical Center, 2215 Garland Ave, Nashville, TN, 37232, USA
| | - Suping Zhou
- Department of Agricultural and Environmental Sciences, College of Agriculture, Tennessee State University, 3500 John A. Merritt Blvd, Nashville, TN, 37209, USA
| | - Joshua O'Hair
- Department of Biological Sciences, College of Life & Physical Sciences, Tennessee State University, 3500 John A. Merritt Blvd, Nashville, TN, 37209, USA
| | - Kamal Al Nasr
- Department of Computer Sciences, College of Engineering, Tennessee State University, 3500 John A. Merritt Blvd, Nashville, TN, 37209, USA
| | - Alexander Ropelewski
- Pittsburgh Supercomputing Center, 300 S. Craig Street, Pittsburgh, PA, 15213, USA
| | - Hui Li
- Department of Agricultural and Environmental Sciences, College of Agriculture, Tennessee State University, 3500 John A. Merritt Blvd, Nashville, TN, 37209, USA.
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Huaiquipán R, Quiñones J, Díaz R, Velásquez C, Sepúlveda G, Velázquez L, Paz EA, Tapia D, Cancino D, Sepúlveda N. Review: Effect of Experimental Diets on the Microbiome of Productive Animals. Microorganisms 2023; 11:2219. [PMID: 37764062 PMCID: PMC10536378 DOI: 10.3390/microorganisms11092219] [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: 05/04/2023] [Revised: 07/14/2023] [Accepted: 07/24/2023] [Indexed: 09/29/2023] Open
Abstract
The microorganisms that inhabit the gastrointestinal tract are responsible for multiple chains of reactions that affect their environment and modify the internal metabolism, their study receives the name of microbiome, which has become more relevant in recent years. In the near future, the challenges related to feeding are anticipated to escalate, encompassing the nutritional needs to sustain an overpopulated world. Therefore, it is expected that a better understanding of the interactions between microorganisms within the digestive tract will allow their modulation in order to provide an improvement in the immune system, feed efficiency or the promotion of nutritional characteristics in production animals, among others. In the present study, the main effects of experimental diets in production animals were described, emphasizing the diversity of the bacterial populations found in response to the diets, ordering them between polygastric and monogastric animals, and then describing the experimental diets used and their effect on the microorganisms. It is hoped that this study will help as a first general approach to the study of the role of the microbiome in production animals under different diets.
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Affiliation(s)
- Rodrigo Huaiquipán
- Programa de Doctorado en Ciencias Agroalimentarias y Medioambiente, Facultad de Ciencias Agropecuarias y Medioambiente, Universidad de la Frontera, Temuco 4780000, Chile; (R.H.); (C.V.); (G.S.); (L.V.); (D.T.)
| | - John Quiñones
- Facultad de Ciencias Agropecuarias y Medioambiente, Universidad de la Frontera, Temuco 4780000, Chile; (R.D.); (D.C.)
- Centro de Tecnología e Innovación de la Carne, Universidad de La Frontera, Temuco 4780000, Chile
| | - Rommy Díaz
- Facultad de Ciencias Agropecuarias y Medioambiente, Universidad de la Frontera, Temuco 4780000, Chile; (R.D.); (D.C.)
- Centro de Tecnología e Innovación de la Carne, Universidad de La Frontera, Temuco 4780000, Chile
| | - Carla Velásquez
- Programa de Doctorado en Ciencias Agroalimentarias y Medioambiente, Facultad de Ciencias Agropecuarias y Medioambiente, Universidad de la Frontera, Temuco 4780000, Chile; (R.H.); (C.V.); (G.S.); (L.V.); (D.T.)
| | - Gastón Sepúlveda
- Programa de Doctorado en Ciencias Agroalimentarias y Medioambiente, Facultad de Ciencias Agropecuarias y Medioambiente, Universidad de la Frontera, Temuco 4780000, Chile; (R.H.); (C.V.); (G.S.); (L.V.); (D.T.)
| | - Lidiana Velázquez
- Programa de Doctorado en Ciencias Agroalimentarias y Medioambiente, Facultad de Ciencias Agropecuarias y Medioambiente, Universidad de la Frontera, Temuco 4780000, Chile; (R.H.); (C.V.); (G.S.); (L.V.); (D.T.)
| | - Erwin A. Paz
- UWA Institute of Agriculture, The University of Western Australia, Perth 6009, Australia;
| | - Daniela Tapia
- Programa de Doctorado en Ciencias Agroalimentarias y Medioambiente, Facultad de Ciencias Agropecuarias y Medioambiente, Universidad de la Frontera, Temuco 4780000, Chile; (R.H.); (C.V.); (G.S.); (L.V.); (D.T.)
| | - David Cancino
- Facultad de Ciencias Agropecuarias y Medioambiente, Universidad de la Frontera, Temuco 4780000, Chile; (R.D.); (D.C.)
- Centro de Tecnología e Innovación de la Carne, Universidad de La Frontera, Temuco 4780000, Chile
| | - Néstor Sepúlveda
- Facultad de Ciencias Agropecuarias y Medioambiente, Universidad de la Frontera, Temuco 4780000, Chile; (R.D.); (D.C.)
- Centro de Tecnología e Innovación de la Carne, Universidad de La Frontera, Temuco 4780000, Chile
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Frias H, Murga Valderrama NL, Flores GJ, Cornejo VG, Del Solar JC, Romani AC, Bardales W, Segura GT, Polveiro RC, Vieira DDS, Lopez Lapa RM, Maicelo Quintana JL. An analysis of the cecum microbiome of three breeds of the guinea pig: Andina, Inti, and Peru. Res Vet Sci 2023; 161:50-61. [PMID: 37321011 DOI: 10.1016/j.rvsc.2023.06.005] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Revised: 05/24/2023] [Accepted: 06/06/2023] [Indexed: 06/17/2023]
Abstract
This study investigated the effect of host genetics on the structure and composition of the cecum microbiota of three breeds of guinea pigs: Andina, Inti, and Peru. Fifteen guinea pigs were distributed into three groups according to their breed: Andina (5), Inti (5), and Peru (5). We discovered that four main phyla were shared between the three breeds: Bacteroidota, Firmicutes, Spirochaetota, and Synergistota. Although there were no significant differences in the alpha and beta diversity analysis, we found that the Linear discriminant analysis effect size and the heat tree analysis showed significant differences between the abundance of several taxa present in the cecum microbiome of the three breeds. These results suggest that host genetics could be a factor in the structure and composition of the guinea pig cecum microbiome. In addition, we found unique genera for each breed that have fermentation capacity and, therefore can be analyzed in further studies to determine if there is a functional relationship between them and the breed and its industrial profile.
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Affiliation(s)
- Hugo Frias
- Academic Department of Zootechnics, Faculty of Zootechnical Engineering, Agribusiness and Biotechnology, National University Toribio Rodríguez de Mendoza, Amazonas, Peru
| | - Nilton Luis Murga Valderrama
- Livestock and Biotechnology Research Institute, National University Toribio Rodríguez de Mendoza, Amazonas, Peru
| | - Gary J Flores
- Livestock and Biotechnology Research Institute, National University Toribio Rodríguez de Mendoza, Amazonas, Peru
| | - Victor G Cornejo
- Livestock and Biotechnology Research Institute, National University Toribio Rodríguez de Mendoza, Amazonas, Peru
| | - Jakson Ch Del Solar
- Livestock and Biotechnology Research Institute, National University Toribio Rodríguez de Mendoza, Amazonas, Peru
| | - Ana C Romani
- Livestock and Biotechnology Research Institute, National University Toribio Rodríguez de Mendoza, Amazonas, Peru
| | - William Bardales
- Laboratory of Infectious and Parasitic Diseases, Livestock and Biotechnology Research Institute, Faculty of Zootechnical Engineering, Agribusiness, and Biotechnology, National University Toribio Rodríguez de Mendoza, Amazonas, Peru
| | - G T Segura
- Livestock and Biotechnology Research Institute, National University Toribio Rodríguez de Mendoza, Amazonas, Peru
| | - Richard C Polveiro
- Laboratory of Bacterial Diseases, Sector of Preventive Veterinary Medicine and Public Health, Department of Veterinary, Universidade Federal de Viçosa, Viçosa, MG, Brazil
| | - Dielson da S Vieira
- Section of Infectious Diseases, Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Rainer M Lopez Lapa
- Livestock and Biotechnology Research Institute, National University Toribio Rodríguez de Mendoza, Amazonas, Peru; Department of Public Health, Faculty of Health Sciences, National University Toribio Rodríguez de Mendoza de Amazonas, Chachapoyas, Peru.
| | - Jorge Luis Maicelo Quintana
- Livestock and Biotechnology Research Institute, National University Toribio Rodríguez de Mendoza, Amazonas, Peru
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Zhu Z, Li X, Bu Q, Yan Q, Wen L, Chen X, Li X, Yan M, Jiang L, Chen G, Li S, Gao X, Zeng G, Liang J. Land-Water Transport and Sources of Nitrogen Pollution Affecting the Structure and Function of Riverine Microbial Communities. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2023; 57:2726-2738. [PMID: 36746765 DOI: 10.1021/acs.est.2c04705] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
The characterization of variations in riverine microbiota that stem from contaminant sources and transport modes is important for understanding biogeochemical processes. However, the association between complex anthropogenic nitrogen pollution and bacteria has not been extensively investigated owing to the difficulties faced while determining the distribution of nitrogen contaminants in watersheds. Here, we employed the Soil and Water Assessment Tool alongside microbiological analysis to explore microbial characteristics and their responses to complex nitrogen pollution patterns. Significant variations in microbial communities were observed in sub-basins with distinct land-water pollution transport modes. Point source-dominated areas (PSDAs) exhibited reduced microbial diversity, high number of denitrification groups, and increased nitrogen cycling compared with others. The negative relative deviations (-3.38) between the measured and simulated nitrate concentrations in PSDAs indicated that nitrate removal was more effective in PSDAs. Pollution sources were also closely associated with microbiota. Effluents from concentrated animal feeding operations were the primary factors relating to the microbiota compositions in PSDAs and balanced areas. In nonpoint source-dominated areas, contaminants from septic tanks become the most relevant sources to microbial community structures. Overall, this study expands our knowledge regarding microbial biogeochemistry in catchments and beyond by linking specific nitrogen pollution scenarios to microorganisms.
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Affiliation(s)
- Ziqian Zhu
- College of Environmental Science and Engineering, Hunan University, Changsha 410082, P. R. China
- Key Laboratory of Environmental Biology and Pollution Control (Hunan University), Ministry of Education, Changsha 410082, P. R. China
| | - Xin Li
- College of Environmental Science and Engineering, Hunan University, Changsha 410082, P. R. China
- Key Laboratory of Environmental Biology and Pollution Control (Hunan University), Ministry of Education, Changsha 410082, P. R. China
| | - Qiurong Bu
- National Engineering Research Centre of Advanced Technologies and Equipment for Water Environmental Pollution Monitoring, Changsha 410205, P. R. China
| | - Qingcheng Yan
- National Engineering Research Centre of Advanced Technologies and Equipment for Water Environmental Pollution Monitoring, Changsha 410205, P. R. China
| | - Liqun Wen
- National Engineering Research Centre of Advanced Technologies and Equipment for Water Environmental Pollution Monitoring, Changsha 410205, P. R. China
| | - Xiaolei Chen
- National Engineering Research Centre of Advanced Technologies and Equipment for Water Environmental Pollution Monitoring, Changsha 410205, P. R. China
| | - Xiaodong Li
- College of Environmental Science and Engineering, Hunan University, Changsha 410082, P. R. China
- Key Laboratory of Environmental Biology and Pollution Control (Hunan University), Ministry of Education, Changsha 410082, P. R. China
| | - Ming Yan
- College of Environmental Science and Engineering, Hunan University, Changsha 410082, P. R. China
- Key Laboratory of Environmental Biology and Pollution Control (Hunan University), Ministry of Education, Changsha 410082, P. R. China
| | - Longbo Jiang
- College of Environmental Science and Engineering, Hunan University, Changsha 410082, P. R. China
- Key Laboratory of Environmental Biology and Pollution Control (Hunan University), Ministry of Education, Changsha 410082, P. R. China
| | - Gaojie Chen
- School of Mathematics, Hunan University, Changsha 410082, P. R. China
| | - Shuai Li
- College of Environmental Science and Engineering, Hunan University, Changsha 410082, P. R. China
- Key Laboratory of Environmental Biology and Pollution Control (Hunan University), Ministry of Education, Changsha 410082, P. R. China
| | - Xiang Gao
- College of Environmental Science and Engineering, Hunan University, Changsha 410082, P. R. China
- Key Laboratory of Environmental Biology and Pollution Control (Hunan University), Ministry of Education, Changsha 410082, P. R. China
| | - Guangming Zeng
- College of Environmental Science and Engineering, Hunan University, Changsha 410082, P. R. China
- Key Laboratory of Environmental Biology and Pollution Control (Hunan University), Ministry of Education, Changsha 410082, P. R. China
| | - Jie Liang
- College of Environmental Science and Engineering, Hunan University, Changsha 410082, P. R. China
- Key Laboratory of Environmental Biology and Pollution Control (Hunan University), Ministry of Education, Changsha 410082, P. R. China
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Wu ZL, Yang X, Zhang J, Wang W, Liu D, Hou B, Bai T, Zhang R, Zhang Y, Liu H, Hu H, Xia Y. Effects of forage type on the rumen microbiota, growth performance, carcass traits, and meat quality in fattening goats. Front Vet Sci 2023; 10:1147685. [PMID: 37180069 PMCID: PMC10172669 DOI: 10.3389/fvets.2023.1147685] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Accepted: 04/06/2023] [Indexed: 05/15/2023] Open
Abstract
Forages fed to goats influence ruminal microbiota, and further contribute to affect growth performance, meat quality and its nutritional composition. Our objective for current study was to investigate the effects of different forages on growth performance, carcass traits, meat nutritional composition, rumen microflora, and the relationships between key bacteria and amino acids and fatty acids in the longissimus dorsi and semimembranosus muscles of goats. Boer crossbred goats were separately fed commercial concentrate diet supplemented with Hemarthria altissima (HA), Pennisetum sinese (PS), or forage maize (FG), and then slaughtered 90 days after the beginning of the experiment. Growth performances did not vary but carcass traits of dressing percentage, semi-eviscerated slaughter percentage, and eviscerated slaughter percentage displayed significant difference with the treatment studied. Meats from goats fed forage maize, especially semimembranosus muscles are rich in essential amino acids, as well as an increase in the amount of beneficial fatty acids. Our 16S rRNA gene sequencing results showed that the Firmicutes, Bacteroidetes, and Proteobacteria were the most dominant phyla in all groups but different in relative abundance. Further, the taxonomic analysis and linear discriminant analysis effect size (LEfSe) identified the specific taxa that were differentially represented among three forage treatments. The spearman's correlation analysis showed that rumen microbiota was significantly associated with the goat meat nutritional composition, and more significant positive correlations were identified in semimembranosus muscles when compared with longissimus dorsi muscles. More specifically, the lipid metabolism-related bacteria Rikenellaceae_RC9_gut_group showed positively correlated with meat amino acid profile, while genera Oscillospiraceae_UCG-005 were positively correlated with fatty acid composition. These bacteria genera might have the potential to improve nutritional value and meat quality. Collectively, our results showed that different forages alter the carcass traits, meat nutritional composition, and rumen microflora in fattening goats, and forage maize induced an improvement in its nutritional value.
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Affiliation(s)
- Zhou-lin Wu
- Meat Processing Key Laboratory of Sichuan Province, College of Food and Biological Engineering, Chengdu University, Chengdu, China
| | - Xue Yang
- Chengdu Academy of Agricultural and Forestry Sciences, Chengdu, China
| | - Jiamin Zhang
- Meat Processing Key Laboratory of Sichuan Province, College of Food and Biological Engineering, Chengdu University, Chengdu, China
| | - Wei Wang
- Meat Processing Key Laboratory of Sichuan Province, College of Food and Biological Engineering, Chengdu University, Chengdu, China
| | - Dayu Liu
- Meat Processing Key Laboratory of Sichuan Province, College of Food and Biological Engineering, Chengdu University, Chengdu, China
| | - Bo Hou
- Meat Processing Key Laboratory of Sichuan Province, College of Food and Biological Engineering, Chengdu University, Chengdu, China
| | - Ting Bai
- Meat Processing Key Laboratory of Sichuan Province, College of Food and Biological Engineering, Chengdu University, Chengdu, China
| | - Rui Zhang
- Meat Processing Key Laboratory of Sichuan Province, College of Food and Biological Engineering, Chengdu University, Chengdu, China
| | - Yin Zhang
- Meat Processing Key Laboratory of Sichuan Province, College of Food and Biological Engineering, Chengdu University, Chengdu, China
| | - Hanyang Liu
- Chengdu Academy of Agricultural and Forestry Sciences, Chengdu, China
| | - Hongwen Hu
- Neijiang Academy of Agricultural Sciences, Neijiang, China
| | - Yunhong Xia
- Neijiang Academy of Agricultural Sciences, Neijiang, China
- *Correspondence: Yunhong Xia,
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