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Xiong X, Rao Y, Ma J, Wang Z, He Q, Gong J, Sheng W, Xu J, Zhu X, Tan Y, Yang Y. A catalog of microbial genes and metagenome-assembled genomes from the quail gut microbiome. Poult Sci 2023; 102:102931. [PMID: 37499616 PMCID: PMC10393819 DOI: 10.1016/j.psj.2023.102931] [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: 05/25/2023] [Revised: 07/02/2023] [Accepted: 07/06/2023] [Indexed: 07/29/2023] Open
Abstract
The gut microbiome plays an important role in quail feed efficiency, immunity, production, and even behavior. Gut microbial gene catalogs and reference genomes are important for understanding the quail gut microbiome. However, quail gut microbes are lacked sequenced genomes and functional information to date. In this study, we report the first catalog of the microbial genes and metagenome-assembled genomes (MAGs) in fecal and cecum luminal content samples from 3 quail breeds using deep metagenomic sequencing. We identified a total of 2,419,425 nonredundant genes in the quail genome catalog, and a total of 473 MAGs were reconstructed through binning analysis. At 95% average nucleotide identity, the 473 MAGs were clustered into 283 species-level genome bins (SGBs), of which 225 SGBs belonged to species without any available genomes in the current database. Based on the quail gene catalog and MAGs, we identified 142 discriminative bacterial species and 244 discriminative MAGs between Chinese yellow quails and Japanese quails. The discriminative MAGs suggested a strain-level difference in the gut microbial composition. Additionally, a total of 25 Kyoto Encyclopedia of Genes and Genomes functional terms and 88 carbohydrate-active enzymes were distinctly enriched between Chinese yellow quails and Japanese quails. Most of the different species and MAGs were significantly interrelated with the shifts in the functional capacities of the quail gut microbiome. Taken together, we constructed a quail gut microbial gene catalog and enlarged the reference of quail gut microbial genomes. The results of this study provide a powerful and invaluable resource for quail gut microbiome-related research.
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Affiliation(s)
- Xinwei Xiong
- Institute of Biological Technology, Nanchang Normal University, Nanchang, 330032, China; Key Laboratory for Genetic Improvement of Indigenous Chicken Breeds of Jiangxi Province, Nanchang, 330032, China.
| | - Yousheng Rao
- Institute of Biological Technology, Nanchang Normal University, Nanchang, 330032, China; Key Laboratory for Genetic Improvement of Indigenous Chicken Breeds of Jiangxi Province, Nanchang, 330032, China
| | - Jinge Ma
- Institute of Biological Technology, Nanchang Normal University, Nanchang, 330032, China; Key Laboratory for Genetic Improvement of Indigenous Chicken Breeds of Jiangxi Province, Nanchang, 330032, China
| | - Zhangfeng Wang
- Institute of Biological Technology, Nanchang Normal University, Nanchang, 330032, China; Key Laboratory for Genetic Improvement of Indigenous Chicken Breeds of Jiangxi Province, Nanchang, 330032, China
| | - Qin He
- Institute of Biological Technology, Nanchang Normal University, Nanchang, 330032, China; Key Laboratory for Genetic Improvement of Indigenous Chicken Breeds of Jiangxi Province, Nanchang, 330032, China
| | - Jishang Gong
- Institute of Biological Technology, Nanchang Normal University, Nanchang, 330032, China; Key Laboratory for Genetic Improvement of Indigenous Chicken Breeds of Jiangxi Province, Nanchang, 330032, China
| | - Wentao Sheng
- Institute of Biological Technology, Nanchang Normal University, Nanchang, 330032, China; Key Laboratory for Genetic Improvement of Indigenous Chicken Breeds of Jiangxi Province, Nanchang, 330032, China
| | - Jiguo Xu
- Institute of Biological Technology, Nanchang Normal University, Nanchang, 330032, China; Key Laboratory for Genetic Improvement of Indigenous Chicken Breeds of Jiangxi Province, Nanchang, 330032, China
| | - Xuenong Zhu
- Institute of Biological Technology, Nanchang Normal University, Nanchang, 330032, China; Key Laboratory for Genetic Improvement of Indigenous Chicken Breeds of Jiangxi Province, Nanchang, 330032, China
| | - Yuwen Tan
- Institute of Biological Technology, Nanchang Normal University, Nanchang, 330032, China; Key Laboratory for Genetic Improvement of Indigenous Chicken Breeds of Jiangxi Province, Nanchang, 330032, China
| | - Yanbei Yang
- Institute of Biological Technology, Nanchang Normal University, Nanchang, 330032, China; Key Laboratory for Genetic Improvement of Indigenous Chicken Breeds of Jiangxi Province, Nanchang, 330032, China
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Vedel G, Triadó-Margarit X, Linares O, Moreno-Rojas JM, la Peña ED, García-Bocanegra I, Jiménez-Martín D, Carranza J, Casamayor EO. Exploring the potential links between gut microbiota composition and natural populations management in wild boar (Sus scrofa). Microbiol Res 2023; 274:127444. [PMID: 37421802 DOI: 10.1016/j.micres.2023.127444] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2022] [Revised: 06/20/2023] [Accepted: 06/27/2023] [Indexed: 07/10/2023]
Abstract
We surveyed wild boar (Sus scrofa) populations using 16S rRNA gene analysis of the gut microbiota in fresh faeces taken from 88 animals hunted in 16 hunting estates. The wild boar is a very convenient model system to explore how environmental factors including game management, food availability, disease prevalence, and behaviour may affect different biological components of wild individuals with potential implications in management and conservation. We tested the hypotheses that diet (according to stable carbon isotopes analyses), gender (i.e., animal behaviour studying males and females), and both health (analyses of serum samples to detect exposure to several diseases) and form statutes (i.e., thoracic circumference in adults) are reflected in changes in the intestinal microbiota. We focused on a gut functional biomarker index combining Oscillospiraceae and Ruminococcaceae vs. Enterobacteriaceae. We found that gender and the estate (population) were explanatory variables (c.a. 28% of the variance), albeit a high degree of overlapping among individuals was observed. The individuals with higher abundance of Enterobacteriaceae showed a gut microbiota with low diversity, mostly in males. Significant statistical differences for thoracic circumference were not found between males and females. Interestingly, the thoracic circumference was significantly and inversely related to the relative abundance of Enterobacteriaceae in males. Overall, we found that diet, gender, and form status were major factors that could be related to the composition and diversity of the gut microbiota. A high variability was observed in the biomarker index for populations with natural diet (rich in C3 plants). Although, we noticed a marginally significant negative trend between the index (higher abundance of Enterobacteriaceae) and the continuous feeding of C4 plants (i.e., supplementary maize) in the diet of males. This result suggests that continuous artificial feeding in hunting estates could be one of the factors negatively influencing the gut microbiota and the form status of wild boars that deserves further investigations.
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Affiliation(s)
- Giovanni Vedel
- Wildlife Research Unit, University of Cordoba (UIRCP-UCO), 14071 Córdoba, Spain
| | - Xavier Triadó-Margarit
- Ecology of the Global Microbiome, Centre of Advanced Studies of Blanes-Spanish Council for Research (CEAB-CSIC), Accés Cala St Francesc, 14, E-17300 Blanes, Spain
| | - Olmo Linares
- Wildlife Research Unit, University of Cordoba (UIRCP-UCO), 14071 Córdoba, Spain
| | - José Manuel Moreno-Rojas
- Department of Food Science and Health, Andalusian Institute of Agricultural and Fisheries Research and Training (IFAPA), Alameda del Obispo, Avda. Menéndez Pidal, s/n, 14071 Córdoba, Spain
| | - Eva de la Peña
- Wildlife Research Unit, University of Cordoba (UIRCP-UCO), 14071 Córdoba, Spain; IREC National Wildlife Research Institute (CSIC-UCLM-JCCM), Ciudad Real, Spain
| | - Ignacio García-Bocanegra
- Department of Animal Health, Animal Health and Zoonosis Research Group (GISAZ), UIC Zoonoses and Emreging Diseases ENZOEM, University of Cordoba, Cordoba, Spain; CIBERINFEC, ISCIII - CIBER de Enfermedades Infecciosas, Instituto de Salud Carlos III, Spain
| | - Débora Jiménez-Martín
- Department of Animal Health, Animal Health and Zoonosis Research Group (GISAZ), UIC Zoonoses and Emreging Diseases ENZOEM, University of Cordoba, Cordoba, Spain
| | - Juan Carranza
- Wildlife Research Unit, University of Cordoba (UIRCP-UCO), 14071 Córdoba, Spain
| | - Emilio O Casamayor
- Ecology of the Global Microbiome, Centre of Advanced Studies of Blanes-Spanish Council for Research (CEAB-CSIC), Accés Cala St Francesc, 14, E-17300 Blanes, Spain.
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Kim JE, Tun HM, Bennett DC, Leung FC, Cheng KM. Microbial diversity and metabolic function in duodenum, jejunum and ileum of emu (Dromaius novaehollandiae). Sci Rep 2023; 13:4488. [PMID: 36934111 PMCID: PMC10024708 DOI: 10.1038/s41598-023-31684-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2022] [Accepted: 03/15/2023] [Indexed: 03/20/2023] Open
Abstract
Emus (Dromaius novaehollandiae), a large flightless omnivorous ratite, are farmed for their fat and meat. Emu fat can be rendered into oil for therapeutic and cosmetic use. They are capable of gaining a significant portion of its daily energy requirement from the digestion of plant fibre. Despite of its large body size and low metabolic rate, emus have a relatively simple gastroinstetinal (GI) tract with a short mean digesta retention time. However, little is known about the GI microbial diversity of emus. The objective of this study was to characterize the intraluminal intestinal bacterial community in the different segments of small intestine (duodenum, jejunum, and ileum) using pyrotag sequencing and compare that with the ceca. Gut content samples were collected from each of four adult emus (2 males, 2 females; 5-6 years old) that were free ranged but supplemented with a barley-alfalfa-canola based diet. We amplified the V3-V5 region of 16S rRNA gene to identify the bacterial community using Roche 454 Junior system. After quality trimming, a total of 165,585 sequence reads were obtained from different segments of the small intestine (SI). A total of 701 operational taxonomic units (OTUs) were identified in the different segments of small intestine. Firmicutes (14-99%) and Proteobacteria (0.5-76%) were the most predominant bacterial phyla in the small intestine. Based on species richness estimation (Chao1 index), the average number of estimated OTUs in the small intestinal compartments were 148 in Duodenum, 167 in Jejunum, and 85 in Ileum, respectively. Low number of core OTUs identified in each compartment of small intestine across individual birds (Duodenum: 13 OTUs, Jejunum: 2 OTUs, Ileum: 14 OTUs) indicated unique bacterial community in each bird. Moreover, only 2 OTUs (Escherichia and Sinobacteraceae) were identified as core bacteria along the whole small intestine. PICRUSt analysis has indicated that the detoxification of plant material and environmental chemicals seem to be performed by SI microbiota, especially those in the jejunum. The emu cecal microbiome has more genes than SI segments involving in protective or immune response to enteric pathogens. Microbial digestion and fermentation is mostly in the jejunum and ceca. This is the first study to characterize the microbiota of different compartments of the emu intestines via gut samples and not fecal samples. Results from this study allow us to further investigate the influence of the seasonal and physiological changes of intestinal microbiota on the nutrition of emus and indirectly influence the fatty acid composition of emu fat.
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Affiliation(s)
- Ji Eun Kim
- Avian Research Centre, Faculty of Land and Food Systems, University of British Columbia, 2357 Main Mall, Vancouver, BC, V6T 1Z4, Canada
| | - Hein M Tun
- School of Public Health, Li Ka Shing, Faculty of Medicine, HKU-Pasteur Research Pole, University of Hong Kong, Pok Fu Lam, Hong Kong SAR, China
- JC School of Public Health and Primary Care, Faculty of Medicine, Chinese University of Hong Kong, Sha Tin, Hong Kong SAR, China
| | - Darin C Bennett
- Avian Research Centre, Faculty of Land and Food Systems, University of British Columbia, 2357 Main Mall, Vancouver, BC, V6T 1Z4, Canada
- Animal Science Department, California Polytechnic State University, San Luis Obispo, CA, 93407, USA
| | - Frederick C Leung
- School of Biological Sciences, Faculty of Science, University of Hong Kong, Pok Fu Lam, Hong Kong SAR, China
| | - Kimberly M Cheng
- Avian Research Centre, Faculty of Land and Food Systems, University of British Columbia, 2357 Main Mall, Vancouver, BC, V6T 1Z4, Canada.
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Haas V, Rodehutscord M, Camarinha-Silva A, Bennewitz J. Inferring causal structures of gut microbiota diversity and feed efficiency traits in poultry using Bayesian learning and genomic structural equation models. J Anim Sci 2023; 101:skad044. [PMID: 36734360 PMCID: PMC10032182 DOI: 10.1093/jas/skad044] [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: 10/27/2022] [Accepted: 02/02/2023] [Indexed: 02/04/2023] Open
Abstract
Feed and phosphorus (P) efficiency are of increasing importance in poultry breeding. It has been shown recently that these efficiency traits are influenced by the gut microbiota composition of the birds. The efficiency traits and the gut microbiota composition are partly under control of the host genome. Thus, the gut microbiota composition can be seen as a mediator trait between the host genome and the efficiency traits. The present study used data from 749 individuals of a Japanese quail F2 cross. The birds were genotyped for 4k single-nucleotide polymorphism (SNP) and trait recorded for P utilization (PU) and P retention (PR), body weight gain (BWG), and feed per gain ratio (F:G). The gut microbiota composition was characterized by targeted amplicon sequencing. The alpha diversity was calculated as the Pielou's evenness index (J'). A stable Bayesian network was established using a Hill-Climbing learning algorithm. Pielou's evenness index was placed as the most upstream trait and BWG as the most downstream trait, with direct and indirect links via PR, PU, and F:G. The direct and indirect effects between J', PU, and PR were quantified with structural equation models (SEM), which revealed a causal link from J' to PU and from PU to PR. Quantitative trait loci (QTL) linkage mapping revealed three genome-wide significant QTL regions for these traits with in total 49 trait-associated SNP within the QTL regions. SEM association mapping separated the total SNP effect for a trait into a direct effect and indirect effects mediated by upstream traits. Although the indirect effects were in general small, they contributed to the total SNP effect in some cases. This enabled us to detect some shared genetic effects. The method applied allows for the detection of shared genetic architecture of quantitative traits and microbiota compositions.
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Affiliation(s)
- Valentin Haas
- Institute of Animal Science, University of Hohenheim, 70599 Stuttgart, Germany
| | - Markus Rodehutscord
- Institute of Animal Science, University of Hohenheim, 70599 Stuttgart, Germany
| | | | - Jörn Bennewitz
- Institute of Animal Science, University of Hohenheim, 70599 Stuttgart, Germany
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Roth C, Sims T, Rodehutscord M, Seifert J, Camarinha-Silva A. The active core microbiota of two high-yielding laying hen breeds fed with different levels of calcium and phosphorus. Front Physiol 2022; 13:951350. [PMID: 36213242 PMCID: PMC9539745 DOI: 10.3389/fphys.2022.951350] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Accepted: 09/07/2022] [Indexed: 11/13/2022] Open
Abstract
The nutrient availability and supplementation of dietary phosphorus (P) and calcium (Ca) in avian feed, especially in laying hens, plays a vital role in phytase degradation and mineral utilization during the laying phase. The required concentration of P and Ca peaks during the laying phase, and the direct interaction between Ca and P concentration shrinks the availability of both supplements in the feed. Our goal was to characterize the active microbiota of the entire gastrointestinal tract (GIT) (crop, gizzard, duodenum, ileum, caeca), including digesta- and mucosa-associated communities of two contrasting high-yielding breeds of laying hens (Lohmann Brown Classic, LB; Lohmann LSL-Classic, LSL) under different P and Ca supplementation levels. Statistical significances were observed for breed, GIT section, Ca, and the interaction of GIT section x breed, P x Ca, Ca x breed and P x Ca x breed (p < 0.05). A core microbiota of five species was detected in more than 97% of all samples. They were represented by an uncl. Lactobacillus (average relative abundance (av. abu.) 12.1%), Lactobacillus helveticus (av. abu. 10.8%), Megamonas funiformis (av. abu. 6.8%), Ligilactobacillus salivarius (av. abu. 4.5%), and an uncl. Fusicatenibacter (av. abu. 1.1%). Our findings indicated that Ca and P supplementation levels 20% below the recommendation have a minor effect on the microbiota compared to the strong impact of the bird’s genetic background. Moreover, a core active microbiota across the GIT of two high-yielding laying hen breeds was revealed for the first time.
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Affiliation(s)
- Christoph Roth
- HoLMiR—Hohenheim Center for Livestock Microbiome Research, University of Hohenheim, Stuttgart, Germany
- Institute of Animal Science, University of Hohenheim, Stuttgart, Germany
| | - Tanja Sims
- HoLMiR—Hohenheim Center for Livestock Microbiome Research, University of Hohenheim, Stuttgart, Germany
- Institute of Animal Science, University of Hohenheim, Stuttgart, Germany
| | - Markus Rodehutscord
- HoLMiR—Hohenheim Center for Livestock Microbiome Research, University of Hohenheim, Stuttgart, Germany
- Institute of Animal Science, University of Hohenheim, Stuttgart, Germany
| | - Jana Seifert
- HoLMiR—Hohenheim Center for Livestock Microbiome Research, University of Hohenheim, Stuttgart, Germany
- Institute of Animal Science, University of Hohenheim, Stuttgart, Germany
| | - Amélia Camarinha-Silva
- HoLMiR—Hohenheim Center for Livestock Microbiome Research, University of Hohenheim, Stuttgart, Germany
- Institute of Animal Science, University of Hohenheim, Stuttgart, Germany
- *Correspondence: Amélia Camarinha-Silva,
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Haas V, Vollmar S, Preuß S, Rodehutscord M, Camarinha-Silva A, Bennewitz J. Composition of the ileum microbiota is a mediator between the host genome and phosphorus utilization and other efficiency traits in Japanese quail (Coturnix japonica). Genet Sel Evol 2022; 54:20. [PMID: 35260076 PMCID: PMC8903610 DOI: 10.1186/s12711-022-00697-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2021] [Accepted: 01/13/2022] [Indexed: 11/24/2022] Open
Abstract
Background Phosphorus is an essential nutrient in all living organisms and, currently, it is the focus of much attention due to its global scarcity, the environmental impact of phosphorus from excreta, and its low digestibility due to its storage in the form of phytates in plants. In poultry, phosphorus utilization is influenced by composition of the ileum microbiota and host genetics. In our study, we analyzed the impact of host genetics on composition of the ileum microbiota and the relationship of the relative abundance of ileal bacterial genera with phosphorus utilization and related quantitative traits in Japanese quail. An F2 cross of 758 quails was genotyped with 4k genome-wide single nucleotide polymorphisms (SNPs) and composition of the ileum microbiota was characterized using target amplicon sequencing. Heritabilities of the relative abundance of bacterial genera were estimated and quantitative trait locus (QTL) linkage mapping for the host was conducted for the heritable genera. Phenotypic and genetic correlations and recursive relationships between bacterial genera and quantitative traits were estimated using structural equation models. A genomic best linear unbiased prediction (GBLUP) and microbial (M)BLUP hologenomic selection approach was applied to assess the feasibility of breeding for improved phosphorus utilization based on the host genome and the heritable part of composition of the ileum microbiota. Results Among the 59 bacterial genera examined, 24 showed a significant heritability (nominal p ≤ 0.05), ranging from 0.04 to 0.17. For these genera, six genome-wide significant QTL were mapped. Significant recursive effects were found, which support the indirect host genetic effects on the host’s quantitative traits via microbiota composition in the ileum of quail. Cross-validated microbial and genomic prediction accuracies confirmed the strong impact of microbial composition and host genetics on the host’s quantitative traits, as the GBLUP accuracies based on the heritable microbiota-mediated components of the traits were similar to the accuracies of conventional GBLUP based on genome-wide SNPs. Conclusions Our results revealed a significant effect of host genetics on composition of the ileal microbiota and confirmed that host genetics and composition of the ileum microbiota have an impact on the host’s quantitative traits. This offers the possibility to breed for improved phosphorus utilization based on the host genome and the heritable part of composition of the ileum microbiota. Supplementary Information The online version contains supplementary material available at 10.1186/s12711-022-00697-8.
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Ma JE, Xiong XW, Xu JG, Gong JS, Li J, Xu Q, Li YF, Yang YB, Zhou M, Zhu XN, Tan YW, Sheng WT, Wang ZF, Tu XT, Zeng CY, Zhang XQ, Rao YS. Metagenomic Analysis Identifies Sex-Related Cecal Microbial Gene Functions and Bacterial Taxa in the Quail. Front Vet Sci 2021; 8:693755. [PMID: 34660751 PMCID: PMC8517240 DOI: 10.3389/fvets.2021.693755] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2021] [Accepted: 09/06/2021] [Indexed: 12/15/2022] Open
Abstract
Background: Japanese quail (Coturnix japonica) are important and widely distributed poultry in China. Researchers continue to pursue genetic selection for heavier quail. The intestinal microbiota plays a substantial role in growth promotion; however, the mechanisms involved in growth promotion remain unclear. Results: We generated 107.3 Gb of cecal microbiome data from ten Japanese quail, providing a series of quail gut microbial gene catalogs (1.25 million genes). We identified a total of 606 main microbial species from 1,033,311 annotated genes distributed among the ten quail. Seventeen microbial species from the genera Anaerobiospirillum, Alistipes, Barnesiella, and Butyricimonas differed significantly in their abundances between the female and male gut microbiotas. Most of the functional gut microbial genes were involved in metabolism, primarily in carbohydrate transport and metabolism, as well as some active carbohydrate-degrading enzymes. We also identified 308 antibiotic-resistance genes (ARGs) from the phyla Bacteroidetes, Firmicutes and Euryarchaeota. Studies of the differential gene functions between sexes indicated that abundances of the gut microbes that produce carbohydrate-active enzymes varied between female and male quail. Bacteroidetes was the predominant ARG-containing phylum in female quail; Euryarchaeota was the predominant ARG-containing phylum in male quail. Conclusion: This article provides the first description of the gene catalog of the cecal bacteria in Japanese quail as well as insights into the bacterial taxa and predictive metagenomic functions between male and female quail to provide a better understanding of the microbial genes in the quail ceca.
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Affiliation(s)
- Jing-E Ma
- Institution of Biological Technology, Nanchang Normal University, Nanchang, China.,Jiang Xi Province Key Lab of Genetic Improvement of Indigenous Chicken Breeds, Nanchang, China
| | - Xin-Wei Xiong
- Institution of Biological Technology, Nanchang Normal University, Nanchang, China.,Jiang Xi Province Key Lab of Genetic Improvement of Indigenous Chicken Breeds, Nanchang, China
| | - Ji-Guo Xu
- Institution of Biological Technology, Nanchang Normal University, Nanchang, China.,Jiang Xi Province Key Lab of Genetic Improvement of Indigenous Chicken Breeds, Nanchang, China
| | - Ji-Shang Gong
- Institution of Biological Technology, Nanchang Normal University, Nanchang, China.,Jiang Xi Province Key Lab of Genetic Improvement of Indigenous Chicken Breeds, Nanchang, China
| | - Jin Li
- Institution of Biological Technology, Nanchang Normal University, Nanchang, China
| | - Qiao Xu
- Institution of Biological Technology, Nanchang Normal University, Nanchang, China.,Jiang Xi Province Key Lab of Genetic Improvement of Indigenous Chicken Breeds, Nanchang, China
| | - Yuan-Fei Li
- Institution of Biological Technology, Nanchang Normal University, Nanchang, China.,Jiang Xi Province Key Lab of Genetic Improvement of Indigenous Chicken Breeds, Nanchang, China
| | - Yang-Bei Yang
- Institution of Biological Technology, Nanchang Normal University, Nanchang, China.,Jiang Xi Province Key Lab of Genetic Improvement of Indigenous Chicken Breeds, Nanchang, China
| | - Min Zhou
- Institution of Biological Technology, Nanchang Normal University, Nanchang, China.,Jiang Xi Province Key Lab of Genetic Improvement of Indigenous Chicken Breeds, Nanchang, China
| | - Xue-Nong Zhu
- Institution of Biological Technology, Nanchang Normal University, Nanchang, China.,Jiang Xi Province Key Lab of Genetic Improvement of Indigenous Chicken Breeds, Nanchang, China
| | - Yu-Wen Tan
- Institution of Biological Technology, Nanchang Normal University, Nanchang, China.,Jiang Xi Province Key Lab of Genetic Improvement of Indigenous Chicken Breeds, Nanchang, China
| | - Wen-Tao Sheng
- Institution of Biological Technology, Nanchang Normal University, Nanchang, China.,Jiang Xi Province Key Lab of Genetic Improvement of Indigenous Chicken Breeds, Nanchang, China
| | - Zhang-Feng Wang
- Institution of Biological Technology, Nanchang Normal University, Nanchang, China.,Jiang Xi Province Key Lab of Genetic Improvement of Indigenous Chicken Breeds, Nanchang, China
| | - Xu-Tang Tu
- Institution of Biological Technology, Nanchang Normal University, Nanchang, China.,Jiang Xi Province Key Lab of Genetic Improvement of Indigenous Chicken Breeds, Nanchang, China
| | - Cheng-Yao Zeng
- Institution of Biological Technology, Nanchang Normal University, Nanchang, China.,Jiang Xi Province Key Lab of Genetic Improvement of Indigenous Chicken Breeds, Nanchang, China
| | - Xi-Quan Zhang
- Guangdong Provincial Key Lab of Agro-Animal Genomics and Molecular Breeding, Guangzhou, China.,Key Lab of Chicken Genetics, Breeding and Reproduction, Ministry of Agriculture, Guangzhou, China
| | - You-Sheng Rao
- Institution of Biological Technology, Nanchang Normal University, Nanchang, China.,Jiang Xi Province Key Lab of Genetic Improvement of Indigenous Chicken Breeds, Nanchang, China
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8
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Borda-Molina D, Iffland H, Schmid M, Müller R, Schad S, Seifert J, Tetens J, Bessei W, Bennewitz J, Camarinha-Silva A. Gut Microbial Composition and Predicted Functions Are Not Associated with Feather Pecking and Antagonistic Behavior in Laying Hens. Life (Basel) 2021; 11:235. [PMID: 33809351 PMCID: PMC8001194 DOI: 10.3390/life11030235] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2021] [Revised: 03/11/2021] [Accepted: 03/11/2021] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Feather pecking is a well-known problem in layer flocks that causes animal welfare restrictions and contributes to economic losses. Birds' gut microbiota has been linked to feather pecking. This study aims to characterize the microbial communities of two laying hen lines divergently selected for high (HFP) and low (LFP) feather pecking and investigates if the microbiota is associated with feather pecking or agonistic behavior. METHODS Besides phenotyping for the behavioral traits, microbial communities from the digesta and mucosa of the ileum and caeca were investigated using target amplicon sequencing and functional predictions. Microbiability was estimated with a microbial mixed linear model. RESULTS Ileum digesta showed an increase in the abundance of the genus Lactobacillus in LFP, while Escherichia was abundant in HFP hens. In the caeca digesta and mucosa of the LFP line were more abundant Faecalibacterium and Blautia. Tryptophan metabolism and lysine degradation were higher in both digesta and mucosa of the HFP hens. Linear models revealed that the two lines differ significantly in all behavior traits. Microbiabilities were close to zero and not significant in both lines and for all traits. CONCLUSIONS Trait variation was not affected by the gut microbial composition in both selection lines.
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Affiliation(s)
- Daniel Borda-Molina
- Institute of Animal Science, University of Hohenheim, 70599 Stuttgart, Germany; (D.B.-M.); (H.I.); (M.S.); (R.M.); (S.S.); (J.S.); (W.B.); (J.B.)
| | - Hanna Iffland
- Institute of Animal Science, University of Hohenheim, 70599 Stuttgart, Germany; (D.B.-M.); (H.I.); (M.S.); (R.M.); (S.S.); (J.S.); (W.B.); (J.B.)
| | - Markus Schmid
- Institute of Animal Science, University of Hohenheim, 70599 Stuttgart, Germany; (D.B.-M.); (H.I.); (M.S.); (R.M.); (S.S.); (J.S.); (W.B.); (J.B.)
| | - Regina Müller
- Institute of Animal Science, University of Hohenheim, 70599 Stuttgart, Germany; (D.B.-M.); (H.I.); (M.S.); (R.M.); (S.S.); (J.S.); (W.B.); (J.B.)
| | - Svenja Schad
- Institute of Animal Science, University of Hohenheim, 70599 Stuttgart, Germany; (D.B.-M.); (H.I.); (M.S.); (R.M.); (S.S.); (J.S.); (W.B.); (J.B.)
| | - Jana Seifert
- Institute of Animal Science, University of Hohenheim, 70599 Stuttgart, Germany; (D.B.-M.); (H.I.); (M.S.); (R.M.); (S.S.); (J.S.); (W.B.); (J.B.)
| | - Jens Tetens
- Department of Animal Sciences, University of Göttingen, 37073 Göttingen, Germany;
- Center for Integrated Breeding Research, University of Göttingen, 37075 Göttingen, Germany
| | - Werner Bessei
- Institute of Animal Science, University of Hohenheim, 70599 Stuttgart, Germany; (D.B.-M.); (H.I.); (M.S.); (R.M.); (S.S.); (J.S.); (W.B.); (J.B.)
| | - Jörn Bennewitz
- Institute of Animal Science, University of Hohenheim, 70599 Stuttgart, Germany; (D.B.-M.); (H.I.); (M.S.); (R.M.); (S.S.); (J.S.); (W.B.); (J.B.)
| | - Amélia Camarinha-Silva
- Institute of Animal Science, University of Hohenheim, 70599 Stuttgart, Germany; (D.B.-M.); (H.I.); (M.S.); (R.M.); (S.S.); (J.S.); (W.B.); (J.B.)
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9
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Ponsuksili S, Oster M, Reyer H, Hadlich F, Trakooljul N, Rodehutscord M, Camarinha-Silva A, Bennewitz J, Wimmers K. Genetic regulation and heritability of miRNA and mRNA expression link to phosphorus utilization and gut microbiome. Open Biol 2021; 11:200182. [PMID: 33593158 PMCID: PMC8061690 DOI: 10.1098/rsob.200182] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Improved utilization of phytates and mineral phosphorus (P) in monogastric animals contributes significantly to preserving the finite resource of mineral P and mitigating environmental pollution. In order to identify pathways and to prioritize candidate genes related to P utilization (PU), the genomic heritability of 77 and 80 trait-dependent expressed miRNAs and mRNAs in 482 Japanese quail were estimated and eQTL (expression quantitative trait loci) were detected. In total, 104 miR-eQTL (microRNA expression quantitative traits loci) were associated with SNP markers (false discovery rate less than 10%) including 41 eQTL of eight miRNAs. Similarly, 944 mRNA-eQTL were identified at the 5% False discovery rate threshold, with 573 being cis-eQTL of 36 mRNAs. High heritabilities of miRNA and mRNA expression coincide with highly significant eQTL. Integration of phenotypic data with transcriptome and microbiome data of the same animals revealed genetic regulated mRNA and miRNA transcripts (SMAD3, CAV1, ENNPP6, ATP2B4, miR-148a-3p, miR-146b-5p, miR-16-5p, miR-194, miR-215-5p, miR-199-3p, miR-1388a-3p) and microbes (Candidatus Arthromitus, Enterococcus) that are associated with PU. The results reveal novel insights into the role of mRNAs and miRNAs in host gut tissue functions, which are involved in PU and other related traits, in terms of the genetic regulation and inheritance of their expression and in association with microbiota components.
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Affiliation(s)
- Siriluck Ponsuksili
- Leibniz Institute for Farm Animal Biology, Institute for Genome Biology, Wilhelm-Stahl-Allee 2, 18196 Dummerstorf, Germany
| | - Michael Oster
- Leibniz Institute for Farm Animal Biology, Institute for Genome Biology, Wilhelm-Stahl-Allee 2, 18196 Dummerstorf, Germany
| | - Henry Reyer
- Leibniz Institute for Farm Animal Biology, Institute for Genome Biology, Wilhelm-Stahl-Allee 2, 18196 Dummerstorf, Germany
| | - Frieder Hadlich
- Leibniz Institute for Farm Animal Biology, Institute for Genome Biology, Wilhelm-Stahl-Allee 2, 18196 Dummerstorf, Germany
| | - Nares Trakooljul
- Leibniz Institute for Farm Animal Biology, Institute for Genome Biology, Wilhelm-Stahl-Allee 2, 18196 Dummerstorf, Germany
| | - Markus Rodehutscord
- Institute of Animal Science, University of Hohenheim, 70599 Stuttgart, Germany
| | | | - Jörn Bennewitz
- Institute of Animal Science, University of Hohenheim, 70599 Stuttgart, Germany
| | - Klaus Wimmers
- Leibniz Institute for Farm Animal Biology, Institute for Genome Biology, Wilhelm-Stahl-Allee 2, 18196 Dummerstorf, Germany.,Faculty of Agricultural and Environmental Sciences, University Rostock, 18059 Rostock, Germany
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10
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Liu G, Meng D, Gong M, Li H, Wen W, Wang Y, Zhou J. Effects of Sex and Diet on Gut Microbiota of Farmland-Dependent Wintering Birds. Front Microbiol 2020; 11:587873. [PMID: 33262746 PMCID: PMC7688461 DOI: 10.3389/fmicb.2020.587873] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2020] [Accepted: 10/19/2020] [Indexed: 01/17/2023] Open
Abstract
Gut microbiota plays an important role for bird biological and ecological properties, and sex and diet may be important intrinsic and extrinsic factors influencing gut microbial communities. However, sex difference of gut microbiota has been rarely investigated in free-living birds, and it remains unclear how sex and diet interactively affect avian gut microbiota composition and diversity, particularly under natural conditions. Here we used non-invasive molecular sexing technique to sex the fecal samples collected from two wintering sites of Great Bustard, which is the most sexually dimorphic among birds, as well as a typical farmland-dependent wintering bird. High-throughput sequencing of 16S was applied to identify the gut microbiota communities for both sexes under two diets (wheat_corn and rice_peanut). The results showed that 9.74% of common microbiota taxa was shared among four groups (sex vs. diet), revealing the conservatism of gut microbiota. Microbiota diversity, composition and abundance varied on different diets for male and female Great Bustards, suggesting that the gut microbiota was interactively influenced by both sex and diet. Under the wheat_corn diet, females had higher abundances of the phylum Verrucomicrobia than males, but lower Bacteroidetes and Firmicutes compared to males; meanwhile, the microbiota diversity and evenness were higher for males than females. In contrast, under the rice_peanut diet, females were more colonized by the phylum Firmicutes than males, but less by the phylum Bacteroidetes; while males had lower microbiota diversity and evenness than females. This study investigated the impacts of sex and diet on microbiota of Great Bustards, and highlights the need of new studies, perhaps with the same methodology, taking into account bird ages, flock size, breeding or health status, which will contribute to the understanding of ecology and conservation of this vulnerable species.
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Affiliation(s)
- Gang Liu
- Research Institute of Wetland, Chinese Academy of Forestry, Beijing, China.,Beijing Key Laboratory of Wetland Services and Restoration, Beijing, China
| | - Derong Meng
- Biology Department of Cangzhou Normal College, Cangzhou, China
| | - Minghao Gong
- Research Institute of Wetland, Chinese Academy of Forestry, Beijing, China.,Beijing Key Laboratory of Wetland Services and Restoration, Beijing, China
| | - Huixin Li
- Research Institute of Wetland, Chinese Academy of Forestry, Beijing, China.,Beijing Key Laboratory of Wetland Services and Restoration, Beijing, China
| | - Wanyu Wen
- Research Institute of Wetland, Chinese Academy of Forestry, Beijing, China.,Beijing Key Laboratory of Wetland Services and Restoration, Beijing, China
| | - Yuhang Wang
- Research Institute of Wetland, Chinese Academy of Forestry, Beijing, China.,Beijing Key Laboratory of Wetland Services and Restoration, Beijing, China
| | - Jingying Zhou
- Tumuji National Nature Reserve, Inner Mongolia, China
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11
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Vollmar S, Haas V, Schmid M, Preuß S, Joshi R, Rodehutscord M, Bennewitz J. Mapping genes for phosphorus utilization and correlated traits using a 4k SNP linkage map in Japanese quail (Coturnix japonica). Anim Genet 2020; 52:90-98. [PMID: 33140443 DOI: 10.1111/age.13018] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/09/2020] [Indexed: 12/17/2022]
Abstract
A large F2 cross with 920 Japanese quail was used to map QTL for phosphorus utilization, calcium utilization, feed per gain and body weight gain. In addition, four bone ash traits were included, because it is known that they are genetically correlated with the focal trait of phosphorus utilization. Trait recording was done at the juvenile stage of the birds. The individuals were genotyped genome-wide for about 4k SNPs and a linkage map constructed, which agreed well with the reference genome. QTL linkage mapping was performed using multimarker regression analysis in a line cross model. Single marker association mapping was done within the mapped QTL regions. The results revealed several genome-wide significant QTL. For the focal trait phosphorus utilization, a QTL on chromosome CJA3 could be detected by linkage mapping, which was substantiated by the results of the SNP association mapping. Four candidate genes were identified for this QTL, which should be investigated in future functional studies. Some overlap of QTL regions for different traits was detected, which is in agreement with the corresponding genetic correlations. It seems that all traits investigated are polygenic in nature with some significant QTL and probably many other small-effect QTL that were not detectable in this study.
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Affiliation(s)
- S Vollmar
- Institute of Animal Science, University of Hohenheim, Stuttgart, 70599, Germany
| | - V Haas
- Institute of Animal Science, University of Hohenheim, Stuttgart, 70599, Germany
| | - M Schmid
- Institute of Animal Science, University of Hohenheim, Stuttgart, 70599, Germany
| | - S Preuß
- Institute of Animal Science, University of Hohenheim, Stuttgart, 70599, Germany
| | - R Joshi
- Department of Animal and Aquacultural Sciences, Faculty of Biosciences, Norwegian University of Life Sciences, Ås, N-1432, Norway
| | - M Rodehutscord
- Institute of Animal Science, University of Hohenheim, Stuttgart, 70599, Germany
| | - J Bennewitz
- Institute of Animal Science, University of Hohenheim, Stuttgart, 70599, Germany
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12
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Zhu C, Xu W, Tao Z, Song W, Liu H, Zhang S, Li H. Effects of Rearing Conditions and Sex on Cecal Microbiota in Ducks. Front Microbiol 2020; 11:565367. [PMID: 33133040 PMCID: PMC7578374 DOI: 10.3389/fmicb.2020.565367] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2020] [Accepted: 09/10/2020] [Indexed: 01/14/2023] Open
Abstract
The intestinal microbiome influences the health of animals. However, little is known about the impact of indoor conditions and sex on intestinal microbiome diversity and composition in ducks. The present study aimed to investigate differences in the cecal microbiome between male and female ducks reared on the floor (PY group) or in cages (LY group). We also determined the relationships between cecal microbiota composition and slaughter traits, and the expression levels of mucosal and intestinal structural genes in ducks. There was a slight difference in slaughter traits among the groups, with cecum weight being significantly lighter in the LY compared with the PY group, especially in females (p < 0.05). Analysis of the alpha diversity of the cecal microbiota between males and females in the LY and PY groups showed that LY males had significantly lower diversity and richness. Beta diversity analysis demonstrated differences in the microbiota composition in relation to rearing conditions, and a significant difference between the sexes in the PY groups. The dominant bacterial phyla in duck cecum were Bacteroidetes, Firmicutes, Proteobacteria, and Fusobacteria. The relative abundances of the most common bacteria revealed that the intestinal microbiota diversity and composition were affected by both feeding conditions and sex. Several bacterial genera were detected differentially among the groups. These genera were correlated with slaughter traits and expression levels of mucosal and cecal structural genes in ducks. In conclusion, rearing conditions, sex, and associated changes in the cecal microbiota are thus associated with gut barrier functions in ducks.
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Affiliation(s)
- Chunhong Zhu
- Jiangsu Institute of Poultry Science, Yangzhou, China
| | - Wenjuan Xu
- Jiangsu Institute of Poultry Science, Yangzhou, China
| | - Zhiyun Tao
- Jiangsu Institute of Poultry Science, Yangzhou, China
| | - Weitao Song
- Jiangsu Institute of Poultry Science, Yangzhou, China
| | - Hongxiang Liu
- Jiangsu Institute of Poultry Science, Yangzhou, China
| | | | - Huifang Li
- Jiangsu Institute of Poultry Science, Yangzhou, China
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13
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Vollmar S, Wellmann R, Borda-Molina D, Rodehutscord M, Camarinha-Silva A, Bennewitz J. The Gut Microbial Architecture of Efficiency Traits in the Domestic Poultry Model Species Japanese Quail ( Coturnix japonica) Assessed by Mixed Linear Models. G3 (BETHESDA, MD.) 2020; 10:2553-2562. [PMID: 32471941 PMCID: PMC7341145 DOI: 10.1534/g3.120.401424] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/14/2020] [Accepted: 05/26/2020] [Indexed: 02/06/2023]
Abstract
It is well known that mammals and avian gut microbiota compositions are shaped by the host genomes and affect quantitative traits. The microbial architecture describes the impact of the microbiota composition on quantitative trait variation and the number and effect distribution of microbiota features. In the present study the gut microbial architecture of feed-related traits phosphorus and calcium utilization, daily gain, feed intake and feed per gain ratio in the domestic poultry model species Japanese quail were assessed by mixed linear models. The ileum microbiota composition was characterized by 16S rRNA amplicon sequencing techniques of growing individuals. The microbiability of the traits was on a similar level as the narrow sense heritability and was highly significant except for calcium utilization. The animal microbial correlation of the traits was substantial. Microbiome-wide association analyses revealed several traits associated and highly significant microbiota features, both on the bacteria genera as well as on the operational taxonomic unit level. Most features were significant for more than one trait, which explained the high microbial correlations. It can be concluded that the traits are polymicrobial determined with some microbiota features with larger effects and many with small effects. The results are important for the development of hologenomic selection schemes for feed-related traits in avian breeding programs that are targeting the host genome and the metagenome simultaneously.
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Affiliation(s)
- Solveig Vollmar
- Institute of Animal Science, University of Hohenheim, Stuttgart, Germany
| | - Robin Wellmann
- Institute of Animal Science, University of Hohenheim, Stuttgart, Germany
| | | | | | | | - Jörn Bennewitz
- Institute of Animal Science, University of Hohenheim, Stuttgart, Germany
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14
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Ponsuksili S, Reyer H, Hadlich F, Weber F, Trakooljul N, Oster M, Siengdee P, Muráni E, Rodehutscord M, Camarinha-Silva A, Bennewitz J, Wimmers K. Identification of the Key Molecular Drivers of Phosphorus Utilization Based on Host miRNA-mRNA and Gut Microbiome Interactions. Int J Mol Sci 2020; 21:E2818. [PMID: 32316683 PMCID: PMC7215353 DOI: 10.3390/ijms21082818] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2020] [Revised: 04/06/2020] [Accepted: 04/16/2020] [Indexed: 12/13/2022] Open
Abstract
Phosphorus is an essential mineral for all living organisms and a limited resource worldwide. Variation and heritability of phosphorus utilization (PU) traits were observed, indicating the general possibility of improvement. Molecular mechanisms of PU, including host and microbial effects, are still poorly understood. The most promising molecules that interact between the microbiome and host are microRNAs. Japanese quail representing extremes for PU were selected from an F2 population for miRNA profiling of the ileal tissue and subsequent association with mRNA and microbial data of the same animals. Sixty-nine differentially expressed miRNAs were found, including 21 novel and 48 known miRNAs. Combining miRNAs and mRNAs based on correlated expression and target prediction revealed enrichment of transcripts in functional pathways involved in phosphate or bone metabolism such as RAN, estrogen receptor and Wnt signaling, and immune pathways. Out of 55 genera of microbiota, seven were found to be differentially abundant between PU groups. The study reveals molecular interactions occurring in the gut of quail which represent extremes for PU including miRNA-16-5p, miR-142b-5p, miR-148a-3p, CTDSP1, SMAD3, IGSF10, Bacteroides, and Alistipes as key indicators due to their trait-dependent differential expression and occurrence as hub-members of the network of molecular drivers of PU.
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Affiliation(s)
- Siriluck Ponsuksili
- Leibniz Institute for Farm Animal Biology (FBN), 18196 Dummerstorf, Germany; (H.R.); (F.H.); (F.W.); (N.T.); (M.O.); (P.S.); (E.M.); (K.W.)
| | - Henry Reyer
- Leibniz Institute for Farm Animal Biology (FBN), 18196 Dummerstorf, Germany; (H.R.); (F.H.); (F.W.); (N.T.); (M.O.); (P.S.); (E.M.); (K.W.)
| | - Frieder Hadlich
- Leibniz Institute for Farm Animal Biology (FBN), 18196 Dummerstorf, Germany; (H.R.); (F.H.); (F.W.); (N.T.); (M.O.); (P.S.); (E.M.); (K.W.)
| | - Frank Weber
- Leibniz Institute for Farm Animal Biology (FBN), 18196 Dummerstorf, Germany; (H.R.); (F.H.); (F.W.); (N.T.); (M.O.); (P.S.); (E.M.); (K.W.)
| | - Nares Trakooljul
- Leibniz Institute for Farm Animal Biology (FBN), 18196 Dummerstorf, Germany; (H.R.); (F.H.); (F.W.); (N.T.); (M.O.); (P.S.); (E.M.); (K.W.)
| | - Michael Oster
- Leibniz Institute for Farm Animal Biology (FBN), 18196 Dummerstorf, Germany; (H.R.); (F.H.); (F.W.); (N.T.); (M.O.); (P.S.); (E.M.); (K.W.)
| | - Puntita Siengdee
- Leibniz Institute for Farm Animal Biology (FBN), 18196 Dummerstorf, Germany; (H.R.); (F.H.); (F.W.); (N.T.); (M.O.); (P.S.); (E.M.); (K.W.)
| | - Eduard Muráni
- Leibniz Institute for Farm Animal Biology (FBN), 18196 Dummerstorf, Germany; (H.R.); (F.H.); (F.W.); (N.T.); (M.O.); (P.S.); (E.M.); (K.W.)
| | - Markus Rodehutscord
- Institute of Animal Science, University of Hohenheim, 70599 Stuttgart, Germany; (M.R.); (A.C.-S.); (J.B.)
| | - Amélia Camarinha-Silva
- Institute of Animal Science, University of Hohenheim, 70599 Stuttgart, Germany; (M.R.); (A.C.-S.); (J.B.)
| | - Jörn Bennewitz
- Institute of Animal Science, University of Hohenheim, 70599 Stuttgart, Germany; (M.R.); (A.C.-S.); (J.B.)
| | - Klaus Wimmers
- Leibniz Institute for Farm Animal Biology (FBN), 18196 Dummerstorf, Germany; (H.R.); (F.H.); (F.W.); (N.T.); (M.O.); (P.S.); (E.M.); (K.W.)
- Faculty of Agricultural and Environmental Sciences, University Rostock, 18059 Rostock, Germany
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