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Juigné C, Becker E, Gondret F. Small networks of expressed genes in the whole blood and relationships to profiles in circulating metabolites provide insights in inter-individual variability of feed efficiency in growing pigs. BMC Genomics 2023; 24:647. [PMID: 37891507 PMCID: PMC10605982 DOI: 10.1186/s12864-023-09751-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2023] [Accepted: 10/18/2023] [Indexed: 10/29/2023] Open
Abstract
BACKGROUND Feed efficiency is a research priority to support a sustainable meat production. It is recognized as a complex trait that integrates multiple biological pathways orchestrated in and by various tissues. This study aims to determine networks between biological entities to explain inter-individual variation of feed efficiency in growing pigs. RESULTS The feed conversion ratio (FCR), a measure of feed efficiency, and its two component traits, average daily gain and average daily feed intake, were obtained from 47 growing pigs from a divergent selection for residual feed intake and fed high-starch or high-fat high-fiber diets during 58 days. Datasets of transcriptomics (60 k porcine microarray) in the whole blood and metabolomics (1H-NMR analysis and target gas chromatography) in plasma were available for all pigs at the end of the trial. A weighted gene co-expression network was built from the transcriptomics dataset, resulting in 33 modules of co-expressed molecular probes. The eigengenes of eight of these modules were significantly ([Formula: see text]) or tended to be ([Formula: see text]) correlated to FCR. Great homogeneity in the enriched biological pathways was observed in these modules, suggesting co-expressed and co-regulated constitutive genes. They were mainly enriched in genes participating to immune and defense-related processes, and to a lesser extent, to translation, cell development or learning. They were also generally associated with growth rate and percentage of lean mass. In the whole network, only one module composed of genes participating to the response to substances, was significantly associated with daily feed intake and body adiposity. The plasma profiles in circulating metabolites and in fatty acids were summarized by weighted linear combinations using a dimensionality reduction method. Close association was thus found between a module composed of co-expressed genes participating to T cell receptor signaling and cell development process in the whole blood and related to FCR, and the circulating concentrations of polyunsaturated fatty acids in plasma. CONCLUSION These systemic approaches have highlighted networks of entities driving key biological processes involved in the phenotypic difference in feed efficiency between animals. Connecting transcriptomics and metabolic levels together had some additional benefits.
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Affiliation(s)
- Camille Juigné
- PEGASE, INRAE, Institut Agro, Saint-Gilles, F-35590, France
- University Rennes, Inria, CNRS, IRISA - UMR 6074, Rennes, F-35000, France
| | - Emmanuelle Becker
- University Rennes, Inria, CNRS, IRISA - UMR 6074, Rennes, F-35000, France
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Formulating Diets for Improved Health Status of Pigs: Current Knowledge and Perspectives. Animals (Basel) 2022; 12:ani12202877. [DOI: 10.3390/ani12202877] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2022] [Revised: 10/15/2022] [Accepted: 10/19/2022] [Indexed: 11/17/2022] Open
Abstract
Our understanding of nutrition has been evolving to support both performance and immune status of pigs, particularly in disease-challenged animals which experience repartitioning of nutrients from growth towards the immune response. In this sense, it is critical to understand how stress may impact nutrient metabolism and the effects of nutritional interventions able to modulate organ (e.g., gastrointestinal tract) functionality and health. This will be pivotal in the development of effective diet formulation strategies in the context of improved animal performance and health. Therefore, this review will address qualitative and quantitative effects of immune system stimulation on voluntary feed intake and growth performance measurements in pigs. Due to the known repartitioning of nutrients, the effects of stimulating the immune system on nutrient requirements, stratified according to different challenge models, will be explored. Finally, different nutritional strategies (i.e., low protein, amino acid-supplemented diets; functional amino acid supplementation; dietary fiber level and source; diet complexity; organic acids; plant secondary metabolites) will be presented and discussed in the context of their possible role in enhancing the immune response and animal performance.
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Rodrigues LA, Panisson JC, Kpogo LA, González-Vega JC, Htoo JK, Van Kessel AG, Columbus DA. Functional amino acid supplementation postweaning mitigates the response of normal birth weight more than for low birth weight pigs to a subsequent Salmonella challenge. Animal 2022; 16:100566. [PMID: 35714386 DOI: 10.1016/j.animal.2022.100566] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Revised: 05/17/2022] [Accepted: 05/20/2022] [Indexed: 11/15/2022] Open
Abstract
Previous work has shown that dietary supplementation with key functional amino acids (FAA) improves growth performance and immune status of disease-challenged normal birth weight (NBW) pigs. It is not known whether FAA supplementation attenuates the effects of a subsequent disease challenge or whether this response is similar in low birth weight (LBW) pigs. The objective was to determine the effects of birth weight and FAA supplementation during the postweaning period in Salmonella-challenged pigs. Thirty-two LBW (1.08 ± 0.11 kg) and NBW (1.58 ± 0.11 kg) pigs were assigned to a nursery feeding program at weaning (25 d) for 31 days in a 2 × 2 factorial arrangement. Factors were birth weight category (LBW vs. NBW) and basal (FAA-) or supplemented FAA profile (FAA+; Thr, Met, and Trp at 120% of requirements). At d 31, pigs were placed onto a common grower diet and, after a 7-d adaptation period, were inoculated with Salmonella Typhimurium (ST; 2.2 × 109 colony-forming units/mL) and monitored for 7-d postinoculation. Growth performance, rectal temperature, fecal score, indicators of gut health, ST shedding score in feces, intestinal ST colonization and translocation, and blood parameters of acute-phase response and antioxidant balance were measured pre- and postinoculation. Inoculation with ST increased temperature and fecal score, and the overall rectal temperature was higher in LBW compared to NBW pigs (P < 0.05). Postinoculation (d 7), reduced:oxidized glutathione was increased in NBW compared to LBW pigs (P < 0.05). Salmonella shedding and translocation to spleen were lower in NBW-FAA+ compared to NBW-FAA- pigs (P < 0.05). Postinoculation average daily gain was higher in NBW-FAA+ (P < 0.05) compared to the other groups. Postinoculation haptoglobin, superoxide dismutase, and colonic myeloperoxidase were increased in LBW-FAA- pigs (P < 0.05). Ileal alkaline phosphatase was decreased in LBW compared to NBW (P < 0.05). Overall, FAA supplementation represents a potential strategy to mitigate the effect of enteric disease challenge in NBW, but not LBW pigs.
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Affiliation(s)
- L A Rodrigues
- Prairie Swine Centre, Inc., Box 21057, Saskatoon S7H 5N9, SK, Canada; Department of Animal and Poultry Science, College of Agriculture and Bioresources - University of Saskatchewan, Saskatoon S7N 5A8, SK, Canada
| | - J C Panisson
- Prairie Swine Centre, Inc., Box 21057, Saskatoon S7H 5N9, SK, Canada; Department of Animal and Poultry Science, College of Agriculture and Bioresources - University of Saskatchewan, Saskatoon S7N 5A8, SK, Canada
| | - L A Kpogo
- Department of Animal and Poultry Science, College of Agriculture and Bioresources - University of Saskatchewan, Saskatoon S7N 5A8, SK, Canada; Department of Veterinary Biomedical Sciences, Western College of Veterinary Medicine - University of Saskatchewan, Saskatoon S7N 5B4, SK, Canada
| | | | - J K Htoo
- Evonik Operations GmbH, Hanau-Wolfgang 63457, Germany
| | - A G Van Kessel
- Department of Animal and Poultry Science, College of Agriculture and Bioresources - University of Saskatchewan, Saskatoon S7N 5A8, SK, Canada
| | - D A Columbus
- Prairie Swine Centre, Inc., Box 21057, Saskatoon S7H 5N9, SK, Canada; Department of Animal and Poultry Science, College of Agriculture and Bioresources - University of Saskatchewan, Saskatoon S7N 5A8, SK, Canada.
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Nery da Silva A, Alves L, Osowski GV, Sabei L, Ferraz PA, Pugliesi G, Marques MG, Zanella R, Zanella AJ. Housing Conditions and a Challenge with Lipopolysaccharide on the Day of Estrus Can Influence Gene Expression of the Corpus Luteum in Gilts. Genes (Basel) 2022; 13:genes13050769. [PMID: 35627154 PMCID: PMC9141224 DOI: 10.3390/genes13050769] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2022] [Revised: 04/20/2022] [Accepted: 04/22/2022] [Indexed: 11/17/2022] Open
Abstract
The corpus luteum (CL) is a temporary endocrine gland that plays a decisive role in the reproductive physiology of gilts. Recently, it has been suggested that exogenous factors may compromise the normal functioning of the CL. In the present study, we aimed to understand to what extent an acute and systemic challenge with lipopolysaccharide (LPS) on the day of estrus could compromise gene expression of gilts’ CLs housed in different welfare conditions. For this, we housed 42 gilts in three different housing systems: crates, indoor group pens, and outdoor housing. Then, we challenged six females from each group with LPS and eight with saline (SAL) on the day of estrus. After slaughtering the gilts on the fifth day after the challenge, ovaries were collected for gene expression analysis by RT-qPCR. Housing system and LPS challenge did not have a significant interaction for any genes evaluated; thus, their effects were studied separately. We identified significant (p < 0.05) downregulation of the angiogenic genes VEGF and FTL1 among LPS-challenged animals. Meanwhile, we also observed upregulation of HSD3B1 gene among LPS-challenged animals. We found that STAR and LHCGR genes were differentially expressed depending on the housing system, which indicates that the environment may affect adaptation capabilities. Our results indicate that an acute health challenge on the estrus day alters CL gene expression; however, the role of the housing system remains uncertain.
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Affiliation(s)
- Arthur Nery da Silva
- Department of Preventive Veterinary Medicine and Animal Health, School of Veterinary Medicine and Animal Science, University of São Paulo, Pirassununga 05508-070, SP, Brazil; (A.N.d.S.); (L.A.); (G.V.O.); (L.S.)
| | - Luana Alves
- Department of Preventive Veterinary Medicine and Animal Health, School of Veterinary Medicine and Animal Science, University of São Paulo, Pirassununga 05508-070, SP, Brazil; (A.N.d.S.); (L.A.); (G.V.O.); (L.S.)
| | - Germana Vizzotto Osowski
- Department of Preventive Veterinary Medicine and Animal Health, School of Veterinary Medicine and Animal Science, University of São Paulo, Pirassununga 05508-070, SP, Brazil; (A.N.d.S.); (L.A.); (G.V.O.); (L.S.)
| | - Leandro Sabei
- Department of Preventive Veterinary Medicine and Animal Health, School of Veterinary Medicine and Animal Science, University of São Paulo, Pirassununga 05508-070, SP, Brazil; (A.N.d.S.); (L.A.); (G.V.O.); (L.S.)
| | - Priscila Assis Ferraz
- Department of Animal Reproduction, School of Veterinary Medicine and Animal Science, University of São Paulo, Pirassununga 05508-070, SP, Brazil; (P.A.F.); (G.P.)
| | - Guilherme Pugliesi
- Department of Animal Reproduction, School of Veterinary Medicine and Animal Science, University of São Paulo, Pirassununga 05508-070, SP, Brazil; (P.A.F.); (G.P.)
| | - Mariana Groke Marques
- Embrapa Suínos e Aves, Concórdia 89715-899, SC, Brazil;
- Programa de Pós-Graduação em Produção e Sanidade Animal, Instituto Federal Catarinense—IFC, Concórdia 89703-720, SC, Brazil
| | - Ricardo Zanella
- School of Agronomy and Veterinary Medicine, University of Passo Fundo, Passo Fundo 99052-900, RS, Brazil;
| | - Adroaldo José Zanella
- Department of Preventive Veterinary Medicine and Animal Health, School of Veterinary Medicine and Animal Science, University of São Paulo, Pirassununga 05508-070, SP, Brazil; (A.N.d.S.); (L.A.); (G.V.O.); (L.S.)
- Correspondence:
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Factors affecting performance of pigs exposed to different challenge models. J Anim Sci 2021; 99:skab078. [PMID: 34061958 PMCID: PMC8168681 DOI: 10.1093/jas/skab078] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Accepted: 03/05/2021] [Indexed: 11/14/2022] Open
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