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Jogi HR, Smaraki N, Nayak SS, Rajawat D, Kamothi DJ, Panigrahi M. Single cell RNA-seq: a novel tool to unravel virus-host interplay. Virusdisease 2024; 35:41-54. [PMID: 38817399 PMCID: PMC11133279 DOI: 10.1007/s13337-024-00859-w] [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: 12/07/2023] [Accepted: 02/12/2024] [Indexed: 06/01/2024] Open
Abstract
Over the last decade, single cell RNA sequencing (scRNA-seq) technology has caught the momentum of being a vital revolutionary tool to unfold cellular heterogeneity by high resolution assessment. It evades the inadequacies of conventional sequencing technology which was able to detect only average expression level among cell populations. In the era of twenty-first century, several epidemic and pandemic viruses have emerged. Being an intracellular entity, viruses totally rely on host. Complex virus-host dynamics result when the virus tend to obtain factors from host cell required for its replication and establishment of infection. As a prevailing tool, scRNA-seq is able to understand virus-host interplay by comprehensive transcriptome profiling. Because of technological and methodological advancement, this technology is capable to recognize viral genome and host cell response heterogeneity. Further development in analytical methods with multiomics approach and increased availability of accessible scRNA-seq datasets will improve the understanding of viral pathogenesis that can be helpful for development of novel antiviral therapeutic strategies.
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Affiliation(s)
- Harsh Rajeshbhai Jogi
- Division of Veterinary Microbiology, Indian Veterinary Research Institute, Izatnagar, Bareilly, UP 243122 India
| | - Nabaneeta Smaraki
- Division of Veterinary Microbiology, Indian Veterinary Research Institute, Izatnagar, Bareilly, UP 243122 India
| | - Sonali Sonejita Nayak
- Division of Animal Genetics, ICAR-Indian Veterinary Research Institute, Izatnagar, Bareilly, UP 243122 India
| | - Divya Rajawat
- Division of Animal Genetics, ICAR-Indian Veterinary Research Institute, Izatnagar, Bareilly, UP 243122 India
| | - Dhaval J. Kamothi
- Division of Pharmacology and Toxicology, ICAR-Indian Veterinary Research Institute, Izatnagar, Bareilly, UP 243122 India
| | - Manjit Panigrahi
- Division of Animal Genetics, ICAR-Indian Veterinary Research Institute, Izatnagar, Bareilly, UP 243122 India
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2
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Mantilla Valdivieso EF, Ross EM, Raza A, Nguyen L, Hayes BJ, Jonsson NN, James P, Tabor AE. Expression network analysis of bovine skin infested with Rhipicephalus australis identifies pro-inflammatory genes contributing to tick susceptibility. Sci Rep 2024; 14:4419. [PMID: 38388834 PMCID: PMC10884027 DOI: 10.1038/s41598-024-54577-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2023] [Accepted: 02/14/2024] [Indexed: 02/24/2024] Open
Abstract
The skin is the primary feeding site of ticks that infest livestock animals such as cattle. The highly specialised functions of skin at the molecular level may be a factor contributing to variation in susceptibility to tick infestation; but these remain to be well defined. The aim of this study was to investigate the bovine skin transcriptomic profiles of tick-naïve and tick-infested cattle and to uncover the gene expression networks that influence contrasting phenotypes of host resistance to ticks. RNA-Seq data was obtained from skin of Brangus cattle with high (n = 5) and low (n = 6) host resistance at 0 and 12 weeks following artificial tick challenge with Rhipicephalus australis larvae. No differentially expressed genes were detected pre-infestation between high and low resistance groups, but at 12-weeks there were 229 differentially expressed genes (DEGs; FDR < 0.05), of which 212 were the target of at least 1866 transcription factors (TFs) expressed in skin. Regulatory impact factor (RIF) analysis identified 158 significant TFs (P < 0.05) of which GRHL3, and DTX1 were also DEGs in the experiment. Gene term enrichment showed the significant TFs and DEGs were enriched in processes related to immune response and biological pathways related to host response to infectious diseases. Interferon Type 1-stimulated genes, including MX2, ISG15, MX1, OAS2 were upregulated in low host resistance steers after repeated tick challenge, suggesting dysregulated wound healing and chronic inflammatory skin processes contributing to host susceptibility to ticks. The present study provides an assessment of the bovine skin transcriptome before and after repeated tick challenge and shows that the up-regulation of pro-inflammatory genes is a prominent feature in the skin of tick-susceptible animals. In addition, the identification of transcription factors with high regulatory impact provides insights into the potentially meaningful gene-gene interactions involved in the variation of phenotypes of bovine host resistance to ticks.
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Affiliation(s)
- Emily F Mantilla Valdivieso
- Queensland Alliance for Agriculture and Food Innovation, Centre for Animal Science, The University of Queensland, St Lucia, QLD, 4072, Australia
| | - Elizabeth M Ross
- Queensland Alliance for Agriculture and Food Innovation, Centre for Animal Science, The University of Queensland, St Lucia, QLD, 4072, Australia.
| | - Ali Raza
- Queensland Alliance for Agriculture and Food Innovation, Centre for Animal Science, The University of Queensland, St Lucia, QLD, 4072, Australia
| | - Loan Nguyen
- Queensland Alliance for Agriculture and Food Innovation, Centre for Animal Science, The University of Queensland, St Lucia, QLD, 4072, Australia
| | - Ben J Hayes
- Queensland Alliance for Agriculture and Food Innovation, Centre for Animal Science, The University of Queensland, St Lucia, QLD, 4072, Australia
| | - Nicholas N Jonsson
- Institute of Biodiversity One Health and Veterinary Medicine, University of Glasgow, Glasgow, G61 1QH, UK.
| | - Peter James
- Queensland Alliance for Agriculture and Food Innovation, Centre for Animal Science, The University of Queensland, St Lucia, QLD, 4072, Australia
| | - Ala E Tabor
- Queensland Alliance for Agriculture and Food Innovation, Centre for Animal Science, The University of Queensland, St Lucia, QLD, 4072, Australia.
- School of Chemistry and Molecular Biosciences, The University of Queensland, St Lucia, QLD, 4072, Australia.
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3
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Nabi Khan RI, Praharaj MR, Malla WA, Hosamani N, Saxena S, Mishra B, Rajak KK, Dhanavelu M, Tiwari AK, Sajjanar B, Gandham RK, Mishra B. Changes in m 6A RNA methylation of goat lung following PPRV infection. Heliyon 2023; 9:e19358. [PMID: 37681172 PMCID: PMC10480600 DOI: 10.1016/j.heliyon.2023.e19358] [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: 04/12/2023] [Revised: 08/12/2023] [Accepted: 08/20/2023] [Indexed: 09/09/2023] Open
Abstract
Peste des petits ruminants (PPR) is an acute, highly contagious viral disease of goats and sheep, caused by the Peste des petits ruminants virus (PPRV). Earlier studies suggest the involvement of diverse regulatory mechanisms in PPRV infection. Methylation at N6 of Adenosine called m6A is a type RNA modification that influences various physiological and pathological phenomena. As the lung tissue represents the primary target organ of PPRV, the present study explored the m6A changes and their functional significance in PPRV disease pathogenesis. m6A-seq analysis revealed 1289 m6A peaks to be significantly altered in PPRV infected lung in comparison to normal lung, out of which 975 m6A peaks were hypomethylated and 314 peaks were hypermethylated. Importantly, hypomethylated genes were enriched in Interleukin-4 and Interleukin-13 signaling and various processes associated with extracellular matrix organization. Further, of the 843 differentially m6A-containing cellular transcripts, 282 transcripts were also found to be differentially expressed. Functional analysis revealed that these 282 transcripts are significantly enriched in signaling by Interleukins, extracellular matrix organization, cytokine signaling in the immune system, signaling by receptor tyrosine kinases, and Toll-like Receptor Cascades. We also found m6A reader HNRNPC and the core component of methyltransferase complex METTL14 to be highly upregulated than the m6A readers - HNRNPA2B1 and YTHDF1 at the transcriptome level. These findings suggest that alteration in the m6A landscape following PPRV is implicated in diverse processes including Interleukin signaling.
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Affiliation(s)
- Raja Ishaq Nabi Khan
- Division of Veterinary Biotechnology, ICAR – Indian Veterinary Research Institute, Izatnagar Bareilly, 243122, U.P., India
- Center for Advanced Biotechnology and Medicine, Rutgers University, 08854-8021, New Jersey, USA
| | - Manas Ranjan Praharaj
- DBT- National Institute of Animal Biotechnology, Hyderabad, 500032, Telangana, India
- DBT-Regional Centre for Biotechnology (RCB), Faridabad 121001, Haryana, India
| | - Waseem Akram Malla
- Division of Veterinary Biotechnology, ICAR – Indian Veterinary Research Institute, Izatnagar Bareilly, 243122, U.P., India
| | - Neelima Hosamani
- DBT- National Institute of Animal Biotechnology, Hyderabad, 500032, Telangana, India
| | - Shikha Saxena
- Division of Veterinary Biotechnology, ICAR – Indian Veterinary Research Institute, Izatnagar Bareilly, 243122, U.P., India
| | - Bina Mishra
- Division of Biological Products, ICAR – Indian Veterinary Research Institute, Izatnagar Bareilly, 243122, U.P., India
- ICAR – National Bureau of Animal Genetic Resources, Karnal, 132001, Haryana, India
| | - Kaushal Kishor Rajak
- Division of Biological Products, ICAR – Indian Veterinary Research Institute, Izatnagar Bareilly, 243122, U.P., India
| | | | - Ashok Kumar Tiwari
- ICAR – Central Avian Research Institute, Izatnagar Bareilly, 243122, U.P., India
| | - Basavaraj Sajjanar
- Division of Veterinary Biotechnology, ICAR – Indian Veterinary Research Institute, Izatnagar Bareilly, 243122, U.P., India
| | - Ravi Kumar Gandham
- Division of Veterinary Biotechnology, ICAR – Indian Veterinary Research Institute, Izatnagar Bareilly, 243122, U.P., India
- ICAR – National Bureau of Animal Genetic Resources, Karnal, 132001, Haryana, India
| | - B.P. Mishra
- Division of Veterinary Biotechnology, ICAR – Indian Veterinary Research Institute, Izatnagar Bareilly, 243122, U.P., India
- ICAR – National Bureau of Animal Genetic Resources, Karnal, 132001, Haryana, India
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4
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Zhang D, Wang W, Li Z, Wang L, Liu D. Deciphering the lncRNA and mRNA profiles of Min pig backfat after acute cold stress. JOURNAL OF APPLIED ANIMAL RESEARCH 2022. [DOI: 10.1080/09712119.2022.2123811] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
Affiliation(s)
- Dongjie Zhang
- Institute of Animal Husbandry, Heilongjiang Academy of Agricultural Sciences, Harbin, Heilongjiang, P.R. People’s Republic of China
| | - Wentao Wang
- Institute of Animal Husbandry, Heilongjiang Academy of Agricultural Sciences, Harbin, Heilongjiang, P.R. People’s Republic of China
| | - Zhongqiu Li
- Institute of Animal Husbandry, Heilongjiang Academy of Agricultural Sciences, Harbin, Heilongjiang, P.R. People’s Republic of China
| | - Liang Wang
- Institute of Animal Husbandry, Heilongjiang Academy of Agricultural Sciences, Harbin, Heilongjiang, P.R. People’s Republic of China
| | - Di Liu
- Institute of Animal Husbandry, Heilongjiang Academy of Agricultural Sciences, Harbin, Heilongjiang, P.R. People’s Republic of China
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Tang J, Tang A, Du H, Jia N, Zhu J, Li C, Meng C, Liu G. Peste des Petits Ruminants Virus Exhibits Cell-Dependent Interferon Active Response. Front Cell Infect Microbiol 2022; 12:874936. [PMID: 35711660 PMCID: PMC9195304 DOI: 10.3389/fcimb.2022.874936] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2022] [Accepted: 05/04/2022] [Indexed: 12/02/2022] Open
Abstract
Peste des petits ruminants (PPR) is an acute and highly pathogenic infectious disease caused by peste des petits ruminants virus (PPRV), which can infect goats and sheep and poses a major threat to the small ruminants industry. The innate immune response plays an important role as a line of defense against the virus. The effect of PPRV on the active innate immune response has been described in several studies, with different conclusions. We infected three goat-derived cell lines with PPRV and tested their innate immune response. PPRV proliferated in caprine endometrial epithelial cells (EECs), caprine skin fibroblasts cells (GSFs), and goat fibroblast cells (GFs), and all cells expressed interferon (IFN) by poly (I: C) stimulation. PPRV infection stimulated expression of type I and type III IFN on EECs, and expression of the latter was significantly stronger, but IFN was not stimulated in fibroblasts (GSFs and GFs). Our results suggested that the effect of PPRV on IFN was cell-type specific. Nine IFN-stimulated genes (ISGs) were detected in EECs, but only ISG15 and RSAD2 were significantly upregulated. The effects of PPRV on IFN and IFN-induced ISGs were cell-type specific, which advances our understanding of the innate immune response induced by PPRV and creates new possibilities for the control of PPRV infection.
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6
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Lewin TD, Fouladi-Nashta AA, Holland PWH. PRD-class homeobox genes in bovine early embryos: function, evolution and overlapping roles. Mol Biol Evol 2022; 39:6581424. [PMID: 35512670 PMCID: PMC9117796 DOI: 10.1093/molbev/msac098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Eutherian Totipotent Cell Homeobox (ETCHbox) genes are mammalian-specific PRD-class homeobox genes with conserved expression in the preimplantation embryo but fast-evolving and highly divergent sequences. Here, we exploit an ectopic expression approach to examine the role of bovine ETCHbox genes and show that ARGFX and LEUTX homeodomain proteins upregulate genes normally expressed in the blastocyst; the identities of the regulated genes suggest that, in vivo, the ETCHbox genes play a role in coordinating the physical formation of the blastocyst structure. Both genes also downregulate genes expressed earlier during development and genes associated with an undifferentiated cell state, possibly via the JAK/STAT pathway. We find evidence that bovine ARGFX and LEUTX have overlapping functions, in contrast to their antagonistic roles in humans. Finally, we characterize a mutant bovine ARGFX allele which eliminates the homeodomain and show that homozygous mutants are viable. These data support the hypothesis of functional overlap between ETCHbox genes within a species, roles for ETCHbox genes in blastocyst formation and the change of their functions over evolutionary time.
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Affiliation(s)
- Thomas D Lewin
- Department of Zoology, University of Oxford, 11a Mansfield Road, Oxford, OX1 3SZ, UK
| | - Ali A Fouladi-Nashta
- Comparative Biomedical Sciences Department, Royal Veterinary College, Hawkshead Campus, North Mymms, Hatfield, Hertfordshire, AL9 7TA, UK
| | - Peter W H Holland
- Department of Zoology, University of Oxford, 11a Mansfield Road, Oxford, OX1 3SZ, UK
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Chowdhury D, Gardner JC, Satpati A, Nookala S, Mukundan S, Porollo A, Landero Figueroa JA, Subramanian Vignesh K. Metallothionein 3-Zinc Axis Suppresses Caspase-11 Inflammasome Activation and Impairs Antibacterial Immunity. Front Immunol 2021; 12:755961. [PMID: 34867993 PMCID: PMC8633875 DOI: 10.3389/fimmu.2021.755961] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Accepted: 10/15/2021] [Indexed: 11/17/2022] Open
Abstract
Non-canonical inflammasome activation by mouse caspase-11 (or human CASPASE-4/5) is crucial for the clearance of certain gram-negative bacterial infections, but can lead to severe inflammatory damage. Factors that promote non-canonical inflammasome activation are well recognized, but less is known about the mechanisms underlying its negative regulation. Herein, we identify that the caspase-11 inflammasome in mouse and human macrophages (Mϕ) is negatively controlled by the zinc (Zn2+) regulating protein, metallothionein 3 (MT3). Upon challenge with intracellular lipopolysaccharide (iLPS), Mϕ increased MT3 expression that curtailed the activation of caspase-11 and its downstream targets caspase-1 and interleukin (IL)-1β. Mechanistically, MT3 increased intramacrophage Zn2+ to downmodulate the TRIF-IRF3-STAT1 axis that is prerequisite for caspase-11 effector function. In vivo, MT3 suppressed activation of the caspase-11 inflammasome, while caspase-11 and MT3 synergized in impairing antibacterial immunity. The present study identifies an important yin-yang relationship between the non-canonical inflammasome and MT3 in controlling inflammation and immunity to gram-negative bacteria.
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Affiliation(s)
- Debabrata Chowdhury
- Division of Infectious Diseases, College of Medicine, University of Cincinnati, Cincinnati, OH, United States
| | - Jason C. Gardner
- Department of Internal Medicine, Division of Pulmonary, Critical Care, and Sleep Medicine, University of Cincinnati College of Medicine, Cincinnati, OH, United States
| | - Abhijit Satpati
- Department of Biomedical Sciences, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, United States
| | - Suba Nookala
- Department of Biomedical Sciences, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, United States
| | - Santhosh Mukundan
- Department of Biomedical Sciences, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, United States
| | - Aleksey Porollo
- Center for Autoimmune Genomics and Etiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, United States
- Division of Biomedical Informatics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, United States
- Department of Pediatrics, University of Cincinnati, Cincinnati, OH, United States
| | - Julio A. Landero Figueroa
- University of Cincinnati/Agilent Technologies Metallomics Center of the Americas, Department of Chemistry, University of Cincinnati, Cincinnati, OH, United States
| | - Kavitha Subramanian Vignesh
- Division of Infectious Diseases, College of Medicine, University of Cincinnati, Cincinnati, OH, United States
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8
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Eloiflin RJ, Auray G, Python S, Rodrigues V, Seveno M, Urbach S, El Koulali K, Holzmuller P, Totte P, Libeau G, Bataille A, Summerfield A. Identification of Differential Responses of Goat PBMCs to PPRV Virulence Using a Multi-Omics Approach. Front Immunol 2021; 12:745315. [PMID: 34671358 PMCID: PMC8521192 DOI: 10.3389/fimmu.2021.745315] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2021] [Accepted: 09/14/2021] [Indexed: 12/02/2022] Open
Abstract
Peste des petits ruminants (PPR) is an acute transboundary infectious viral disease of small ruminants, mainly sheep and goats. Host susceptibility varies considerably depending on the PPR virus (PPRV) strain, the host species and breed. The effect of strains with different levels of virulence on the modulation of the immune system has not been thoroughly compared in an experimental setting so far. In this study, we used a multi-omics approach to investigate the host cellular factors involved in different infection phenotypes. Peripheral blood mononuclear cells (PBMCs) from Saanen goats were activated with a T-cell mitogen and infected with PPRV strains of different virulence: Morocco 2008 (high virulence), Ivory Coast 1989 (low virulence) and Nigeria 75/1 (live attenuated vaccine strain). Our results showed that the highly virulent strain replicated better than the other two in PBMCs and rapidly induced cell death and a stronger inhibition of lymphocyte proliferation. However, all the strains affected lymphocyte proliferation and induced upregulation of key antiviral genes and proteins, meaning a classical antiviral response is orchestrated regardless of the virulence of the PPRV strain. On the other hand, the highly virulent strain induced stronger inflammatory responses and activated more genes related to lymphocyte migration and recruitment, and inflammatory processes. Both transcriptomic and proteomic approaches were successful in detecting viral and antiviral effectors under all conditions. The present work identified key immunological factors related to PPRV virulence in vitro.
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Affiliation(s)
- Roger-Junior Eloiflin
- CIRAD (Agricultural Research Centre for International Development), UMR (Unité Mixte de Recherche), ASTRE (Animal, Health, Territories, Risks and Ecosystems), Montpellier, France.,ASTRE (Animal, Health, Territories, Risks and Ecosystems), University of Montpellier, CIRAD (Agricultural Research Centre for International Development), INRAE (Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement), Montpellier, France
| | - Gaël Auray
- Institute of Virology and Immunology, Mittelhäusern, Switzerland.,Department of Infectious Diseases and Pathobiology, Vetsuisse Faculty, University of Bern, Bern, Switzerland
| | - Sylvie Python
- Institute of Virology and Immunology, Mittelhäusern, Switzerland.,Department of Infectious Diseases and Pathobiology, Vetsuisse Faculty, University of Bern, Bern, Switzerland
| | - Valérie Rodrigues
- ASTRE (Animal, Health, Territories, Risks and Ecosystems), University of Montpellier, CIRAD (Agricultural Research Centre for International Development), INRAE (Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement), Montpellier, France.,CIRAD (Agricultural Research Centre for International Development), UMR (Unité Mixte de Recherche), ASTRE (Animal, Health, Territories, Risks and Ecosystems), Petit-Bourg, France
| | - Martial Seveno
- BCM (BioCampus Montpellier), Univ. Montpellier, CNRS (Centre national de la recherche scientifique), INSERM, Montpellier, France
| | - Serge Urbach
- IGF (Institut de Génomique Fonctionnelle), Univ. Montpellier, CNRS (Centre national de la recherche scientifique), INSERM, Montpellier, France
| | - Khadija El Koulali
- BCM (BioCampus Montpellier), Univ. Montpellier, CNRS (Centre national de la recherche scientifique), INSERM, Montpellier, France
| | - Philippe Holzmuller
- CIRAD (Agricultural Research Centre for International Development), UMR (Unité Mixte de Recherche), ASTRE (Animal, Health, Territories, Risks and Ecosystems), Montpellier, France.,ASTRE (Animal, Health, Territories, Risks and Ecosystems), University of Montpellier, CIRAD (Agricultural Research Centre for International Development), INRAE (Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement), Montpellier, France
| | - Philippe Totte
- CIRAD (Agricultural Research Centre for International Development), UMR (Unité Mixte de Recherche), ASTRE (Animal, Health, Territories, Risks and Ecosystems), Montpellier, France.,ASTRE (Animal, Health, Territories, Risks and Ecosystems), University of Montpellier, CIRAD (Agricultural Research Centre for International Development), INRAE (Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement), Montpellier, France
| | - Genevieve Libeau
- CIRAD (Agricultural Research Centre for International Development), UMR (Unité Mixte de Recherche), ASTRE (Animal, Health, Territories, Risks and Ecosystems), Montpellier, France.,ASTRE (Animal, Health, Territories, Risks and Ecosystems), University of Montpellier, CIRAD (Agricultural Research Centre for International Development), INRAE (Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement), Montpellier, France
| | - Arnaud Bataille
- CIRAD (Agricultural Research Centre for International Development), UMR (Unité Mixte de Recherche), ASTRE (Animal, Health, Territories, Risks and Ecosystems), Montpellier, France.,ASTRE (Animal, Health, Territories, Risks and Ecosystems), University of Montpellier, CIRAD (Agricultural Research Centre for International Development), INRAE (Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement), Montpellier, France
| | - Artur Summerfield
- Institute of Virology and Immunology, Mittelhäusern, Switzerland.,Department of Infectious Diseases and Pathobiology, Vetsuisse Faculty, University of Bern, Bern, Switzerland
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9
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Messenger RNA biomarkers of Bovine Respiratory Syncytial Virus infection in the whole blood of dairy calves. Sci Rep 2021; 11:9392. [PMID: 33931718 PMCID: PMC8087838 DOI: 10.1038/s41598-021-88878-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2020] [Accepted: 03/30/2021] [Indexed: 12/13/2022] Open
Abstract
Bovine Respiratory Syncytial Virus (BRSV) is a primary viral cause of Bovine Respiratory Disease (BRD) in young calves, which is responsible for substantial morbidity and mortality. Infection with BRSV induces global gene expression changes in respiratory tissues. If these changes are observed in tissues which are more accessible in live animals, such as whole blood, they may be used as biomarkers for diagnosis of the disease. Therefore, the objective of the current study was to elucidate the whole blood transcriptomic response of dairy calves to an experimental challenge with BRSV. Calves (Holstein–Friesian) were either administered BRSV inoculate (103.5 TCID50/ml × 15 ml) (n = 12) or sterile phosphate buffered saline (n = 6). Clinical signs were scored daily and whole blood was collected in Tempus RNA tubes immediately prior to euthanasia, at day 7 post-challenge. RNA was extracted from blood and sequenced (150 bp paired-end). The sequence reads were aligned to the bovine reference genome (UMD3.1) and EdgeR was subsequently employed for differential gene expression analysis. Multidimensional scaling showed that samples from BRSV challenged and control calves segregated based on whole blood gene expression changes, despite the BRSV challenged calves only displaying mild clinical symptoms of the disease. There were 281 differentially expressed (DE) genes (p < 0.05, FDR < 0.1, fold change > 2) between the BRSV challenged and control calves. The top enriched KEGG pathways and gene ontology terms were associated with viral infection and included “Influenza A”, “defense response to virus”, “regulation of viral life cycle” and “innate immune response”. Highly DE genes involved in these pathways may be beneficial for the diagnosis of subclinical BRD from blood samples.
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