RNA-Seq Transcriptome Analysis of Peripheral Blood From Cattle Infected With Mycobacterium bovis Across an Experimental Time Course

Bovine tuberculosis, caused by infection with members of the Mycobacterium tuberculosis complex, particularly Mycobacterium bovis, is a major endemic disease affecting cattle populations worldwide, despite the implementation of stringent surveillance and control programs in many countries. The devel...

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Main Authors: Kirsten E. McLoughlin, Carolina N. Correia, John A. Browne, David A. Magee, Nicolas C. Nalpas, Kevin Rue-Albrecht, Adam O. Whelan, Bernardo Villarreal-Ramos, H. Martin Vordermeier, Eamonn Gormley, Stephen V. Gordon, David E. MacHugh
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-05-01
Series:Frontiers in Veterinary Science
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fvets.2021.662002/full
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author Kirsten E. McLoughlin
Carolina N. Correia
John A. Browne
David A. Magee
Nicolas C. Nalpas
Kevin Rue-Albrecht
Adam O. Whelan
Bernardo Villarreal-Ramos
H. Martin Vordermeier
Eamonn Gormley
Stephen V. Gordon
Stephen V. Gordon
David E. MacHugh
David E. MacHugh
spellingShingle Kirsten E. McLoughlin
Carolina N. Correia
John A. Browne
David A. Magee
Nicolas C. Nalpas
Kevin Rue-Albrecht
Adam O. Whelan
Bernardo Villarreal-Ramos
H. Martin Vordermeier
Eamonn Gormley
Stephen V. Gordon
Stephen V. Gordon
David E. MacHugh
David E. MacHugh
RNA-Seq Transcriptome Analysis of Peripheral Blood From Cattle Infected With Mycobacterium bovis Across an Experimental Time Course
Frontiers in Veterinary Science
biomarker
cattle
gene expression
host-pathogen interaction
immune response
time series
author_facet Kirsten E. McLoughlin
Carolina N. Correia
John A. Browne
David A. Magee
Nicolas C. Nalpas
Kevin Rue-Albrecht
Adam O. Whelan
Bernardo Villarreal-Ramos
H. Martin Vordermeier
Eamonn Gormley
Stephen V. Gordon
Stephen V. Gordon
David E. MacHugh
David E. MacHugh
author_sort Kirsten E. McLoughlin
title RNA-Seq Transcriptome Analysis of Peripheral Blood From Cattle Infected With Mycobacterium bovis Across an Experimental Time Course
title_short RNA-Seq Transcriptome Analysis of Peripheral Blood From Cattle Infected With Mycobacterium bovis Across an Experimental Time Course
title_full RNA-Seq Transcriptome Analysis of Peripheral Blood From Cattle Infected With Mycobacterium bovis Across an Experimental Time Course
title_fullStr RNA-Seq Transcriptome Analysis of Peripheral Blood From Cattle Infected With Mycobacterium bovis Across an Experimental Time Course
title_full_unstemmed RNA-Seq Transcriptome Analysis of Peripheral Blood From Cattle Infected With Mycobacterium bovis Across an Experimental Time Course
title_sort rna-seq transcriptome analysis of peripheral blood from cattle infected with mycobacterium bovis across an experimental time course
publisher Frontiers Media S.A.
series Frontiers in Veterinary Science
issn 2297-1769
publishDate 2021-05-01
description Bovine tuberculosis, caused by infection with members of the Mycobacterium tuberculosis complex, particularly Mycobacterium bovis, is a major endemic disease affecting cattle populations worldwide, despite the implementation of stringent surveillance and control programs in many countries. The development of high-throughput functional genomics technologies, including RNA sequencing, has enabled detailed analysis of the host transcriptome to M. bovis infection, particularly at the macrophage and peripheral blood level. In the present study, we have analysed the transcriptome of bovine whole peripheral blood samples collected at −1 week pre-infection and +1, +2, +6, +10, and +12 weeks post-infection time points. Differentially expressed genes were catalogued and evaluated at each post-infection time point relative to the −1 week pre-infection time point and used for the identification of putative candidate host transcriptional biomarkers for M. bovis infection. Differentially expressed gene sets were also used for examination of cellular pathways associated with the host response to M. bovis infection, construction of de novo gene interaction networks enriched for host differentially expressed genes, and time-series analyses to identify functionally important groups of genes displaying similar patterns of expression across the infection time course. A notable outcome of these analyses was identification of a 19-gene transcriptional biosignature of infection consisting of genes increased in expression across the time course from +1 week to +12 weeks post-infection.
topic biomarker
cattle
gene expression
host-pathogen interaction
immune response
time series
url https://www.frontiersin.org/articles/10.3389/fvets.2021.662002/full
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spelling doaj-0a59da780d9844058e5ac7e541456e2c2021-05-28T07:06:31ZengFrontiers Media S.A.Frontiers in Veterinary Science2297-17692021-05-01810.3389/fvets.2021.662002662002RNA-Seq Transcriptome Analysis of Peripheral Blood From Cattle Infected With Mycobacterium bovis Across an Experimental Time CourseKirsten E. McLoughlin0Carolina N. Correia1John A. Browne2David A. Magee3Nicolas C. Nalpas4Kevin Rue-Albrecht5Adam O. Whelan6Bernardo Villarreal-Ramos7H. Martin Vordermeier8Eamonn Gormley9Stephen V. Gordon10Stephen V. Gordon11David E. MacHugh12David E. MacHugh13Animal Genomics Laboratory, UCD School of Agriculture and Food Science, UCD College of Health and Agricultural Sciences, University College Dublin, Dublin, IrelandAnimal Genomics Laboratory, UCD School of Agriculture and Food Science, UCD College of Health and Agricultural Sciences, University College Dublin, Dublin, IrelandAnimal Genomics Laboratory, UCD School of Agriculture and Food Science, UCD College of Health and Agricultural Sciences, University College Dublin, Dublin, IrelandAnimal Genomics Laboratory, UCD School of Agriculture and Food Science, UCD College of Health and Agricultural Sciences, University College Dublin, Dublin, IrelandAnimal Genomics Laboratory, UCD School of Agriculture and Food Science, UCD College of Health and Agricultural Sciences, University College Dublin, Dublin, IrelandAnimal Genomics Laboratory, UCD School of Agriculture and Food Science, UCD College of Health and Agricultural Sciences, University College Dublin, Dublin, IrelandTB Immunology and Vaccinology Team, Department of Bacteriology, Animal and Plant Health Agency, Weybridge, United KingdomTB Immunology and Vaccinology Team, Department of Bacteriology, Animal and Plant Health Agency, Weybridge, United KingdomTB Immunology and Vaccinology Team, Department of Bacteriology, Animal and Plant Health Agency, Weybridge, United KingdomUCD School of Veterinary Medicine, UCD College of Health and Agricultural Sciences, University College Dublin, Dublin, IrelandUCD School of Veterinary Medicine, UCD College of Health and Agricultural Sciences, University College Dublin, Dublin, IrelandUCD Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Dublin, IrelandAnimal Genomics Laboratory, UCD School of Agriculture and Food Science, UCD College of Health and Agricultural Sciences, University College Dublin, Dublin, IrelandUCD Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Dublin, IrelandBovine tuberculosis, caused by infection with members of the Mycobacterium tuberculosis complex, particularly Mycobacterium bovis, is a major endemic disease affecting cattle populations worldwide, despite the implementation of stringent surveillance and control programs in many countries. The development of high-throughput functional genomics technologies, including RNA sequencing, has enabled detailed analysis of the host transcriptome to M. bovis infection, particularly at the macrophage and peripheral blood level. In the present study, we have analysed the transcriptome of bovine whole peripheral blood samples collected at −1 week pre-infection and +1, +2, +6, +10, and +12 weeks post-infection time points. Differentially expressed genes were catalogued and evaluated at each post-infection time point relative to the −1 week pre-infection time point and used for the identification of putative candidate host transcriptional biomarkers for M. bovis infection. Differentially expressed gene sets were also used for examination of cellular pathways associated with the host response to M. bovis infection, construction of de novo gene interaction networks enriched for host differentially expressed genes, and time-series analyses to identify functionally important groups of genes displaying similar patterns of expression across the infection time course. A notable outcome of these analyses was identification of a 19-gene transcriptional biosignature of infection consisting of genes increased in expression across the time course from +1 week to +12 weeks post-infection.https://www.frontiersin.org/articles/10.3389/fvets.2021.662002/fullbiomarkercattlegene expressionhost-pathogen interactionimmune responsetime series