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Published on: June 4, 2016
Genome-wide association analysis identified both RNA-seq and DNA variants associated to paratuberculosis in Canadian
Olivier Ariel1, Jean-Simon Brouard1, Andrew Marete1
1Sherbrooke Research and Development Centre, Agriculture and Agri-Food Canada, Sherbrooke, QC, J1M 0C8, Canada.
Background:
Mycobacterium avium ssp. paratuberculosis (MAP) is the causative agent of paratuberculosis, or Johne's disease (JD), an incurable bovine disease. The evidence for susceptibility to MAP disease points to multiple interacting factors, including the genetic predisposition to a dysregulation of the immune system. The endemic situation in cattle populations can be in part explained by a genetic susceptibility to MAP infection. In order to identify the best genetic improvement strategy that will lead to a significant reduction of JD in the population, we need to understand the link between genetic variability and the biological systems that MAP targets in its assault to dominate macrophages. MAP survives in macrophages where it disseminates. We used next-generation RNA (RNA-Seq) sequencing to study of the transcriptome in response to MAP infection of the macrophages from cows that have been naturally infected and identified as positive for JD (JD (+); n = 22) or negative for JD (healthy/resistant, JD (-); n = 28). In addition to identifying genetic variants from RNA-seq data, SNP variants were also identified using the Bovine SNP50 DNA chip.
Results:
The complementary strategy allowed the identification of 1,356,248 genetic variants, including 814,168 RNA-seq and 591,220 DNA chip variants. Annotation using SnpEff predicted that the 2435 RNA-seq genetic variants would produce high functional effect on known genes in comparison to the 33 DNA chip variants. Significant variants from JD(+/-) macrophages were identified by genome-wide association study and revealed two quantitative traits loci: BTA4 and 11 at (P < 5 × 10- 7). Using BovineMine, gene expression levels together with significant genomic variants revealed pathways that potentially influence JD susceptibility, notably the energy-dependent regulation of mTOR by LKB1-AMPK and the metabolism of lipids.
Conclusion:
In the present study, we succeeded in identifying genetic variants in regulatory pathways of the macrophages that may affect the susceptibility of cows that are healthy/resistant to MAP infection. RNA-seq provides an unprecedented opportunity to investigate gene expression and to link the genetic variations to biological pathways that MAP normally manipulate during the process of killing macrophages. A strategy incorporating functional markers into genetic selection may have a considerable impact in improving resistance to an incurable disease. Integrating the findings of this research into the conventional genetic selection program may allow faster and more lasting improvement in resistance to bovine paratuberculosis in dairy cattle.
Insights
Researchers identified genetic variants influencing bovine paratuberculosis (Johne's disease) susceptibility in cattle macrophages. This discovery aids developing genetic strategies to improve resistance to this incurable disease.
Area of Science:
- Genomics
- Immunology
- Veterinary Science
Background:
- Mycobacterium avium ssp. paratuberculosis (MAP) causes Johne's disease (JD), an incurable bovine illness.
- Genetic predisposition and immune system dysregulation contribute to JD susceptibility in cattle.
- Understanding genetic links to MAP's macrophage targeting is crucial for disease control.
Purpose of the Study:
- To identify genetic variants associated with JD susceptibility in cattle.
- To investigate the biological pathways targeted by MAP in macrophages.
- To inform genetic improvement strategies for reducing JD prevalence.
Main Methods:
- Utilized next-generation RNA sequencing (RNA-Seq) to analyze macrophage transcriptomes from JD-positive and JD-negative cows.
- Employed Bovine SNP50 DNA chip for variant identification.
- Performed genome-wide association studies (GWAS) and pathway analysis using BovineMine.
Main Results:
- Identified over 1.3 million genetic variants, with thousands showing high functional impact on genes.
- Discovered two significant quantitative trait loci (BTA4 and BTA11) associated with JD susceptibility.
- Revealed key pathways, including mTOR regulation and lipid metabolism, influencing JD susceptibility.
Conclusions:
- Identified specific genetic variants in macrophage regulatory pathways linked to cattle resistance to MAP.
- RNA-seq effectively links genetic variations to biological pathways manipulated by MAP.
- Integrating functional markers into genetic selection can significantly enhance resistance to bovine paratuberculosis.
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