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Integrative genomics of the mammalian alveolar macrophage response to intracellular mycobacteria.

Thomas J HallMichael P MullenGillian P McHugoKate E KillickSiobhán C RingDonagh P BerryCarolina N CorreiaJohn A BrowneStephen V GordonDavid E MacHugh
Published in: BMC genomics (2021)
The results from the three parallel analyses showed that the three computational approaches could identify genes significantly enriched for SNPs associated with susceptibility/resistance to M. bovis infection. Results indicate distinct and significant overlap in SNP discovery, demonstrating that network-based integration of biologically relevant transcriptomics data can leverage substantial additional information from GWAS data sets. These analyses also demonstrated significant differences among breeds, with the Holstein-Friesian breed GWAS proving most useful for prioritising SNPS through data integration. Because the functional genomics data were generated using bAM from this population, this suggests that the genomic architecture of bTB resilience traits may be more breed-specific than previously assumed.
Keyphrases
  • genome wide
  • electronic health record
  • single cell
  • big data
  • dna methylation
  • adipose tissue
  • small molecule
  • gene expression
  • data analysis
  • artificial intelligence