Multi-omics approach identifies germline regulatory variants associated with hematopoietic malignancies in retriever dog breeds.
Jacquelyn M EvansHeidi G ParkerGerard R RuttemanJocelyn PlassaisGuy C M GrinwisAlexander C HarrisSusan E LanaElaine A OstranderPublished in: PLoS genetics (2021)
Histiocytic sarcoma is an aggressive hematopoietic malignancy of mature tissue histiocytes with a poorly understood etiology in humans. A histologically and clinically similar counterpart affects flat-coated retrievers (FCRs) at unusually high frequency, with 20% developing the lethal disease. The similar clinical presentation combined with the closed population structure of dogs, leading to high genetic homogeneity, makes dogs an excellent model for genetic studies of cancer susceptibility. To determine the genetic risk factors underlying histiocytic sarcoma in FCRs, we conducted multiple genome-wide association studies (GWASs), identifying two loci that confer significant risk on canine chromosomes (CFA) 5 (Pwald = 4.83x10-9) and 19 (Pwald = 2.25x10-7). We subsequently undertook a multi-omics approach that has been largely unexplored in the canine model to interrogate these regions, generating whole genome, transcriptome, and chromatin immunoprecipitation sequencing. These data highlight the PI3K pathway gene PIK3R6 on CFA5, and proximal candidate regulatory variants that are strongly associated with histiocytic sarcoma and predicted to impact transcription factor binding. The CFA5 association colocalizes with susceptibility loci for two hematopoietic malignancies, hemangiosarcoma and B-cell lymphoma, in the closely related golden retriever breed, revealing the risk contribution this single locus makes to multiple hematological cancers. By comparison, the CFA19 locus is unique to the FCR and harbors risk alleles associated with upregulation of TNFAIP6, which itself affects cell migration and metastasis. Together, these loci explain ~35% of disease risk, an exceptionally high value that demonstrates the advantages of domestic dogs for complex trait mapping and genetic studies of cancer susceptibility.
Keyphrases
- genome wide
- copy number
- transcription factor
- dna methylation
- high frequency
- genome wide association
- cell migration
- risk factors
- single cell
- gene expression
- bone marrow
- genome wide association study
- case control
- high resolution
- diffuse large b cell lymphoma
- transcranial magnetic stimulation
- poor prognosis
- rna seq
- dna binding
- genome wide identification
- squamous cell carcinoma
- squamous cell
- mass spectrometry
- signaling pathway
- dna repair
- artificial intelligence
- genetic diversity
- machine learning
- lymph node metastasis
- deep learning