Consensus-based somatic variant-calling method correlates FBXW7 mutations with poor prognosis in canine B-cell lymphoma
White, M. E.; Hayward, J. J. E.; Hertafeld, S. R.; Castelhano, M. G.; Leung, W.; Dave, S.; Bhinder, B. H.; Elemento, O. L.; Richards, K. L.; Suter, S. E.
Show abstract
INTRODUCTIONCanine Lymphoma (CL) is the most commonly diagnosed malignancy in the domestic dog, with estimates reaching 80,000 new cases per year in the United States. Understanding of genetic factors involved in development and progression of canine B-Cell Lymphoma (cBCL), the most common of the two major subtypes of CL, can help guide efforts to prevent, diagnose, and treat disease in dogs. Such findings also have implications for human Non-Hodgkin Lymphoma (NHL), as pet dogs have recently emerged as an important translational model due to the many shared histopathological, biological, and clinical characteristics between cBCL and NHL. OBJECTIVESWe aimed to identify potential driver mutations in cBCL and detect associations between affected genes and differential clinical outcomes. METHODSUsing exome sequencing of paired normal and tumor tissues from 71 dogs of various breeds with cBCL, we identified somatic variants with a consensus approach: keeping variants called by both MuTect2 and with high-confidence by VarScan 2. We predicted effects of these variants using SnpEff then measured associations between mutated genes and survival times from clinical data available for 62 cohort dogs using a multivariate Cox Proportional Hazards Model. RESULTSMutations in FBXW7, a gene commonly mutated in both human and canine cancers including lymphoma, were associated with shorter overall survival (OS; p=0.01, HR 3.3 [1.4-7.6]). The two most frequently mutated codons of FBXW7 in our cohort correspond to the most frequently mutated codons in human cancers. CONCLUSIONSOur findings show that exome sequencing results can be combined with clinical data to identify key mutations associated with prognosis in cBCL. These results may have implications for precision medicine in dogs and also allow subsets of dogs to serve as models for specific subtypes of human lymphoma. Translational RelevanceIdentifying tumor biomarkers associated with clinical outcomes has been a major driver in improved success in treating many types of human cancers, including Non-Hodgkin lymphoma (NHL). Since canine B-cell Lymphoma (cBCL) shares many clinically identifiable characteristics with NHL, our detection of recurring mutations in certain genes in cBCL and their association with clinical outcomes stands to benefit both humans and dogs. If common canine lymphoma subtypes show mutational similarity to certain human subtypes, then therapies found to be effective for a subtype in one species may be more likely to improve treatment response in the analogous subtype in the other.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Monitoring plasma nucleosome concentrations to measure of disease response and progression in dogs with hematopoietic malignancies. 95%
- Age at cancer diagnosis by breed, weight, sex, and cancer type in a cohort of over 3,000 dogs: determining the optimal age to initiate cancer screening in canine patients 94%
- Blood and Tissue Biomarker Analysis in Dogs with Osteosarcoma Treated with Palliative Radiation and Intra-Tumoral Autologous Natural Killer Cell Transfer 93%
Similar papers in this journal
- Blood-based liquid biopsy for comprehensive cancer genomic profiling using next-generation sequencing: an emerging paradigm for noninvasive cancer detection and management in dogs 97%
- Complex feline disease mapping using a dense genotyping array 93%
- Body weight, gonadectomy, and other risk factors for diagnosis of osteoarthritis in companion dogs 91%
Similar papers in this journal
- The genomes of precision edited cloned calves show no evidence for off-target events or increased de novo mutagenesis 93%
- Mitogenome sequences of domestic cats demonstrate lineage expansions and dynamic mutation processes in a mitochondrial minisatellite 89%
- Identification and characterization of the T cell receptor (TCR) repertoire of the Cynomolgus macaque (Macaca Fascicularis) 89%
Similar papers in this journal
- Metastasis is altered through multiple processes regulated by the E2F1 transcription factor 91%
- Evaluation of Cognitive Function in the Dog Aging Project: Associations with Baseline Canine Characteristics 89%
- Rho GTPase transcriptional activity and breast cancer risk: A Mendelian randomization analysis 89%
Similar papers in this journal
- Multi-omics approach identifies germline regulatory variants associated with hematopoietic malignancies in retriever dog breeds 95%
- Genetic prevalence and clinical relevance of canine Mendelian disease variants in over one million dogs 95%
- Genetic epidemiology of blood type, disease and trait variants, and genome-wide genetic diversity in over 11,000 domestic cats 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.