Moving from GWAS signals to rare functional variation in inflammatory bowel disease through application of GenePy2 as a potential DNA biomarker
Cheng, G.; Ashton, J.; Collins, A.; Bettie, M.; Ennis, S.
Show abstract
ObjectivesWe adopt a weighted variant burden score GenePy2.0 for the UK Biobank phase 2 cohort of inflammatory bowel disease (IBD), to explore potential genomic biomarkers underpinning IBDs known associations. DesignNucleating from IBD GWAS signals, we identified 794 GWAS loci, including target genes/LD-blocks (LDBs) based on linkage-disequilibrium (LD) and functional mapping. We calculated GenePy2.0-a burden score of target regions integrating variants with CADDPhred>15 weighted by deleteriousness and zygosity. Collating with other burden-based test, GenePy-based Mann-Whitney-U tests on cases/controls with varying extreme scores were used. Significance-levels and effect sizes were used for tuning the optimal GenePy thresholds for discriminating patients from controls. Individuals binarized GenePy status (above or below threshold) of candidate regions, was subject to itemset association test via the sparse Apriori algorithm. ResultsA tailored IBD cohort was curated (nCrohns_Disease(CD)=891, nUlcerative_Colitis(UC)=1409, nControls=60118). Analysing 885 unified target regions (794 GWAS loci and 104 monogenic genes with 13 overlaps), the GenePy approach detected statistical significance (permutation p<5.65x10-5) in 35 regions of CD and 25 of UC targets exerting risk and protective effects on the disease. Large effect sizes were observed, e.g. CYLD-AS1 (Mann-Whitney-{square}=0.89[CI:0.78-0.96]) in CD/controls with the top 1% highest scores of the gene. Itemset association learning further highlighted an intriguing signal whereby GenePy status of IL23R and NOD2 were mutually exclusive in CD but always co-occurring in controls. ConclusionGenePy score per IBD patient detected deleterious variation of large effect underpinning known IBD associations and proved itself a promising tool for genomic biomarker discovery. What is already known on this topicInflammatory bowel disease (IBD) is a genetically heterogeneous disease with both common polygenic, and rare monogenic, presentations. Previous studies have identified known genetic variants associated with disease. What this study addsA genomic biomarker tool, tailored for large cohort, GenePy2.0 is developed. Its rank-based test is more powerful than mutation-burden based test in validating known associations and finding new associations of IBD. We identified large risk and protective effects of pathogenic genes/loci in IBD, including expanding previous associations to wider genomic regions. How this study might affect research, practice or policyGenePy2.0 facilitates analysis of diseases with genetic heterogeneity and facilitates personalised genomic analysis on patients. The revealed genetic landscape of IBD captures both risk and protective effects of rare pathogenic variants, alongside more common variation. This, could provide a fresh angle for future targeted therapies in specific groups of patients.
Matching journals
The top 11 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Multi-centered T cell repertoire profiling identifies novel alterations in the immune repertoire of individuals with inflammatory bowel disease and validates previous findings 95%
- Functional screen of Inflammatory Bowel Disease genes reveals key epithelial functions 94%
- Impact of rare and common genetic variation in theInterleukin-1 pathway for human cytokine responses 93%
Similar papers in this journal
- Mapping the genetic landscape of disorders on the autoimmune-autoinflammatory continuum: potential implications for classification and treatment 94%
- Neutrophil-fibroblast crosstalk drives immunofibrosis in Crohn’s disease through IFNα pathway 93%
- IL-36/IL-36R Signaling Promotes CD4+ T Cell-Dependent Colitis via Pro-Inflammatory Cytokine Production 91%
Similar papers in this journal
- Two microbiota subtypes identified in Irritable Bowel Syndrome with distinct responses to the low FODMAP diet 92%
- Multi-centre derivation and validation of a colitis-associated colorectal cancer risk prediction web-tool 92%
- Maintenance therapy with infliximab or vedolizumab in inflammatory bowel disease is not associated with increased SARS-CoV-2 seroprevalence: UK experience in the 2020 pandemic 92%
Similar papers in this journal
- Genome-wide association study of COVID-19 Breakthrough Infections and genetic overlap with other diseases: A study of the UK Biobank 91%
- Candidate genes for IgA nephropathy in pediatric patients: exome-wide association study 90%
- Defining Mechanistic Links Between the Non-Coding Variant rs17673553 in CLEC16A and Lupus Susceptibility 90%
Similar papers in this journal
"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.