Molecular Systems BiologyGenetic & Genomic MedicinePeer-reviewed journal article
Decoding Non-coding SNPs: Systems Genomics Modelling Dissects the Heterogeneity of IBD
Dezső MódosiD, John P. ThomasiD, Johanne Brooks-WarburtoniD, Martina PolettiiD, Balázs BoháriD, Yufan LiuiD, Matthew MadgwickiD, Luca CsabaiiD, Wen-Xin Kang, Benjamin Alexander-DanniD, Azedine ZoufiriD, Padhmanand SudhakariD, Domenico CozzettoiD, Dávid FazekasiD, Shamith SamarajiwaiD, Simon Richard CardingiD, Nicholas Powell, Bram VerstocktiD, Andreas BenderiD, Tamas Douglas KorcsmarosiD
Abstract
Genome-wide association studies have pinpointed numerous susceptibility loci in complex diseases like chronic immune-mediated inflammatory disorders (IMIDs), yet their impact on pathomechanisms remain poorly understood. Genetic epistasis, low effect sizes, and predominance within non-coding genomic regions, remain major challenges to the functional interpretation of IMID-associated single nucleotide polymorphisms (SNPs). To address this, we present a novel systems genomics approach which models the cumulative impact of non-coding SNPs on downstream cellular signalling and gene regulatory networks (GRNs). Applying this to the prototypical chronic IMIDs of Crohns disease (CD) and ulcerative colitis (UC), both forms of inflammatory bowel disease (IBD), we individually analysed 2,636 patient genomes. Signals from non-coding SNPs were found to propagate towards well-established and novel CD- and UC-associated pathogenic pathways through the signalling and gene regulatory layers. The SNP-propagated GRNs stratified CD and UC patients into distinct clusters corresponding to cell type-specific gene dysregulation and therapeutic response. This approach bridges the gap between genotype and phenotype, laying the foundations for accelerating precision medicine in complex diseases.
- organism: human
- assay: GWAS summary statistics
- research focus: gene regulatory network inference
- approach: statistical model
- Citations
- 1
- FWCI
- 0.58
- Field percentile
- top 30%
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