Scientific ReportsGenetic & Genomic MedicinePeer-reviewed journal article
Linking common and rare disease genetics through gene regulatory networks
Olivier B. BakkeriD, Annique ClaringbouldiD, Harm-Jan WestraiD, Henry H. WiersmaiD, Floranne BoulogneiD, Urmo VõsaiD, Carlos G. Urzúa-TraslaviñaiD, Sophie Mulcahy Symmons, Mahmoud ZidaniD, Marie C. SadleriD, Zoltán KutalikiD, Iris H. JonkersiD, Lude FrankeiD, Patrick DeeleniD
Abstract
Genetic variants identified through genome-wide association studies (GWAS) are typically non-coding and exert small regulatory effects on downstream genes, but which downstream genes are ultimately impacted and how they confer risk remains mostly unclear. Conversely, variants that cause rare Mendelian diseases are often coding and have a more direct impact on disease development. We demonstrate that common and rare genetic diseases can be linked by studying the gene regulatory networks impacted by common disease-associated variants. We implemented this in the Downstreamer method and applied it to 44 GWAS traits and find that predicted downstream "key genes" are enriched with Mendelian disease genes, e.g. key genes for height are enriched for genes that cause skeletal abnormalities and Ehlers-Danlos syndromes. We find that 82% of these key genes are located outside of GWAS loci, suggesting that they result from complex trans regulation rather than being impacted by disease-associated variants in cis. Finally, we discuss the challenges in reconstructing gene regulatory networks and provide a roadmap to improve identification of these highly connected genes for common traits and diseases.
- organism: human
- assay: GWAS summary statistics
- research focus: gene regulatory network inference
- research focus: differential expression
- research focus: benchmarking
- approach: statistical model
- Citations
- 6
- FWCI
- 1.59
- Field percentile
- top 17%
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