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Analysis of putative cis-regulatory elements regulating blood pressure variation
Priyanka Nandakumar1, Dongwon Lee1,2,3, Thomas J Hoffmann4,5
1Department of Genetic Medicine, McKusick-Nathans Institute, Baltimore, MD 21205, USA.
This study maps regulatory elements in cardiovascular and kidney tissues to pinpoint genes influencing blood pressure (BP). It identifies novel BP-associated genes, advancing our understanding of hypertension genetics.
Area of Science:
- Genetics
- Cardiovascular Biology
- Genomic Epidemiology
Background:
- Genome-wide association studies (GWAS) have identified numerous loci linked to blood pressure (BP) traits.
- Previous research indicated an enrichment of these BP loci within expression quantitative trait loci (eQTLs) in aorta and tibial arteries.
- Identifying the specific genes and regulatory mechanisms underlying these associations remains a challenge.
Purpose of the Study:
- To fine-map known blood pressure loci and discover novel genes by identifying putative cis-regulatory elements (CREs) in relevant tissues.
- To develop and apply a method integrating CREs, gene expression, and association statistics for gene discovery.
- To investigate tissue-specific regulatory impacts on blood pressure traits.
Main Methods:
- Construction of CRE maps using open chromatin data from heart, aorta, tibial arteries, and kidney cell types.
- Quantification of variant regulatory impact using deltaSVM functional scores.
- Aggregation of variants near expressed genes and application of the group-wise sequence kernel association test (GSKAS) weighted by deltaSVM scores.
- Testing for associations with BP traits and tissue-specific expression, including a positive control analysis with known QT interval genes.
Main Results:
- Identification of novel candidate genes associated with BP traits, including MTHFR, C10orf32, CSK, NOV, ULK4, SDCCAG8, SCAMP5, RPP25, HDGFRP3, VPS37B, and PPCDC.
- Demonstration of a heart-specific effect for known QT interval genes (SCN5A, NOS1AP), validating the method's tissue-specificity.
- The developed method effectively prioritizes variants and genes for functional follow-up using tissue-specific regulatory information.
Conclusions:
- The study successfully identifies novel genes and regulatory regions implicated in blood pressure regulation.
- The integration of CREs, eQTLs, and advanced statistical methods provides a powerful framework for gene discovery in complex traits.
- This approach enhances the functional interpretation of GWAS findings and facilitates targeted experimental validation for blood pressure-related genes.
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