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chromMAGMA: regulatory element-centric interrogation of risk variants
Candidate causal risk variants from genome-wide association studies reside almost exclusively in noncoding regions of the genome and innovative approaches are necessary to understand their biological function. Multi-marker analysis of genomic annotation (MAGMA) is a widely used program that nominate...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Life Science Alliance LLC
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9251535/ https://www.ncbi.nlm.nih.gov/pubmed/35777959 http://dx.doi.org/10.26508/lsa.202201446 |
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author | Nameki, Robbin Shetty, Anamay Dareng, Eileen Tyrer, Jonathan Lin, Xianzhi Pharoah, Paul Corona, Rosario I Kar, Siddhartha Lawrenson, Kate |
author_facet | Nameki, Robbin Shetty, Anamay Dareng, Eileen Tyrer, Jonathan Lin, Xianzhi Pharoah, Paul Corona, Rosario I Kar, Siddhartha Lawrenson, Kate |
author_sort | Nameki, Robbin |
collection | PubMed |
description | Candidate causal risk variants from genome-wide association studies reside almost exclusively in noncoding regions of the genome and innovative approaches are necessary to understand their biological function. Multi-marker analysis of genomic annotation (MAGMA) is a widely used program that nominates candidate risk genes by mapping single-nucleotide polymorphism summary statistics from genome-wide association studies to gene bodies. We augmented MAGMA to create chromatin-MAGMA (chromMAGMA), a method to nominate candidate risk genes based on the presence of risk variants within noncoding regulatory elements (REs). We applied chromMAGMA to a genetic susceptibility dataset for epithelial ovarian cancer (EOC), a rare gynecologic malignancy characterized by high mortality. This identified 155 unique candidate EOC risk genes across five EOC histotypes; 83% (105/127) of high-grade serous ovarian cancer risk genes had not previously been implicated in this EOC histotype. Risk genes nominated by chromMAGMA converged on mRNA splicing and transcriptional dysregulation pathways. chromMAGMA is a pipeline that nominates candidate risk genes through a gene regulation-focused approach and helps interpret the biological mechanism of noncoding risk variants for complex diseases. |
format | Online Article Text |
id | pubmed-9251535 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Life Science Alliance LLC |
record_format | MEDLINE/PubMed |
spelling | pubmed-92515352022-07-18 chromMAGMA: regulatory element-centric interrogation of risk variants Nameki, Robbin Shetty, Anamay Dareng, Eileen Tyrer, Jonathan Lin, Xianzhi Pharoah, Paul Corona, Rosario I Kar, Siddhartha Lawrenson, Kate Life Sci Alliance Research Articles Candidate causal risk variants from genome-wide association studies reside almost exclusively in noncoding regions of the genome and innovative approaches are necessary to understand their biological function. Multi-marker analysis of genomic annotation (MAGMA) is a widely used program that nominates candidate risk genes by mapping single-nucleotide polymorphism summary statistics from genome-wide association studies to gene bodies. We augmented MAGMA to create chromatin-MAGMA (chromMAGMA), a method to nominate candidate risk genes based on the presence of risk variants within noncoding regulatory elements (REs). We applied chromMAGMA to a genetic susceptibility dataset for epithelial ovarian cancer (EOC), a rare gynecologic malignancy characterized by high mortality. This identified 155 unique candidate EOC risk genes across five EOC histotypes; 83% (105/127) of high-grade serous ovarian cancer risk genes had not previously been implicated in this EOC histotype. Risk genes nominated by chromMAGMA converged on mRNA splicing and transcriptional dysregulation pathways. chromMAGMA is a pipeline that nominates candidate risk genes through a gene regulation-focused approach and helps interpret the biological mechanism of noncoding risk variants for complex diseases. Life Science Alliance LLC 2022-07-01 /pmc/articles/PMC9251535/ /pubmed/35777959 http://dx.doi.org/10.26508/lsa.202201446 Text en © 2022 Nameki et al. https://creativecommons.org/licenses/by/4.0/This article is available under a Creative Commons License (Attribution 4.0 International, as described at https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Research Articles Nameki, Robbin Shetty, Anamay Dareng, Eileen Tyrer, Jonathan Lin, Xianzhi Pharoah, Paul Corona, Rosario I Kar, Siddhartha Lawrenson, Kate chromMAGMA: regulatory element-centric interrogation of risk variants |
title | chromMAGMA: regulatory element-centric interrogation of risk variants |
title_full | chromMAGMA: regulatory element-centric interrogation of risk variants |
title_fullStr | chromMAGMA: regulatory element-centric interrogation of risk variants |
title_full_unstemmed | chromMAGMA: regulatory element-centric interrogation of risk variants |
title_short | chromMAGMA: regulatory element-centric interrogation of risk variants |
title_sort | chrommagma: regulatory element-centric interrogation of risk variants |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9251535/ https://www.ncbi.nlm.nih.gov/pubmed/35777959 http://dx.doi.org/10.26508/lsa.202201446 |
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