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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...

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Autores principales: Nameki, Robbin, Shetty, Anamay, Dareng, Eileen, Tyrer, Jonathan, Lin, Xianzhi, Pharoah, Paul, Corona, Rosario I, Kar, Siddhartha, Lawrenson, Kate
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Life Science Alliance LLC 2022
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.
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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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