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DESE: estimating driver tissues by selective expression of genes associated with complex diseases or traits
The driver tissues or cell types in which susceptibility genes initiate diseases remain elusive. We develop a unified framework to detect the causal tissues of complex diseases or traits according to selective expression of disease-associated genes in genome-wide association studies (GWASs). This fr...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6836538/ https://www.ncbi.nlm.nih.gov/pubmed/31694669 http://dx.doi.org/10.1186/s13059-019-1801-5 |
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author | Jiang, Lin Xue, Chao Dai, Sheng Chen, Shangzhen Chen, Peikai Sham, Pak Chung Wang, Haijun Li, Miaoxin |
author_facet | Jiang, Lin Xue, Chao Dai, Sheng Chen, Shangzhen Chen, Peikai Sham, Pak Chung Wang, Haijun Li, Miaoxin |
author_sort | Jiang, Lin |
collection | PubMed |
description | The driver tissues or cell types in which susceptibility genes initiate diseases remain elusive. We develop a unified framework to detect the causal tissues of complex diseases or traits according to selective expression of disease-associated genes in genome-wide association studies (GWASs). This framework consists of three components which run iteratively to produce a converged prioritization list of driver tissues. Additionally, this framework also outputs a list of prioritized genes as a byproduct. We apply the framework to six representative complex diseases or traits with GWAS summary statistics, which leads to the estimation of the lung as an associated tissue of rheumatoid arthritis. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13059-019-1801-5) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6836538 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-68365382019-11-12 DESE: estimating driver tissues by selective expression of genes associated with complex diseases or traits Jiang, Lin Xue, Chao Dai, Sheng Chen, Shangzhen Chen, Peikai Sham, Pak Chung Wang, Haijun Li, Miaoxin Genome Biol Method The driver tissues or cell types in which susceptibility genes initiate diseases remain elusive. We develop a unified framework to detect the causal tissues of complex diseases or traits according to selective expression of disease-associated genes in genome-wide association studies (GWASs). This framework consists of three components which run iteratively to produce a converged prioritization list of driver tissues. Additionally, this framework also outputs a list of prioritized genes as a byproduct. We apply the framework to six representative complex diseases or traits with GWAS summary statistics, which leads to the estimation of the lung as an associated tissue of rheumatoid arthritis. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13059-019-1801-5) contains supplementary material, which is available to authorized users. BioMed Central 2019-11-06 /pmc/articles/PMC6836538/ /pubmed/31694669 http://dx.doi.org/10.1186/s13059-019-1801-5 Text en © The Author(s). 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Method Jiang, Lin Xue, Chao Dai, Sheng Chen, Shangzhen Chen, Peikai Sham, Pak Chung Wang, Haijun Li, Miaoxin DESE: estimating driver tissues by selective expression of genes associated with complex diseases or traits |
title | DESE: estimating driver tissues by selective expression of genes associated with complex diseases or traits |
title_full | DESE: estimating driver tissues by selective expression of genes associated with complex diseases or traits |
title_fullStr | DESE: estimating driver tissues by selective expression of genes associated with complex diseases or traits |
title_full_unstemmed | DESE: estimating driver tissues by selective expression of genes associated with complex diseases or traits |
title_short | DESE: estimating driver tissues by selective expression of genes associated with complex diseases or traits |
title_sort | dese: estimating driver tissues by selective expression of genes associated with complex diseases or traits |
topic | Method |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6836538/ https://www.ncbi.nlm.nih.gov/pubmed/31694669 http://dx.doi.org/10.1186/s13059-019-1801-5 |
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