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Shared activity patterns arising at genetic susceptibility loci reveal underlying genomic and cellular architecture of human disease
Genetic variants underlying complex traits, including disease susceptibility, are enriched within the transcriptional regulatory elements, promoters and enhancers. There is emerging evidence that regulatory elements associated with particular traits or diseases share similar patterns of transcriptio...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5849332/ https://www.ncbi.nlm.nih.gov/pubmed/29494619 http://dx.doi.org/10.1371/journal.pcbi.1005934 |
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author | Baillie, J. Kenneth Bretherick, Andrew Haley, Christopher S. Clohisey, Sara Gray, Alan Neyton, Lucile P. A. Barrett, Jeffrey Stahl, Eli A. Tenesa, Albert Andersson, Robin Brown, J. Ben Faulkner, Geoffrey J. Lizio, Marina Schaefer, Ulf Daub, Carsten Itoh, Masayoshi Kondo, Naoto Lassmann, Timo Kawai, Jun Mole, Damian Bajic, Vladimir B. Heutink, Peter Rehli, Michael Kawaji, Hideya Sandelin, Albin Suzuki, Harukazu Satsangi, Jack Wells, Christine A. Hacohen, Nir Freeman, Thomas C. Hayashizaki, Yoshihide Carninci, Piero Forrest, Alistair R. R. Hume, David A. |
author_facet | Baillie, J. Kenneth Bretherick, Andrew Haley, Christopher S. Clohisey, Sara Gray, Alan Neyton, Lucile P. A. Barrett, Jeffrey Stahl, Eli A. Tenesa, Albert Andersson, Robin Brown, J. Ben Faulkner, Geoffrey J. Lizio, Marina Schaefer, Ulf Daub, Carsten Itoh, Masayoshi Kondo, Naoto Lassmann, Timo Kawai, Jun Mole, Damian Bajic, Vladimir B. Heutink, Peter Rehli, Michael Kawaji, Hideya Sandelin, Albin Suzuki, Harukazu Satsangi, Jack Wells, Christine A. Hacohen, Nir Freeman, Thomas C. Hayashizaki, Yoshihide Carninci, Piero Forrest, Alistair R. R. Hume, David A. |
author_sort | Baillie, J. Kenneth |
collection | PubMed |
description | Genetic variants underlying complex traits, including disease susceptibility, are enriched within the transcriptional regulatory elements, promoters and enhancers. There is emerging evidence that regulatory elements associated with particular traits or diseases share similar patterns of transcriptional activity. Accordingly, shared transcriptional activity (coexpression) may help prioritise loci associated with a given trait, and help to identify underlying biological processes. Using cap analysis of gene expression (CAGE) profiles of promoter- and enhancer-derived RNAs across 1824 human samples, we have analysed coexpression of RNAs originating from trait-associated regulatory regions using a novel quantitative method (network density analysis; NDA). For most traits studied, phenotype-associated variants in regulatory regions were linked to tightly-coexpressed networks that are likely to share important functional characteristics. Coexpression provides a new signal, independent of phenotype association, to enable fine mapping of causative variants. The NDA coexpression approach identifies new genetic variants associated with specific traits, including an association between the regulation of the OCT1 cation transporter and genetic variants underlying circulating cholesterol levels. NDA strongly implicates particular cell types and tissues in disease pathogenesis. For example, distinct groupings of disease-associated regulatory regions implicate two distinct biological processes in the pathogenesis of ulcerative colitis; a further two separate processes are implicated in Crohn’s disease. Thus, our functional analysis of genetic predisposition to disease defines new distinct disease endotypes. We predict that patients with a preponderance of susceptibility variants in each group are likely to respond differently to pharmacological therapy. Together, these findings enable a deeper biological understanding of the causal basis of complex traits. |
format | Online Article Text |
id | pubmed-5849332 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-58493322018-03-23 Shared activity patterns arising at genetic susceptibility loci reveal underlying genomic and cellular architecture of human disease Baillie, J. Kenneth Bretherick, Andrew Haley, Christopher S. Clohisey, Sara Gray, Alan Neyton, Lucile P. A. Barrett, Jeffrey Stahl, Eli A. Tenesa, Albert Andersson, Robin Brown, J. Ben Faulkner, Geoffrey J. Lizio, Marina Schaefer, Ulf Daub, Carsten Itoh, Masayoshi Kondo, Naoto Lassmann, Timo Kawai, Jun Mole, Damian Bajic, Vladimir B. Heutink, Peter Rehli, Michael Kawaji, Hideya Sandelin, Albin Suzuki, Harukazu Satsangi, Jack Wells, Christine A. Hacohen, Nir Freeman, Thomas C. Hayashizaki, Yoshihide Carninci, Piero Forrest, Alistair R. R. Hume, David A. PLoS Comput Biol Research Article Genetic variants underlying complex traits, including disease susceptibility, are enriched within the transcriptional regulatory elements, promoters and enhancers. There is emerging evidence that regulatory elements associated with particular traits or diseases share similar patterns of transcriptional activity. Accordingly, shared transcriptional activity (coexpression) may help prioritise loci associated with a given trait, and help to identify underlying biological processes. Using cap analysis of gene expression (CAGE) profiles of promoter- and enhancer-derived RNAs across 1824 human samples, we have analysed coexpression of RNAs originating from trait-associated regulatory regions using a novel quantitative method (network density analysis; NDA). For most traits studied, phenotype-associated variants in regulatory regions were linked to tightly-coexpressed networks that are likely to share important functional characteristics. Coexpression provides a new signal, independent of phenotype association, to enable fine mapping of causative variants. The NDA coexpression approach identifies new genetic variants associated with specific traits, including an association between the regulation of the OCT1 cation transporter and genetic variants underlying circulating cholesterol levels. NDA strongly implicates particular cell types and tissues in disease pathogenesis. For example, distinct groupings of disease-associated regulatory regions implicate two distinct biological processes in the pathogenesis of ulcerative colitis; a further two separate processes are implicated in Crohn’s disease. Thus, our functional analysis of genetic predisposition to disease defines new distinct disease endotypes. We predict that patients with a preponderance of susceptibility variants in each group are likely to respond differently to pharmacological therapy. Together, these findings enable a deeper biological understanding of the causal basis of complex traits. Public Library of Science 2018-03-01 /pmc/articles/PMC5849332/ /pubmed/29494619 http://dx.doi.org/10.1371/journal.pcbi.1005934 Text en © 2018 Baillie et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Baillie, J. Kenneth Bretherick, Andrew Haley, Christopher S. Clohisey, Sara Gray, Alan Neyton, Lucile P. A. Barrett, Jeffrey Stahl, Eli A. Tenesa, Albert Andersson, Robin Brown, J. Ben Faulkner, Geoffrey J. Lizio, Marina Schaefer, Ulf Daub, Carsten Itoh, Masayoshi Kondo, Naoto Lassmann, Timo Kawai, Jun Mole, Damian Bajic, Vladimir B. Heutink, Peter Rehli, Michael Kawaji, Hideya Sandelin, Albin Suzuki, Harukazu Satsangi, Jack Wells, Christine A. Hacohen, Nir Freeman, Thomas C. Hayashizaki, Yoshihide Carninci, Piero Forrest, Alistair R. R. Hume, David A. Shared activity patterns arising at genetic susceptibility loci reveal underlying genomic and cellular architecture of human disease |
title | Shared activity patterns arising at genetic susceptibility loci reveal underlying genomic and cellular architecture of human disease |
title_full | Shared activity patterns arising at genetic susceptibility loci reveal underlying genomic and cellular architecture of human disease |
title_fullStr | Shared activity patterns arising at genetic susceptibility loci reveal underlying genomic and cellular architecture of human disease |
title_full_unstemmed | Shared activity patterns arising at genetic susceptibility loci reveal underlying genomic and cellular architecture of human disease |
title_short | Shared activity patterns arising at genetic susceptibility loci reveal underlying genomic and cellular architecture of human disease |
title_sort | shared activity patterns arising at genetic susceptibility loci reveal underlying genomic and cellular architecture of human disease |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5849332/ https://www.ncbi.nlm.nih.gov/pubmed/29494619 http://dx.doi.org/10.1371/journal.pcbi.1005934 |
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