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Gene co-expression analysis identifies brain regions and cell types involved in migraine pathophysiology: a GWAS-based study using the Allen Human Brain Atlas
Migraine is a common disabling neurovascular brain disorder typically characterised by attacks of severe headache and associated with autonomic and neurological symptoms. Migraine is caused by an interplay of genetic and environmental factors. Genome-wide association studies (GWAS) have identified o...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4796339/ https://www.ncbi.nlm.nih.gov/pubmed/26899160 http://dx.doi.org/10.1007/s00439-016-1638-x |
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author | Eising, Else Huisman, Sjoerd M. H. Mahfouz, Ahmed Vijfhuizen, Lisanne S. Anttila, Verneri Winsvold, Bendik S. Kurth, Tobias Ikram, M. Arfan Freilinger, Tobias Kaprio, Jaakko Boomsma, Dorret I. van Duijn, Cornelia M. Järvelin, Marjo-Riitta R. Zwart, John-Anker Quaye, Lydia Strachan, David P. Kubisch, Christian Dichgans, Martin Davey Smith, George Stefansson, Kari Palotie, Aarno Chasman, Daniel I. Ferrari, Michel D. Terwindt, Gisela M. de Vries, Boukje Nyholt, Dale R. Lelieveldt, Boudewijn P. F. van den Maagdenberg, Arn M. J. M. Reinders, Marcel J. T. |
author_facet | Eising, Else Huisman, Sjoerd M. H. Mahfouz, Ahmed Vijfhuizen, Lisanne S. Anttila, Verneri Winsvold, Bendik S. Kurth, Tobias Ikram, M. Arfan Freilinger, Tobias Kaprio, Jaakko Boomsma, Dorret I. van Duijn, Cornelia M. Järvelin, Marjo-Riitta R. Zwart, John-Anker Quaye, Lydia Strachan, David P. Kubisch, Christian Dichgans, Martin Davey Smith, George Stefansson, Kari Palotie, Aarno Chasman, Daniel I. Ferrari, Michel D. Terwindt, Gisela M. de Vries, Boukje Nyholt, Dale R. Lelieveldt, Boudewijn P. F. van den Maagdenberg, Arn M. J. M. Reinders, Marcel J. T. |
author_sort | Eising, Else |
collection | PubMed |
description | Migraine is a common disabling neurovascular brain disorder typically characterised by attacks of severe headache and associated with autonomic and neurological symptoms. Migraine is caused by an interplay of genetic and environmental factors. Genome-wide association studies (GWAS) have identified over a dozen genetic loci associated with migraine. Here, we integrated migraine GWAS data with high-resolution spatial gene expression data of normal adult brains from the Allen Human Brain Atlas to identify specific brain regions and molecular pathways that are possibly involved in migraine pathophysiology. To this end, we used two complementary methods. In GWAS data from 23,285 migraine cases and 95,425 controls, we first studied modules of co-expressed genes that were calculated based on human brain expression data for enrichment of genes that showed association with migraine. Enrichment of a migraine GWAS signal was found for five modules that suggest involvement in migraine pathophysiology of: (i) neurotransmission, protein catabolism and mitochondria in the cortex; (ii) transcription regulation in the cortex and cerebellum; and (iii) oligodendrocytes and mitochondria in subcortical areas. Second, we used the high-confidence genes from the migraine GWAS as a basis to construct local migraine-related co-expression gene networks. Signatures of all brain regions and pathways that were prominent in the first method also surfaced in the second method, thus providing support that these brain regions and pathways are indeed involved in migraine pathophysiology. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s00439-016-1638-x) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4796339 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-47963392016-04-10 Gene co-expression analysis identifies brain regions and cell types involved in migraine pathophysiology: a GWAS-based study using the Allen Human Brain Atlas Eising, Else Huisman, Sjoerd M. H. Mahfouz, Ahmed Vijfhuizen, Lisanne S. Anttila, Verneri Winsvold, Bendik S. Kurth, Tobias Ikram, M. Arfan Freilinger, Tobias Kaprio, Jaakko Boomsma, Dorret I. van Duijn, Cornelia M. Järvelin, Marjo-Riitta R. Zwart, John-Anker Quaye, Lydia Strachan, David P. Kubisch, Christian Dichgans, Martin Davey Smith, George Stefansson, Kari Palotie, Aarno Chasman, Daniel I. Ferrari, Michel D. Terwindt, Gisela M. de Vries, Boukje Nyholt, Dale R. Lelieveldt, Boudewijn P. F. van den Maagdenberg, Arn M. J. M. Reinders, Marcel J. T. Hum Genet Original Investigation Migraine is a common disabling neurovascular brain disorder typically characterised by attacks of severe headache and associated with autonomic and neurological symptoms. Migraine is caused by an interplay of genetic and environmental factors. Genome-wide association studies (GWAS) have identified over a dozen genetic loci associated with migraine. Here, we integrated migraine GWAS data with high-resolution spatial gene expression data of normal adult brains from the Allen Human Brain Atlas to identify specific brain regions and molecular pathways that are possibly involved in migraine pathophysiology. To this end, we used two complementary methods. In GWAS data from 23,285 migraine cases and 95,425 controls, we first studied modules of co-expressed genes that were calculated based on human brain expression data for enrichment of genes that showed association with migraine. Enrichment of a migraine GWAS signal was found for five modules that suggest involvement in migraine pathophysiology of: (i) neurotransmission, protein catabolism and mitochondria in the cortex; (ii) transcription regulation in the cortex and cerebellum; and (iii) oligodendrocytes and mitochondria in subcortical areas. Second, we used the high-confidence genes from the migraine GWAS as a basis to construct local migraine-related co-expression gene networks. Signatures of all brain regions and pathways that were prominent in the first method also surfaced in the second method, thus providing support that these brain regions and pathways are indeed involved in migraine pathophysiology. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s00439-016-1638-x) contains supplementary material, which is available to authorized users. Springer Berlin Heidelberg 2016-02-22 2016 /pmc/articles/PMC4796339/ /pubmed/26899160 http://dx.doi.org/10.1007/s00439-016-1638-x Text en © The Author(s) 2016 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. |
spellingShingle | Original Investigation Eising, Else Huisman, Sjoerd M. H. Mahfouz, Ahmed Vijfhuizen, Lisanne S. Anttila, Verneri Winsvold, Bendik S. Kurth, Tobias Ikram, M. Arfan Freilinger, Tobias Kaprio, Jaakko Boomsma, Dorret I. van Duijn, Cornelia M. Järvelin, Marjo-Riitta R. Zwart, John-Anker Quaye, Lydia Strachan, David P. Kubisch, Christian Dichgans, Martin Davey Smith, George Stefansson, Kari Palotie, Aarno Chasman, Daniel I. Ferrari, Michel D. Terwindt, Gisela M. de Vries, Boukje Nyholt, Dale R. Lelieveldt, Boudewijn P. F. van den Maagdenberg, Arn M. J. M. Reinders, Marcel J. T. Gene co-expression analysis identifies brain regions and cell types involved in migraine pathophysiology: a GWAS-based study using the Allen Human Brain Atlas |
title | Gene co-expression analysis identifies brain regions and cell types involved in migraine pathophysiology: a GWAS-based study using the Allen Human Brain Atlas |
title_full | Gene co-expression analysis identifies brain regions and cell types involved in migraine pathophysiology: a GWAS-based study using the Allen Human Brain Atlas |
title_fullStr | Gene co-expression analysis identifies brain regions and cell types involved in migraine pathophysiology: a GWAS-based study using the Allen Human Brain Atlas |
title_full_unstemmed | Gene co-expression analysis identifies brain regions and cell types involved in migraine pathophysiology: a GWAS-based study using the Allen Human Brain Atlas |
title_short | Gene co-expression analysis identifies brain regions and cell types involved in migraine pathophysiology: a GWAS-based study using the Allen Human Brain Atlas |
title_sort | gene co-expression analysis identifies brain regions and cell types involved in migraine pathophysiology: a gwas-based study using the allen human brain atlas |
topic | Original Investigation |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4796339/ https://www.ncbi.nlm.nih.gov/pubmed/26899160 http://dx.doi.org/10.1007/s00439-016-1638-x |
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