Mapping of gene expression reveals CYP27A1 as a susceptibility gene for sporadic ALS
Amyotrophic lateral sclerosis (ALS) is a progressive, neurodegenerative disease characterized by loss of upper and lower motor neurons. ALS is considered to be a complex trait and genome-wide association studies (GWAS) have implicated a few susceptibility loci. However, many more causal loci remain...
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creator | Diekstra, Frank P Saris, Christiaan G J van Rheenen, Wouter Franke, Lude Jansen, Ritsert C van Es, Michael A van Vught, Paul W J Blauw, Hylke M Groen, Ewout J N Horvath, Steve Estrada, Karol Rivadeneira, Fernando Hofman, Albert Uitterlinden, Andre G Robberecht, Wim Andersen, Peter M Melki, Judith Meininger, Vincent Hardiman, Orla Landers, John E Brown, Jr, Robert H Shatunov, Aleksey Shaw, Christopher E Leigh, P Nigel Al-Chalabi, Ammar Ophoff, Roel A van den Berg, Leonard H Veldink, Jan H |
description | Amyotrophic lateral sclerosis (ALS) is a progressive, neurodegenerative disease characterized by loss of upper and lower motor neurons. ALS is considered to be a complex trait and genome-wide association studies (GWAS) have implicated a few susceptibility loci. However, many more causal loci remain to be discovered. Since it has been shown that genetic variants associated with complex traits are more likely to be eQTLs than frequency-matched variants from GWAS platforms, we conducted a two-stage genome-wide screening for eQTLs associated with ALS. In addition, we applied an eQTL analysis to finemap association loci. Expression profiles using peripheral blood of 323 sporadic ALS patients and 413 controls were mapped to genome-wide genotyping data. Subsequently, data from a two-stage GWAS (3,568 patients and 10,163 controls) were used to prioritize eQTLs identified in the first stage (162 ALS, 207 controls). These prioritized eQTLs were carried forward to the second sample with both gene-expression and genotyping data (161 ALS, 206 controls). Replicated eQTL SNPs were then tested for association in the second-stage GWAS data to find SNPs associated with disease, that survived correction for multiple testing. We thus identified twelve cis eQTLs with nominally significant associations in the second-stage GWAS data. Eight SNP-transcript pairs of highest significance (lowest p = 1.27 × 10(-51)) withstood multiple-testing correction in the second stage and modulated CYP27A1 gene expression. Additionally, we show that C9orf72 appears to be the only gene in the 9p21.2 locus that is regulated in cis, showing the potential of this approach in identifying causative genes in association loci in ALS. This study has identified candidate genes for sporadic ALS, most notably CYP27A1. Mutations in CYP27A1 are causal to cerebrotendinous xanthomatosis which can present as a clinical mimic of ALS with progressive upper motor neuron loss, making it a plausible susceptibility gene for ALS. |
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ALS is considered to be a complex trait and genome-wide association studies (GWAS) have implicated a few susceptibility loci. However, many more causal loci remain to be discovered. Since it has been shown that genetic variants associated with complex traits are more likely to be eQTLs than frequency-matched variants from GWAS platforms, we conducted a two-stage genome-wide screening for eQTLs associated with ALS. In addition, we applied an eQTL analysis to finemap association loci. Expression profiles using peripheral blood of 323 sporadic ALS patients and 413 controls were mapped to genome-wide genotyping data. Subsequently, data from a two-stage GWAS (3,568 patients and 10,163 controls) were used to prioritize eQTLs identified in the first stage (162 ALS, 207 controls). These prioritized eQTLs were carried forward to the second sample with both gene-expression and genotyping data (161 ALS, 206 controls). Replicated eQTL SNPs were then tested for association in the second-stage GWAS data to find SNPs associated with disease, that survived correction for multiple testing. We thus identified twelve cis eQTLs with nominally significant associations in the second-stage GWAS data. Eight SNP-transcript pairs of highest significance (lowest p = 1.27 × 10(-51)) withstood multiple-testing correction in the second stage and modulated CYP27A1 gene expression. Additionally, we show that C9orf72 appears to be the only gene in the 9p21.2 locus that is regulated in cis, showing the potential of this approach in identifying causative genes in association loci in ALS. This study has identified candidate genes for sporadic ALS, most notably CYP27A1. Mutations in CYP27A1 are causal to cerebrotendinous xanthomatosis which can present as a clinical mimic of ALS with progressive upper motor neuron loss, making it a plausible susceptibility gene for ALS.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0035333</identifier><identifier>PMID: 22509407</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Amyotrophic lateral sclerosis ; Amyotrophic Lateral Sclerosis - genetics ; Analysis ; Arabidopsis ; Bioinformatics ; Biology ; Brain ; Cholestanetriol 26-Monooxygenase - genetics ; Councils ; Cytochrome P-450 ; Dementia ; Disease susceptibility ; DNA methylation ; Epidemiology ; Gene expression ; Gene Expression Profiling ; Gene mapping ; Genes ; Genetic aspects ; Genetic diversity ; Genetic Predisposition to Disease ; Genetic variance ; Genetics ; Genome-Wide Association Study ; Genomes ; Genomics ; Genotype ; Genotyping ; Haplotypes ; HapMap Project ; Hospitals ; Humans ; Linkage Disequilibrium ; Loci ; Medical research ; Medicine ; Metabolism ; Motor neurons ; Motor Neurons - pathology ; Mutation ; Nervous system diseases ; Neurodegeneration ; Neurology ; Neurosciences ; Patients ; Pedigree ; Peripheral blood ; Polymorphism, Single Nucleotide ; Psychiatry ; Quantitative Trait Loci - genetics ; Single-nucleotide polymorphism ; Stress response ; Transcription ; Xanthomatosis ; Xanthomatosis, Cerebrotendinous - genetics</subject><ispartof>PloS one, 2012-04, Vol.7 (4), p.e35333-e35333</ispartof><rights>COPYRIGHT 2012 Public Library of Science</rights><rights>2012 Diekstra et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License: https://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>Diekstra et al. 2012</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c795t-276aa996013d3d75bad801aa8bc8ef2574f2f3b07193640682552bfbd69dd9863</citedby><cites>FETCH-LOGICAL-c795t-276aa996013d3d75bad801aa8bc8ef2574f2f3b07193640682552bfbd69dd9863</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC3324559/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC3324559/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,552,727,780,784,864,885,2102,2928,23866,27924,27925,53791,53793,79600,79601</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/22509407$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink><backlink>$$Uhttps://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-57395$$DView record from Swedish Publication Index$$Hfree_for_read</backlink></links><search><contributor>van der Brug, Marcel P.</contributor><creatorcontrib>Diekstra, Frank P</creatorcontrib><creatorcontrib>Saris, Christiaan G J</creatorcontrib><creatorcontrib>van Rheenen, Wouter</creatorcontrib><creatorcontrib>Franke, Lude</creatorcontrib><creatorcontrib>Jansen, Ritsert C</creatorcontrib><creatorcontrib>van Es, Michael A</creatorcontrib><creatorcontrib>van Vught, Paul W J</creatorcontrib><creatorcontrib>Blauw, Hylke M</creatorcontrib><creatorcontrib>Groen, Ewout J N</creatorcontrib><creatorcontrib>Horvath, Steve</creatorcontrib><creatorcontrib>Estrada, Karol</creatorcontrib><creatorcontrib>Rivadeneira, Fernando</creatorcontrib><creatorcontrib>Hofman, Albert</creatorcontrib><creatorcontrib>Uitterlinden, Andre G</creatorcontrib><creatorcontrib>Robberecht, Wim</creatorcontrib><creatorcontrib>Andersen, Peter M</creatorcontrib><creatorcontrib>Melki, Judith</creatorcontrib><creatorcontrib>Meininger, Vincent</creatorcontrib><creatorcontrib>Hardiman, Orla</creatorcontrib><creatorcontrib>Landers, John E</creatorcontrib><creatorcontrib>Brown, Jr, Robert H</creatorcontrib><creatorcontrib>Shatunov, Aleksey</creatorcontrib><creatorcontrib>Shaw, Christopher E</creatorcontrib><creatorcontrib>Leigh, P Nigel</creatorcontrib><creatorcontrib>Al-Chalabi, Ammar</creatorcontrib><creatorcontrib>Ophoff, Roel A</creatorcontrib><creatorcontrib>van den Berg, Leonard H</creatorcontrib><creatorcontrib>Veldink, Jan H</creatorcontrib><title>Mapping of gene expression reveals CYP27A1 as a susceptibility gene for sporadic ALS</title><title>PloS one</title><addtitle>PLoS One</addtitle><description>Amyotrophic lateral sclerosis (ALS) is a progressive, neurodegenerative disease characterized by loss of upper and lower motor neurons. ALS is considered to be a complex trait and genome-wide association studies (GWAS) have implicated a few susceptibility loci. However, many more causal loci remain to be discovered. Since it has been shown that genetic variants associated with complex traits are more likely to be eQTLs than frequency-matched variants from GWAS platforms, we conducted a two-stage genome-wide screening for eQTLs associated with ALS. In addition, we applied an eQTL analysis to finemap association loci. Expression profiles using peripheral blood of 323 sporadic ALS patients and 413 controls were mapped to genome-wide genotyping data. Subsequently, data from a two-stage GWAS (3,568 patients and 10,163 controls) were used to prioritize eQTLs identified in the first stage (162 ALS, 207 controls). These prioritized eQTLs were carried forward to the second sample with both gene-expression and genotyping data (161 ALS, 206 controls). Replicated eQTL SNPs were then tested for association in the second-stage GWAS data to find SNPs associated with disease, that survived correction for multiple testing. We thus identified twelve cis eQTLs with nominally significant associations in the second-stage GWAS data. Eight SNP-transcript pairs of highest significance (lowest p = 1.27 × 10(-51)) withstood multiple-testing correction in the second stage and modulated CYP27A1 gene expression. Additionally, we show that C9orf72 appears to be the only gene in the 9p21.2 locus that is regulated in cis, showing the potential of this approach in identifying causative genes in association loci in ALS. This study has identified candidate genes for sporadic ALS, most notably CYP27A1. Mutations in CYP27A1 are causal to cerebrotendinous xanthomatosis which can present as a clinical mimic of ALS with progressive upper motor neuron loss, making it a plausible susceptibility gene for ALS.</description><subject>Amyotrophic lateral sclerosis</subject><subject>Amyotrophic Lateral Sclerosis - genetics</subject><subject>Analysis</subject><subject>Arabidopsis</subject><subject>Bioinformatics</subject><subject>Biology</subject><subject>Brain</subject><subject>Cholestanetriol 26-Monooxygenase - genetics</subject><subject>Councils</subject><subject>Cytochrome P-450</subject><subject>Dementia</subject><subject>Disease susceptibility</subject><subject>DNA methylation</subject><subject>Epidemiology</subject><subject>Gene expression</subject><subject>Gene Expression Profiling</subject><subject>Gene mapping</subject><subject>Genes</subject><subject>Genetic aspects</subject><subject>Genetic diversity</subject><subject>Genetic Predisposition to Disease</subject><subject>Genetic variance</subject><subject>Genetics</subject><subject>Genome-Wide Association Study</subject><subject>Genomes</subject><subject>Genomics</subject><subject>Genotype</subject><subject>Genotyping</subject><subject>Haplotypes</subject><subject>HapMap Project</subject><subject>Hospitals</subject><subject>Humans</subject><subject>Linkage Disequilibrium</subject><subject>Loci</subject><subject>Medical research</subject><subject>Medicine</subject><subject>Metabolism</subject><subject>Motor neurons</subject><subject>Motor Neurons - pathology</subject><subject>Mutation</subject><subject>Nervous system diseases</subject><subject>Neurodegeneration</subject><subject>Neurology</subject><subject>Neurosciences</subject><subject>Patients</subject><subject>Pedigree</subject><subject>Peripheral blood</subject><subject>Polymorphism, Single Nucleotide</subject><subject>Psychiatry</subject><subject>Quantitative Trait Loci - genetics</subject><subject>Single-nucleotide polymorphism</subject><subject>Stress response</subject><subject>Transcription</subject><subject>Xanthomatosis</subject><subject>Xanthomatosis, Cerebrotendinous - 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of gene expression reveals CYP27A1 as a susceptibility gene for sporadic ALS</title><author>Diekstra, Frank P ; Saris, Christiaan G J ; van Rheenen, Wouter ; Franke, Lude ; Jansen, Ritsert C ; van Es, Michael A ; van Vught, Paul W J ; Blauw, Hylke M ; Groen, Ewout J N ; Horvath, Steve ; Estrada, Karol ; Rivadeneira, Fernando ; Hofman, Albert ; Uitterlinden, Andre G ; Robberecht, Wim ; Andersen, Peter M ; Melki, Judith ; Meininger, Vincent ; Hardiman, Orla ; Landers, John E ; Brown, Jr, Robert H ; Shatunov, Aleksey ; Shaw, Christopher E ; Leigh, P Nigel ; Al-Chalabi, Ammar ; Ophoff, Roel A ; van den Berg, Leonard H ; Veldink, Jan H</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c795t-276aa996013d3d75bad801aa8bc8ef2574f2f3b07193640682552bfbd69dd9863</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2012</creationdate><topic>Amyotrophic lateral sclerosis</topic><topic>Amyotrophic Lateral Sclerosis - genetics</topic><topic>Analysis</topic><topic>Arabidopsis</topic><topic>Bioinformatics</topic><topic>Biology</topic><topic>Brain</topic><topic>Cholestanetriol 26-Monooxygenase - genetics</topic><topic>Councils</topic><topic>Cytochrome P-450</topic><topic>Dementia</topic><topic>Disease susceptibility</topic><topic>DNA methylation</topic><topic>Epidemiology</topic><topic>Gene expression</topic><topic>Gene Expression Profiling</topic><topic>Gene mapping</topic><topic>Genes</topic><topic>Genetic aspects</topic><topic>Genetic diversity</topic><topic>Genetic Predisposition to Disease</topic><topic>Genetic variance</topic><topic>Genetics</topic><topic>Genome-Wide Association Study</topic><topic>Genomes</topic><topic>Genomics</topic><topic>Genotype</topic><topic>Genotyping</topic><topic>Haplotypes</topic><topic>HapMap Project</topic><topic>Hospitals</topic><topic>Humans</topic><topic>Linkage Disequilibrium</topic><topic>Loci</topic><topic>Medical 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full text</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>PloS one</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Diekstra, Frank P</au><au>Saris, Christiaan G J</au><au>van Rheenen, Wouter</au><au>Franke, Lude</au><au>Jansen, Ritsert C</au><au>van Es, Michael A</au><au>van Vught, Paul W J</au><au>Blauw, Hylke M</au><au>Groen, Ewout J N</au><au>Horvath, Steve</au><au>Estrada, Karol</au><au>Rivadeneira, Fernando</au><au>Hofman, Albert</au><au>Uitterlinden, Andre G</au><au>Robberecht, Wim</au><au>Andersen, Peter M</au><au>Melki, Judith</au><au>Meininger, Vincent</au><au>Hardiman, Orla</au><au>Landers, John E</au><au>Brown, Jr, Robert H</au><au>Shatunov, Aleksey</au><au>Shaw, Christopher E</au><au>Leigh, P Nigel</au><au>Al-Chalabi, Ammar</au><au>Ophoff, Roel A</au><au>van den Berg, Leonard H</au><au>Veldink, Jan H</au><au>van der Brug, Marcel P.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Mapping of gene expression reveals CYP27A1 as a susceptibility gene for sporadic ALS</atitle><jtitle>PloS one</jtitle><addtitle>PLoS One</addtitle><date>2012-04-11</date><risdate>2012</risdate><volume>7</volume><issue>4</issue><spage>e35333</spage><epage>e35333</epage><pages>e35333-e35333</pages><issn>1932-6203</issn><eissn>1932-6203</eissn><abstract>Amyotrophic lateral sclerosis (ALS) is a progressive, neurodegenerative disease characterized by loss of upper and lower motor neurons. ALS is considered to be a complex trait and genome-wide association studies (GWAS) have implicated a few susceptibility loci. However, many more causal loci remain to be discovered. Since it has been shown that genetic variants associated with complex traits are more likely to be eQTLs than frequency-matched variants from GWAS platforms, we conducted a two-stage genome-wide screening for eQTLs associated with ALS. In addition, we applied an eQTL analysis to finemap association loci. Expression profiles using peripheral blood of 323 sporadic ALS patients and 413 controls were mapped to genome-wide genotyping data. Subsequently, data from a two-stage GWAS (3,568 patients and 10,163 controls) were used to prioritize eQTLs identified in the first stage (162 ALS, 207 controls). These prioritized eQTLs were carried forward to the second sample with both gene-expression and genotyping data (161 ALS, 206 controls). Replicated eQTL SNPs were then tested for association in the second-stage GWAS data to find SNPs associated with disease, that survived correction for multiple testing. We thus identified twelve cis eQTLs with nominally significant associations in the second-stage GWAS data. Eight SNP-transcript pairs of highest significance (lowest p = 1.27 × 10(-51)) withstood multiple-testing correction in the second stage and modulated CYP27A1 gene expression. Additionally, we show that C9orf72 appears to be the only gene in the 9p21.2 locus that is regulated in cis, showing the potential of this approach in identifying causative genes in association loci in ALS. This study has identified candidate genes for sporadic ALS, most notably CYP27A1. Mutations in CYP27A1 are causal to cerebrotendinous xanthomatosis which can present as a clinical mimic of ALS with progressive upper motor neuron loss, making it a plausible susceptibility gene for ALS.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>22509407</pmid><doi>10.1371/journal.pone.0035333</doi><tpages>e35333</tpages><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
identifier | ISSN: 1932-6203 |
ispartof | PloS one, 2012-04, Vol.7 (4), p.e35333-e35333 |
issn | 1932-6203 1932-6203 |
language | eng |
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source | MEDLINE; DOAJ Directory of Open Access Journals; SWEPUB Freely available online; Public Library of Science (PLoS) Journals Open Access; EZB-FREE-00999 freely available EZB journals; PubMed Central; Free Full-Text Journals in Chemistry |
subjects | Amyotrophic lateral sclerosis Amyotrophic Lateral Sclerosis - genetics Analysis Arabidopsis Bioinformatics Biology Brain Cholestanetriol 26-Monooxygenase - genetics Councils Cytochrome P-450 Dementia Disease susceptibility DNA methylation Epidemiology Gene expression Gene Expression Profiling Gene mapping Genes Genetic aspects Genetic diversity Genetic Predisposition to Disease Genetic variance Genetics Genome-Wide Association Study Genomes Genomics Genotype Genotyping Haplotypes HapMap Project Hospitals Humans Linkage Disequilibrium Loci Medical research Medicine Metabolism Motor neurons Motor Neurons - pathology Mutation Nervous system diseases Neurodegeneration Neurology Neurosciences Patients Pedigree Peripheral blood Polymorphism, Single Nucleotide Psychiatry Quantitative Trait Loci - genetics Single-nucleotide polymorphism Stress response Transcription Xanthomatosis Xanthomatosis, Cerebrotendinous - genetics |
title | Mapping of gene expression reveals CYP27A1 as a susceptibility gene for sporadic ALS |
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