Refining Attention-Deficit/Hyperactivity Disorder and Autism Spectrum Disorder Genetic Loci by Integrating Summary Data From Genome-wide Association, Gene Expression, and DNA Methylation Studies
Recent genome-wide association studies (GWASs) identified the first genetic loci associated with attention-deficit/hyperactivity disorder (ADHD) and autism spectrum disorder (ASD). The next step is to use these results to increase our understanding of the biological mechanisms involved. Most of the...
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creator | Hammerschlag, Anke R. Byrne, Enda M. Agbessi, Mawussé Ahsan, Habibul Alves, Isabel Andiappan, Anand Awadalla, Philip Battle, Alexis Beutner, Frank Bonder, Marc Jan Claringbould, Annique Deelen, Patrick Esko, Tõnu Favé, Marie-Julie Franke, Lude Frayling, Timothy Gibson, Gregory Heijmans, Bastiaan T. Hemani, Gibran Jansen, Rick Kähönen, Mika Kasela, Silva Kim, Yungil Kirsten, Holger Kovacs, Peter Krohn, Knut Kronberg-Guzman, Jaanika Kukushkina, Viktorija Kutalik, Zoltan Lee, Bernett Lehtimäki, Terho Loeffler, Markus Marigorta, Urko M. Mei, Hailang Milani, Lili Montgomery, Grant W. Müller-Nurasyid, Martina Nauck, Matthias Nivard, Michel Penninx, Brenda Pervjakova, Natalia Pierce, Brandon L. Powell, Joseph Psaty, Bruce M. Raitakari, Olli T. Ripatti, Samuli Rüeger, Sina Saha, Ashis Scholz, Markus Seppälä, Ilkka Slagboom, Eline P. Stehouwer, Coen D.A. Sullivan, Patrick Teumer, Alexander Thiery, Joachim Tong, Lin Tönjes, Anke van Dongen, Jenny van Iterson, Maarten van Meurs, Joyce Veldink, Jan H. Verlouw, Joost Visscher, Peter M. Võsa, Urmo Westra, Harm-Jan Yang, Jian Zeng, Biao Zhang, Futao Isaacs, Aaron Pool, René Hottenga, Jouke J. van Greevenbroek, Marleen MJ van der Kallen, Carla J.H. Schalkwijk, Casper G. Tigchelaar, Ettje F. Slagboom, P. Eline Beekman, Marian Deelen, Joris van den Berg, Leonard H. van Duijn, Cornelia M. Hofman, Bert A. Uitterlinden, André G. Jhamai, P. Mila Suchiman, H.Eka D. van der Breggen, Ruud Lakenberg, Nico van Galen, Michiel Bot, Jan Zhernakova, Daria V. Hof, Peter van ‘t Nooren, Irene Moed, Matthijs Vermaat, Martijn van Dijk, Freerk Kielbasa, Szymon M. Swertz, Morris A. van Zwet, Erik. W. Hoen, Peter-Bram ‘t Wray, Naomi R. Middeldorp, Christel M. |
description | Recent genome-wide association studies (GWASs) identified the first genetic loci associated with attention-deficit/hyperactivity disorder (ADHD) and autism spectrum disorder (ASD). The next step is to use these results to increase our understanding of the biological mechanisms involved. Most of the identified variants likely influence gene regulation. The aim of the current study is to shed light on the mechanisms underlying the genetic signals and prioritize genes by integrating GWAS results with gene expression and DNA methylation (DNAm) levels.
We applied summary-data–based Mendelian randomization to integrate ADHD and ASD GWAS data with fetal brain expression and methylation quantitative trait loci, given the early onset of these disorders. We also analyzed expression and methylation quantitative trait loci datasets of adult brain and blood, as these provide increased statistical power. We subsequently used summary-data–based Mendelian randomization to investigate if the same variant influences both DNAm and gene expression levels.
We identified multiple gene expression and DNAm levels in fetal brain at chromosomes 1 and 17 that were associated with ADHD and ASD, respectively, through pleiotropy at shared genetic variants. The analyses in brain and blood showed additional associated gene expression and DNAm levels at the same and additional loci, likely because of increased statistical power. Several of the associated genes have not been identified in ADHD and ASD GWASs before.
Our findings identified the genetic variants associated with ADHD and ASD that likely act through gene regulation. This facilitates prioritization of candidate genes for functional follow-up studies. |
doi_str_mv | 10.1016/j.biopsych.2020.05.002 |
format | Article |
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Eline ; Beekman, Marian ; Deelen, Joris ; van den Berg, Leonard H. ; van Duijn, Cornelia M. ; Hofman, Bert A. ; Uitterlinden, André G. ; Jhamai, P. Mila ; Suchiman, H.Eka D. ; van der Breggen, Ruud ; Lakenberg, Nico ; van Galen, Michiel ; Bot, Jan ; Zhernakova, Daria V. ; Hof, Peter van ‘t ; Nooren, Irene ; Moed, Matthijs ; Vermaat, Martijn ; van Dijk, Freerk ; Kielbasa, Szymon M. ; Swertz, Morris A. ; van Zwet, Erik. W. ; Hoen, Peter-Bram ‘t ; Wray, Naomi R. ; Middeldorp, Christel M.</creator><creatorcontrib>Hammerschlag, Anke R. ; Byrne, Enda M. ; Agbessi, Mawussé ; Ahsan, Habibul ; Alves, Isabel ; Andiappan, Anand ; Awadalla, Philip ; Battle, Alexis ; Beutner, Frank ; Bonder, Marc Jan ; Claringbould, Annique ; Deelen, Patrick ; Esko, Tõnu ; Favé, Marie-Julie ; Franke, Lude ; Frayling, Timothy ; Gibson, Gregory ; Heijmans, Bastiaan T. ; Hemani, Gibran ; Jansen, Rick ; Kähönen, Mika ; Kasela, Silva ; Kim, Yungil ; Kirsten, Holger ; Kovacs, Peter ; Krohn, Knut ; Kronberg-Guzman, Jaanika ; Kukushkina, Viktorija ; Kutalik, Zoltan ; Lee, Bernett ; Lehtimäki, Terho ; Loeffler, Markus ; Marigorta, Urko M. ; Mei, Hailang ; Milani, Lili ; Montgomery, Grant W. ; Müller-Nurasyid, Martina ; Nauck, Matthias ; Nivard, Michel ; Penninx, Brenda ; Pervjakova, Natalia ; Pierce, Brandon L. ; Powell, Joseph ; Psaty, Bruce M. ; Raitakari, Olli T. ; Ripatti, Samuli ; Rüeger, Sina ; Saha, Ashis ; Scholz, Markus ; Seppälä, Ilkka ; Slagboom, Eline P. ; Stehouwer, Coen D.A. ; Sullivan, Patrick ; Teumer, Alexander ; Thiery, Joachim ; Tong, Lin ; Tönjes, Anke ; van Dongen, Jenny ; van Iterson, Maarten ; van Meurs, Joyce ; Veldink, Jan H. ; Verlouw, Joost ; Visscher, Peter M. ; Võsa, Urmo ; Westra, Harm-Jan ; Yang, Jian ; Zeng, Biao ; Zhang, Futao ; Isaacs, Aaron ; Pool, René ; Hottenga, Jouke J. ; van Greevenbroek, Marleen MJ ; van der Kallen, Carla J.H. ; Schalkwijk, Casper G. ; Tigchelaar, Ettje F. ; Slagboom, P. Eline ; Beekman, Marian ; Deelen, Joris ; van den Berg, Leonard H. ; van Duijn, Cornelia M. ; Hofman, Bert A. ; Uitterlinden, André G. ; Jhamai, P. Mila ; Suchiman, H.Eka D. ; van der Breggen, Ruud ; Lakenberg, Nico ; van Galen, Michiel ; Bot, Jan ; Zhernakova, Daria V. ; Hof, Peter van ‘t ; Nooren, Irene ; Moed, Matthijs ; Vermaat, Martijn ; van Dijk, Freerk ; Kielbasa, Szymon M. ; Swertz, Morris A. ; van Zwet, Erik. W. ; Hoen, Peter-Bram ‘t ; Wray, Naomi R. ; Middeldorp, Christel M. ; eQTLGen Consortium ; BIOS Consortium</creatorcontrib><description>Recent genome-wide association studies (GWASs) identified the first genetic loci associated with attention-deficit/hyperactivity disorder (ADHD) and autism spectrum disorder (ASD). The next step is to use these results to increase our understanding of the biological mechanisms involved. Most of the identified variants likely influence gene regulation. The aim of the current study is to shed light on the mechanisms underlying the genetic signals and prioritize genes by integrating GWAS results with gene expression and DNA methylation (DNAm) levels.
We applied summary-data–based Mendelian randomization to integrate ADHD and ASD GWAS data with fetal brain expression and methylation quantitative trait loci, given the early onset of these disorders. We also analyzed expression and methylation quantitative trait loci datasets of adult brain and blood, as these provide increased statistical power. We subsequently used summary-data–based Mendelian randomization to investigate if the same variant influences both DNAm and gene expression levels.
We identified multiple gene expression and DNAm levels in fetal brain at chromosomes 1 and 17 that were associated with ADHD and ASD, respectively, through pleiotropy at shared genetic variants. The analyses in brain and blood showed additional associated gene expression and DNAm levels at the same and additional loci, likely because of increased statistical power. Several of the associated genes have not been identified in ADHD and ASD GWASs before.
Our findings identified the genetic variants associated with ADHD and ASD that likely act through gene regulation. This facilitates prioritization of candidate genes for functional follow-up studies.</description><identifier>ISSN: 0006-3223</identifier><identifier>EISSN: 1873-2402</identifier><identifier>DOI: 10.1016/j.biopsych.2020.05.002</identifier><identifier>PMID: 32684367</identifier><language>eng</language><publisher>United States: Elsevier Inc</publisher><subject>Attention Deficit Disorder with Hyperactivity - genetics ; Autism Spectrum Disorder - genetics ; DNA Methylation ; eQTL ; Fetal brain ; Gene Expression ; Genome-Wide Association Study ; Humans ; mQTL ; Pleiotropy ; Psychiatric disorders ; SMR</subject><ispartof>Biological psychiatry (1969), 2020-09, Vol.88 (6), p.470-479</ispartof><rights>2020 Society of Biological Psychiatry</rights><rights>Copyright © 2020 Society of Biological Psychiatry. Published by Elsevier Inc. 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W.</creatorcontrib><creatorcontrib>Hoen, Peter-Bram ‘t</creatorcontrib><creatorcontrib>Wray, Naomi R.</creatorcontrib><creatorcontrib>Middeldorp, Christel M.</creatorcontrib><creatorcontrib>eQTLGen Consortium</creatorcontrib><creatorcontrib>BIOS Consortium</creatorcontrib><title>Refining Attention-Deficit/Hyperactivity Disorder and Autism Spectrum Disorder Genetic Loci by Integrating Summary Data From Genome-wide Association, Gene Expression, and DNA Methylation Studies</title><title>Biological psychiatry (1969)</title><addtitle>Biol Psychiatry</addtitle><description>Recent genome-wide association studies (GWASs) identified the first genetic loci associated with attention-deficit/hyperactivity disorder (ADHD) and autism spectrum disorder (ASD). The next step is to use these results to increase our understanding of the biological mechanisms involved. Most of the identified variants likely influence gene regulation. The aim of the current study is to shed light on the mechanisms underlying the genetic signals and prioritize genes by integrating GWAS results with gene expression and DNA methylation (DNAm) levels.
We applied summary-data–based Mendelian randomization to integrate ADHD and ASD GWAS data with fetal brain expression and methylation quantitative trait loci, given the early onset of these disorders. We also analyzed expression and methylation quantitative trait loci datasets of adult brain and blood, as these provide increased statistical power. We subsequently used summary-data–based Mendelian randomization to investigate if the same variant influences both DNAm and gene expression levels.
We identified multiple gene expression and DNAm levels in fetal brain at chromosomes 1 and 17 that were associated with ADHD and ASD, respectively, through pleiotropy at shared genetic variants. The analyses in brain and blood showed additional associated gene expression and DNAm levels at the same and additional loci, likely because of increased statistical power. Several of the associated genes have not been identified in ADHD and ASD GWASs before.
Our findings identified the genetic variants associated with ADHD and ASD that likely act through gene regulation. This facilitates prioritization of candidate genes for functional follow-up studies.</description><subject>Attention Deficit Disorder with Hyperactivity - genetics</subject><subject>Autism Spectrum Disorder - genetics</subject><subject>DNA Methylation</subject><subject>eQTL</subject><subject>Fetal brain</subject><subject>Gene Expression</subject><subject>Genome-Wide Association Study</subject><subject>Humans</subject><subject>mQTL</subject><subject>Pleiotropy</subject><subject>Psychiatric disorders</subject><subject>SMR</subject><issn>0006-3223</issn><issn>1873-2402</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqFkctO3DAUhq2qqExpXwF52UUTfEmcZNeI4SYNIDHsLcc-Ax5N4tR2aPN6fbImM1CWXVk-_i8--hA6pSSlhIqzbdpY14dRP6eMMJKSPCWEfUALWhY8YRlhH9GCECISzhg_Rp9D2E7XgjH6CR1zJsqMi2KB_jzAxna2e8J1jNBF67pkOY20jWfXYw9e6WhfbBzx0gbnDXisOoPrIdrQ4nUPOvqhfX-8gg6i1XjltMXNiG-6CE9exblhPbSt8lOSigpfetfOatdC8ssawHUIk0fNP_i-j8EXv3sPIewHc-nyrsa3EJ_H3V6F13EwFsIXdLRRuwBfX88T9Hh58Xh-nazur27O61WiMypiApwo0hClOAjByooUvOKiqYDTKoeqUQaqnHJeVIXRIs9gU2pKS25URUzO-An6dojtvfs5QIiytUHDbqc6cEOQLGN5XuXZXioOUu1dCB42svd2Xl1SImd8civf8MkZnyS5nPBNxtPXjqFpwfyzvfGaBD8OApgWfbHgZdAWOg3G-gmFNM7-r-Mvq_6ytQ</recordid><startdate>20200915</startdate><enddate>20200915</enddate><creator>Hammerschlag, Anke R.</creator><creator>Byrne, Enda M.</creator><creator>Agbessi, Mawussé</creator><creator>Ahsan, Habibul</creator><creator>Alves, Isabel</creator><creator>Andiappan, Anand</creator><creator>Awadalla, Philip</creator><creator>Battle, Alexis</creator><creator>Beutner, Frank</creator><creator>Bonder, Marc Jan</creator><creator>Claringbould, Annique</creator><creator>Deelen, Patrick</creator><creator>Esko, Tõnu</creator><creator>Favé, Marie-Julie</creator><creator>Franke, Lude</creator><creator>Frayling, Timothy</creator><creator>Gibson, Gregory</creator><creator>Heijmans, Bastiaan T.</creator><creator>Hemani, Gibran</creator><creator>Jansen, Rick</creator><creator>Kähönen, Mika</creator><creator>Kasela, Silva</creator><creator>Kim, Yungil</creator><creator>Kirsten, Holger</creator><creator>Kovacs, Peter</creator><creator>Krohn, Knut</creator><creator>Kronberg-Guzman, Jaanika</creator><creator>Kukushkina, Viktorija</creator><creator>Kutalik, Zoltan</creator><creator>Lee, Bernett</creator><creator>Lehtimäki, Terho</creator><creator>Loeffler, Markus</creator><creator>Marigorta, Urko M.</creator><creator>Mei, Hailang</creator><creator>Milani, Lili</creator><creator>Montgomery, Grant W.</creator><creator>Müller-Nurasyid, Martina</creator><creator>Nauck, Matthias</creator><creator>Nivard, Michel</creator><creator>Penninx, Brenda</creator><creator>Pervjakova, Natalia</creator><creator>Pierce, Brandon L.</creator><creator>Powell, Joseph</creator><creator>Psaty, Bruce M.</creator><creator>Raitakari, Olli T.</creator><creator>Ripatti, Samuli</creator><creator>Rüeger, Sina</creator><creator>Saha, Ashis</creator><creator>Scholz, Markus</creator><creator>Seppälä, Ilkka</creator><creator>Slagboom, Eline P.</creator><creator>Stehouwer, Coen D.A.</creator><creator>Sullivan, Patrick</creator><creator>Teumer, Alexander</creator><creator>Thiery, Joachim</creator><creator>Tong, Lin</creator><creator>Tönjes, Anke</creator><creator>van Dongen, Jenny</creator><creator>van Iterson, Maarten</creator><creator>van Meurs, Joyce</creator><creator>Veldink, Jan H.</creator><creator>Verlouw, Joost</creator><creator>Visscher, Peter M.</creator><creator>Võsa, Urmo</creator><creator>Westra, Harm-Jan</creator><creator>Yang, Jian</creator><creator>Zeng, Biao</creator><creator>Zhang, Futao</creator><creator>Isaacs, Aaron</creator><creator>Pool, René</creator><creator>Hottenga, Jouke J.</creator><creator>van Greevenbroek, Marleen MJ</creator><creator>van der Kallen, Carla J.H.</creator><creator>Schalkwijk, Casper G.</creator><creator>Tigchelaar, Ettje F.</creator><creator>Slagboom, P. Eline</creator><creator>Beekman, Marian</creator><creator>Deelen, Joris</creator><creator>van den Berg, Leonard H.</creator><creator>van Duijn, Cornelia M.</creator><creator>Hofman, Bert A.</creator><creator>Uitterlinden, André G.</creator><creator>Jhamai, P. Mila</creator><creator>Suchiman, H.Eka D.</creator><creator>van der Breggen, Ruud</creator><creator>Lakenberg, Nico</creator><creator>van Galen, Michiel</creator><creator>Bot, Jan</creator><creator>Zhernakova, Daria V.</creator><creator>Hof, Peter van ‘t</creator><creator>Nooren, Irene</creator><creator>Moed, Matthijs</creator><creator>Vermaat, Martijn</creator><creator>van Dijk, Freerk</creator><creator>Kielbasa, Szymon M.</creator><creator>Swertz, Morris A.</creator><creator>van Zwet, Erik. W.</creator><creator>Hoen, Peter-Bram ‘t</creator><creator>Wray, Naomi R.</creator><creator>Middeldorp, Christel M.</creator><general>Elsevier Inc</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0003-4847-4814</orcidid><orcidid>https://orcid.org/0000-0002-9491-7797</orcidid><orcidid>https://orcid.org/0000-0001-7421-3357</orcidid><orcidid>https://orcid.org/0000-0002-6218-0428</orcidid><orcidid>https://orcid.org/0000-0002-9667-7555</orcidid></search><sort><creationdate>20200915</creationdate><title>Refining Attention-Deficit/Hyperactivity Disorder and Autism Spectrum Disorder Genetic Loci by Integrating Summary Data From Genome-wide Association, Gene Expression, and DNA Methylation Studies</title><author>Hammerschlag, Anke R. ; Byrne, Enda M. ; Agbessi, Mawussé ; Ahsan, Habibul ; Alves, Isabel ; Andiappan, Anand ; Awadalla, Philip ; Battle, Alexis ; Beutner, Frank ; Bonder, Marc Jan ; Claringbould, Annique ; Deelen, Patrick ; Esko, Tõnu ; Favé, Marie-Julie ; Franke, Lude ; Frayling, Timothy ; Gibson, Gregory ; Heijmans, Bastiaan T. ; Hemani, Gibran ; Jansen, Rick ; Kähönen, Mika ; Kasela, Silva ; Kim, Yungil ; Kirsten, Holger ; Kovacs, Peter ; Krohn, Knut ; Kronberg-Guzman, Jaanika ; Kukushkina, Viktorija ; Kutalik, Zoltan ; Lee, Bernett ; Lehtimäki, Terho ; Loeffler, Markus ; Marigorta, Urko M. ; Mei, Hailang ; Milani, Lili ; Montgomery, Grant W. ; Müller-Nurasyid, Martina ; Nauck, Matthias ; Nivard, Michel ; Penninx, Brenda ; Pervjakova, Natalia ; Pierce, Brandon L. ; Powell, Joseph ; Psaty, Bruce M. ; Raitakari, Olli T. ; Ripatti, Samuli ; Rüeger, Sina ; Saha, Ashis ; Scholz, Markus ; Seppälä, Ilkka ; Slagboom, Eline P. ; Stehouwer, Coen D.A. ; Sullivan, Patrick ; Teumer, Alexander ; Thiery, Joachim ; Tong, Lin ; Tönjes, Anke ; van Dongen, Jenny ; van Iterson, Maarten ; van Meurs, Joyce ; Veldink, Jan H. ; Verlouw, Joost ; Visscher, Peter M. ; Võsa, Urmo ; Westra, Harm-Jan ; Yang, Jian ; Zeng, Biao ; Zhang, Futao ; Isaacs, Aaron ; Pool, René ; Hottenga, Jouke J. ; van Greevenbroek, Marleen MJ ; van der Kallen, Carla J.H. ; Schalkwijk, Casper G. ; Tigchelaar, Ettje F. ; Slagboom, P. Eline ; Beekman, Marian ; Deelen, Joris ; van den Berg, Leonard H. ; van Duijn, Cornelia M. ; Hofman, Bert A. ; Uitterlinden, André G. ; Jhamai, P. Mila ; Suchiman, H.Eka D. ; van der Breggen, Ruud ; Lakenberg, Nico ; van Galen, Michiel ; Bot, Jan ; Zhernakova, Daria V. ; Hof, Peter van ‘t ; Nooren, Irene ; Moed, Matthijs ; Vermaat, Martijn ; van Dijk, Freerk ; Kielbasa, Szymon M. ; Swertz, Morris A. ; van Zwet, Erik. W. ; Hoen, Peter-Bram ‘t ; Wray, Naomi R. ; Middeldorp, Christel M.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c416t-e30a0b0aa3e66289073936b9e3195e9bade95133797dc654ef8c1183da90d523</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>Attention Deficit Disorder with Hyperactivity - genetics</topic><topic>Autism Spectrum Disorder - genetics</topic><topic>DNA Methylation</topic><topic>eQTL</topic><topic>Fetal brain</topic><topic>Gene Expression</topic><topic>Genome-Wide Association Study</topic><topic>Humans</topic><topic>mQTL</topic><topic>Pleiotropy</topic><topic>Psychiatric disorders</topic><topic>SMR</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Hammerschlag, Anke R.</creatorcontrib><creatorcontrib>Byrne, Enda M.</creatorcontrib><creatorcontrib>Agbessi, Mawussé</creatorcontrib><creatorcontrib>Ahsan, Habibul</creatorcontrib><creatorcontrib>Alves, Isabel</creatorcontrib><creatorcontrib>Andiappan, Anand</creatorcontrib><creatorcontrib>Awadalla, Philip</creatorcontrib><creatorcontrib>Battle, Alexis</creatorcontrib><creatorcontrib>Beutner, Frank</creatorcontrib><creatorcontrib>Bonder, Marc Jan</creatorcontrib><creatorcontrib>Claringbould, Annique</creatorcontrib><creatorcontrib>Deelen, Patrick</creatorcontrib><creatorcontrib>Esko, Tõnu</creatorcontrib><creatorcontrib>Favé, Marie-Julie</creatorcontrib><creatorcontrib>Franke, Lude</creatorcontrib><creatorcontrib>Frayling, Timothy</creatorcontrib><creatorcontrib>Gibson, Gregory</creatorcontrib><creatorcontrib>Heijmans, Bastiaan T.</creatorcontrib><creatorcontrib>Hemani, Gibran</creatorcontrib><creatorcontrib>Jansen, Rick</creatorcontrib><creatorcontrib>Kähönen, Mika</creatorcontrib><creatorcontrib>Kasela, Silva</creatorcontrib><creatorcontrib>Kim, Yungil</creatorcontrib><creatorcontrib>Kirsten, Holger</creatorcontrib><creatorcontrib>Kovacs, Peter</creatorcontrib><creatorcontrib>Krohn, Knut</creatorcontrib><creatorcontrib>Kronberg-Guzman, Jaanika</creatorcontrib><creatorcontrib>Kukushkina, Viktorija</creatorcontrib><creatorcontrib>Kutalik, Zoltan</creatorcontrib><creatorcontrib>Lee, Bernett</creatorcontrib><creatorcontrib>Lehtimäki, Terho</creatorcontrib><creatorcontrib>Loeffler, Markus</creatorcontrib><creatorcontrib>Marigorta, Urko M.</creatorcontrib><creatorcontrib>Mei, Hailang</creatorcontrib><creatorcontrib>Milani, Lili</creatorcontrib><creatorcontrib>Montgomery, Grant W.</creatorcontrib><creatorcontrib>Müller-Nurasyid, Martina</creatorcontrib><creatorcontrib>Nauck, Matthias</creatorcontrib><creatorcontrib>Nivard, Michel</creatorcontrib><creatorcontrib>Penninx, Brenda</creatorcontrib><creatorcontrib>Pervjakova, Natalia</creatorcontrib><creatorcontrib>Pierce, Brandon L.</creatorcontrib><creatorcontrib>Powell, Joseph</creatorcontrib><creatorcontrib>Psaty, Bruce M.</creatorcontrib><creatorcontrib>Raitakari, Olli T.</creatorcontrib><creatorcontrib>Ripatti, Samuli</creatorcontrib><creatorcontrib>Rüeger, Sina</creatorcontrib><creatorcontrib>Saha, Ashis</creatorcontrib><creatorcontrib>Scholz, Markus</creatorcontrib><creatorcontrib>Seppälä, Ilkka</creatorcontrib><creatorcontrib>Slagboom, Eline P.</creatorcontrib><creatorcontrib>Stehouwer, Coen D.A.</creatorcontrib><creatorcontrib>Sullivan, Patrick</creatorcontrib><creatorcontrib>Teumer, Alexander</creatorcontrib><creatorcontrib>Thiery, Joachim</creatorcontrib><creatorcontrib>Tong, Lin</creatorcontrib><creatorcontrib>Tönjes, Anke</creatorcontrib><creatorcontrib>van Dongen, Jenny</creatorcontrib><creatorcontrib>van Iterson, Maarten</creatorcontrib><creatorcontrib>van Meurs, Joyce</creatorcontrib><creatorcontrib>Veldink, Jan H.</creatorcontrib><creatorcontrib>Verlouw, Joost</creatorcontrib><creatorcontrib>Visscher, Peter M.</creatorcontrib><creatorcontrib>Võsa, Urmo</creatorcontrib><creatorcontrib>Westra, Harm-Jan</creatorcontrib><creatorcontrib>Yang, Jian</creatorcontrib><creatorcontrib>Zeng, Biao</creatorcontrib><creatorcontrib>Zhang, Futao</creatorcontrib><creatorcontrib>Isaacs, Aaron</creatorcontrib><creatorcontrib>Pool, René</creatorcontrib><creatorcontrib>Hottenga, Jouke J.</creatorcontrib><creatorcontrib>van Greevenbroek, Marleen MJ</creatorcontrib><creatorcontrib>van der Kallen, Carla J.H.</creatorcontrib><creatorcontrib>Schalkwijk, Casper G.</creatorcontrib><creatorcontrib>Tigchelaar, Ettje F.</creatorcontrib><creatorcontrib>Slagboom, P. 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W.</creatorcontrib><creatorcontrib>Hoen, Peter-Bram ‘t</creatorcontrib><creatorcontrib>Wray, Naomi R.</creatorcontrib><creatorcontrib>Middeldorp, Christel M.</creatorcontrib><creatorcontrib>eQTLGen Consortium</creatorcontrib><creatorcontrib>BIOS Consortium</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Biological psychiatry (1969)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Hammerschlag, Anke R.</au><au>Byrne, Enda M.</au><au>Agbessi, Mawussé</au><au>Ahsan, Habibul</au><au>Alves, Isabel</au><au>Andiappan, Anand</au><au>Awadalla, Philip</au><au>Battle, Alexis</au><au>Beutner, Frank</au><au>Bonder, Marc Jan</au><au>Claringbould, Annique</au><au>Deelen, Patrick</au><au>Esko, Tõnu</au><au>Favé, Marie-Julie</au><au>Franke, Lude</au><au>Frayling, Timothy</au><au>Gibson, Gregory</au><au>Heijmans, Bastiaan T.</au><au>Hemani, Gibran</au><au>Jansen, Rick</au><au>Kähönen, Mika</au><au>Kasela, Silva</au><au>Kim, Yungil</au><au>Kirsten, Holger</au><au>Kovacs, Peter</au><au>Krohn, Knut</au><au>Kronberg-Guzman, Jaanika</au><au>Kukushkina, Viktorija</au><au>Kutalik, Zoltan</au><au>Lee, Bernett</au><au>Lehtimäki, Terho</au><au>Loeffler, Markus</au><au>Marigorta, Urko M.</au><au>Mei, Hailang</au><au>Milani, Lili</au><au>Montgomery, Grant W.</au><au>Müller-Nurasyid, Martina</au><au>Nauck, Matthias</au><au>Nivard, Michel</au><au>Penninx, Brenda</au><au>Pervjakova, Natalia</au><au>Pierce, Brandon L.</au><au>Powell, Joseph</au><au>Psaty, Bruce M.</au><au>Raitakari, Olli T.</au><au>Ripatti, Samuli</au><au>Rüeger, Sina</au><au>Saha, Ashis</au><au>Scholz, Markus</au><au>Seppälä, Ilkka</au><au>Slagboom, Eline P.</au><au>Stehouwer, Coen D.A.</au><au>Sullivan, Patrick</au><au>Teumer, Alexander</au><au>Thiery, Joachim</au><au>Tong, Lin</au><au>Tönjes, Anke</au><au>van Dongen, Jenny</au><au>van Iterson, Maarten</au><au>van Meurs, Joyce</au><au>Veldink, Jan H.</au><au>Verlouw, Joost</au><au>Visscher, Peter M.</au><au>Võsa, Urmo</au><au>Westra, Harm-Jan</au><au>Yang, Jian</au><au>Zeng, Biao</au><au>Zhang, Futao</au><au>Isaacs, Aaron</au><au>Pool, René</au><au>Hottenga, Jouke J.</au><au>van Greevenbroek, Marleen MJ</au><au>van der Kallen, Carla J.H.</au><au>Schalkwijk, Casper G.</au><au>Tigchelaar, Ettje F.</au><au>Slagboom, P. Eline</au><au>Beekman, Marian</au><au>Deelen, Joris</au><au>van den Berg, Leonard H.</au><au>van Duijn, Cornelia M.</au><au>Hofman, Bert A.</au><au>Uitterlinden, André G.</au><au>Jhamai, P. Mila</au><au>Suchiman, H.Eka D.</au><au>van der Breggen, Ruud</au><au>Lakenberg, Nico</au><au>van Galen, Michiel</au><au>Bot, Jan</au><au>Zhernakova, Daria V.</au><au>Hof, Peter van ‘t</au><au>Nooren, Irene</au><au>Moed, Matthijs</au><au>Vermaat, Martijn</au><au>van Dijk, Freerk</au><au>Kielbasa, Szymon M.</au><au>Swertz, Morris A.</au><au>van Zwet, Erik. W.</au><au>Hoen, Peter-Bram ‘t</au><au>Wray, Naomi R.</au><au>Middeldorp, Christel M.</au><aucorp>eQTLGen Consortium</aucorp><aucorp>BIOS Consortium</aucorp><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Refining Attention-Deficit/Hyperactivity Disorder and Autism Spectrum Disorder Genetic Loci by Integrating Summary Data From Genome-wide Association, Gene Expression, and DNA Methylation Studies</atitle><jtitle>Biological psychiatry (1969)</jtitle><addtitle>Biol Psychiatry</addtitle><date>2020-09-15</date><risdate>2020</risdate><volume>88</volume><issue>6</issue><spage>470</spage><epage>479</epage><pages>470-479</pages><issn>0006-3223</issn><eissn>1873-2402</eissn><abstract>Recent genome-wide association studies (GWASs) identified the first genetic loci associated with attention-deficit/hyperactivity disorder (ADHD) and autism spectrum disorder (ASD). The next step is to use these results to increase our understanding of the biological mechanisms involved. Most of the identified variants likely influence gene regulation. The aim of the current study is to shed light on the mechanisms underlying the genetic signals and prioritize genes by integrating GWAS results with gene expression and DNA methylation (DNAm) levels.
We applied summary-data–based Mendelian randomization to integrate ADHD and ASD GWAS data with fetal brain expression and methylation quantitative trait loci, given the early onset of these disorders. We also analyzed expression and methylation quantitative trait loci datasets of adult brain and blood, as these provide increased statistical power. We subsequently used summary-data–based Mendelian randomization to investigate if the same variant influences both DNAm and gene expression levels.
We identified multiple gene expression and DNAm levels in fetal brain at chromosomes 1 and 17 that were associated with ADHD and ASD, respectively, through pleiotropy at shared genetic variants. The analyses in brain and blood showed additional associated gene expression and DNAm levels at the same and additional loci, likely because of increased statistical power. Several of the associated genes have not been identified in ADHD and ASD GWASs before.
Our findings identified the genetic variants associated with ADHD and ASD that likely act through gene regulation. This facilitates prioritization of candidate genes for functional follow-up studies.</abstract><cop>United States</cop><pub>Elsevier Inc</pub><pmid>32684367</pmid><doi>10.1016/j.biopsych.2020.05.002</doi><tpages>10</tpages><orcidid>https://orcid.org/0000-0003-4847-4814</orcidid><orcidid>https://orcid.org/0000-0002-9491-7797</orcidid><orcidid>https://orcid.org/0000-0001-7421-3357</orcidid><orcidid>https://orcid.org/0000-0002-6218-0428</orcidid><orcidid>https://orcid.org/0000-0002-9667-7555</orcidid><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
identifier | ISSN: 0006-3223 |
ispartof | Biological psychiatry (1969), 2020-09, Vol.88 (6), p.470-479 |
issn | 0006-3223 1873-2402 |
language | eng |
recordid | cdi_proquest_miscellaneous_2425595452 |
source | MEDLINE; Elsevier ScienceDirect Journals |
subjects | Attention Deficit Disorder with Hyperactivity - genetics Autism Spectrum Disorder - genetics DNA Methylation eQTL Fetal brain Gene Expression Genome-Wide Association Study Humans mQTL Pleiotropy Psychiatric disorders SMR |
title | Refining Attention-Deficit/Hyperactivity Disorder and Autism Spectrum Disorder Genetic Loci by Integrating Summary Data From Genome-wide Association, Gene Expression, and DNA Methylation Studies |
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