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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Veröffentlicht in:Biological psychiatry (1969) 2020-09, Vol.88 (6), p.470-479
Hauptverfasser: 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.
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container_end_page 479
container_issue 6
container_start_page 470
container_title Biological psychiatry (1969)
container_volume 88
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
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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. 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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. ; 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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Mila</creatorcontrib><creatorcontrib>Suchiman, H.Eka D.</creatorcontrib><creatorcontrib>van der Breggen, Ruud</creatorcontrib><creatorcontrib>Lakenberg, Nico</creatorcontrib><creatorcontrib>van Galen, Michiel</creatorcontrib><creatorcontrib>Bot, Jan</creatorcontrib><creatorcontrib>Zhernakova, Daria V.</creatorcontrib><creatorcontrib>Hof, Peter van ‘t</creatorcontrib><creatorcontrib>Nooren, Irene</creatorcontrib><creatorcontrib>Moed, Matthijs</creatorcontrib><creatorcontrib>Vermaat, Martijn</creatorcontrib><creatorcontrib>van Dijk, Freerk</creatorcontrib><creatorcontrib>Kielbasa, Szymon M.</creatorcontrib><creatorcontrib>Swertz, Morris A.</creatorcontrib><creatorcontrib>van Zwet, Erik. 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. 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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. 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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>
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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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