TY - JOUR T1 - Gene-educational attainment interactions in a multi-ancestry genome-wide meta-analysis identify novel blood pressure loci. JF - Mol Psychiatry Y1 - 2021 A1 - de Las Fuentes, Lisa A1 - Yun Ju Sung A1 - Noordam, Raymond A1 - Thomas W Winkler A1 - Feitosa, Mary F A1 - Schwander, Karen A1 - Bentley, Amy R A1 - Brown, Michael R A1 - Guo, Xiuqing A1 - Alisa Manning A1 - Daniel I Chasman A1 - Aschard, Hugues A1 - Traci M Bartz A1 - Bielak, Lawrence F A1 - Campbell, Archie A1 - Cheng, Ching-Yu A1 - Dorajoo, Rajkumar A1 - Hartwig, Fernando P A1 - Horimoto, A R V R A1 - Li, Changwei A1 - Li-Gao, Ruifang A1 - Liu, Yongmei A1 - Marten, Jonathan A1 - Musani, Solomon K A1 - Ntalla, Ioanna A1 - Rankinen, Tuomo A1 - Melissa Richard A1 - Sim, Xueling A1 - Smith, Albert V A1 - Tajuddin, Salman M A1 - Bamidele O Tayo A1 - Vojinovic, Dina A1 - Warren, Helen R A1 - Xuan, Deng A1 - Alver, Maris A1 - Boissel, Mathilde A1 - Jin-Fang Chai A1 - Chen, Xu A1 - Christensen, Kaare A1 - Divers, Jasmin A1 - Evangelou, Evangelos A1 - Gao, Chuan A1 - Giorgia G Girotto A1 - Sarah E Harris A1 - He, Meian A1 - Hsu, Fang-Chi A1 - Kühnel, Brigitte A1 - Laguzzi, Federica A1 - Li, Xiaoyin A1 - Lyytikäinen, Leo-Pekka A1 - Ilja M Nolte A1 - Poveda, Alaitz A1 - Rauramaa, Rainer A1 - Riaz, Muhammad A1 - Rueedi, Rico A1 - Shu, Xiao-Ou A1 - Snieder, Harold A1 - Sofer, Tamar A1 - Takeuchi, Fumihiko A1 - Verweij, Niek A1 - Erin B Ware A1 - Weiss, Stefan A1 - Yanek, Lisa R A1 - Amin, Najaf A1 - Dan E Arking A1 - Donna K Arnett A1 - Bergmann, Sven A1 - Boerwinkle, Eric A1 - Brody, Jennifer A A1 - Broeckel, Ulrich A1 - Brumat, Marco A1 - Burke, Gregory A1 - Cabrera, Claudia P A1 - Canouil, Mickaël A1 - Chee, Miao Li A1 - Chen, Yii-Der Ida A1 - Cocca, Massimiliano A1 - Connell, John A1 - de Silva, H Janaka A1 - de Vries, Paul S A1 - Eiriksdottir, Gudny A1 - Jessica Faul A1 - Fisher, Virginia A1 - Forrester, Terrence A1 - Fox, Ervin F A1 - Friedlander, Yechiel A1 - Gao, He A1 - Gigante, Bruna A1 - Giulianini, Franco A1 - Gu, Chi Charles A1 - Gu, Dongfeng A1 - Tamara B Harris A1 - He, Jiang A1 - Heikkinen, Sami A1 - Heng, Chew-Kiat A1 - Hunt, Steven A1 - Ikram, M Arfan A1 - Irvin, Marguerite R A1 - Kähönen, Mika A1 - Kavousi, Maryam A1 - Khor, Chiea Chuen A1 - Kilpeläinen, Tuomas O A1 - Koh, Woon-Puay A1 - Komulainen, Pirjo A1 - Kraja, Aldi T A1 - Krieger, J E A1 - Langefeld, Carl D A1 - Li, Yize A1 - Liang, Jingjing A1 - David C Liewald A1 - Liu, Ching-Ti A1 - Liu, Jianjun A1 - Kurt Lohman A1 - Mägi, Reedik A1 - McKenzie, Colin A A1 - Meitinger, Thomas A1 - Andres Metspalu A1 - Milaneschi, Yuri A1 - Lili Milani A1 - Dennis O Mook-Kanamori A1 - Michael A Nalls A1 - Nelson, Christopher P A1 - Norris, Jill M A1 - Jeff O'Connell A1 - Ogunniyi, Adesola A1 - Padmanabhan, Sandosh A1 - Palmer, Nicholette D A1 - Nancy L Pedersen A1 - Thomas T Perls A1 - Peters, Annette A1 - Petersmann, Astrid A1 - Peyser, Patricia A A1 - Polasek, Ozren A1 - David J Porteous A1 - Raffel, Leslie J A1 - Rice, Treva K A1 - Rotter, Jerome I A1 - Rudan, Igor A1 - Rueda-Ochoa, Oscar-Leonel A1 - Sabanayagam, Charumathi A1 - Babatunde Salako A1 - Schreiner, Pamela J A1 - Shikany, James M A1 - Stephen Sidney A1 - Sims, Mario A1 - Sitlani, Colleen M A1 - Smith, Jennifer A A1 - John M Starr A1 - Strauch, Konstantin A1 - Swertz, Morris A A1 - Teumer, Alexander A1 - Tham, Yih Chung A1 - André G Uitterlinden A1 - Vaidya, Dhananjay A1 - van der Ende, M Yldau A1 - Waldenberger, Melanie A1 - Wang, Lihua A1 - Wang, Ya-Xing A1 - Wei, Wen-Bin A1 - David R Weir A1 - Wen, Wanqing A1 - Yao, Jie A1 - Yu, Bing A1 - Yu, Caizheng A1 - Yuan, Jian-Min A1 - Zhao, Wei A1 - Alan B Zonderman A1 - Becker, Diane M A1 - Bowden, Donald W A1 - Ian J Deary A1 - Dörr, Marcus A1 - Tõnu Esko A1 - Freedman, Barry I A1 - Froguel, Philippe A1 - Paolo P. Gasparini A1 - Gieger, Christian A1 - Jost Bruno Jonas A1 - Kammerer, Candace M A1 - Kato, Norihiro A1 - Lakka, Timo A A1 - Leander, Karin A1 - Lehtimäki, Terho A1 - Patrik K E Magnusson A1 - Marques-Vidal, Pedro A1 - Brenda W J H Penninx A1 - Nilesh J Samani A1 - van der Harst, Pim A1 - Wagenknecht, Lynne E A1 - Wu, Tangchun A1 - Zheng, Wei A1 - Zhu, Xiaofeng A1 - Bouchard, Claude A1 - Cooper, Richard S A1 - Correa, Adolfo A1 - Michele K Evans A1 - Gudnason, Vilmundur A1 - Caroline Hayward A1 - Horta, Bernardo L A1 - Tanika N Kelly A1 - Stephen B Kritchevsky A1 - Levy, Daniel A1 - Walter R Palmas A1 - Pereira, A C A1 - Province, Michael M A1 - Psaty, Bruce M A1 - Ridker, Paul M A1 - Charles N Rotimi A1 - Tai, E Shyong A1 - van Dam, Rob M A1 - Cornelia M van Duijn A1 - Wong, Tien Yin A1 - Kenneth Rice A1 - Gauderman, W James A1 - Alanna C Morrison A1 - Kari E North A1 - Sharon L R Kardia A1 - Caulfield, Mark J A1 - Elliott, Paul A1 - Munroe, Patricia B A1 - Franks, Paul W A1 - Rao, Dabeeru C A1 - Myriam Fornage KW - Blood pressure KW - Epistasis, Genetic KW - Genetic Loci KW - Genome-Wide Association Study KW - Humans KW - Hypertension KW - Polymorphism, Single Nucleotide AB -

Educational attainment is widely used as a surrogate for socioeconomic status (SES). Low SES is a risk factor for hypertension and high blood pressure (BP). To identify novel BP loci, we performed multi-ancestry meta-analyses accounting for gene-educational attainment interactions using two variables, "Some College" (yes/no) and "Graduated College" (yes/no). Interactions were evaluated using both a 1 degree of freedom (DF) interaction term and a 2DF joint test of genetic and interaction effects. Analyses were performed for systolic BP, diastolic BP, mean arterial pressure, and pulse pressure. We pursued genome-wide interrogation in Stage 1 studies (N = 117 438) and follow-up on promising variants in Stage 2 studies (N = 293 787) in five ancestry groups. Through combined meta-analyses of Stages 1 and 2, we identified 84 known and 18 novel BP loci at genome-wide significance level (P < 5 × 10). Two novel loci were identified based on the 1DF test of interaction with educational attainment, while the remaining 16 loci were identified through the 2DF joint test of genetic and interaction effects. Ten novel loci were identified in individuals of African ancestry. Several novel loci show strong biological plausibility since they involve physiologic systems implicated in BP regulation. They include genes involved in the central nervous system-adrenal signaling axis (ZDHHC17, CADPS, PIK3C2G), vascular structure and function (GNB3, CDON), and renal function (HAS2 and HAS2-AS1, SLIT3). Collectively, these findings suggest a role of educational attainment or SES in further dissection of the genetic architecture of BP.

VL - 26 IS - 6 ER - TY - JOUR T1 - Multi-ancestry study of blood lipid levels identifies four loci interacting with physical activity. JF - Nature Communications Y1 - 2019 A1 - Kilpeläinen, Tuomas O A1 - Bentley, Amy R A1 - Noordam, Raymond A1 - Yun Ju Sung A1 - Schwander, Karen A1 - Thomas W Winkler A1 - Jakupović, Hermina A1 - Daniel I Chasman A1 - Alisa Manning A1 - Ntalla, Ioanna A1 - Aschard, Hugues A1 - Brown, Michael R A1 - de Las Fuentes, Lisa A1 - Franceschini, Nora A1 - Guo, Xiuqing A1 - Vojinovic, Dina A1 - Aslibekyan, Stella A1 - Feitosa, Mary F A1 - Kho, Minjung A1 - Musani, Solomon K A1 - Melissa Richard A1 - Wang, Heming A1 - Wang, Zhe A1 - Traci M Bartz A1 - Bielak, Lawrence F A1 - Campbell, Archie A1 - Dorajoo, Rajkumar A1 - Fisher, Virginia A1 - Hartwig, Fernando P A1 - Horimoto, Andrea R V R A1 - Li, Changwei A1 - Kurt Lohman A1 - Marten, Jonathan A1 - Sim, Xueling A1 - Smith, Albert V A1 - Tajuddin, Salman M A1 - Alver, Maris A1 - Amini, Marzyeh A1 - Boissel, Mathilde A1 - Jin-Fang Chai A1 - Chen, Xu A1 - Divers, Jasmin A1 - Evangelou, Evangelos A1 - Gao, Chuan A1 - Graff, Mariaelisa A1 - Sarah E Harris A1 - He, Meian A1 - Hsu, Fang-Chi A1 - Jackson, Anne U A1 - Jing Hua Zhao A1 - Kraja, Aldi T A1 - Kühnel, Brigitte A1 - Laguzzi, Federica A1 - Lyytikäinen, Leo-Pekka A1 - Ilja M Nolte A1 - Rauramaa, Rainer A1 - Riaz, Muhammad A1 - Robino, Antonietta A1 - Rueedi, Rico A1 - Heather M Stringham A1 - Takeuchi, Fumihiko A1 - van der Most, Peter J A1 - Varga, Tibor V A1 - Verweij, Niek A1 - Erin B Ware A1 - Wen, Wanqing A1 - Li, Xiaoyin A1 - Yanek, Lisa R A1 - Amin, Najaf A1 - Donna K Arnett A1 - Boerwinkle, Eric A1 - Brumat, Marco A1 - Brian E Cade A1 - Canouil, Mickaël A1 - Chen, Yii-Der Ida A1 - Concas, Maria Pina A1 - Connell, John A1 - de Mutsert, Renée A1 - de Silva, H Janaka A1 - de Vries, Paul S A1 - Demirkan, Ayse A1 - Ding, Jingzhong A1 - Charles B Eaton A1 - Jessica Faul A1 - Friedlander, Yechiel A1 - Gabriel, Kelley P A1 - Ghanbari, Mohsen A1 - Giulianini, Franco A1 - Gu, Chi Charles A1 - Gu, Dongfeng A1 - Tamara B Harris A1 - He, Jiang A1 - Heikkinen, Sami A1 - Heng, Chew-Kiat A1 - Hunt, Steven C A1 - Ikram, M Arfan A1 - Jost Bruno Jonas A1 - Koh, Woon-Puay A1 - Komulainen, Pirjo A1 - Krieger, Jose E A1 - Stephen B Kritchevsky A1 - Kutalik, Zoltán A1 - Kuusisto, Johanna A1 - Langefeld, Carl D A1 - Langenberg, Claudia A1 - Lenore J Launer A1 - Leander, Karin A1 - Lemaitre, Rozenn N A1 - Lewis, Cora E A1 - Liang, Jingjing A1 - Liu, Jianjun A1 - Mägi, Reedik A1 - Manichaikul, Ani A1 - Meitinger, Thomas A1 - Andres Metspalu A1 - Milaneschi, Yuri A1 - Mohlke, Karen L A1 - Thomas H Mosley A1 - Murray, Alison D A1 - Michael A Nalls A1 - Nang, Ei-Ei Khaing A1 - Nelson, Christopher P A1 - Nona, Sotoodehnia A1 - Norris, Jill M A1 - Nwuba, Chiamaka Vivian A1 - Jeff O'Connell A1 - Palmer, Nicholette D A1 - Papanicolau, George J A1 - Pazoki, Raha A1 - Nancy L Pedersen A1 - Peters, Annette A1 - Peyser, Patricia A A1 - Polasek, Ozren A1 - David J Porteous A1 - Poveda, Alaitz A1 - Olli T Raitakari A1 - Rich, Stephen S A1 - Neil Risch A1 - Robinson, Jennifer G A1 - Rose, Lynda M A1 - Rudan, Igor A1 - Schreiner, Pamela J A1 - Scott, Robert A A1 - Stephen Sidney A1 - Sims, Mario A1 - Smith, Jennifer A A1 - Snieder, Harold A1 - Sofer, Tamar A1 - John M Starr A1 - Sternfeld, Barbara A1 - Strauch, Konstantin A1 - Tang, Hua A1 - Kent D Taylor A1 - Tsai, Michael Y A1 - Tuomilehto, Jaakko A1 - André G Uitterlinden A1 - van der Ende, M Yldau A1 - van Heemst, Diana A1 - Voortman, Trudy A1 - Waldenberger, Melanie A1 - Wennberg, Patrik A1 - Wilson, Gregory A1 - Xiang, Yong-Bing A1 - Yao, Jie A1 - Yu, Caizheng A1 - Yuan, Jian-Min A1 - Zhao, Wei A1 - Alan B Zonderman A1 - Becker, Diane M A1 - Boehnke, Michael A1 - Bowden, Donald W A1 - de Faire, Ulf A1 - Ian J Deary A1 - Elliott, Paul A1 - Tõnu Esko A1 - Freedman, Barry I A1 - Froguel, Philippe A1 - Paolo P. Gasparini A1 - Gieger, Christian A1 - Kato, Norihiro A1 - Laakso, Markku A1 - Lakka, Timo A A1 - Lehtimäki, Terho A1 - Patrik K E Magnusson A1 - Oldehinkel, Albertine J A1 - Brenda W J H Penninx A1 - Nilesh J Samani A1 - Shu, Xiao-Ou A1 - van der Harst, Pim A1 - Jana V. van Vliet-Ostaptchouk A1 - Vollenweider, Peter A1 - Wagenknecht, Lynne E A1 - Wang, Ya X A1 - Wareham, Nicholas J A1 - David R Weir A1 - Wu, Tangchun A1 - Zheng, Wei A1 - Zhu, Xiaofeng A1 - Michele K Evans A1 - Franks, Paul W A1 - Gudnason, Vilmundur A1 - Caroline Hayward A1 - Horta, Bernardo L A1 - Tanika N Kelly A1 - Liu, Yongmei A1 - Kari E North A1 - Pereira, Alexandre C A1 - Ridker, Paul M A1 - Tai, E Shyong A1 - van Dam, Rob M A1 - Fox, Ervin R A1 - Sharon L R Kardia A1 - Liu, Ching-Ti A1 - Dennis O Mook-Kanamori A1 - Province, Michael A A1 - Redline, Susan A1 - Cornelia M van Duijn A1 - Rotter, Jerome I A1 - Charles Kooperberg A1 - Gauderman, W James A1 - Psaty, Bruce M A1 - Kenneth Rice A1 - Munroe, Patricia B A1 - Myriam Fornage A1 - Cupples, L Adrienne A1 - Charles N Rotimi A1 - Alanna C Morrison A1 - Rao, Dabeeru C A1 - Ruth J F Loos KW - Adolescent KW - Adult KW - Aged KW - Aged, 80 and over KW - Asians KW - Blacks KW - Brazil KW - Calcium-Binding Proteins KW - Cholesterol KW - Cholesterol, HDL KW - Cholesterol, LDL KW - Exercise KW - Female KW - Genetic Loci KW - Genome-Wide Association Study KW - Genotype KW - Hispanic or Latino KW - Humans KW - LIM-Homeodomain Proteins KW - Lipid Metabolism KW - Lipids KW - Male KW - Membrane Proteins KW - Microtubule-Associated Proteins KW - Middle Aged KW - Muscle Proteins KW - Nerve Tissue Proteins KW - Transcription Factors KW - Triglycerides KW - Whites KW - Young Adult AB -

Many genetic loci affect circulating lipid levels, but it remains unknown whether lifestyle factors, such as physical activity, modify these genetic effects. To identify lipid loci interacting with physical activity, we performed genome-wide analyses of circulating HDL cholesterol, LDL cholesterol, and triglyceride levels in up to 120,979 individuals of European, African, Asian, Hispanic, and Brazilian ancestry, with follow-up of suggestive associations in an additional 131,012 individuals. We find four loci, in/near CLASP1, LHX1, SNTA1, and CNTNAP2, that are associated with circulating lipid levels through interaction with physical activity; higher levels of physical activity enhance the HDL cholesterol-increasing effects of the CLASP1, LHX1, and SNTA1 loci and attenuate the LDL cholesterol-increasing effect of the CNTNAP2 locus. The CLASP1, LHX1, and SNTA1 regions harbor genes linked to muscle function and lipid metabolism. Our results elucidate the role of physical activity interactions in the genetic contribution to blood lipid levels.

VL - 10 IS - 1 ER - TY - JOUR T1 - New alcohol-related genes suggest shared genetic mechanisms with neuropsychiatric disorders. JF - Nature Human Behaviour Y1 - 2019 A1 - Evangelou, Evangelos A1 - Gao, He A1 - Chu, Congying A1 - Ntritsos, Georgios A1 - Blakeley, Paul A1 - Butts, Andrew R A1 - Pazoki, Raha A1 - Suzuki, Hideaki A1 - Koskeridis, Fotios A1 - Yiorkas, Andrianos M A1 - Karaman, Ibrahim A1 - Elliott, Joshua A1 - Luo, Qiang A1 - Aeschbacher, Stefanie A1 - Traci M Bartz A1 - Baumeister, Sebastian E A1 - Braund, Peter S A1 - Brown, Michael R A1 - Brody, Jennifer A A1 - Clarke, Toni-Kim A1 - Dimou, Niki A1 - Jessica Faul A1 - Homuth, Georg A1 - Jackson, Anne U A1 - Kentistou, Katherine A A1 - Joshi, Peter K A1 - Lemaitre, Rozenn N A1 - Penelope A Lind A1 - Lyytikäinen, Leo-Pekka A1 - Mangino, Massimo A1 - Milaneschi, Yuri A1 - Nelson, Christopher P A1 - Ilja M Nolte A1 - Perälä, Mia-Maria A1 - Polasek, Ozren A1 - David J Porteous A1 - Scott M Ratliff A1 - Smith, Jennifer A A1 - Stančáková, Alena A1 - Teumer, Alexander A1 - Tuominen, Samuli A1 - Thériault, Sébastien A1 - Vangipurapu, Jagadish A1 - Whitfield, John B A1 - Wood, Alexis A1 - Yao, Jie A1 - Yu, Bing A1 - Zhao, Wei A1 - Dan E Arking A1 - Auvinen, Juha A1 - Liu, Chunyu A1 - Männikkö, Minna A1 - Risch, Lorenz A1 - Rotter, Jerome I A1 - Snieder, Harold A1 - Veijola, Juha A1 - Alexandra I Blakemore A1 - Boehnke, Michael A1 - Campbell, Harry A1 - Conen, David A1 - Johan G Eriksson A1 - Hans-Jörgen Grabe A1 - Guo, Xiuqing A1 - van der Harst, Pim A1 - Catharina A Hartman A1 - Caroline Hayward A1 - Andrew C Heath A1 - Järvelin, Marjo-Riitta A1 - Kähönen, Mika A1 - Sharon L R Kardia A1 - Kühne, Michael A1 - Kuusisto, Johanna A1 - Laakso, Markku A1 - Lahti, Jari A1 - Lehtimäki, Terho A1 - McIntosh, Andrew M A1 - Mohlke, Karen L A1 - Alanna C Morrison A1 - Nicholas G Martin A1 - Oldehinkel, Albertine J A1 - Brenda W J H Penninx A1 - Psaty, Bruce M A1 - Olli T Raitakari A1 - Rudan, Igor A1 - Nilesh J Samani A1 - Scott, Laura J A1 - Timothy Spector A1 - Verweij, Niek A1 - David R Weir A1 - James F Wilson A1 - Levy, Daniel A1 - Tzoulaki, Ioanna A1 - Bell, Jimmy D A1 - Matthews, Paul M A1 - Rothenfluh, Adrian A1 - Desrivières, Sylvane A1 - Schumann, Gunter A1 - Elliott, Paul KW - Adult KW - Aged KW - Alcohol Drinking KW - Alcoholism KW - Brain KW - Female KW - genes KW - Genetic Predisposition to Disease KW - Genome-Wide Association Study KW - Humans KW - Magnetic Resonance Imaging KW - Male KW - Mental Disorders KW - Middle Aged KW - Neuroimaging KW - Polymorphism, Single Nucleotide KW - Quantitative Trait Loci KW - Schizophrenia KW - Whites AB -

Excessive alcohol consumption is one of the main causes of death and disability worldwide. Alcohol consumption is a heritable complex trait. Here we conducted a meta-analysis of genome-wide association studies of alcohol consumption (g d) from the UK Biobank, the Alcohol Genome-Wide Consortium and the Cohorts for Heart and Aging Research in Genomic Epidemiology Plus consortia, collecting data from 480,842 people of European descent to decipher the genetic architecture of alcohol intake. We identified 46 new common loci and investigated their potential functional importance using magnetic resonance imaging data and gene expression studies. We identify genetic pathways associated with alcohol consumption and suggest genetic mechanisms that are shared with neuropsychiatric disorders such as schizophrenia.

VL - 3 IS - 9 ER - TY - JOUR T1 - Protein-altering variants associated with body mass index implicate pathways that control energy intake and expenditure in obesity. JF - Nat Genet Y1 - 2018 A1 - Turcot, Valérie A1 - Lu, Yingchang A1 - Highland, Heather M A1 - Schurmann, Claudia A1 - Justice, Anne E A1 - Fine, Rebecca S A1 - Bradfield, Jonathan P A1 - Tõnu Esko A1 - Giri, Ayush A1 - Graff, Mariaelisa A1 - Guo, Xiuqing A1 - Hendricks, Audrey E A1 - Karaderi, Tugce A1 - Lempradl, Adelheid A1 - Locke, Adam E A1 - Mahajan, Anubha A1 - Marouli, Eirini A1 - Sivapalaratnam, Suthesh A1 - Young, Kristin L A1 - Alfred, Tamuno A1 - Feitosa, Mary F A1 - Masca, Nicholas G D A1 - Alisa Manning A1 - Medina-Gomez, Carolina A1 - Mudgal, Poorva A1 - Ng, Maggie C Y A1 - Reiner, Alex P A1 - Vedantam, Sailaja A1 - Willems, Sara M A1 - Thomas W Winkler A1 - Gonçalo R Abecasis A1 - Aben, Katja K A1 - Alam, Dewan S A1 - Alharthi, Sameer E A1 - Matthew A. Allison A1 - Amouyel, Philippe A1 - Asselbergs, Folkert W A1 - Auer, Paul L A1 - Balkau, Beverley A1 - Bang, Lia E A1 - Barroso, Inês A1 - Bastarache, Lisa A1 - Benn, Marianne A1 - Bergmann, Sven A1 - Bielak, Lawrence F A1 - Blüher, Matthias A1 - Boehnke, Michael A1 - Boeing, Heiner A1 - Boerwinkle, Eric A1 - Böger, Carsten A A1 - Bork-Jensen, Jette A1 - Bots, Michiel L A1 - Erwin P Bottinger A1 - Bowden, Donald W A1 - Brandslund, Ivan A1 - Breen, Gerome A1 - Brilliant, Murray H A1 - Broer, Linda A1 - Brumat, Marco A1 - Burt, Amber A A1 - Adam S Butterworth A1 - Campbell, Peter T A1 - Cappellani, Stefania A1 - Carey, David J A1 - Catamo, Eulalia A1 - Caulfield, Mark J A1 - Chambers, John C A1 - Daniel I Chasman A1 - Yii-Der I Chen A1 - Chowdhury, Rajiv A1 - Cramer Christensen A1 - Chu, Audrey Y A1 - Cocca, Massimiliano A1 - Collins, Francis S A1 - Cook, James P A1 - Corley, Janie A1 - Jordi Corominas Galbany A1 - Cox, Amanda J A1 - Crosslin, David S A1 - Cuellar-Partida, Gabriel A1 - D'Eustacchio, Angela A1 - Danesh, John A1 - Gail Davies A1 - Bakker, Paul I W A1 - Groot, Mark C H A1 - Mutsert, Renée A1 - Ian J Deary A1 - George Dedoussis A1 - Ellen W Demerath A1 - Heijer, Martin A1 - Anneke I den Hollander A1 - Hester M den Ruijter A1 - Joe G Dennis A1 - Denny, Josh C A1 - Angelantonio, Emanuele A1 - Drenos, Fotios A1 - Du, Mengmeng A1 - Dubé, Marie-Pierre A1 - Dunning, Alison M A1 - Easton, Douglas F A1 - Edwards, Todd L A1 - Ellinghaus, David A1 - Ellinor, Patrick T A1 - Elliott, Paul A1 - Evangelou, Evangelos A1 - Farmaki, Aliki-Eleni A1 - Farooqi, I Sadaf A1 - Jessica Faul A1 - Fauser, Sascha A1 - Feng, Shuang A1 - Ferrannini, Ele A1 - Ferrières, Jean A1 - Florez, Jose C A1 - Ford, Ian A1 - Myriam Fornage A1 - Franco, Oscar H A1 - Franke, Andre A1 - Franks, Paul W A1 - Friedrich, Nele A1 - Frikke-Schmidt, Ruth A1 - Galesloot, Tessel E A1 - Gan, Wei A1 - Gandin, Ilaria A1 - Paolo P. Gasparini A1 - Gibson, Jane A1 - Giedraitis, Vilmantas A1 - Gjesing, Anette P A1 - Gordon-Larsen, Penny A1 - Gorski, Mathias A1 - Hans-Jörgen Grabe A1 - Grant, Struan F A A1 - Grarup, Niels A1 - Griffiths, Helen L A1 - Grove, Megan L A1 - Gudnason, Vilmundur A1 - Gustafsson, Stefan A1 - Jeffrey Haessler A1 - Hakonarson, Hakon A1 - Anke R Hammerschlag A1 - Hansen, Torben A1 - Tamara B Harris A1 - Andrew T Hattersley A1 - Have, Christian T A1 - Caroline Hayward A1 - He, Liang A1 - Heard-Costa, Nancy L A1 - Andrew C Heath A1 - Iris M Heid A1 - Helgeland, Øyvind A1 - Hernesniemi, Jussi A1 - Hewitt, Alex W A1 - Oddgeir L Holmen A1 - Hovingh, G Kees A1 - Howson, Joanna M M A1 - Hu, Yao A1 - Huang, Paul L A1 - Huffman, Jennifer E A1 - Mohammed Arfan Ikram A1 - Ingelsson, Erik A1 - Jackson, Anne U A1 - Jansson, Jan-Håkan A1 - Jarvik, Gail P A1 - Jensen, Gorm B A1 - Jia, Yucheng A1 - Johansson, Stefan A1 - Jørgensen, Marit E A1 - Jørgensen, Torben A1 - Jukema, J Wouter A1 - Kahali, Bratati A1 - Kahn, René S A1 - Kähönen, Mika A1 - Kamstrup, Pia R A1 - Kanoni, Stavroula A1 - Kaprio, Jaakko A1 - Karaleftheri, Maria A1 - Sharon L R Kardia A1 - Karpe, Fredrik A1 - Kathiresan, Sekar A1 - Kee, Frank A1 - Lambertus A Kiemeney A1 - Eric S Kim A1 - Kitajima, Hidetoshi A1 - Komulainen, Pirjo A1 - Kooner, Jaspal S A1 - Charles Kooperberg A1 - Korhonen, Tellervo A1 - Kovacs, Peter A1 - Kuivaniemi, Helena A1 - Kutalik, Zoltán A1 - Kuulasmaa, Kari A1 - Kuusisto, Johanna A1 - Laakso, Markku A1 - Lakka, Timo A A1 - Lamparter, David A1 - Lange, Ethan M A1 - Leslie A Lange A1 - Langenberg, Claudia A1 - Eric B Larson A1 - Lee, Nanette R A1 - Lehtimäki, Terho A1 - Lewis, Cora E A1 - Li, Huaixing A1 - Li, Jin A1 - Li-Gao, Ruifang A1 - Lin, Honghuang A1 - Lin, Keng-Hung A1 - Lin, Li-An A1 - Lin, Xu A1 - Lars Lind A1 - Lindström, Jaana A1 - Linneberg, Allan A1 - Liu, Ching-Ti A1 - Liu, Dajiang J A1 - Yongmei Liu A1 - Ken Sin Lo A1 - Lophatananon, Artitaya A1 - Lotery, Andrew J A1 - Loukola, Anu A1 - Luan, Jian'an A1 - Lubitz, Steven A A1 - Lyytikäinen, Leo-Pekka A1 - Männistö, Satu A1 - Marenne, Gaëlle A1 - Mazul, Angela L A1 - McCarthy, Mark I A1 - McKean-Cowdin, Roberta A1 - Sarah E Medland A1 - Meidtner, Karina A1 - Lili Milani A1 - Mistry, Vanisha A1 - Mitchell, Paul A1 - Mohlke, Karen L A1 - Moilanen, Leena A1 - Moitry, Marie A1 - Grant W Montgomery A1 - Dennis O Mook-Kanamori A1 - Moore, Carmel A1 - Mori, Trevor A A1 - Morris, Andrew D A1 - Morris, Andrew P A1 - Müller-Nurasyid, Martina A1 - Munroe, Patricia B A1 - Michael A Nalls A1 - Narisu, Narisu A1 - Nelson, Christopher P A1 - Neville, Matt A1 - Sune Fallgaard Nielsen A1 - Nikus, Kjell A1 - Njølstad, Pål R A1 - Børge G Nordestgaard A1 - Nyholt, Dale R A1 - Jeff O'Connell A1 - O'Donoghue, Michelle L A1 - Ophoff, Roel A A1 - Owen, Katharine R A1 - Packard, Chris J A1 - Padmanabhan, Sandosh A1 - Palmer, Colin N A A1 - Palmer, Nicholette D A1 - Pasterkamp, Gerard A1 - Patel, Aniruddh P A1 - Pattie, Alison A1 - Pedersen, Oluf A1 - Peissig, Peggy L A1 - Peloso, Gina M A1 - Pennell, Craig E A1 - Markus Perola A1 - Perry, James A A1 - Perry, John R B A1 - Pers, Tune H A1 - Person, Thomas N A1 - Peters, Annette A1 - Petersen, Eva R B A1 - Peyser, Patricia A A1 - Pirie, Ailith A1 - Polasek, Ozren A1 - Tinca J Polderman A1 - Puolijoki, Hannu A1 - Olli T Raitakari A1 - Rasheed, Asif A1 - Rauramaa, Rainer A1 - Reilly, Dermot F A1 - Renstrom, Frida A1 - Rheinberger, Myriam A1 - Ridker, Paul M A1 - Rioux, John D A1 - Rivas, Manuel A A1 - Roberts, David J A1 - Neil R Robertson A1 - Robino, Antonietta A1 - Rolandsson, Olov A1 - Rudan, Igor A1 - Ruth, Katherine S A1 - Saleheen, Danish A1 - Veikko Salomaa A1 - Nilesh J Samani A1 - Sapkota, Yadav A1 - Sattar, Naveed A1 - Schoen, Robert E A1 - Schreiner, Pamela J A1 - Schulze, Matthias B A1 - Scott, Robert A A1 - Segura-Lepe, Marcelo P A1 - Svati H Shah A1 - Sheu, Wayne H-H A1 - Sim, Xueling A1 - Slater, Andrew J A1 - Small, Kerrin S A1 - Albert Vernon Smith A1 - Southam, Lorraine A1 - Timothy Spector A1 - Elizabeth K Speliotes A1 - John M Starr A1 - Stefansson, Kari A1 - Steinthorsdottir, Valgerdur A1 - Kathleen E Stirrups A1 - Strauch, Konstantin A1 - Heather M Stringham A1 - Stumvoll, Michael A1 - Sun, Liang A1 - Surendran, Praveen A1 - Swift, Amy J A1 - Tada, Hayato A1 - Tansey, Katherine E A1 - Tardif, Jean-Claude A1 - Kent D Taylor A1 - Teumer, Alexander A1 - Thompson, Deborah J A1 - Thorleifsson, Gudmar A1 - Thorsteinsdottir, Unnur A1 - Thuesen, Betina H A1 - Tönjes, Anke A1 - Tromp, Gerard A1 - Trompet, Stella A1 - Tsafantakis, Emmanouil A1 - Tuomilehto, Jaakko A1 - Tybjaerg-Hansen, Anne A1 - Tyrer, Jonathan P A1 - Uher, Rudolf A1 - André G Uitterlinden A1 - Uusitupa, Matti A1 - Laan, Sander W A1 - Duijn, Cornelia M A1 - Leeuwen, Nienke A1 - van Setten, Jessica A1 - Vanhala, Mauno A1 - Varbo, Anette A1 - Varga, Tibor V A1 - Varma, Rohit A1 - Digna R Velez Edwards A1 - Vermeulen, Sita H A1 - Veronesi, Giovanni A1 - Vestergaard, Henrik A1 - Vitart, Veronique A1 - Vogt, Thomas F A1 - Völker, Uwe A1 - Vuckovic, Dragana A1 - Wagenknecht, Lynne E A1 - Walker, Mark A1 - Wallentin, Lars A1 - Wang, Feijie A1 - Wang, Carol A A1 - Wang, Shuai A1 - Wang, Yiqin A1 - Erin B Ware A1 - Wareham, Nicholas J A1 - Warren, Helen R A1 - Dawn M Waterworth A1 - Wessel, Jennifer A1 - White, Harvey D A1 - Willer, Cristen J A1 - Wilson, James G A1 - Daniel Witte A1 - Andrew R Wood A1 - Wu, Ying A1 - Yaghootkar, Hanieh A1 - Yao, Jie A1 - Yao, Pang A1 - Laura M Yerges-Armstrong A1 - Young, Robin A1 - Zeggini, Eleftheria A1 - Zhan, Xiaowei A1 - Zhang, Weihua A1 - Wei Zhao A1 - Zhou, Wei A1 - Krina T Zondervan A1 - Rotter, Jerome I A1 - Pospisilik, John A A1 - Fernando Rivadeneira A1 - Ingrid B Borecki A1 - Deloukas, Panos A1 - Timothy M Frayling A1 - Lettre, Guillaume A1 - Kari E North A1 - Lindgren, Cecilia M A1 - Joel N Hirschhron A1 - Ruth J F Loos AB -

Genome-wide association studies (GWAS) have identified >250 loci for body mass index (BMI), implicating pathways related to neuronal biology. Most GWAS loci represent clusters of common, noncoding variants from which pinpointing causal genes remains challenging. Here we combined data from 718,734 individuals to discover rare and low-frequency (minor allele frequency (MAF) < 5%) coding variants associated with BMI. We identified 14 coding variants in 13 genes, of which 8 variants were in genes (ZBTB7B, ACHE, RAPGEF3, RAB21, ZFHX3, ENTPD6, ZFR2 and ZNF169) newly implicated in human obesity, 2 variants were in genes (MC4R and KSR2) previously observed to be mutated in extreme obesity and 2 variants were in GIPR. The effect sizes of rare variants are ~10 times larger than those of common variants, with the largest effect observed in carriers of an MC4R mutation introducing a stop codon (p.Tyr35Ter, MAF = 0.01%), who weighed ~7 kg more than non-carriers. Pathway analyses based on the variants associated with BMI confirm enrichment of neuronal genes and provide new evidence for adipocyte and energy expenditure biology, widening the potential of genetically supported therapeutic targets in obesity.

VL - 50 IS - 1 U1 - http://www.ncbi.nlm.nih.gov/pubmed/29273807?dopt=Abstract ER - TY - JOUR T1 - Rare and low-frequency coding variants alter human adult height. JF - Nature Y1 - 2017 A1 - Marouli, Eirini A1 - Graff, Mariaelisa A1 - Medina-Gomez, Carolina A1 - Ken Sin Lo A1 - Andrew R Wood A1 - Kjaer, Troels R A1 - Fine, Rebecca S A1 - Lu, Yingchang A1 - Schurmann, Claudia A1 - Highland, Heather M A1 - Rüeger, Sina A1 - Thorleifsson, Gudmar A1 - Justice, Anne E A1 - Lamparter, David A1 - Kathleen E Stirrups A1 - Turcot, Valérie A1 - Young, Kristin L A1 - Thomas W Winkler A1 - Tõnu Esko A1 - Karaderi, Tugce A1 - Locke, Adam E A1 - Masca, Nicholas G D A1 - Ng, Maggie C Y A1 - Mudgal, Poorva A1 - Rivas, Manuel A A1 - Vedantam, Sailaja A1 - Mahajan, Anubha A1 - Guo, Xiuqing A1 - Gonçalo R Abecasis A1 - Aben, Katja K A1 - Adair, Linda S A1 - Alam, Dewan S A1 - Albrecht, Eva A1 - Allin, Kristine H A1 - Matthew A. Allison A1 - Amouyel, Philippe A1 - Appel, Emil V A1 - Arveiler, Dominique A1 - Asselbergs, Folkert W A1 - Auer, Paul L A1 - Balkau, Beverley A1 - Banas, Bernhard A1 - Bang, Lia E A1 - Benn, Marianne A1 - Bergmann, Sven A1 - Bielak, Lawrence F A1 - Blüher, Matthias A1 - Boeing, Heiner A1 - Boerwinkle, Eric A1 - Böger, Carsten A A1 - Bonnycastle, Lori L A1 - Bork-Jensen, Jette A1 - Bots, Michiel L A1 - Erwin P Bottinger A1 - Bowden, Donald W A1 - Brandslund, Ivan A1 - Breen, Gerome A1 - Brilliant, Murray H A1 - Broer, Linda A1 - Burt, Amber A A1 - Adam S Butterworth A1 - Carey, David J A1 - Caulfield, Mark J A1 - Chambers, John C A1 - Daniel I Chasman A1 - Yii-Der I Chen A1 - Chowdhury, Rajiv A1 - Cramer Christensen A1 - Chu, Audrey Y A1 - Cocca, Massimiliano A1 - Collins, Francis S A1 - Cook, James P A1 - Corley, Janie A1 - Jordi Corominas Galbany A1 - Cox, Amanda J A1 - Cuellar-Partida, Gabriel A1 - Danesh, John A1 - Gail Davies A1 - de Bakker, Paul I W A1 - de Borst, Gert J A1 - de Denus, Simon A1 - de Groot, Mark C H A1 - de Mutsert, Renée A1 - Ian J Deary A1 - George Dedoussis A1 - Ellen W Demerath A1 - Anneke I den Hollander A1 - Joe G Dennis A1 - Di Angelantonio, Emanuele A1 - Drenos, Fotios A1 - Du, Mengmeng A1 - Dunning, Alison M A1 - Easton, Douglas F A1 - Ebeling, Tapani A1 - Edwards, Todd L A1 - Ellinor, Patrick T A1 - Elliott, Paul A1 - Evangelou, Evangelos A1 - Farmaki, Aliki-Eleni A1 - Jessica Faul A1 - Feitosa, Mary F A1 - Feng, Shuang A1 - Ferrannini, Ele A1 - Marco M Ferrario A1 - Ferrières, Jean A1 - Florez, Jose C A1 - Ford, Ian A1 - Myriam Fornage A1 - Franks, Paul W A1 - Frikke-Schmidt, Ruth A1 - Galesloot, Tessel E A1 - Gan, Wei A1 - Gandin, Ilaria A1 - Paolo P. Gasparini A1 - Giedraitis, Vilmantas A1 - Giri, Ayush A1 - Giorgia G Girotto A1 - Gordon, Scott D A1 - Gordon-Larsen, Penny A1 - Gorski, Mathias A1 - Grarup, Niels A1 - Grove, Megan L A1 - Gudnason, Vilmundur A1 - Gustafsson, Stefan A1 - Hansen, Torben A1 - Kathleen Mullan Harris A1 - Tamara B Harris A1 - Andrew T Hattersley A1 - Caroline Hayward A1 - He, Liang A1 - Iris M Heid A1 - Heikkilä, Kauko A1 - Helgeland, Øyvind A1 - Hernesniemi, Jussi A1 - Hewitt, Alex W A1 - Lynne J Hocking A1 - Hollensted, Mette A1 - Oddgeir L Holmen A1 - Hovingh, G Kees A1 - Howson, Joanna M M A1 - Hoyng, Carel B A1 - Huang, Paul L A1 - Hveem, Kristian A1 - Mohammed Arfan Ikram A1 - Ingelsson, Erik A1 - Jackson, Anne U A1 - Jansson, Jan-Håkan A1 - Jarvik, Gail P A1 - Jensen, Gorm B A1 - Jhun, Min A A1 - Jia, Yucheng A1 - Jiang, Xuejuan A1 - Johansson, Stefan A1 - Jørgensen, Marit E A1 - Jørgensen, Torben A1 - Jousilahti, Pekka A1 - Jukema, J Wouter A1 - Kahali, Bratati A1 - Kahn, René S A1 - Kähönen, Mika A1 - Kamstrup, Pia R A1 - Kanoni, Stavroula A1 - Kaprio, Jaakko A1 - Karaleftheri, Maria A1 - Sharon L R Kardia A1 - Karpe, Fredrik A1 - Kee, Frank A1 - Keeman, Renske A1 - Lambertus A Kiemeney A1 - Kitajima, Hidetoshi A1 - Kluivers, Kirsten B A1 - Kocher, Thomas A1 - Komulainen, Pirjo A1 - Kontto, Jukka A1 - Kooner, Jaspal S A1 - Charles Kooperberg A1 - Kovacs, Peter A1 - Kriebel, Jennifer A1 - Kuivaniemi, Helena A1 - Küry, Sébastien A1 - Kuusisto, Johanna A1 - La Bianca, Martina A1 - Laakso, Markku A1 - Lakka, Timo A A1 - Lange, Ethan M A1 - Leslie A Lange A1 - Langefeld, Carl D A1 - Langenberg, Claudia A1 - Eric B Larson A1 - Lee, I-Te A1 - Lehtimäki, Terho A1 - Lewis, Cora E A1 - Li, Huaixing A1 - Li, Jin A1 - Li-Gao, Ruifang A1 - Lin, Honghuang A1 - Lin, Li-An A1 - Lin, Xu A1 - Lars Lind A1 - Lindström, Jaana A1 - Linneberg, Allan A1 - Liu, Yeheng A1 - Yongmei Liu A1 - Lophatananon, Artitaya A1 - Luan, Jian'an A1 - Lubitz, Steven A A1 - Lyytikäinen, Leo-Pekka A1 - Mackey, David A A1 - Pamela A F Madden A1 - Alisa Manning A1 - Männistö, Satu A1 - Marenne, Gaëlle A1 - Marten, Jonathan A1 - Nicholas G Martin A1 - Mazul, Angela L A1 - Meidtner, Karina A1 - Andres Metspalu A1 - Mitchell, Paul A1 - Mohlke, Karen L A1 - Dennis O Mook-Kanamori A1 - Morgan, Anna A1 - Morris, Andrew D A1 - Morris, Andrew P A1 - Müller-Nurasyid, Martina A1 - Munroe, Patricia B A1 - Michael A Nalls A1 - Nauck, Matthias A1 - Nelson, Christopher P A1 - Neville, Matt A1 - Sune Fallgaard Nielsen A1 - Nikus, Kjell A1 - Njølstad, Pål R A1 - Børge G Nordestgaard A1 - Ntalla, Ioanna A1 - Jeff O'Connell A1 - Oksa, Heikki A1 - Loes M Olde Loohuis A1 - Ophoff, Roel A A1 - Owen, Katharine R A1 - Packard, Chris J A1 - Padmanabhan, Sandosh A1 - Palmer, Colin N A A1 - Pasterkamp, Gerard A1 - Patel, Aniruddh P A1 - Pattie, Alison A1 - Pedersen, Oluf A1 - Peissig, Peggy L A1 - Peloso, Gina M A1 - Pennell, Craig E A1 - Markus Perola A1 - Perry, James A A1 - Perry, John R B A1 - Person, Thomas N A1 - Pirie, Ailith A1 - Polasek, Ozren A1 - Posthuma, Danielle A1 - Olli T Raitakari A1 - Rasheed, Asif A1 - Rauramaa, Rainer A1 - Reilly, Dermot F A1 - Reiner, Alex P A1 - Renstrom, Frida A1 - Ridker, Paul M A1 - Rioux, John D A1 - Neil R Robertson A1 - Robino, Antonietta A1 - Rolandsson, Olov A1 - Rudan, Igor A1 - Ruth, Katherine S A1 - Saleheen, Danish A1 - Veikko Salomaa A1 - Nilesh J Samani A1 - Sandow, Kevin A1 - Sapkota, Yadav A1 - Sattar, Naveed A1 - Schmidt, Marjanka K A1 - Schreiner, Pamela J A1 - Schulze, Matthias B A1 - Scott, Robert A A1 - Segura-Lepe, Marcelo P A1 - Svati H Shah A1 - Sim, Xueling A1 - Sivapalaratnam, Suthesh A1 - Small, Kerrin S A1 - Albert Vernon Smith A1 - Jennifer A Smith A1 - Southam, Lorraine A1 - Timothy Spector A1 - Elizabeth K Speliotes A1 - John M Starr A1 - Steinthorsdottir, Valgerdur A1 - Heather M Stringham A1 - Stumvoll, Michael A1 - Surendran, Praveen A1 - 't Hart, Leen M A1 - Tansey, Katherine E A1 - Tardif, Jean-Claude A1 - Kent D Taylor A1 - Teumer, Alexander A1 - Thompson, Deborah J A1 - Thorsteinsdottir, Unnur A1 - Thuesen, Betina H A1 - Tönjes, Anke A1 - Tromp, Gerard A1 - Trompet, Stella A1 - Tsafantakis, Emmanouil A1 - Tuomilehto, Jaakko A1 - Tybjaerg-Hansen, Anne A1 - Tyrer, Jonathan P A1 - Uher, Rudolf A1 - André G Uitterlinden A1 - Ulivi, Sheila A1 - van der Laan, Sander W A1 - Van Der Leij, Andries R A1 - Cornelia M van Duijn A1 - van Schoor, Natasja M A1 - van Setten, Jessica A1 - Varbo, Anette A1 - Varga, Tibor V A1 - Varma, Rohit A1 - Digna R Velez Edwards A1 - Vermeulen, Sita H A1 - Vestergaard, Henrik A1 - Vitart, Veronique A1 - Vogt, Thomas F A1 - Vozzi, Diego A1 - Walker, Mark A1 - Wang, Feijie A1 - Wang, Carol A A1 - Wang, Shuai A1 - Wang, Yiqin A1 - Wareham, Nicholas J A1 - Warren, Helen R A1 - Wessel, Jennifer A1 - Willems, Sara M A1 - Wilson, James G A1 - Daniel Witte A1 - Woods, Michael O A1 - Wu, Ying A1 - Yaghootkar, Hanieh A1 - Yao, Jie A1 - Yao, Pang A1 - Laura M Yerges-Armstrong A1 - Young, Robin A1 - Zeggini, Eleftheria A1 - Zhan, Xiaowei A1 - Zhang, Weihua A1 - Jing Hua Zhao A1 - Wei Zhao A1 - Wei Zhao A1 - Zheng, He A1 - Zhou, Wei A1 - Rotter, Jerome I A1 - Boehnke, Michael A1 - Kathiresan, Sekar A1 - McCarthy, Mark I A1 - Willer, Cristen J A1 - Stefansson, Kari A1 - Ingrid B Borecki A1 - Liu, Dajiang J A1 - Kari E North A1 - Heard-Costa, Nancy L A1 - Pers, Tune H A1 - Lindgren, Cecilia M A1 - Oxvig, Claus A1 - Kutalik, Zoltán A1 - Fernando Rivadeneira A1 - Ruth J F Loos A1 - Timothy M Frayling A1 - Joel N Hirschhron A1 - Deloukas, Panos A1 - Lettre, Guillaume AB -

Height is a highly heritable, classic polygenic trait with approximately 700 common associated variants identified through genome-wide association studies so far. Here, we report 83 height-associated coding variants with lower minor-allele frequencies (in the range of 0.1-4.8%) and effects of up to 2 centimetres per allele (such as those in IHH, STC2, AR and CRISPLD2), greater than ten times the average effect of common variants. In functional follow-up studies, rare height-increasing alleles of STC2 (giving an increase of 1-2 centimetres per allele) compromised proteolytic inhibition of PAPP-A and increased cleavage of IGFBP-4 in vitro, resulting in higher bioavailability of insulin-like growth factors. These 83 height-associated variants overlap genes that are mutated in monogenic growth disorders and highlight new biological candidates (such as ADAMTS3, IL11RA and NOX4) and pathways (such as proteoglycan and glycosaminoglycan synthesis) involved in growth. Our results demonstrate that sufficiently large sample sizes can uncover rare and low-frequency variants of moderate-to-large effect associated with polygenic human phenotypes, and that these variants implicate relevant genes and pathways.

VL - 542 IS - 7640 U1 - http://www.ncbi.nlm.nih.gov/pubmed/28146470?dopt=Abstract ER - TY - JOUR T1 - Genome-wide association study identifies 74 loci associated with educational attainment. JF - Nature Y1 - 2016 A1 - Okbay, Aysu A1 - Jonathan P. Beauchamp A1 - Mark Alan Fontana A1 - Lee, James J A1 - Pers, Tune H A1 - Cornelius A Rietveld A1 - Turley, Patrick A1 - Chen, Guo-Bo A1 - Emilsson, Valur A1 - Meddens, S Fleur W A1 - Oskarsson, Sven A1 - Pickrell, Joseph K A1 - Thom, Kevin A1 - Pascal N Timshel A1 - de Vlaming, Ronald A1 - Abdel Abdellaoui A1 - Ahluwalia, Tarunveer S A1 - Bacelis, Jonas A1 - Baumbach, Clemens A1 - Bjornsdottir, Gyda A1 - Brandsma, Johannes H A1 - Maria Pina Concas A1 - Derringer, Jaime A1 - Furlotte, Nicholas A A1 - Galesloot, Tessel E A1 - Giorgia G Girotto A1 - Gupta, Richa A1 - Hall, Leanne M A1 - Sarah E Harris A1 - Edith Hofer A1 - Horikoshi, Momoko A1 - Huffman, Jennifer E A1 - Kaasik, Kadri A1 - Ioanna Panagiota Kalafati A1 - Karlsson, Robert A1 - Kong, Augustine A1 - Lahti, Jari A1 - Sven J van der Lee A1 - Christiaan de Leeuw A1 - Penelope A Lind A1 - Lindgren, Karl-Oskar A1 - Tian Liu A1 - Mangino, Massimo A1 - Marten, Jonathan A1 - Mihailov, Evelin A1 - Michael B Miller A1 - van der Most, Peter J A1 - Christopher J Oldmeadow A1 - Payton, Antony A1 - Pervjakova, Natalia A1 - Wouter J Peyrot A1 - Qian, Yong A1 - Olli T Raitakari A1 - Rueedi, Rico A1 - Salvi, Erika A1 - Schmidt, Börge A1 - Schraut, Katharina E A1 - Jianxin Shi A1 - Albert Vernon Smith A1 - Poot, Raymond A A1 - St Pourcain, Beate A1 - Teumer, Alexander A1 - Thorleifsson, Gudmar A1 - Verweij, Niek A1 - Vuckovic, Dragana A1 - Jürgen Wellmann A1 - Westra, Harm-Jan A1 - Yang, Jingyun A1 - Wei Zhao A1 - Zhihong Zhu A1 - Alizadeh, Behrooz Z A1 - Amin, Najaf A1 - Bakshi, Andrew A1 - Baumeister, Sebastian E A1 - Biino, Ginevra A1 - Bønnelykke, Klaus A1 - Patricia A. Boyle A1 - Campbell, Harry A1 - Cappuccio, Francesco P A1 - Gail Davies A1 - De Neve, Jan-Emmanuel A1 - Deloukas, Panos A1 - Demuth, Ilja A1 - Ding, Jun A1 - Eibich, Peter A1 - Eisele, Lewin A1 - Eklund, Niina A1 - Jessica Faul A1 - Feitosa, Mary F A1 - Andreas J Forstner A1 - Gandin, Ilaria A1 - Gunnarsson, Bjarni A1 - Halldórsson, Bjarni V A1 - Tamara B Harris A1 - Andrew C Heath A1 - Lynne J Hocking A1 - Holliday, Elizabeth G A1 - Homuth, Georg A1 - Horan, Michael A A1 - Jouke-Jan Hottenga A1 - Philip L de Jager A1 - Joshi, Peter K A1 - Jugessur, Astanand A1 - Marika A Kaakinen A1 - Kähönen, Mika A1 - Kanoni, Stavroula A1 - Keltigangas-Järvinen, Liisa A1 - Lambertus A Kiemeney A1 - Kolcic, Ivana A1 - Koskinen, Seppo A1 - Kraja, Aldi T A1 - Kroh, Martin A1 - Kutalik, Zoltán A1 - Latvala, Antti A1 - Lenore J Launer A1 - Lebreton, Maël P A1 - Douglas F Levinson A1 - Paul Lichtenstein A1 - Lichtner, Peter A1 - David C Liewald A1 - Loukola, Anu A1 - Pamela A F Madden A1 - Mägi, Reedik A1 - Mäki-Opas, Tomi A1 - Riccardo E Marioni A1 - Marques-Vidal, Pedro A1 - Meddens, Gerardus A A1 - McMahon, George A1 - Meisinger, Christa A1 - Meitinger, Thomas A1 - Milaneschi, Yusplitri A1 - Lili Milani A1 - Grant W Montgomery A1 - Myhre, Ronny A1 - Nelson, Christopher P A1 - Nyholt, Dale R A1 - William E R Ollier A1 - Aarno Palotie A1 - Paternoster, Lavinia A1 - Nancy L Pedersen A1 - Katja E Petrovic A1 - David J Porteous A1 - Katri Räikkönen A1 - Ring, Susan M A1 - Robino, Antonietta A1 - Rostapshova, Olga A1 - Rudan, Igor A1 - Rustichini, Aldo A1 - Veikko Salomaa A1 - Sanders, Alan R A1 - Sarin, Antti-Pekka A1 - Schmidt, Helena A1 - Rodney J Scott A1 - Smith, Blair H A1 - Jennifer A Smith A1 - Staessen, Jan A A1 - Steinhagen-Thiessen, Elisabeth A1 - Strauch, Konstantin A1 - Antonio Terracciano A1 - Tobin, Martin D A1 - Ulivi, Sheila A1 - Vaccargiu, Simona A1 - Quaye, Lydia A1 - van Rooij, Frank J A A1 - Venturini, Cristina A1 - Anna A E Vinkhuyzen A1 - Völker, Uwe A1 - Völzke, Henry A1 - Vonk, Judith M A1 - Vozzi, Diego A1 - Waage, Johannes A1 - Erin B Ware A1 - Gonneke Willemsen A1 - John R. Attia A1 - David A Bennett A1 - Klaus Berger A1 - Bertram, Lars A1 - Bisgaard, Hans A1 - Dorret I Boomsma A1 - Ingrid B Borecki A1 - Bültmann, Ute A1 - Chabris, Christopher F A1 - Francesco Cucca A1 - Cusi, Daniele A1 - Ian J Deary A1 - George Dedoussis A1 - Cornelia M van Duijn A1 - Johan G Eriksson A1 - Franke, Barbara A1 - Lude L Franke A1 - Paolo P. Gasparini A1 - Gejman, Pablo V A1 - Gieger, Christian A1 - Hans-Jörgen Grabe A1 - Gratten, Jacob A1 - Groenen, Patrick J F A1 - Gudnason, Vilmundur A1 - van der Harst, Pim A1 - Caroline Hayward A1 - Hinds, David A A1 - Hoffmann, Wolfgang A1 - Hyppönen, Elina A1 - Iacono, William G A1 - Jacobsson, Bo A1 - Järvelin, Marjo-Riitta A1 - Jöckel, Karl-Heinz A1 - Kaprio, Jaakko A1 - Sharon L R Kardia A1 - Lehtimäki, Terho A1 - Lehrer, Steven F A1 - Patrik K E Magnusson A1 - Nicholas G Martin A1 - McGue, Matt A1 - Andres Metspalu A1 - Pendleton, Neil A1 - Brenda W J H Penninx A1 - Markus Perola A1 - Nicola Pirastu A1 - Pirastu, Mario A1 - Polasek, Ozren A1 - Posthuma, Danielle A1 - Power, Christine A1 - Province, Michael A A1 - Nilesh J Samani A1 - Schlessinger, David A1 - Schmidt, Reinhold A1 - Thorkild I. A. Sørensen A1 - Timothy Spector A1 - Stefansson, Kari A1 - Thorsteinsdottir, Unnur A1 - A. Roy Thurik A1 - Nicholas J Timpson A1 - Henning Tiemeier A1 - Tung, Joyce Y A1 - André G Uitterlinden A1 - Vitart, Veronique A1 - Vollenweider, Peter A1 - David R Weir A1 - James F Wilson A1 - Alan F Wright A1 - Dalton C Conley A1 - Krueger, Robert F A1 - George Davey Smith A1 - Hofman, Albert A1 - David I Laibson A1 - Sarah E Medland A1 - Meyer, Michelle N A1 - Yang, Jian A1 - Johannesson, Magnus A1 - Peter M Visscher A1 - Tõnu Esko A1 - Philipp D Koellinger A1 - Cesarini, David A1 - Daniel J. Benjamin KW - Alzheimer's disease KW - Bipolar Disorder KW - Cognitive Ability KW - Education KW - Fetus KW - Genome-Wide Association Study KW - Humans KW - Molecular Sequence Annotation KW - Polymorphism, Single Nucleotide KW - Schizophrenia KW - United Kingdom AB -

Educational attainment is strongly influenced by social and other environmental factors, but genetic factors are estimated to account for at least 20% of the variation across individuals. Here we report the results of a genome-wide association study (GWAS) for educational attainment that extends our earlier discovery sample of 101,069 individuals to 293,723 individuals, and a replication study in an independent sample of 111,349 individuals from the UK Biobank. We identify 74 genome-wide significant loci associated with the number of years of schooling completed. Single-nucleotide polymorphisms associated with educational attainment are disproportionately found in genomic regions regulating gene expression in the fetal brain. Candidate genes are preferentially expressed in neural tissue, especially during the prenatal period, and enriched for biological pathways involved in neural development. Our findings demonstrate that, even for a behavioural phenotype that is mostly environmentally determined, a well-powered GWAS identifies replicable associated genetic variants that suggest biologically relevant pathways. Because educational attainment is measured in large numbers of individuals, it will continue to be useful as a proxy phenotype in efforts to characterize the genetic influences of related phenotypes, including cognition and neuropsychiatric diseases.

VL - 533 IS - 7604 U1 - http://www.ncbi.nlm.nih.gov/pubmed/27225129?dopt=Abstract ER -