%0 Journal Article %J Nat Genet %D 2018 %T Genome-wide association meta-analysis of individuals of European ancestry identifies new loci explaining a substantial fraction of hair color variation and heritability. %A Hysi, Pirro G %A Valdes, Ana M %A Liu, Fan %A Furlotte, Nicholas A %A Evans, David M %A Bataille, Veronique %A Visconti, Alessia %A Hemani, Gibran %A McMahon, George %A Ring, Susan M %A Smith, George Davey %A Duffy, David L %A Zhu, Gu %A Gordon, Scott D %A Medland, Sarah E %A Lin, Bochao D %A Willemsen, Gonneke %A Jan Hottenga, Jouke %A Vuckovic, Dragana %A Girotto, Giorgia %A Gandin, Ilaria %A Sala, Cinzia %A Concas, Maria Pina %A Brumat, Marco %A Gasparini, Paolo %A Toniolo, Daniela %A Cocca, Massimiliano %A Robino, Antonietta %A Yazar, Seyhan %A Hewitt, Alex W %A Chen, Yan %A Zeng, Changqing %A Uitterlinden, André G %A Ikram, M Arfan %A Hamer, Merel A %A van Duijn, Cornelia M %A Nijsten, Tamar %A Mackey, David A %A Falchi, Mario %A Boomsma, Dorret I %A Martin, Nicholas G %A Hinds, David A %A Kayser, Manfred %A Spector, Timothy D %X

Hair color is one of the most recognizable visual traits in European populations and is under strong genetic control. Here we report the results of a genome-wide association study meta-analysis of almost 300,000 participants of European descent. We identified 123 autosomal and one X-chromosome loci significantly associated with hair color; all but 13 are novel. Collectively, single-nucleotide polymorphisms associated with hair color within these loci explain 34.6% of red hair, 24.8% of blond hair, and 26.1% of black hair heritability in the study populations. These results confirm the polygenic nature of complex phenotypes and improve our understanding of melanin pigment metabolism in humans.

%B Nat Genet %V 50 %P 652-656 %8 2018 May %G eng %N 5 %1 http://www.ncbi.nlm.nih.gov/pubmed/29662168?dopt=Abstract %R 10.1038/s41588-018-0100-5 %0 Journal Article %J Nat Commun %D 2018 %T PR interval genome-wide association meta-analysis identifies 50 loci associated with atrial and atrioventricular electrical activity. %A van Setten, Jessica %A Brody, Jennifer A %A Jamshidi, Yalda %A Swenson, Brenton R %A Butler, Anne M %A Campbell, Harry %A Del Greco, Fabiola M %A Evans, Daniel S %A Gibson, Quince %A Gudbjartsson, Daniel F %A Kerr, Kathleen F %A Krijthe, Bouwe P %A Lyytikäinen, Leo-Pekka %A Müller, Christian %A Müller-Nurasyid, Martina %A Nolte, Ilja M %A Padmanabhan, Sandosh %A Ritchie, Marylyn D %A Robino, Antonietta %A Smith, Albert V %A Steri, Maristella %A Tanaka, Toshiko %A Teumer, Alexander %A Trompet, Stella %A Ulivi, Sheila %A Verweij, Niek %A Yin, Xiaoyan %A Arnar, David O %A Asselbergs, Folkert W %A Bader, Joel S %A Barnard, John %A Bis, Josh %A Blankenberg, Stefan %A Boerwinkle, Eric %A Bradford, Yuki %A Buckley, Brendan M %A Chung, Mina K %A Crawford, Dana %A den Hoed, Marcel %A Denny, Josh C %A Dominiczak, Anna F %A Ehret, Georg B %A Eijgelsheim, Mark %A Ellinor, Patrick T %A Felix, Stephan B %A Franco, Oscar H %A Franke, Lude %A Harris, Tamara B %A Holm, Hilma %A Ilaria, Gandin %A Iorio, Annamaria %A Kähönen, Mika %A Kolcic, Ivana %A Kors, Jan A %A Lakatta, Edward G %A Launer, Lenore J %A Lin, Honghuang %A Lin, Henry J %A Loos, Ruth J F %A Lubitz, Steven A %A Macfarlane, Peter W %A Magnani, Jared W %A Leach, Irene Mateo %A Meitinger, Thomas %A Mitchell, Braxton D %A Munzel, Thomas %A Papanicolaou, George J %A Peters, Annette %A Pfeufer, Arne %A Pramstaller, Peter P %A Raitakari, Olli T %A Rotter, Jerome I %A Rudan, Igor %A Samani, Nilesh J %A Schlessinger, David %A Silva Aldana, Claudia T %A Sinner, Moritz F %A Smith, Jonathan D %A Snieder, Harold %A Soliman, Elsayed Z %A Spector, Timothy D %A Stott, David J %A Strauch, Konstantin %A Tarasov, Kirill V %A Thorsteinsdottir, Unnur %A Uitterlinden, André G %A Van Wagoner, David R %A Völker, Uwe %A Völzke, Henry %A Waldenberger, Melanie %A Jan Westra, Harm %A Wild, Philipp S %A Zeller, Tanja %A Alonso, Alvaro %A Avery, Christy L %A Bandinelli, Stefania %A Benjamin, Emelia J %A Cucca, Francesco %A Dörr, Marcus %A Ferrucci, Luigi %A Gasparini, Paolo %A Gudnason, Vilmundur %A Hayward, Caroline %A Heckbert, Susan R %A Hicks, Andrew A %A Jukema, J Wouter %A Kääb, Stefan %A Lehtimäki, Terho %A Liu, Yongmei %A Munroe, Patricia B %A Parsa, Afshin %A Polasek, Ozren %A Psaty, Bruce M %A Roden, Dan M %A Schnabel, Renate B %A Sinagra, Gianfranco %A Stefansson, Kari %A Stricker, Bruno H %A van der Harst, Pim %A van Duijn, Cornelia M %A Wilson, James F %A Gharib, Sina A %A de Bakker, Paul I W %A Isaacs, Aaron %A Arking, Dan E %A Sotoodehnia, Nona %K Atrial Function %K Atrioventricular Node %K Electrocardiography %K Electrophysiological Phenomena %K Female %K Genome-Wide Association Study %K Humans %K Linkage Disequilibrium %K Male %K Mutation, Missense %K Risk Factors %X

Electrocardiographic PR interval measures atrio-ventricular depolarization and conduction, and abnormal PR interval is a risk factor for atrial fibrillation and heart block. Our genome-wide association study of over 92,000 European-descent individuals identifies 44 PR interval loci (34 novel). Examination of these loci reveals known and previously not-yet-reported biological processes involved in cardiac atrial electrical activity. Genes in these loci are over-represented in cardiac disease processes including heart block and atrial fibrillation. Variants in over half of the 44 loci were associated with atrial or blood transcript expression levels, or were in high linkage disequilibrium with missense variants. Six additional loci were identified either by meta-analysis of ~105,000 African and European-descent individuals and/or by pleiotropic analyses combining PR interval with heart rate, QRS interval, and atrial fibrillation. These findings implicate developmental pathways, and identify transcription factors, ion-channel genes, and cell-junction/cell-signaling proteins in atrio-ventricular conduction, identifying potential targets for drug development.

%B Nat Commun %V 9 %P 2904 %8 2018 07 25 %G eng %N 1 %1 http://www.ncbi.nlm.nih.gov/pubmed/30046033?dopt=Abstract %R 10.1038/s41467-018-04766-9 %0 Journal Article %J Nature %D 2017 %T Rare and low-frequency coding variants alter human adult height. %A Marouli, Eirini %A Graff, Mariaelisa %A Medina-Gomez, Carolina %A Lo, Ken Sin %A Wood, Andrew R %A Kjaer, Troels R %A Fine, Rebecca S %A Lu, Yingchang %A Schurmann, Claudia %A Highland, Heather M %A Rüeger, Sina %A Thorleifsson, Gudmar %A Justice, Anne E %A Lamparter, David %A Stirrups, Kathleen E %A Turcot, Valérie %A Young, Kristin L %A Winkler, Thomas W %A Esko, Tõnu %A Karaderi, Tugce %A Locke, Adam E %A Masca, Nicholas G D %A Ng, Maggie C Y %A Mudgal, Poorva %A Rivas, Manuel A %A Vedantam, Sailaja %A Mahajan, Anubha %A Guo, Xiuqing %A Abecasis, Goncalo %A Aben, Katja K %A Adair, Linda S %A Alam, Dewan S %A Albrecht, Eva %A Allin, Kristine H %A Allison, Matthew %A Amouyel, Philippe %A Appel, Emil V %A Arveiler, Dominique %A Asselbergs, Folkert W %A Auer, Paul L %A Balkau, Beverley %A Banas, Bernhard %A Bang, Lia E %A Benn, Marianne %A Bergmann, Sven %A Bielak, Lawrence F %A Blüher, Matthias %A Boeing, Heiner %A Boerwinkle, Eric %A Böger, Carsten A %A Bonnycastle, Lori L %A Bork-Jensen, Jette %A Bots, Michiel L %A Bottinger, Erwin P %A Bowden, Donald W %A Brandslund, Ivan %A Breen, Gerome %A Brilliant, Murray H %A Broer, Linda %A Burt, Amber A %A Butterworth, Adam S %A Carey, David J %A Caulfield, Mark J %A Chambers, John C %A Chasman, Daniel I %A Chen, Yii-Der Ida %A Chowdhury, Rajiv %A Christensen, Cramer %A Chu, Audrey Y %A Cocca, Massimiliano %A Collins, Francis S %A Cook, James P %A Corley, Janie %A Galbany, Jordi Corominas %A Cox, Amanda J %A Cuellar-Partida, Gabriel %A Danesh, John %A Davies, Gail %A de Bakker, Paul I W %A de Borst, Gert J %A de Denus, Simon %A de Groot, Mark C H %A de Mutsert, Renée %A Deary, Ian J %A Dedoussis, George %A Demerath, Ellen W %A den Hollander, Anneke I %A Dennis, Joe G %A Di Angelantonio, Emanuele %A Drenos, Fotios %A Du, Mengmeng %A Dunning, Alison M %A Easton, Douglas F %A Ebeling, Tapani %A Edwards, Todd L %A Ellinor, Patrick T %A Elliott, Paul %A Evangelou, Evangelos %A Farmaki, Aliki-Eleni %A Faul, Jessica D %A Feitosa, Mary F %A Feng, Shuang %A Ferrannini, Ele %A Ferrario, Marco M %A Ferrières, Jean %A Florez, Jose C %A Ford, Ian %A Fornage, Myriam %A Franks, Paul W %A Frikke-Schmidt, Ruth %A Galesloot, Tessel E %A Gan, Wei %A Gandin, Ilaria %A Gasparini, Paolo %A Giedraitis, Vilmantas %A Giri, Ayush %A Girotto, Giorgia %A Gordon, Scott D %A Gordon-Larsen, Penny %A Gorski, Mathias %A Grarup, Niels %A Grove, Megan L %A Gudnason, Vilmundur %A Gustafsson, Stefan %A Hansen, Torben %A Harris, Kathleen Mullan %A Harris, Tamara B %A Hattersley, Andrew T %A Hayward, Caroline %A He, Liang %A Heid, Iris M %A Heikkilä, Kauko %A Helgeland, Øyvind %A Hernesniemi, Jussi %A Hewitt, Alex W %A Hocking, Lynne J %A Hollensted, Mette %A Holmen, Oddgeir L %A Hovingh, G Kees %A Howson, Joanna M M %A Hoyng, Carel B %A Huang, Paul L %A Hveem, Kristian %A Ikram, M Arfan %A Ingelsson, Erik %A Jackson, Anne U %A Jansson, Jan-Håkan %A Jarvik, Gail P %A Jensen, Gorm B %A Jhun, Min A %A Jia, Yucheng %A Jiang, Xuejuan %A Johansson, Stefan %A Jørgensen, Marit E %A Jørgensen, Torben %A Jousilahti, Pekka %A Jukema, J Wouter %A Kahali, Bratati %A Kahn, René S %A Kähönen, Mika %A Kamstrup, Pia R %A Kanoni, Stavroula %A Kaprio, Jaakko %A Karaleftheri, Maria %A Kardia, Sharon L R %A Karpe, Fredrik %A Kee, Frank %A Keeman, Renske %A Kiemeney, Lambertus A %A Kitajima, Hidetoshi %A Kluivers, Kirsten B %A Kocher, Thomas %A Komulainen, Pirjo %A Kontto, Jukka %A Kooner, Jaspal S %A Kooperberg, Charles %A Kovacs, Peter %A Kriebel, Jennifer %A Kuivaniemi, Helena %A Küry, Sébastien %A Kuusisto, Johanna %A La Bianca, Martina %A Laakso, Markku %A Lakka, Timo A %A Lange, Ethan M %A Lange, Leslie A %A Langefeld, Carl D %A Langenberg, Claudia %A Larson, Eric B %A Lee, I-Te %A Lehtimäki, Terho %A Lewis, Cora E %A Li, Huaixing %A Li, Jin %A Li-Gao, Ruifang %A Lin, Honghuang %A Lin, Li-An %A Lin, Xu %A Lind, Lars %A Lindström, Jaana %A Linneberg, Allan %A Liu, Yeheng %A Liu, Yongmei %A Lophatananon, Artitaya %A Luan, Jian'an %A Lubitz, Steven A %A Lyytikäinen, Leo-Pekka %A Mackey, David A %A Madden, Pamela A F %A Manning, Alisa K %A Männistö, Satu %A Marenne, Gaëlle %A Marten, Jonathan %A Martin, Nicholas G %A Mazul, Angela L %A Meidtner, Karina %A Metspalu, Andres %A Mitchell, Paul %A Mohlke, Karen L %A Mook-Kanamori, Dennis O %A Morgan, Anna %A Morris, Andrew D %A Morris, Andrew P %A Müller-Nurasyid, Martina %A Munroe, Patricia B %A Nalls, Mike A %A Nauck, Matthias %A Nelson, Christopher P %A Neville, Matt %A Nielsen, Sune F %A Nikus, Kjell %A Njølstad, Pål R %A Nordestgaard, Børge G %A Ntalla, Ioanna %A O'Connel, Jeffrey R %A Oksa, Heikki %A Loohuis, Loes M Olde %A Ophoff, Roel A %A Owen, Katharine R %A Packard, Chris J %A Padmanabhan, Sandosh %A Palmer, Colin N A %A Pasterkamp, Gerard %A Patel, Aniruddh P %A Pattie, Alison %A Pedersen, Oluf %A Peissig, Peggy L %A Peloso, Gina M %A Pennell, Craig E %A Perola, Markus %A Perry, James A %A Perry, John R B %A Person, Thomas N %A Pirie, Ailith %A Polasek, Ozren %A Posthuma, Danielle %A Raitakari, Olli T %A Rasheed, Asif %A Rauramaa, Rainer %A Reilly, Dermot F %A Reiner, Alex P %A Renstrom, Frida %A Ridker, Paul M %A Rioux, John D %A Robertson, Neil %A Robino, Antonietta %A Rolandsson, Olov %A Rudan, Igor %A Ruth, Katherine S %A Saleheen, Danish %A Salomaa, Veikko %A Samani, Nilesh J %A Sandow, Kevin %A Sapkota, Yadav %A Sattar, Naveed %A Schmidt, Marjanka K %A Schreiner, Pamela J %A Schulze, Matthias B %A Scott, Robert A %A Segura-Lepe, Marcelo P %A Shah, Svati %A Sim, Xueling %A Sivapalaratnam, Suthesh %A Small, Kerrin S %A Smith, Albert Vernon %A Smith, Jennifer A %A Southam, Lorraine %A Spector, Timothy D %A Speliotes, Elizabeth K %A Starr, John M %A Steinthorsdottir, Valgerdur %A Stringham, Heather M %A Stumvoll, Michael %A Surendran, Praveen %A 't Hart, Leen M %A Tansey, Katherine E %A Tardif, Jean-Claude %A Taylor, Kent D %A Teumer, Alexander %A Thompson, Deborah J %A Thorsteinsdottir, Unnur %A Thuesen, Betina H %A Tönjes, Anke %A Tromp, Gerard %A Trompet, Stella %A Tsafantakis, Emmanouil %A Tuomilehto, Jaakko %A Tybjaerg-Hansen, Anne %A Tyrer, Jonathan P %A Uher, Rudolf %A Uitterlinden, André G %A Ulivi, Sheila %A van der Laan, Sander W %A Van Der Leij, Andries R %A van Duijn, Cornelia M %A van Schoor, Natasja M %A van Setten, Jessica %A Varbo, Anette %A Varga, Tibor V %A Varma, Rohit %A Edwards, Digna R Velez %A Vermeulen, Sita H %A Vestergaard, Henrik %A Vitart, Veronique %A Vogt, Thomas F %A Vozzi, Diego %A Walker, Mark %A Wang, Feijie %A Wang, Carol A %A Wang, Shuai %A Wang, Yiqin %A Wareham, Nicholas J %A Warren, Helen R %A Wessel, Jennifer %A Willems, Sara M %A Wilson, James G %A Witte, Daniel R %A Woods, Michael O %A Wu, Ying %A Yaghootkar, Hanieh %A Yao, Jie %A Yao, Pang %A Yerges-Armstrong, Laura M %A Young, Robin %A Zeggini, Eleftheria %A Zhan, Xiaowei %A Zhang, Weihua %A Zhao, Jing Hua %A Zhao, Wei %A Zhao, Wei %A Zheng, He %A Zhou, Wei %A Rotter, Jerome I %A Boehnke, Michael %A Kathiresan, Sekar %A McCarthy, Mark I %A Willer, Cristen J %A Stefansson, Kari %A Borecki, Ingrid B %A Liu, Dajiang J %A North, Kari E %A Heard-Costa, Nancy L %A Pers, Tune H %A Lindgren, Cecilia M %A Oxvig, Claus %A Kutalik, Zoltán %A Rivadeneira, Fernando %A Loos, Ruth J F %A Frayling, Timothy M %A Hirschhorn, Joel N %A Deloukas, Panos %A Lettre, Guillaume %K ADAMTS Proteins %K Adult %K Alleles %K Body Height %K Cell Adhesion Molecules %K Female %K Gene Frequency %K Genetic Variation %K Genome, Human %K Glycoproteins %K Glycosaminoglycans %K Hedgehog Proteins %K Humans %K Intercellular Signaling Peptides and Proteins %K Interferon Regulatory Factors %K Interleukin-11 Receptor alpha Subunit %K Male %K Multifactorial Inheritance %K NADPH Oxidase 4 %K NADPH Oxidases %K Phenotype %K Pregnancy-Associated Plasma Protein-A %K Procollagen N-Endopeptidase %K Proteoglycans %K Proteolysis %K Receptors, Androgen %K Somatomedins %X

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.

%B Nature %V 542 %P 186-190 %8 2017 02 09 %G eng %N 7640 %1 http://www.ncbi.nlm.nih.gov/pubmed/28146470?dopt=Abstract %R 10.1038/nature21039 %0 Journal Article %J Am J Hum Genet %D 2017 %T Whole-Genome Sequencing Coupled to Imputation Discovers Genetic Signals for Anthropometric Traits. %A Tachmazidou, Ioanna %A Süveges, Dániel %A Min, Josine L %A Ritchie, Graham R S %A Steinberg, Julia %A Walter, Klaudia %A Iotchkova, Valentina %A Schwartzentruber, Jeremy %A Huang, Jie %A Memari, Yasin %A McCarthy, Shane %A Crawford, Andrew A %A Bombieri, Cristina %A Cocca, Massimiliano %A Farmaki, Aliki-Eleni %A Gaunt, Tom R %A Jousilahti, Pekka %A Kooijman, Marjolein N %A Lehne, Benjamin %A Malerba, Giovanni %A Männistö, Satu %A Matchan, Angela %A Medina-Gomez, Carolina %A Metrustry, Sarah J %A Nag, Abhishek %A Ntalla, Ioanna %A Paternoster, Lavinia %A Rayner, Nigel W %A Sala, Cinzia %A Scott, William R %A Shihab, Hashem A %A Southam, Lorraine %A St Pourcain, Beate %A Traglia, Michela %A Trajanoska, Katerina %A Zaza, Gialuigi %A Zhang, Weihua %A Artigas, María S %A Bansal, Narinder %A Benn, Marianne %A Chen, Zhongsheng %A Danecek, Petr %A Lin, Wei-Yu %A Locke, Adam %A Luan, Jian'an %A Manning, Alisa K %A Mulas, Antonella %A Sidore, Carlo %A Tybjaerg-Hansen, Anne %A Varbo, Anette %A Zoledziewska, Magdalena %A Finan, Chris %A Hatzikotoulas, Konstantinos %A Hendricks, Audrey E %A Kemp, John P %A Moayyeri, Alireza %A Panoutsopoulou, Kalliope %A Szpak, Michal %A Wilson, Scott G %A Boehnke, Michael %A Cucca, Francesco %A Di Angelantonio, Emanuele %A Langenberg, Claudia %A Lindgren, Cecilia %A McCarthy, Mark I %A Morris, Andrew P %A Nordestgaard, Børge G %A Scott, Robert A %A Tobin, Martin D %A Wareham, Nicholas J %A Burton, Paul %A Chambers, John C %A Smith, George Davey %A Dedoussis, George %A Felix, Janine F %A Franco, Oscar H %A Gambaro, Giovanni %A Gasparini, Paolo %A Hammond, Christopher J %A Hofman, Albert %A Jaddoe, Vincent W V %A Kleber, Marcus %A Kooner, Jaspal S %A Perola, Markus %A Relton, Caroline %A Ring, Susan M %A Rivadeneira, Fernando %A Salomaa, Veikko %A Spector, Timothy D %A Stegle, Oliver %A Toniolo, Daniela %A Uitterlinden, André G %A Barroso, Inês %A Greenwood, Celia M T %A Perry, John R B %A Walker, Brian R %A Butterworth, Adam S %A Xue, Yali %A Durbin, Richard %A Small, Kerrin S %A Soranzo, Nicole %A Timpson, Nicholas J %A Zeggini, Eleftheria %K Anthropometry %K Body Height %K Cohort Studies %K Databases, Genetic %K DNA Methylation %K Female %K Genetic Variation %K Genome, Human %K Genome-Wide Association Study %K Humans %K Lipodystrophy %K Male %K Meta-Analysis as Topic %K Obesity %K Physical Chromosome Mapping %K Quantitative Trait Loci %K Sequence Analysis, DNA %K Sex Characteristics %K Syndrome %K United Kingdom %X

Deep sequence-based imputation can enhance the discovery power of genome-wide association studies by assessing previously unexplored variation across the common- and low-frequency spectra. We applied a hybrid whole-genome sequencing (WGS) and deep imputation approach to examine the broader allelic architecture of 12 anthropometric traits associated with height, body mass, and fat distribution in up to 267,616 individuals. We report 106 genome-wide significant signals that have not been previously identified, including 9 low-frequency variants pointing to functional candidates. Of the 106 signals, 6 are in genomic regions that have not been implicated with related traits before, 28 are independent signals at previously reported regions, and 72 represent previously reported signals for a different anthropometric trait. 71% of signals reside within genes and fine mapping resolves 23 signals to one or two likely causal variants. We confirm genetic overlap between human monogenic and polygenic anthropometric traits and find signal enrichment in cis expression QTLs in relevant tissues. Our results highlight the potential of WGS strategies to enhance biologically relevant discoveries across the frequency spectrum.

%B Am J Hum Genet %V 100 %P 865-884 %8 2017 Jun 01 %G eng %N 6 %1 http://www.ncbi.nlm.nih.gov/pubmed/28552196?dopt=Abstract %R 10.1016/j.ajhg.2017.04.014 %0 Journal Article %J Nat Genet %D 2015 %T Population genetic differentiation of height and body mass index across Europe. %A Robinson, Matthew R %A Hemani, Gibran %A Medina-Gomez, Carolina %A Mezzavilla, Massimo %A Esko, Tõnu %A Shakhbazov, Konstantin %A Powell, Joseph E %A Vinkhuyzen, Anna %A Berndt, Sonja I %A Gustafsson, Stefan %A Justice, Anne E %A Kahali, Bratati %A Locke, Adam E %A Pers, Tune H %A Vedantam, Sailaja %A Wood, Andrew R %A van Rheenen, Wouter %A Andreassen, Ole A %A Gasparini, Paolo %A Metspalu, Andres %A Berg, Leonard H van den %A Veldink, Jan H %A Rivadeneira, Fernando %A Werge, Thomas M %A Abecasis, Goncalo R %A Boomsma, Dorret I %A Chasman, Daniel I %A de Geus, Eco J C %A Frayling, Timothy M %A Hirschhorn, Joel N %A Hottenga, Jouke Jan %A Ingelsson, Erik %A Loos, Ruth J F %A Magnusson, Patrik K E %A Martin, Nicholas G %A Montgomery, Grant W %A North, Kari E %A Pedersen, Nancy L %A Spector, Timothy D %A Speliotes, Elizabeth K %A Goddard, Michael E %A Yang, Jian %A Visscher, Peter M %X

Across-nation differences in the mean values for complex traits are common, but the reasons for these differences are unknown. Here we find that many independent loci contribute to population genetic differences in height and body mass index (BMI) in 9,416 individuals across 14 European countries. Using discovery data on over 250,000 individuals and unbiased effect size estimates from 17,500 sibling pairs, we estimate that 24% (95% credible interval (CI) = 9%, 41%) and 8% (95% CI = 4%, 16%) of the captured additive genetic variance for height and BMI, respectively, reflect population genetic differences. Population genetic divergence differed significantly from that in a null model (height, P < 3.94 × 10(-8); BMI, P < 5.95 × 10(-4)), and we find an among-population genetic correlation for tall and slender individuals (r = -0.80, 95% CI = -0.95, -0.60), consistent with correlated selection for both phenotypes. Observed differences in height among populations reflected the predicted genetic means (r = 0.51; P < 0.001), but environmental differences across Europe masked genetic differentiation for BMI (P < 0.58).

%B Nat Genet %V 47 %P 1357-62 %8 2015 Nov %G eng %N 11 %1 http://www.ncbi.nlm.nih.gov/pubmed/26366552?dopt=Abstract %R 10.1038/ng.3401 %0 Journal Article %J Nat Genet %D 2014 %T Genetic association study of QT interval highlights role for calcium signaling pathways in myocardial repolarization. %A Arking, Dan E %A Pulit, Sara L %A Crotti, Lia %A van der Harst, Pim %A Munroe, Patricia B %A Koopmann, Tamara T %A Sotoodehnia, Nona %A Rossin, Elizabeth J %A Morley, Michael %A Wang, Xinchen %A Johnson, Andrew D %A Lundby, Alicia %A Gudbjartsson, Daniel F %A Noseworthy, Peter A %A Eijgelsheim, Mark %A Bradford, Yuki %A Tarasov, Kirill V %A Dörr, Marcus %A Müller-Nurasyid, Martina %A Lahtinen, Annukka M %A Nolte, Ilja M %A Smith, Albert Vernon %A Bis, Joshua C %A Isaacs, Aaron %A Newhouse, Stephen J %A Evans, Daniel S %A Post, Wendy S %A Waggott, Daryl %A Lyytikäinen, Leo-Pekka %A Hicks, Andrew A %A Eisele, Lewin %A Ellinghaus, David %A Hayward, Caroline %A Navarro, Pau %A Ulivi, Sheila %A Tanaka, Toshiko %A Tester, David J %A Chatel, Stéphanie %A Gustafsson, Stefan %A Kumari, Meena %A Morris, Richard W %A Naluai, Åsa T %A Padmanabhan, Sandosh %A Kluttig, Alexander %A Strohmer, Bernhard %A Panayiotou, Andrie G %A Torres, Maria %A Knoflach, Michael %A Hubacek, Jaroslav A %A Slowikowski, Kamil %A Raychaudhuri, Soumya %A Kumar, Runjun D %A Harris, Tamara B %A Launer, Lenore J %A Shuldiner, Alan R %A Alonso, Alvaro %A Bader, Joel S %A Ehret, Georg %A Huang, Hailiang %A Kao, W H Linda %A Strait, James B %A Macfarlane, Peter W %A Brown, Morris %A Caulfield, Mark J %A Samani, Nilesh J %A Kronenberg, Florian %A Willeit, Johann %A Smith, J Gustav %A Greiser, Karin H %A Meyer Zu Schwabedissen, Henriette %A Werdan, Karl %A Carella, Massimo %A Zelante, Leopoldo %A Heckbert, Susan R %A Psaty, Bruce M %A Rotter, Jerome I %A Kolcic, Ivana %A Polasek, Ozren %A Wright, Alan F %A Griffin, Maura %A Daly, Mark J %A Arnar, David O %A Holm, Hilma %A Thorsteinsdottir, Unnur %A Denny, Joshua C %A Roden, Dan M %A Zuvich, Rebecca L %A Emilsson, Valur %A Plump, Andrew S %A Larson, Martin G %A O'Donnell, Christopher J %A Yin, Xiaoyan %A Bobbo, Marco %A d'Adamo, Adamo P %A Iorio, Annamaria %A Sinagra, Gianfranco %A Carracedo, Angel %A Cummings, Steven R %A Nalls, Michael A %A Jula, Antti %A Kontula, Kimmo K %A Marjamaa, Annukka %A Oikarinen, Lasse %A Perola, Markus %A Porthan, Kimmo %A Erbel, Raimund %A Hoffmann, Per %A Jöckel, Karl-Heinz %A Kälsch, Hagen %A Nöthen, Markus M %A den Hoed, Marcel %A Loos, Ruth J F %A Thelle, Dag S %A Gieger, Christian %A Meitinger, Thomas %A Perz, Siegfried %A Peters, Annette %A Prucha, Hanna %A Sinner, Moritz F %A Waldenberger, Melanie %A de Boer, Rudolf A %A Franke, Lude %A van der Vleuten, Pieter A %A Beckmann, Britt Maria %A Martens, Eimo %A Bardai, Abdennasser %A Hofman, Nynke %A Wilde, Arthur A M %A Behr, Elijah R %A Dalageorgou, Chrysoula %A Giudicessi, John R %A Medeiros-Domingo, Argelia %A Barc, Julien %A Kyndt, Florence %A Probst, Vincent %A Ghidoni, Alice %A Insolia, Roberto %A Hamilton, Robert M %A Scherer, Stephen W %A Brandimarto, Jeffrey %A Margulies, Kenneth %A Moravec, Christine E %A del Greco M, Fabiola %A Fuchsberger, Christian %A O'Connell, Jeffrey R %A Lee, Wai K %A Watt, Graham C M %A Campbell, Harry %A Wild, Sarah H %A El Mokhtari, Nour E %A Frey, Norbert %A Asselbergs, Folkert W %A Mateo Leach, Irene %A Navis, Gerjan %A van den Berg, Maarten P %A van Veldhuisen, Dirk J %A Kellis, Manolis %A Krijthe, Bouwe P %A Franco, Oscar H %A Hofman, Albert %A Kors, Jan A %A Uitterlinden, André G %A Witteman, Jacqueline C M %A Kedenko, Lyudmyla %A Lamina, Claudia %A Oostra, Ben A %A Abecasis, Goncalo R %A Lakatta, Edward G %A Mulas, Antonella %A Orru, Marco %A Schlessinger, David %A Uda, Manuela %A Markus, Marcello R P %A Völker, Uwe %A Snieder, Harold %A Spector, Timothy D %A Arnlöv, Johan %A Lind, Lars %A Sundström, Johan %A Syvänen, Ann-Christine %A Kivimaki, Mika %A Kähönen, Mika %A Mononen, Nina %A Raitakari, Olli T %A Viikari, Jorma S %A Adamkova, Vera %A Kiechl, Stefan %A Brion, Maria %A Nicolaides, Andrew N %A Paulweber, Bernhard %A Haerting, Johannes %A Dominiczak, Anna F %A Nyberg, Fredrik %A Whincup, Peter H %A Hingorani, Aroon D %A Schott, Jean-Jacques %A Bezzina, Connie R %A Ingelsson, Erik %A Ferrucci, Luigi %A Gasparini, Paolo %A Wilson, James F %A Rudan, Igor %A Franke, Andre %A Mühleisen, Thomas W %A Pramstaller, Peter P %A Lehtimäki, Terho J %A Paterson, Andrew D %A Parsa, Afshin %A Liu, Yongmei %A van Duijn, Cornelia M %A Siscovick, David S %A Gudnason, Vilmundur %A Jamshidi, Yalda %A Salomaa, Veikko %A Felix, Stephan B %A Sanna, Serena %A Ritchie, Marylyn D %A Stricker, Bruno H %A Stefansson, Kari %A Boyer, Laurie A %A Cappola, Thomas P %A Olsen, Jesper V %A Lage, Kasper %A Schwartz, Peter J %A Kääb, Stefan %A Chakravarti, Aravinda %A Ackerman, Michael J %A Pfeufer, Arne %A de Bakker, Paul I W %A Newton-Cheh, Christopher %K Adult %K Aged %K Arrhythmias, Cardiac %K Calcium Signaling %K Death, Sudden, Cardiac %K Electrocardiography %K Female %K Genetic Predisposition to Disease %K Genome-Wide Association Study %K Genotype %K Heart Ventricles %K Humans %K Long QT Syndrome %K Male %K Middle Aged %K Myocardium %K Polymorphism, Single Nucleotide %X

The QT interval, an electrocardiographic measure reflecting myocardial repolarization, is a heritable trait. QT prolongation is a risk factor for ventricular arrhythmias and sudden cardiac death (SCD) and could indicate the presence of the potentially lethal mendelian long-QT syndrome (LQTS). Using a genome-wide association and replication study in up to 100,000 individuals, we identified 35 common variant loci associated with QT interval that collectively explain ∼8-10% of QT-interval variation and highlight the importance of calcium regulation in myocardial repolarization. Rare variant analysis of 6 new QT interval-associated loci in 298 unrelated probands with LQTS identified coding variants not found in controls but of uncertain causality and therefore requiring validation. Several newly identified loci encode proteins that physically interact with other recognized repolarization proteins. Our integration of common variant association, expression and orthogonal protein-protein interaction screens provides new insights into cardiac electrophysiology and identifies new candidate genes for ventricular arrhythmias, LQTS and SCD.

%B Nat Genet %V 46 %P 826-36 %8 2014 Aug %G eng %N 8 %1 http://www.ncbi.nlm.nih.gov/pubmed/24952745?dopt=Abstract %R 10.1038/ng.3014