%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 Nature %D 2016 %T Genome-wide association study identifies 74 loci associated with educational attainment. %A Okbay, Aysu %A Beauchamp, Jonathan P %A Fontana, Mark Alan %A Lee, James J %A Pers, Tune H %A Rietveld, Cornelius A %A Turley, Patrick %A Chen, Guo-Bo %A Emilsson, Valur %A Meddens, S Fleur W %A Oskarsson, Sven %A Pickrell, Joseph K %A Thom, Kevin %A Timshel, Pascal %A de Vlaming, Ronald %A Abdellaoui, Abdel %A Ahluwalia, Tarunveer S %A Bacelis, Jonas %A Baumbach, Clemens %A Bjornsdottir, Gyda %A Brandsma, Johannes H %A Pina Concas, Maria %A Derringer, Jaime %A Furlotte, Nicholas A %A Galesloot, Tessel E %A Girotto, Giorgia %A Gupta, Richa %A Hall, Leanne M %A Harris, Sarah E %A Hofer, Edith %A Horikoshi, Momoko %A Huffman, Jennifer E %A Kaasik, Kadri %A Kalafati, Ioanna P %A Karlsson, Robert %A Kong, Augustine %A Lahti, Jari %A van der Lee, Sven J %A deLeeuw, Christiaan %A Lind, Penelope A %A Lindgren, Karl-Oskar %A Liu, Tian %A Mangino, Massimo %A Marten, Jonathan %A Mihailov, Evelin %A Miller, Michael B %A van der Most, Peter J %A Oldmeadow, Christopher %A Payton, Antony %A Pervjakova, Natalia %A Peyrot, Wouter J %A Qian, Yong %A Raitakari, Olli %A Rueedi, Rico %A Salvi, Erika %A Schmidt, Börge %A Schraut, Katharina E %A Shi, Jianxin %A Smith, Albert V %A Poot, Raymond A %A St Pourcain, Beate %A Teumer, Alexander %A Thorleifsson, Gudmar %A Verweij, Niek %A Vuckovic, Dragana %A Wellmann, Juergen %A Westra, Harm-Jan %A Yang, Jingyun %A Zhao, Wei %A Zhu, Zhihong %A Alizadeh, Behrooz Z %A Amin, Najaf %A Bakshi, Andrew %A Baumeister, Sebastian E %A Biino, Ginevra %A Bønnelykke, Klaus %A Boyle, Patricia A %A Campbell, Harry %A Cappuccio, Francesco P %A Davies, Gail %A De Neve, Jan-Emmanuel %A Deloukas, Panos %A Demuth, Ilja %A Ding, Jun %A Eibich, Peter %A Eisele, Lewin %A Eklund, Niina %A Evans, David M %A Faul, Jessica D %A Feitosa, Mary F %A Forstner, Andreas J %A Gandin, Ilaria %A Gunnarsson, Bjarni %A Halldórsson, Bjarni V %A Harris, Tamara B %A Heath, Andrew C %A Hocking, Lynne J %A Holliday, Elizabeth G %A Homuth, Georg %A Horan, Michael A %A Hottenga, Jouke-Jan %A de Jager, Philip L %A Joshi, Peter K %A Jugessur, Astanand %A Kaakinen, Marika A %A Kähönen, Mika %A Kanoni, Stavroula %A Keltigangas-Järvinen, Liisa %A Kiemeney, Lambertus A L M %A Kolcic, Ivana %A Koskinen, Seppo %A Kraja, Aldi T %A Kroh, Martin %A Kutalik, Zoltán %A Latvala, Antti %A Launer, Lenore J %A Lebreton, Maël P %A Levinson, Douglas F %A Lichtenstein, Paul %A Lichtner, Peter %A Liewald, David C M %A Loukola, Anu %A Madden, Pamela A %A Mägi, Reedik %A Mäki-Opas, Tomi %A Marioni, Riccardo E %A Marques-Vidal, Pedro %A Meddens, Gerardus A %A McMahon, George %A Meisinger, Christa %A Meitinger, Thomas %A Milaneschi, Yusplitri %A Milani, Lili %A Montgomery, Grant W %A Myhre, Ronny %A Nelson, Christopher P %A Nyholt, Dale R %A Ollier, William E R %A Palotie, Aarno %A Paternoster, Lavinia %A Pedersen, Nancy L %A Petrovic, Katja E %A Porteous, David J %A Räikkönen, Katri %A Ring, Susan M %A Robino, Antonietta %A Rostapshova, Olga %A Rudan, Igor %A Rustichini, Aldo %A Salomaa, Veikko %A Sanders, Alan R %A Sarin, Antti-Pekka %A Schmidt, Helena %A Scott, Rodney J %A Smith, Blair H %A Smith, Jennifer A %A Staessen, Jan A %A Steinhagen-Thiessen, Elisabeth %A Strauch, Konstantin %A Terracciano, Antonio %A Tobin, Martin D %A Ulivi, Sheila %A Vaccargiu, Simona %A Quaye, Lydia %A van Rooij, Frank J A %A Venturini, Cristina %A Vinkhuyzen, Anna A E %A Völker, Uwe %A Völzke, Henry %A Vonk, Judith M %A Vozzi, Diego %A Waage, Johannes %A Ware, Erin B %A Willemsen, Gonneke %A Attia, John R %A Bennett, David A %A Berger, Klaus %A Bertram, Lars %A Bisgaard, Hans %A Boomsma, Dorret I %A Borecki, Ingrid B %A Bültmann, Ute %A Chabris, Christopher F %A Cucca, Francesco %A Cusi, Daniele %A Deary, Ian J %A Dedoussis, George V %A van Duijn, Cornelia M %A Eriksson, Johan G %A Franke, Barbara %A Franke, Lude %A Gasparini, Paolo %A Gejman, Pablo V %A Gieger, Christian %A Grabe, Hans-Jörgen %A Gratten, Jacob %A Groenen, Patrick J F %A Gudnason, Vilmundur %A van der Harst, Pim %A Hayward, Caroline %A Hinds, David A %A Hoffmann, Wolfgang %A Hyppönen, Elina %A Iacono, William G %A Jacobsson, Bo %A Järvelin, Marjo-Riitta %A Jöckel, Karl-Heinz %A Kaprio, Jaakko %A Kardia, Sharon L R %A Lehtimäki, Terho %A Lehrer, Steven F %A Magnusson, Patrik K E %A Martin, Nicholas G %A McGue, Matt %A Metspalu, Andres %A Pendleton, Neil %A Penninx, Brenda W J H %A Perola, Markus %A Pirastu, Nicola %A Pirastu, Mario %A Polasek, Ozren %A Posthuma, Danielle %A Power, Christine %A Province, Michael A %A Samani, Nilesh J %A Schlessinger, David %A Schmidt, Reinhold %A Sørensen, Thorkild I A %A Spector, Tim D %A Stefansson, Kari %A Thorsteinsdottir, Unnur %A Thurik, A Roy %A Timpson, Nicholas J %A Tiemeier, Henning %A Tung, Joyce Y %A Uitterlinden, André G %A Vitart, Veronique %A Vollenweider, Peter %A Weir, David R %A Wilson, James F %A Wright, Alan F %A Conley, Dalton C %A Krueger, Robert F %A Davey Smith, George %A Hofman, Albert %A Laibson, David I %A Medland, Sarah E %A Meyer, Michelle N %A Yang, Jian %A Johannesson, Magnus %A Visscher, Peter M %A Esko, Tõnu %A Koellinger, Philipp D %A Cesarini, David %A Benjamin, Daniel J %K Alzheimer Disease %K Bipolar Disorder %K Brain %K Cognition %K Computational Biology %K Educational Status %K Fetus %K Gene Expression Regulation %K Gene-Environment Interaction %K Genome-Wide Association Study %K Great Britain %K Humans %K Molecular Sequence Annotation %K Polymorphism, Single Nucleotide %K Schizophrenia %X

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.

%B Nature %V 533 %P 539-42 %8 2016 May 26 %G eng %N 7604 %1 http://www.ncbi.nlm.nih.gov/pubmed/27225129?dopt=Abstract %R 10.1038/nature17671 %0 Journal Article %J Nat Commun %D 2015 %T Rare coding variants and X-linked loci associated with age at menarche. %A Lunetta, Kathryn L %A Day, Felix R %A Sulem, Patrick %A Ruth, Katherine S %A Tung, Joyce Y %A Hinds, David A %A Esko, Tõnu %A Elks, Cathy E %A Altmaier, Elisabeth %A He, Chunyan %A Huffman, Jennifer E %A Mihailov, Evelin %A Porcu, Eleonora %A Robino, Antonietta %A Rose, Lynda M %A Schick, Ursula M %A Stolk, Lisette %A Teumer, Alexander %A Thompson, Deborah J %A Traglia, Michela %A Wang, Carol A %A Yerges-Armstrong, Laura M %A Antoniou, Antonis C %A Barbieri, Caterina %A Coviello, Andrea D %A Cucca, Francesco %A Demerath, Ellen W %A Dunning, Alison M %A Gandin, Ilaria %A Grove, Megan L %A Gudbjartsson, Daniel F %A Hocking, Lynne J %A Hofman, Albert %A Huang, Jinyan %A Jackson, Rebecca D %A Karasik, David %A Kriebel, Jennifer %A Lange, Ethan M %A Lange, Leslie A %A Langenberg, Claudia %A Li, Xin %A Luan, Jian'an %A Mägi, Reedik %A Morrison, Alanna C %A Padmanabhan, Sandosh %A Pirie, Ailith %A Polasek, Ozren %A Porteous, David %A Reiner, Alex P %A Rivadeneira, Fernando %A Rudan, Igor %A Sala, Cinzia F %A Schlessinger, David %A Scott, Robert A %A Stöckl, Doris %A Visser, Jenny A %A Völker, Uwe %A Vozzi, Diego %A Wilson, James G %A Zygmunt, Marek %A Boerwinkle, Eric %A Buring, Julie E %A Crisponi, Laura %A Easton, Douglas F %A Hayward, Caroline %A Hu, Frank B %A Liu, Simin %A Metspalu, Andres %A Pennell, Craig E %A Ridker, Paul M %A Strauch, Konstantin %A Streeten, Elizabeth A %A Toniolo, Daniela %A Uitterlinden, André G %A Ulivi, Sheila %A Völzke, Henry %A Wareham, Nicholas J %A Wellons, Melissa %A Franceschini, Nora %A Chasman, Daniel I %A Thorsteinsdottir, Unnur %A Murray, Anna %A Stefansson, Kari %A Murabito, Joanne M %A Ong, Ken K %A Perry, John R B %X

More than 100 loci have been identified for age at menarche by genome-wide association studies; however, collectively these explain only ∼3% of the trait variance. Here we test two overlooked sources of variation in 192,974 European ancestry women: low-frequency protein-coding variants and X-chromosome variants. Five missense/nonsense variants (in ALMS1/LAMB2/TNRC6A/TACR3/PRKAG1) are associated with age at menarche (minor allele frequencies 0.08-4.6%; effect sizes 0.08-1.25 years per allele; P<5 × 10(-8)). In addition, we identify common X-chromosome loci at IGSF1 (rs762080, P=9.4 × 10(-13)) and FAAH2 (rs5914101, P=4.9 × 10(-10)). Highlighted genes implicate cellular energy homeostasis, post-transcriptional gene silencing and fatty-acid amide signalling. A frequently reported mutation in TACR3 for idiopathic hypogonatrophic hypogonadism (p.W275X) is associated with 1.25-year-later menarche (P=2.8 × 10(-11)), illustrating the utility of population studies to estimate the penetrance of reportedly pathogenic mutations. Collectively, these novel variants explain ∼0.5% variance, indicating that these overlooked sources of variation do not substantially explain the 'missing heritability' of this complex trait.

%B Nat Commun %V 6 %P 7756 %8 2015 %G eng %1 http://www.ncbi.nlm.nih.gov/pubmed/26239645?dopt=Abstract %R 10.1038/ncomms8756