%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 Genet %D 2017 %T Genomic analyses identify hundreds of variants associated with age at menarche and support a role for puberty timing in cancer risk. %A Day, Felix R %A Thompson, Deborah J %A Helgason, Hannes %A Chasman, Daniel I %A Finucane, Hilary %A Sulem, Patrick %A Ruth, Katherine S %A Whalen, Sean %A Sarkar, Abhishek K %A Albrecht, Eva %A Altmaier, Elisabeth %A Amini, Marzyeh %A Barbieri, Caterina M %A Boutin, Thibaud %A Campbell, Archie %A Demerath, Ellen %A Giri, Ayush %A He, Chunyan %A Hottenga, Jouke J %A Karlsson, Robert %A Kolcic, Ivana %A Loh, Po-Ru %A Lunetta, Kathryn L %A Mangino, Massimo %A Marco, Brumat %A McMahon, George %A Medland, Sarah E %A Nolte, Ilja M %A Noordam, Raymond %A Nutile, Teresa %A Paternoster, Lavinia %A Perjakova, Natalia %A Porcu, Eleonora %A Rose, Lynda M %A Schraut, Katharina E %A Segrè, Ayellet V %A Smith, Albert V %A Stolk, Lisette %A Teumer, Alexander %A Andrulis, Irene L %A Bandinelli, Stefania %A Beckmann, Matthias W %A Benitez, Javier %A Bergmann, Sven %A Bochud, Murielle %A Boerwinkle, Eric %A Bojesen, Stig E %A Bolla, Manjeet K %A Brand, Judith S %A Brauch, Hiltrud %A Brenner, Hermann %A Broer, Linda %A Brüning, Thomas %A Buring, Julie E %A Campbell, Harry %A Catamo, Eulalia %A Chanock, Stephen %A Chenevix-Trench, Georgia %A Corre, Tanguy %A Couch, Fergus J %A Cousminer, Diana L %A Cox, Angela %A Crisponi, Laura %A Czene, Kamila %A Davey Smith, George %A de Geus, Eco J C N %A de Mutsert, Renée %A De Vivo, Immaculata %A Dennis, Joe %A Devilee, Peter %A Dos-Santos-Silva, Isabel %A Dunning, Alison M %A Eriksson, Johan G %A Fasching, Peter A %A Fernández-Rhodes, Lindsay %A Ferrucci, Luigi %A Flesch-Janys, Dieter %A Franke, Lude %A Gabrielson, Marike %A Gandin, Ilaria %A Giles, Graham G %A Grallert, Harald %A Gudbjartsson, Daniel F %A Guenel, Pascal %A Hall, Per %A Hallberg, Emily %A Hamann, Ute %A Harris, Tamara B %A Hartman, Catharina A %A Heiss, Gerardo %A Hooning, Maartje J %A Hopper, John L %A Hu, Frank %A Hunter, David J %A Ikram, M Arfan %A Im, Hae Kyung %A Järvelin, Marjo-Riitta %A Joshi, Peter K %A Karasik, David %A Kellis, Manolis %A Kutalik, Zoltán %A LaChance, Genevieve %A Lambrechts, Diether %A Langenberg, Claudia %A Launer, Lenore J %A Laven, Joop S E %A Lenarduzzi, Stefania %A Li, Jingmei %A Lind, Penelope A %A Lindström, Sara %A Liu, Yongmei %A Luan, Jian'an %A Mägi, Reedik %A Mannermaa, Arto %A Mbarek, Hamdi %A McCarthy, Mark I %A Meisinger, Christa %A Meitinger, Thomas %A Menni, Cristina %A Metspalu, Andres %A Michailidou, Kyriaki %A Milani, Lili %A Milne, Roger L %A Montgomery, Grant W %A Mulligan, Anna M %A Nalls, Mike A %A Navarro, Pau %A Nevanlinna, Heli %A Nyholt, Dale R %A Oldehinkel, Albertine J %A O'Mara, Tracy A %A Padmanabhan, Sandosh %A Palotie, Aarno %A Pedersen, Nancy %A Peters, Annette %A Peto, Julian %A Pharoah, Paul D P %A Pouta, Anneli %A Radice, Paolo %A Rahman, Iffat %A Ring, Susan M %A Robino, Antonietta %A Rosendaal, Frits R %A Rudan, Igor %A Rueedi, Rico %A Ruggiero, Daniela %A Sala, Cinzia F %A Schmidt, Marjanka K %A Scott, Robert A %A Shah, Mitul %A Sorice, Rossella %A Southey, Melissa C %A Sovio, Ulla %A Stampfer, Meir %A Steri, Maristella %A Strauch, Konstantin %A Tanaka, Toshiko %A Tikkanen, Emmi %A Timpson, Nicholas J %A Traglia, Michela %A Truong, Therese %A Tyrer, Jonathan P %A Uitterlinden, André G %A Edwards, Digna R Velez %A Vitart, Veronique %A Völker, Uwe %A Vollenweider, Peter %A Wang, Qin %A Widen, Elisabeth %A van Dijk, Ko Willems %A Willemsen, Gonneke %A Winqvist, Robert %A Wolffenbuttel, Bruce H R %A Zhao, Jing Hua %A Zoledziewska, Magdalena %A Zygmunt, Marek %A Alizadeh, Behrooz Z %A Boomsma, Dorret I %A Ciullo, Marina %A Cucca, Francesco %A Esko, Tõnu %A Franceschini, Nora %A Gieger, Christian %A Gudnason, Vilmundur %A Hayward, Caroline %A Kraft, Peter %A Lawlor, Debbie A %A Magnusson, Patrik K E %A Martin, Nicholas G %A Mook-Kanamori, Dennis O %A Nohr, Ellen A %A Polasek, Ozren %A Porteous, David %A Price, Alkes L %A Ridker, Paul M %A Snieder, Harold %A Spector, Tim D %A Stöckl, Doris %A Toniolo, Daniela %A Ulivi, Sheila %A Visser, Jenny A %A Völzke, Henry %A Wareham, Nicholas J %A Wilson, James F %A Spurdle, Amanda B %A Thorsteindottir, Unnur %A Pollard, Katherine S %A Easton, Douglas F %A Tung, Joyce Y %A Chang-Claude, Jenny %A Hinds, David %A Murray, Anna %A Murabito, Joanne M %A Stefansson, Kari %A Ong, Ken K %A Perry, John R B %K Adolescent %K Age Factors %K Body Mass Index %K Databases, Genetic %K Female %K Genetic Predisposition to Disease %K Genome-Wide Association Study %K Genomic Imprinting %K Humans %K Intercellular Signaling Peptides and Proteins %K Male %K Membrane Proteins %K Menarche %K Neoplasms %K Polymorphism, Single Nucleotide %K Puberty %K Quantitative Trait Loci %K Ribonucleoproteins %K Risk Factors %X

The timing of puberty is a highly polygenic childhood trait that is epidemiologically associated with various adult diseases. Using 1000 Genomes Project-imputed genotype data in up to ∼370,000 women, we identify 389 independent signals (P < 5 × 10) for age at menarche, a milestone in female pubertal development. In Icelandic data, these signals explain ∼7.4% of the population variance in age at menarche, corresponding to ∼25% of the estimated heritability. We implicate ∼250 genes via coding variation or associated expression, demonstrating significant enrichment in neural tissues. Rare variants near the imprinted genes MKRN3 and DLK1 were identified, exhibiting large effects when paternally inherited. Mendelian randomization analyses suggest causal inverse associations, independent of body mass index (BMI), between puberty timing and risks for breast and endometrial cancers in women and prostate cancer in men. In aggregate, our findings highlight the complexity of the genetic regulation of puberty timing and support causal links with cancer susceptibility.

%B Nat Genet %V 49 %P 834-841 %8 2017 Jun %G eng %N 6 %1 http://www.ncbi.nlm.nih.gov/pubmed/28436984?dopt=Abstract %R 10.1038/ng.3841 %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 Hum Mol Genet %D 2014 %T Genome-wide association study of sexual maturation in males and females highlights a role for body mass and menarche loci in male puberty. %A Cousminer, Diana L %A Stergiakouli, Evangelia %A Berry, Diane J %A Ang, Wei %A Groen-Blokhuis, Maria M %A Körner, Antje %A Siitonen, Niina %A Ntalla, Ioanna %A Marinelli, Marcella %A Perry, John R B %A Kettunen, Johannes %A Jansen, Rick %A Surakka, Ida %A Timpson, Nicholas J %A Ring, Susan %A McMahon, George %A Power, Chris %A Wang, Carol %A Kähönen, Mika %A Viikari, Jorma %A Lehtimäki, Terho %A Middeldorp, Christel M %A Hulshoff Pol, Hilleke E %A Neef, Madlen %A Weise, Sebastian %A Pahkala, Katja %A Niinikoski, Harri %A Zeggini, Eleftheria %A Panoutsopoulou, Kalliope %A Bustamante, Mariona %A Penninx, Brenda W J H %A Murabito, Joanne %A Torrent, Maties %A Dedoussis, George V %A Kiess, Wieland %A Boomsma, Dorret I %A Pennell, Craig E %A Raitakari, Olli T %A Hyppönen, Elina %A Davey Smith, George %A Ripatti, Samuli %A McCarthy, Mark I %A Widen, Elisabeth %X

Little is known about genes regulating male puberty. Further, while many identified pubertal timing variants associate with age at menarche, a late manifestation of puberty, and body mass, little is known about these variants' relationship to pubertal initiation or tempo. To address these questions, we performed genome-wide association meta-analysis in over 11 000 European samples with data on early pubertal traits, male genital and female breast development, measured by the Tanner scale. We report the first genome-wide significant locus for male sexual development upstream of myocardin-like 2 (MKL2) (P = 8.9 × 10(-9)), a menarche locus tagging a developmental pathway linking earlier puberty with reduced pubertal growth (P = 4.6 × 10(-5)) and short adult stature (p = 7.5 × 10(-6)) in both males and females. Furthermore, our results indicate that a proportion of menarche loci are important for pubertal initiation in both sexes. Consistent with epidemiological correlations between increased prepubertal body mass and earlier pubertal timing in girls, body mass index (BMI)-increasing alleles correlated with earlier breast development. In boys, some BMI-increasing alleles associated with earlier, and others with delayed, sexual development; these genetic results mimic the controversy in epidemiological studies, some of which show opposing correlations between prepubertal BMI and male puberty. Our results contribute to our understanding of the pubertal initiation program in both sexes and indicate that although mechanisms regulating pubertal onset in males and females may largely be shared, the relationship between body mass and pubertal timing in boys may be complex and requires further genetic studies.

%B Hum Mol Genet %V 23 %P 4452-64 %8 2014 Aug 15 %G eng %N 16 %1 http://www.ncbi.nlm.nih.gov/pubmed/24770850?dopt=Abstract %R 10.1093/hmg/ddu150 %0 Journal Article %J Nature %D 2014 %T Parent-of-origin-specific allelic associations among 106 genomic loci for age at menarche. %A Perry, John R B %A Day, Felix %A Elks, Cathy E %A Sulem, Patrick %A Thompson, Deborah J %A Ferreira, Teresa %A He, Chunyan %A Chasman, Daniel I %A Esko, Tõnu %A Thorleifsson, Gudmar %A Albrecht, Eva %A Ang, Wei Q %A Corre, Tanguy %A Cousminer, Diana L %A Feenstra, Bjarke %A Franceschini, Nora %A Ganna, Andrea %A Johnson, Andrew D %A Kjellqvist, Sanela %A Lunetta, Kathryn L %A McMahon, George %A Nolte, Ilja M %A Paternoster, Lavinia %A Porcu, Eleonora %A Smith, Albert V %A Stolk, Lisette %A Teumer, Alexander %A Tšernikova, Natalia %A Tikkanen, Emmi %A Ulivi, Sheila %A Wagner, Erin K %A Amin, Najaf %A Bierut, Laura J %A Byrne, Enda M %A Hottenga, Jouke-Jan %A Koller, Daniel L %A Mangino, Massimo %A Pers, Tune H %A Yerges-Armstrong, Laura M %A Hua Zhao, Jing %A Andrulis, Irene L %A Anton-Culver, Hoda %A Atsma, Femke %A Bandinelli, Stefania %A Beckmann, Matthias W %A Benitez, Javier %A Blomqvist, Carl %A Bojesen, Stig E %A Bolla, Manjeet K %A Bonanni, Bernardo %A Brauch, Hiltrud %A Brenner, Hermann %A Buring, Julie E %A Chang-Claude, Jenny %A Chanock, Stephen %A Chen, Jinhui %A Chenevix-Trench, Georgia %A Collée, J Margriet %A Couch, Fergus J %A Couper, David %A Coviello, Andrea D %A Cox, Angela %A Czene, Kamila %A d'Adamo, Adamo Pio %A Davey Smith, George %A De Vivo, Immaculata %A Demerath, Ellen W %A Dennis, Joe %A Devilee, Peter %A Dieffenbach, Aida K %A Dunning, Alison M %A Eiriksdottir, Gudny %A Eriksson, Johan G %A Fasching, Peter A %A Ferrucci, Luigi %A Flesch-Janys, Dieter %A Flyger, Henrik %A Foroud, Tatiana %A Franke, Lude %A Garcia, Melissa E %A García-Closas, Montserrat %A Geller, Frank %A de Geus, Eco E J %A Giles, Graham G %A Gudbjartsson, Daniel F %A Gudnason, Vilmundur %A Guenel, Pascal %A Guo, Suiqun %A Hall, Per %A Hamann, Ute %A Haring, Robin %A Hartman, Catharina A %A Heath, Andrew C %A Hofman, Albert %A Hooning, Maartje J %A Hopper, John L %A Hu, Frank B %A Hunter, David J %A Karasik, David %A Kiel, Douglas P %A Knight, Julia A %A Kosma, Veli-Matti %A Kutalik, Zoltán %A Lai, Sandra %A Lambrechts, Diether %A Lindblom, Annika %A Mägi, Reedik %A Magnusson, Patrik K %A Mannermaa, Arto %A Martin, Nicholas G %A Masson, Gisli %A McArdle, Patrick F %A McArdle, Wendy L %A Melbye, Mads %A Michailidou, Kyriaki %A Mihailov, Evelin %A Milani, Lili %A Milne, Roger L %A Nevanlinna, Heli %A Neven, Patrick %A Nohr, Ellen A %A Oldehinkel, Albertine J %A Oostra, Ben A %A Palotie, Aarno %A Peacock, Munro %A Pedersen, Nancy L %A Peterlongo, Paolo %A Peto, Julian %A Pharoah, Paul D P %A Postma, Dirkje S %A Pouta, Anneli %A Pylkäs, Katri %A Radice, Paolo %A Ring, Susan %A Rivadeneira, Fernando %A Robino, Antonietta %A Rose, Lynda M %A Rudolph, Anja %A Salomaa, Veikko %A Sanna, Serena %A Schlessinger, David %A Schmidt, Marjanka K %A Southey, Mellissa C %A Sovio, Ulla %A Stampfer, Meir J %A Stöckl, Doris %A Storniolo, Anna M %A Timpson, Nicholas J %A Tyrer, Jonathan %A Visser, Jenny A %A Vollenweider, Peter %A Völzke, Henry %A Waeber, Gerard %A Waldenberger, Melanie %A Wallaschofski, Henri %A Wang, Qin %A Willemsen, Gonneke %A Winqvist, Robert %A Wolffenbuttel, Bruce H R %A Wright, Margaret J %A Boomsma, Dorret I %A Econs, Michael J %A Khaw, Kay-Tee %A Loos, Ruth J F %A McCarthy, Mark I %A Montgomery, Grant W %A Rice, John P %A Streeten, Elizabeth A %A Thorsteinsdottir, Unnur %A van Duijn, Cornelia M %A Alizadeh, Behrooz Z %A Bergmann, Sven %A Boerwinkle, Eric %A Boyd, Heather A %A Crisponi, Laura %A Gasparini, Paolo %A Gieger, Christian %A Harris, Tamara B %A Ingelsson, Erik %A Järvelin, Marjo-Riitta %A Kraft, Peter %A Lawlor, Debbie %A Metspalu, Andres %A Pennell, Craig E %A Ridker, Paul M %A Snieder, Harold %A Sørensen, Thorkild I A %A Spector, Tim D %A Strachan, David P %A Uitterlinden, André G %A Wareham, Nicholas J %A Widen, Elisabeth %A Zygmunt, Marek %A Murray, Anna %A Easton, Douglas F %A Stefansson, Kari %A Murabito, Joanne M %A Ong, Ken K %K Adolescent %K Age Factors %K Alleles %K Body Mass Index %K Breast Neoplasms %K Cardiovascular Diseases %K Child %K Diabetes Mellitus, Type 2 %K Europe %K Female %K Genetic Loci %K Genome-Wide Association Study %K Genomic Imprinting %K Humans %K Hypothalamo-Hypophyseal System %K Intercellular Signaling Peptides and Proteins %K Male %K Membrane Proteins %K Menarche %K Obesity %K Ovary %K Parents %K Polymorphism, Single Nucleotide %K Potassium Channels, Tandem Pore Domain %K Proteins %K Quantitative Trait Loci %K Receptors, GABA-B %K Receptors, Retinoic Acid %K Ribonucleoproteins %X

Age at menarche is a marker of timing of puberty in females. It varies widely between individuals, is a heritable trait and is associated with risks for obesity, type 2 diabetes, cardiovascular disease, breast cancer and all-cause mortality. Studies of rare human disorders of puberty and animal models point to a complex hypothalamic-pituitary-hormonal regulation, but the mechanisms that determine pubertal timing and underlie its links to disease risk remain unclear. Here, using genome-wide and custom-genotyping arrays in up to 182,416 women of European descent from 57 studies, we found robust evidence (P < 5 × 10(-8)) for 123 signals at 106 genomic loci associated with age at menarche. Many loci were associated with other pubertal traits in both sexes, and there was substantial overlap with genes implicated in body mass index and various diseases, including rare disorders of puberty. Menarche signals were enriched in imprinted regions, with three loci (DLK1-WDR25, MKRN3-MAGEL2 and KCNK9) demonstrating parent-of-origin-specific associations concordant with known parental expression patterns. Pathway analyses implicated nuclear hormone receptors, particularly retinoic acid and γ-aminobutyric acid-B2 receptor signalling, among novel mechanisms that regulate pubertal timing in humans. Our findings suggest a genetic architecture involving at least hundreds of common variants in the coordinated timing of the pubertal transition.

%B Nature %V 514 %P 92-7 %8 2014 Oct 2 %G eng %N 7520 %1 http://www.ncbi.nlm.nih.gov/pubmed/25231870?dopt=Abstract %R 10.1038/nature13545