@article {10493, title = {Rare and low-frequency coding variants alter human adult height.}, journal = {Nature}, volume = {542}, year = {2017}, month = {2017 02 09}, pages = {186-190}, abstract = {

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.

}, keywords = {ADAMTS Proteins, Adult, Alleles, Body Height, Cell Adhesion Molecules, Female, Gene Frequency, Genetic Variation, Genome, Human, Glycoproteins, Glycosaminoglycans, Hedgehog Proteins, Humans, Intercellular Signaling Peptides and Proteins, Interferon Regulatory Factors, Interleukin-11 Receptor alpha Subunit, Male, Multifactorial Inheritance, NADPH Oxidase 4, NADPH Oxidases, Phenotype, Pregnancy-Associated Plasma Protein-A, Procollagen N-Endopeptidase, Proteoglycans, Proteolysis, Receptors, Androgen, Somatomedins}, issn = {1476-4687}, doi = {10.1038/nature21039}, author = {Marouli, Eirini and Graff, Mariaelisa and Medina-Gomez, Carolina and Lo, Ken Sin and Wood, Andrew R and Kjaer, Troels R and Fine, Rebecca S and Lu, Yingchang and Schurmann, Claudia and Highland, Heather M and R{\"u}eger, Sina and Thorleifsson, Gudmar and Justice, Anne E and Lamparter, David and Stirrups, Kathleen E and Turcot, Val{\'e}rie and Young, Kristin L and Winkler, Thomas W and Esko, T{\~o}nu and Karaderi, Tugce and Locke, Adam E and Masca, Nicholas G D and Ng, Maggie C Y and Mudgal, Poorva and Rivas, Manuel A and Vedantam, Sailaja and Mahajan, Anubha and Guo, Xiuqing and Abecasis, Goncalo and Aben, Katja K and Adair, Linda S and Alam, Dewan S and Albrecht, Eva and Allin, Kristine H and Allison, Matthew and Amouyel, Philippe and Appel, Emil V and Arveiler, Dominique and Asselbergs, Folkert W and Auer, Paul L and Balkau, Beverley and Banas, Bernhard and Bang, Lia E and Benn, Marianne and Bergmann, Sven and Bielak, Lawrence F and Bl{\"u}her, Matthias and Boeing, Heiner and Boerwinkle, Eric and B{\"o}ger, Carsten A and Bonnycastle, Lori L and Bork-Jensen, Jette and Bots, Michiel L and Bottinger, Erwin P and Bowden, Donald W and Brandslund, Ivan and Breen, Gerome and Brilliant, Murray H and Broer, Linda and Burt, Amber A and Butterworth, Adam S and Carey, David J and Caulfield, Mark J and Chambers, John C and Chasman, Daniel I and Chen, Yii-Der Ida and Chowdhury, Rajiv and Christensen, Cramer and Chu, Audrey Y and Cocca, Massimiliano and Collins, Francis S and Cook, James P and Corley, Janie and Galbany, Jordi Corominas and Cox, Amanda J and Cuellar-Partida, Gabriel and Danesh, John and Davies, Gail and de Bakker, Paul I W and de Borst, Gert J and de Denus, Simon and de Groot, Mark C H and de Mutsert, Ren{\'e}e and Deary, Ian J and Dedoussis, George and Demerath, Ellen W and den Hollander, Anneke I and Dennis, Joe G and Di Angelantonio, Emanuele and Drenos, Fotios and Du, Mengmeng and Dunning, Alison M and Easton, Douglas F and Ebeling, Tapani and Edwards, Todd L and Ellinor, Patrick T and Elliott, Paul and Evangelou, Evangelos and Farmaki, Aliki-Eleni and Faul, Jessica D and Feitosa, Mary F and Feng, Shuang and Ferrannini, Ele and Ferrario, Marco M and Ferri{\`e}res, Jean and Florez, Jose C and Ford, Ian and Fornage, Myriam and Franks, Paul W and Frikke-Schmidt, Ruth and Galesloot, Tessel E and Gan, Wei and Gandin, Ilaria and Gasparini, Paolo and Giedraitis, Vilmantas and Giri, Ayush and Girotto, Giorgia and Gordon, Scott D and Gordon-Larsen, Penny and Gorski, Mathias and Grarup, Niels and Grove, Megan L and Gudnason, Vilmundur and Gustafsson, Stefan and Hansen, Torben and Harris, Kathleen Mullan and Harris, Tamara B and Hattersley, Andrew T and Hayward, Caroline and He, Liang and Heid, Iris M and Heikkil{\"a}, Kauko and Helgeland, {\O}yvind and Hernesniemi, Jussi and Hewitt, Alex W and Hocking, Lynne J and Hollensted, Mette and Holmen, Oddgeir L and Hovingh, G Kees and Howson, Joanna M M and Hoyng, Carel B and Huang, Paul L and Hveem, Kristian and Ikram, M Arfan and Ingelsson, Erik and Jackson, Anne U and Jansson, Jan-H{\r a}kan and Jarvik, Gail P and Jensen, Gorm B and Jhun, Min A and Jia, Yucheng and Jiang, Xuejuan and Johansson, Stefan and J{\o}rgensen, Marit E and J{\o}rgensen, Torben and Jousilahti, Pekka and Jukema, J Wouter and Kahali, Bratati and Kahn, Ren{\'e} S and K{\"a}h{\"o}nen, Mika and Kamstrup, Pia R and Kanoni, Stavroula and Kaprio, Jaakko and Karaleftheri, Maria and Kardia, Sharon L R and Karpe, Fredrik and Kee, Frank and Keeman, Renske and Kiemeney, Lambertus A and Kitajima, Hidetoshi and Kluivers, Kirsten B and Kocher, Thomas and Komulainen, Pirjo and Kontto, Jukka and Kooner, Jaspal S and Kooperberg, Charles and Kovacs, Peter and Kriebel, Jennifer and Kuivaniemi, Helena and K{\"u}ry, S{\'e}bastien and Kuusisto, Johanna and La Bianca, Martina and Laakso, Markku and Lakka, Timo A and Lange, Ethan M and Lange, Leslie A and Langefeld, Carl D and Langenberg, Claudia and Larson, Eric B and Lee, I-Te and Lehtim{\"a}ki, Terho and Lewis, Cora E and Li, Huaixing and Li, Jin and Li-Gao, Ruifang and Lin, Honghuang and Lin, Li-An and Lin, Xu and Lind, Lars and Lindstr{\"o}m, Jaana and Linneberg, Allan and Liu, Yeheng and Liu, Yongmei and Lophatananon, Artitaya and Luan, Jian{\textquoteright}an and Lubitz, Steven A and Lyytik{\"a}inen, Leo-Pekka and Mackey, David A and Madden, Pamela A F and Manning, Alisa K and M{\"a}nnist{\"o}, Satu and Marenne, Ga{\"e}lle and Marten, Jonathan and Martin, Nicholas G and Mazul, Angela L and Meidtner, Karina and Metspalu, Andres and Mitchell, Paul and Mohlke, Karen L and Mook-Kanamori, Dennis O and Morgan, Anna and Morris, Andrew D and Morris, Andrew P and M{\"u}ller-Nurasyid, Martina and Munroe, Patricia B and Nalls, Mike A and Nauck, Matthias and Nelson, Christopher P and Neville, Matt and Nielsen, Sune F and Nikus, Kjell and Nj{\o}lstad, P{\r a}l R and Nordestgaard, B{\o}rge G and Ntalla, Ioanna and O{\textquoteright}Connel, Jeffrey R and Oksa, Heikki and Loohuis, Loes M Olde and Ophoff, Roel A and Owen, Katharine R and Packard, Chris J and Padmanabhan, Sandosh and Palmer, Colin N A and Pasterkamp, Gerard and Patel, Aniruddh P and Pattie, Alison and Pedersen, Oluf and Peissig, Peggy L and Peloso, Gina M and Pennell, Craig E and Perola, Markus and Perry, James A and Perry, John R B and Person, Thomas N and Pirie, Ailith and Polasek, Ozren and Posthuma, Danielle and Raitakari, Olli T and Rasheed, Asif and Rauramaa, Rainer and Reilly, Dermot F and Reiner, Alex P and Renstrom, Frida and Ridker, Paul M and Rioux, John D and Robertson, Neil and Robino, Antonietta and Rolandsson, Olov and Rudan, Igor and Ruth, Katherine S and Saleheen, Danish and Salomaa, Veikko and Samani, Nilesh J and Sandow, Kevin and Sapkota, Yadav and Sattar, Naveed and Schmidt, Marjanka K and Schreiner, Pamela J and Schulze, Matthias B and Scott, Robert A and Segura-Lepe, Marcelo P and Shah, Svati and Sim, Xueling and Sivapalaratnam, Suthesh and Small, Kerrin S and Smith, Albert Vernon and Smith, Jennifer A and Southam, Lorraine and Spector, Timothy D and Speliotes, Elizabeth K and Starr, John M and Steinthorsdottir, Valgerdur and Stringham, Heather M and Stumvoll, Michael and Surendran, Praveen and {\textquoteright}t Hart, Leen M and Tansey, Katherine E and Tardif, Jean-Claude and Taylor, Kent D and Teumer, Alexander and Thompson, Deborah J and Thorsteinsdottir, Unnur and Thuesen, Betina H and T{\"o}njes, Anke and Tromp, Gerard and Trompet, Stella and Tsafantakis, Emmanouil and Tuomilehto, Jaakko and Tybjaerg-Hansen, Anne and Tyrer, Jonathan P and Uher, Rudolf and Uitterlinden, Andr{\'e} G and Ulivi, Sheila and van der Laan, Sander W and Van Der Leij, Andries R and van Duijn, Cornelia M and van Schoor, Natasja M and van Setten, Jessica and Varbo, Anette and Varga, Tibor V and Varma, Rohit and Edwards, Digna R Velez and Vermeulen, Sita H and Vestergaard, Henrik and Vitart, Veronique and Vogt, Thomas F and Vozzi, Diego and Walker, Mark and Wang, Feijie and Wang, Carol A and Wang, Shuai and Wang, Yiqin and Wareham, Nicholas J and Warren, Helen R and Wessel, Jennifer and Willems, Sara M and Wilson, James G and Witte, Daniel R and Woods, Michael O and Wu, Ying and Yaghootkar, Hanieh and Yao, Jie and Yao, Pang and Yerges-Armstrong, Laura M and Young, Robin and Zeggini, Eleftheria and Zhan, Xiaowei and Zhang, Weihua and Zhao, Jing Hua and Zhao, Wei and Zhao, Wei and Zheng, He and Zhou, Wei and Rotter, Jerome I and Boehnke, Michael and Kathiresan, Sekar and McCarthy, Mark I and Willer, Cristen J and Stefansson, Kari and Borecki, Ingrid B and Liu, Dajiang J and North, Kari E and Heard-Costa, Nancy L and Pers, Tune H and Lindgren, Cecilia M and Oxvig, Claus and Kutalik, Zolt{\'a}n and Rivadeneira, Fernando and Loos, Ruth J F and Frayling, Timothy M and Hirschhorn, Joel N and Deloukas, Panos and Lettre, Guillaume} } @article {8484, title = {Genome-wide association study identifies 74 loci associated with educational attainment.}, journal = {Nature}, volume = {533}, year = {2016}, month = {2016 May 26}, pages = {539-42}, abstract = {

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.

}, keywords = {Alzheimer Disease, Bipolar Disorder, Brain, Cognition, Computational Biology, Educational Status, Fetus, Gene Expression Regulation, Gene-Environment Interaction, Genome-Wide Association Study, Great Britain, Humans, Molecular Sequence Annotation, Polymorphism, Single Nucleotide, Schizophrenia}, issn = {1476-4687}, doi = {10.1038/nature17671}, author = {Okbay, Aysu and Beauchamp, Jonathan P and Fontana, Mark Alan and Lee, James J and Pers, Tune H and Rietveld, Cornelius A and Turley, Patrick and Chen, Guo-Bo and Emilsson, Valur and Meddens, S Fleur W and Oskarsson, Sven and Pickrell, Joseph K and Thom, Kevin and Timshel, Pascal and de Vlaming, Ronald and Abdellaoui, Abdel and Ahluwalia, Tarunveer S and Bacelis, Jonas and Baumbach, Clemens and Bjornsdottir, Gyda and Brandsma, Johannes H and Pina Concas, Maria and Derringer, Jaime and Furlotte, Nicholas A and Galesloot, Tessel E and Girotto, Giorgia and Gupta, Richa and Hall, Leanne M and Harris, Sarah E and Hofer, Edith and Horikoshi, Momoko and Huffman, Jennifer E and Kaasik, Kadri and Kalafati, Ioanna P and Karlsson, Robert and Kong, Augustine and Lahti, Jari and van der Lee, Sven J and deLeeuw, Christiaan and Lind, Penelope A and Lindgren, Karl-Oskar and Liu, Tian and Mangino, Massimo and Marten, Jonathan and Mihailov, Evelin and Miller, Michael B and van der Most, Peter J and Oldmeadow, Christopher and Payton, Antony and Pervjakova, Natalia and Peyrot, Wouter J and Qian, Yong and Raitakari, Olli and Rueedi, Rico and Salvi, Erika and Schmidt, B{\"o}rge and Schraut, Katharina E and Shi, Jianxin and Smith, Albert V and Poot, Raymond A and St Pourcain, Beate and Teumer, Alexander and Thorleifsson, Gudmar and Verweij, Niek and Vuckovic, Dragana and Wellmann, Juergen and Westra, Harm-Jan and Yang, Jingyun and Zhao, Wei and Zhu, Zhihong and Alizadeh, Behrooz Z and Amin, Najaf and Bakshi, Andrew and Baumeister, Sebastian E and Biino, Ginevra and B{\o}nnelykke, Klaus and Boyle, Patricia A and Campbell, Harry and Cappuccio, Francesco P and Davies, Gail and De Neve, Jan-Emmanuel and Deloukas, Panos and Demuth, Ilja and Ding, Jun and Eibich, Peter and Eisele, Lewin and Eklund, Niina and Evans, David M and Faul, Jessica D and Feitosa, Mary F and Forstner, Andreas J and Gandin, Ilaria and Gunnarsson, Bjarni and Halld{\'o}rsson, Bjarni V and Harris, Tamara B and Heath, Andrew C and Hocking, Lynne J and Holliday, Elizabeth G and Homuth, Georg and Horan, Michael A and Hottenga, Jouke-Jan and de Jager, Philip L and Joshi, Peter K and Jugessur, Astanand and Kaakinen, Marika A and K{\"a}h{\"o}nen, Mika and Kanoni, Stavroula and Keltigangas-J{\"a}rvinen, Liisa and Kiemeney, Lambertus A L M and Kolcic, Ivana and Koskinen, Seppo and Kraja, Aldi T and Kroh, Martin and Kutalik, Zolt{\'a}n and Latvala, Antti and Launer, Lenore J and Lebreton, Ma{\"e}l P and Levinson, Douglas F and Lichtenstein, Paul and Lichtner, Peter and Liewald, David C M and Loukola, Anu and Madden, Pamela A and M{\"a}gi, Reedik and M{\"a}ki-Opas, Tomi and Marioni, Riccardo E and Marques-Vidal, Pedro and Meddens, Gerardus A and McMahon, George and Meisinger, Christa and Meitinger, Thomas and Milaneschi, Yusplitri and Milani, Lili and Montgomery, Grant W and Myhre, Ronny and Nelson, Christopher P and Nyholt, Dale R and Ollier, William E R and Palotie, Aarno and Paternoster, Lavinia and Pedersen, Nancy L and Petrovic, Katja E and Porteous, David J and R{\"a}ikk{\"o}nen, Katri and Ring, Susan M and Robino, Antonietta and Rostapshova, Olga and Rudan, Igor and Rustichini, Aldo and Salomaa, Veikko and Sanders, Alan R and Sarin, Antti-Pekka and Schmidt, Helena and Scott, Rodney J and Smith, Blair H and Smith, Jennifer A and Staessen, Jan A and Steinhagen-Thiessen, Elisabeth and Strauch, Konstantin and Terracciano, Antonio and Tobin, Martin D and Ulivi, Sheila and Vaccargiu, Simona and Quaye, Lydia and van Rooij, Frank J A and Venturini, Cristina and Vinkhuyzen, Anna A E and V{\"o}lker, Uwe and V{\"o}lzke, Henry and Vonk, Judith M and Vozzi, Diego and Waage, Johannes and Ware, Erin B and Willemsen, Gonneke and Attia, John R and Bennett, David A and Berger, Klaus and Bertram, Lars and Bisgaard, Hans and Boomsma, Dorret I and Borecki, Ingrid B and B{\"u}ltmann, Ute and Chabris, Christopher F and Cucca, Francesco and Cusi, Daniele and Deary, Ian J and Dedoussis, George V and van Duijn, Cornelia M and Eriksson, Johan G and Franke, Barbara and Franke, Lude and Gasparini, Paolo and Gejman, Pablo V and Gieger, Christian and Grabe, Hans-J{\"o}rgen and Gratten, Jacob and Groenen, Patrick J F and Gudnason, Vilmundur and van der Harst, Pim and Hayward, Caroline and Hinds, David A and Hoffmann, Wolfgang and Hypp{\"o}nen, Elina and Iacono, William G and Jacobsson, Bo and J{\"a}rvelin, Marjo-Riitta and J{\"o}ckel, Karl-Heinz and Kaprio, Jaakko and Kardia, Sharon L R and Lehtim{\"a}ki, Terho and Lehrer, Steven F and Magnusson, Patrik K E and Martin, Nicholas G and McGue, Matt and Metspalu, Andres and Pendleton, Neil and Penninx, Brenda W J H and Perola, Markus and Pirastu, Nicola and Pirastu, Mario and Polasek, Ozren and Posthuma, Danielle and Power, Christine and Province, Michael A and Samani, Nilesh J and Schlessinger, David and Schmidt, Reinhold and S{\o}rensen, Thorkild I A and Spector, Tim D and Stefansson, Kari and Thorsteinsdottir, Unnur and Thurik, A Roy and Timpson, Nicholas J and Tiemeier, Henning and Tung, Joyce Y and Uitterlinden, Andr{\'e} G and Vitart, Veronique and Vollenweider, Peter and Weir, David R and Wilson, James F and Wright, Alan F and Conley, Dalton C and Krueger, Robert F and Davey Smith, George and Hofman, Albert and Laibson, David I and Medland, Sarah E and Meyer, Michelle N and Yang, Jian and Johannesson, Magnus and Visscher, Peter M and Esko, T{\~o}nu and Koellinger, Philipp D and Cesarini, David and Benjamin, Daniel J} } @article {7696, title = {Directional dominance on stature and cognition in~diverse human populations.}, journal = {Nature}, volume = {523}, year = {2015}, month = {2015 Jul 23}, pages = {459-62}, abstract = {

Homozygosity has long been associated with rare, often devastating, Mendelian disorders, and Darwin was one of the first to recognize that inbreeding reduces evolutionary fitness. However, the effect of the more distant parental relatedness that is common in modern human populations is less well understood. Genomic data now allow us to investigate the effects of homozygosity on traits of public health importance by observing contiguous homozygous segments (runs of homozygosity), which are inferred to be homozygous along their complete length. Given the low levels of genome-wide homozygosity prevalent in most human populations, information is required on very large numbers of people to provide sufficient power. Here we use runs of homozygosity to study 16 health-related quantitative traits in 354,224 individuals from 102 cohorts, and find statistically significant associations between summed runs~of homozygosity and four complex traits: height, forced expiratory lung volume in one second, general cognitive ability and educational attainment (P < 1 {\texttimes} 10(-300), 2.1 {\texttimes} 10(-6), 2.5 {\texttimes} 10(-10) and 1.8 {\texttimes} 10(-10), respectively). In each case, increased homozygosity was associated with decreased trait value, equivalent to the offspring of first cousins being 1.2 cm shorter and having 10 months{\textquoteright} less education. Similar effect sizes were found across four continental groups and populations with different degrees of genome-wide homozygosity, providing evidence that homozygosity, rather than confounding, directly contributes to phenotypic variance. Contrary to earlier reports in substantially smaller samples, no evidence was seen of an influence of genome-wide homozygosity on blood pressure and low density lipoprotein cholesterol, or ten other cardio-metabolic traits. Since directional dominance is predicted for traits under directional evolutionary selection, this study provides evidence that increased stature and cognitive function have been positively selected in human evolution, whereas many important risk factors for late-onset complex diseases may not have been.

}, keywords = {Biological Evolution, Blood Pressure, Body Height, Cholesterol, LDL, Cognition, Cohort Studies, Educational Status, Female, Forced Expiratory Volume, Genome, Human, Homozygote, Humans, Lung Volume Measurements, Male, Phenotype}, issn = {1476-4687}, doi = {10.1038/nature14618}, author = {Joshi, Peter K and Esko, T{\~o}nu and Mattsson, Hannele and Eklund, Niina and Gandin, Ilaria and Nutile, Teresa and Jackson, Anne U and Schurmann, Claudia and Smith, Albert V and Zhang, Weihua and Okada, Yukinori and Stan{\v c}{\'a}kov{\'a}, Alena and Faul, Jessica D and Zhao, Wei and Bartz, Traci M and Concas, Maria Pina and Franceschini, Nora and Enroth, Stefan and Vitart, Veronique and Trompet, Stella and Guo, Xiuqing and Chasman, Daniel I and O{\textquoteright}Connel, Jeffrey R and Corre, Tanguy and Nongmaithem, Suraj S and Chen, Yuning and Mangino, Massimo and Ruggiero, Daniela and Traglia, Michela and Farmaki, Aliki-Eleni and Kacprowski, Tim and Bjonnes, Andrew and van der Spek, Ashley and Wu, Ying and Giri, Anil K and Yanek, Lisa R and Wang, Lihua and Hofer, Edith and Rietveld, Cornelius A and McLeod, Olga and Cornelis, Marilyn C and Pattaro, Cristian and Verweij, Niek and Baumbach, Clemens and Abdellaoui, Abdel and Warren, Helen R and Vuckovic, Dragana and Mei, Hao and Bouchard, Claude and Perry, John R B and Cappellani, Stefania and Mirza, Saira S and Benton, Miles C and Broeckel, Ulrich and Medland, Sarah E and Lind, Penelope A and Malerba, Giovanni and Drong, Alexander and Yengo, Loic and Bielak, Lawrence F and Zhi, Degui and van der Most, Peter J and Shriner, Daniel and M{\"a}gi, Reedik and Hemani, Gibran and Karaderi, Tugce and Wang, Zhaoming and Liu, Tian and Demuth, Ilja and Zhao, Jing Hua and Meng, Weihua and Lataniotis, Lazaros and van der Laan, Sander W and Bradfield, Jonathan P and Wood, Andrew R and Bonnefond, Amelie and Ahluwalia, Tarunveer S and Hall, Leanne M and Salvi, Erika and Yazar, Seyhan and Carstensen, Lisbeth and de Haan, Hugoline G and Abney, Mark and Afzal, Uzma and Allison, Matthew A and Amin, Najaf and Asselbergs, Folkert W and Bakker, Stephan J L and Barr, R Graham and Baumeister, Sebastian E and Benjamin, Daniel J and Bergmann, Sven and Boerwinkle, Eric and Bottinger, Erwin P and Campbell, Archie and Chakravarti, Aravinda and Chan, Yingleong and Chanock, Stephen J and Chen, Constance and Chen, Y-D Ida and Collins, Francis S and Connell, John and Correa, Adolfo and Cupples, L Adrienne and Smith, George Davey and Davies, Gail and D{\"o}rr, Marcus and Ehret, Georg and Ellis, Stephen B and Feenstra, Bjarke and Feitosa, Mary F and Ford, Ian and Fox, Caroline S and Frayling, Timothy M and Friedrich, Nele and Geller, Frank and Scotland, Generation and Gillham-Nasenya, Irina and Gottesman, Omri and Graff, Misa and Grodstein, Francine and Gu, Charles and Haley, Chris and Hammond, Christopher J and Harris, Sarah E and Harris, Tamara B and Hastie, Nicholas D and Heard-Costa, Nancy L and Heikkil{\"a}, Kauko and Hocking, Lynne J and Homuth, Georg and Hottenga, Jouke-Jan and Huang, Jinyan and Huffman, Jennifer E and Hysi, Pirro G and Ikram, M Arfan and Ingelsson, Erik and Joensuu, Anni and Johansson, {\r A}sa and Jousilahti, Pekka and Jukema, J Wouter and K{\"a}h{\"o}nen, Mika and Kamatani, Yoichiro and Kanoni, Stavroula and Kerr, Shona M and Khan, Nazir M and Koellinger, Philipp and Koistinen, Heikki A and Kooner, Manraj K and Kubo, Michiaki and Kuusisto, Johanna and Lahti, Jari and Launer, Lenore J and Lea, Rodney A and Lehne, Benjamin and Lehtim{\"a}ki, Terho and Liewald, David C M and Lind, Lars and Loh, Marie and Lokki, Marja-Liisa and London, Stephanie J and Loomis, Stephanie J and Loukola, Anu and Lu, Yingchang and Lumley, Thomas and Lundqvist, Annamari and M{\"a}nnist{\"o}, Satu and Marques-Vidal, Pedro and Masciullo, Corrado and Matchan, Angela and Mathias, Rasika A and Matsuda, Koichi and Meigs, James B and Meisinger, Christa and Meitinger, Thomas and Menni, Cristina and Mentch, Frank D and Mihailov, Evelin and Milani, Lili and Montasser, May E and Montgomery, Grant W and Morrison, Alanna and Myers, Richard H and Nadukuru, Rajiv and Navarro, Pau and Nelis, Mari and Nieminen, Markku S and Nolte, Ilja M and O{\textquoteright}Connor, George T and Ogunniyi, Adesola and Padmanabhan, Sandosh and Palmas, Walter R and Pankow, James S and Patarcic, Inga and Pavani, Francesca and Peyser, Patricia A and Pietilainen, Kirsi and Poulter, Neil and Prokopenko, Inga and Ralhan, Sarju and Redmond, Paul and Rich, Stephen S and Rissanen, Harri and Robino, Antonietta and Rose, Lynda M and Rose, Richard and Sala, Cinzia and Salako, Babatunde and Salomaa, Veikko and Sarin, Antti-Pekka and Saxena, Richa and Schmidt, Helena and Scott, Laura J and Scott, William R and Sennblad, Bengt and Seshadri, Sudha and Sever, Peter and Shrestha, Smeeta and Smith, Blair H and Smith, Jennifer A and Soranzo, Nicole and Sotoodehnia, Nona and Southam, Lorraine and Stanton, Alice V and Stathopoulou, Maria G and Strauch, Konstantin and Strawbridge, Rona J and Suderman, Matthew J and Tandon, Nikhil and Tang, Sian-Tsun and Taylor, Kent D and Tayo, Bamidele O and T{\"o}glhofer, Anna Maria and Tomaszewski, Maciej and T{\v s}ernikova, Natalia and Tuomilehto, Jaakko and Uitterlinden, Andr{\'e} G and Vaidya, Dhananjay and van Hylckama Vlieg, Astrid and van Setten, Jessica and Vasankari, Tuula and Vedantam, Sailaja and Vlachopoulou, Efthymia and Vozzi, Diego and Vuoksimaa, Eero and Waldenberger, Melanie and Ware, Erin B and Wentworth-Shields, William and Whitfield, John B and Wild, Sarah and Willemsen, Gonneke and Yajnik, Chittaranjan S and Yao, Jie and Zaza, Gianluigi and Zhu, Xiaofeng and Salem, Rany M and Melbye, Mads and Bisgaard, Hans and Samani, Nilesh J and Cusi, Daniele and Mackey, David A and Cooper, Richard S and Froguel, Philippe and Pasterkamp, Gerard and Grant, Struan F A and Hakonarson, Hakon and Ferrucci, Luigi and Scott, Robert A and Morris, Andrew D and Palmer, Colin N A and Dedoussis, George and Deloukas, Panos and Bertram, Lars and Lindenberger, Ulman and Berndt, Sonja I and Lindgren, Cecilia M and Timpson, Nicholas J and T{\"o}njes, Anke and Munroe, Patricia B and S{\o}rensen, Thorkild I A and Rotimi, Charles N and Arnett, Donna K and Oldehinkel, Albertine J and Kardia, Sharon L R and Balkau, Beverley and Gambaro, Giovanni and Morris, Andrew P and Eriksson, Johan G and Wright, Margie J and Martin, Nicholas G and Hunt, Steven C and Starr, John M and Deary, Ian J and Griffiths, Lyn R and Tiemeier, Henning and Pirastu, Nicola and Kaprio, Jaakko and Wareham, Nicholas J and P{\'e}russe, Louis and Wilson, James G and Girotto, Giorgia and Caulfield, Mark J and Raitakari, Olli and Boomsma, Dorret I and Gieger, Christian and van der Harst, Pim and Hicks, Andrew A and Kraft, Peter and Sinisalo, Juha and Knekt, Paul and Johannesson, Magnus and Magnusson, Patrik K E and Hamsten, Anders and Schmidt, Reinhold and Borecki, Ingrid B and Vartiainen, Erkki and Becker, Diane M and Bharadwaj, Dwaipayan and Mohlke, Karen L and Boehnke, Michael and van Duijn, Cornelia M and Sanghera, Dharambir K and Teumer, Alexander and Zeggini, Eleftheria and Metspalu, Andres and Gasparini, Paolo and Ulivi, Sheila and Ober, Carole and Toniolo, Daniela and Rudan, Igor and Porteous, David J and Ciullo, Marina and Spector, Tim D and Hayward, Caroline and Dupuis, Jos{\'e}e and Loos, Ruth J F and Wright, Alan F and Chandak, Giriraj R and Vollenweider, Peter and Shuldiner, Alan R and Ridker, Paul M and Rotter, Jerome I and Sattar, Naveed and Gyllensten, Ulf and North, Kari E and Pirastu, Mario and Psaty, Bruce M and Weir, David R and Laakso, Markku and Gudnason, Vilmundur and Takahashi, Atsushi and Chambers, John C and Kooner, Jaspal S and Strachan, David P and Campbell, Harry and Hirschhorn, Joel N and Perola, Markus and Polasek, Ozren and Wilson, James F} } @article {8066, title = {Large-scale genomic analyses link reproductive aging to hypothalamic signaling, breast cancer susceptibility and BRCA1-mediated DNA repair.}, journal = {Nat Genet}, volume = {47}, year = {2015}, month = {2015 Nov}, pages = {1294-303}, abstract = {

Menopause timing has a substantial impact on infertility and risk of disease, including breast cancer, but the underlying mechanisms are poorly understood. We report a dual strategy in \~{}70,000 women to identify common and low-frequency protein-coding variation associated with age at natural menopause (ANM). We identified 44 regions with common variants, including two regions harboring additional rare missense alleles of large effect. We found enrichment of signals in or near genes involved in delayed puberty, highlighting the first molecular links between the onset and end of reproductive lifespan. Pathway analyses identified major association with DNA damage response (DDR) genes, including the first common coding variant in BRCA1 associated with any complex trait. Mendelian randomization analyses supported a causal effect of later ANM on breast cancer risk (\~{}6\% increase in risk per year; P = 3 {\texttimes} 10(-14)), likely mediated by prolonged sex hormone exposure rather than DDR mechanisms.

}, issn = {1546-1718}, doi = {10.1038/ng.3412}, author = {Day, Felix R and Ruth, Katherine S and Thompson, Deborah J and Lunetta, Kathryn L and Pervjakova, Natalia and Chasman, Daniel I and Stolk, Lisette and Finucane, Hilary K and Sulem, Patrick and Bulik-Sullivan, Brendan and Esko, T{\~o}nu and Johnson, Andrew D and Elks, Cathy E and Franceschini, Nora and He, Chunyan and Altmaier, Elisabeth and Brody, Jennifer A and Franke, Lude L and Huffman, Jennifer E and Keller, Margaux F and McArdle, Patrick F and Nutile, Teresa and Porcu, Eleonora and Robino, Antonietta and Rose, Lynda M and Schick, Ursula M and Smith, Jennifer A and Teumer, Alexander and Traglia, Michela and Vuckovic, Dragana and Yao, Jie and Zhao, Wei and Albrecht, Eva and Amin, Najaf and Corre, Tanguy and Hottenga, Jouke-Jan and Mangino, Massimo and Smith, Albert V and Tanaka, Toshiko and Abecasis, Goncalo R and Andrulis, Irene L and Anton-Culver, Hoda and Antoniou, Antonis C and Arndt, Volker and Arnold, Alice M and Barbieri, Caterina and Beckmann, Matthias W and Beeghly-Fadiel, Alicia and Benitez, Javier and Bernstein, Leslie and Bielinski, Suzette J and Blomqvist, Carl and Boerwinkle, Eric and Bogdanova, Natalia V and Bojesen, Stig E and Bolla, Manjeet K and Borresen-Dale, Anne-Lise and Boutin, Thibaud S and Brauch, Hiltrud and Brenner, Hermann and Br{\"u}ning, Thomas and Burwinkel, Barbara and Campbell, Archie and Campbell, Harry and Chanock, Stephen J and Chapman, J Ross and Chen, Yii-Der Ida and Chenevix-Trench, Georgia and Couch, Fergus J and Coviello, Andrea D and Cox, Angela and Czene, Kamila and Darabi, Hatef and De Vivo, Immaculata and Demerath, Ellen W and Dennis, Joe and Devilee, Peter and D{\"o}rk, Thilo and Dos-Santos-Silva, Isabel and Dunning, Alison M and Eicher, John D and Fasching, Peter A and Faul, Jessica D and Figueroa, Jonine and Flesch-Janys, Dieter and Gandin, Ilaria and Garcia, Melissa E and Garc{\'\i}a-Closas, Montserrat and Giles, Graham G and Girotto, Giorgia G and Goldberg, Mark S and Gonz{\'a}lez-Neira, Anna and Goodarzi, Mark O and Grove, Megan L and Gudbjartsson, Daniel F and Guenel, Pascal and Guo, Xiuqing and Haiman, Christopher A and Hall, Per and Hamann, Ute and Henderson, Brian E and Hocking, Lynne J and Hofman, Albert and Homuth, Georg and Hooning, Maartje J and Hopper, John L and Hu, Frank B and Huang, Jinyan and Humphreys, Keith and Hunter, David J and Jakubowska, Anna and Jones, Samuel E and Kabisch, Maria and Karasik, David and Knight, Julia A and Kolcic, Ivana and Kooperberg, Charles and Kosma, Veli-Matti and Kriebel, Jennifer and Kristensen, Vessela and Lambrechts, Diether and Langenberg, Claudia and Li, Jingmei and Li, Xin and Lindstr{\"o}m, Sara and Liu, Yongmei and Luan, Jian{\textquoteright}an and Lubinski, Jan and M{\"a}gi, Reedik and Mannermaa, Arto and Manz, Judith and Margolin, Sara and Marten, Jonathan and Martin, Nicholas G and Masciullo, Corrado and Meindl, Alfons and Michailidou, Kyriaki and Mihailov, Evelin and Milani, Lili and Milne, Roger L and M{\"u}ller-Nurasyid, Martina and Nalls, Michael and Neale, Benjamin M and Nevanlinna, Heli and Neven, Patrick and Newman, Anne B and Nordestgaard, B{\o}rge G and Olson, Janet E and Padmanabhan, Sandosh and Peterlongo, Paolo and Peters, Ulrike and Petersmann, Astrid and Peto, Julian and Pharoah, Paul D P and Pirastu, Nicola N and Pirie, Ailith and Pistis, Giorgio and Polasek, Ozren and Porteous, David and Psaty, Bruce M and Pylk{\"a}s, Katri and Radice, Paolo and Raffel, Leslie J and Rivadeneira, Fernando and Rudan, Igor and Rudolph, Anja and Ruggiero, Daniela and Sala, Cinzia F and Sanna, Serena and Sawyer, Elinor J and Schlessinger, David and Schmidt, Marjanka K and Schmidt, Frank and Schmutzler, Rita K and Schoemaker, Minouk J and Scott, Robert A and Seynaeve, Caroline M and Simard, Jacques and Sorice, Rossella and Southey, Melissa C and St{\"o}ckl, Doris and Strauch, Konstantin and Swerdlow, Anthony and Taylor, Kent D and Thorsteinsdottir, Unnur and Toland, Amanda E and Tomlinson, Ian and Truong, Therese and Tryggvadottir, Laufey and Turner, Stephen T and Vozzi, Diego and Wang, Qin and Wellons, Melissa and Willemsen, Gonneke and Wilson, James F and Winqvist, Robert and Wolffenbuttel, Bruce B H R and Wright, Alan F and Yannoukakos, Drakoulis and Zemunik, Tatijana and Zheng, Wei and Zygmunt, Marek and Bergmann, Sven and Boomsma, Dorret I and Buring, Julie E and Ferrucci, Luigi and Montgomery, Grant W and Gudnason, Vilmundur and Spector, Tim D and van Duijn, Cornelia M and Alizadeh, Behrooz Z and Ciullo, Marina and Crisponi, Laura and Easton, Douglas F and Gasparini, Paolo P and Gieger, Christian and Harris, Tamara B and Hayward, Caroline and Kardia, Sharon L R and Kraft, Peter and McKnight, Barbara and Metspalu, Andres and Morrison, Alanna C and Reiner, Alex P and Ridker, Paul M and Rotter, Jerome I and Toniolo, Daniela and Uitterlinden, Andr{\'e} G and Ulivi, Sheila and V{\"o}lzke, Henry and Wareham, Nicholas J and Weir, David R and Yerges-Armstrong, Laura M and Price, Alkes L and Stefansson, Kari and Visser, Jenny A and Ong, Ken K and Chang-Claude, Jenny and Murabito, Joanne M and Perry, John R B and Murray, Anna} } @article {7736, title = {Rare coding variants and X-linked loci associated with age at menarche.}, journal = {Nat Commun}, volume = {6}, year = {2015}, month = {2015}, pages = {7756}, abstract = {

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 {\texttimes} 10(-8)). In addition, we identify common X-chromosome loci at IGSF1 (rs762080, P=9.4 {\texttimes} 10(-13)) and FAAH2 (rs5914101, P=4.9 {\texttimes} 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 {\texttimes} 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 {\textquoteright}missing heritability{\textquoteright} of this complex trait.

}, issn = {2041-1723}, doi = {10.1038/ncomms8756}, author = {Lunetta, Kathryn L and Day, Felix R and Sulem, Patrick and Ruth, Katherine S and Tung, Joyce Y and Hinds, David A and Esko, T{\~o}nu and Elks, Cathy E and Altmaier, Elisabeth and He, Chunyan and Huffman, Jennifer E and Mihailov, Evelin and Porcu, Eleonora and Robino, Antonietta and Rose, Lynda M and Schick, Ursula M and Stolk, Lisette and Teumer, Alexander and Thompson, Deborah J and Traglia, Michela and Wang, Carol A and Yerges-Armstrong, Laura M and Antoniou, Antonis C and Barbieri, Caterina and Coviello, Andrea D and Cucca, Francesco and Demerath, Ellen W and Dunning, Alison M and Gandin, Ilaria and Grove, Megan L and Gudbjartsson, Daniel F and Hocking, Lynne J and Hofman, Albert and Huang, Jinyan and Jackson, Rebecca D and Karasik, David and Kriebel, Jennifer and Lange, Ethan M and Lange, Leslie A and Langenberg, Claudia and Li, Xin and Luan, Jian{\textquoteright}an and M{\"a}gi, Reedik and Morrison, Alanna C and Padmanabhan, Sandosh and Pirie, Ailith and Polasek, Ozren and Porteous, David and Reiner, Alex P and Rivadeneira, Fernando and Rudan, Igor and Sala, Cinzia F and Schlessinger, David and Scott, Robert A and St{\"o}ckl, Doris and Visser, Jenny A and V{\"o}lker, Uwe and Vozzi, Diego and Wilson, James G and Zygmunt, Marek and Boerwinkle, Eric and Buring, Julie E and Crisponi, Laura and Easton, Douglas F and Hayward, Caroline and Hu, Frank B and Liu, Simin and Metspalu, Andres and Pennell, Craig E and Ridker, Paul M and Strauch, Konstantin and Streeten, Elizabeth A and Toniolo, Daniela and Uitterlinden, Andr{\'e} G and Ulivi, Sheila and V{\"o}lzke, Henry and Wareham, Nicholas J and Wellons, Melissa and Franceschini, Nora and Chasman, Daniel I and Thorsteinsdottir, Unnur and Murray, Anna and Stefansson, Kari and Murabito, Joanne M and Ong, Ken K and Perry, John R B} }