@article {8883, title = {Genome-wide association study identifies 74 loci associated with educational attainment.}, journal = {Nature}, volume = {533}, year = {2016}, month = {2016 05 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{\textquoteright}s disease, Bipolar Disorder, Cognitive Ability, Education, Fetus, Genome-Wide Association Study, Humans, Molecular Sequence Annotation, Polymorphism, Single Nucleotide, Schizophrenia, United Kingdom}, issn = {1476-4687}, doi = {10.1038/nature17671}, author = {Okbay, Aysu and Jonathan P. Beauchamp and Mark Alan Fontana and Lee, James J and Pers, Tune H and Cornelius A Rietveld 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 Pascal N Timshel and de Vlaming, Ronald and Abdel Abdellaoui and Ahluwalia, Tarunveer S and Bacelis, Jonas and Baumbach, Clemens and Bjornsdottir, Gyda and Brandsma, Johannes H and Maria Pina Concas and Derringer, Jaime and Furlotte, Nicholas A and Galesloot, Tessel E and Giorgia G Girotto and Gupta, Richa and Hall, Leanne M and Sarah E Harris and Edith Hofer and Horikoshi, Momoko and Huffman, Jennifer E and Kaasik, Kadri and Ioanna Panagiota Kalafati and Karlsson, Robert and Kong, Augustine and Lahti, Jari and Sven J van der Lee and Christiaan de Leeuw and Penelope A Lind and Lindgren, Karl-Oskar and Tian Liu and Mangino, Massimo and Marten, Jonathan and Mihailov, Evelin and Michael B Miller and van der Most, Peter J and Christopher J Oldmeadow and Payton, Antony and Pervjakova, Natalia and Wouter J Peyrot and Qian, Yong and Olli T Raitakari and Rueedi, Rico and Salvi, Erika and Schmidt, B{\"o}rge and Schraut, Katharina E and Jianxin Shi and Albert Vernon Smith and Poot, Raymond A and St Pourcain, Beate and Teumer, Alexander and Thorleifsson, Gudmar and Verweij, Niek and Vuckovic, Dragana and J{\"u}rgen Wellmann and Westra, Harm-Jan and Yang, Jingyun and Wei Zhao and Zhihong Zhu and Alizadeh, Behrooz Z and Amin, Najaf and Bakshi, Andrew and Baumeister, Sebastian E and Biino, Ginevra and B{\o}nnelykke, Klaus and Patricia A. Boyle and Campbell, Harry and Cappuccio, Francesco P and Gail Davies and De Neve, Jan-Emmanuel and Deloukas, Panos and Demuth, Ilja and Ding, Jun and Eibich, Peter and Eisele, Lewin and Eklund, Niina and Jessica Faul and Feitosa, Mary F and Andreas J Forstner and Gandin, Ilaria and Gunnarsson, Bjarni and Halld{\'o}rsson, Bjarni V and Tamara B Harris and Andrew C Heath and Lynne J Hocking and Holliday, Elizabeth G and Homuth, Georg and Horan, Michael A and Jouke-Jan Hottenga and Philip L de Jager and Joshi, Peter K and Jugessur, Astanand and Marika A Kaakinen and K{\"a}h{\"o}nen, Mika and Kanoni, Stavroula and Keltigangas-J{\"a}rvinen, Liisa and Lambertus A Kiemeney and Kolcic, Ivana and Koskinen, Seppo and Kraja, Aldi T and Kroh, Martin and Kutalik, Zolt{\'a}n and Latvala, Antti and Lenore J Launer and Lebreton, Ma{\"e}l P and Douglas F Levinson and Paul Lichtenstein and Lichtner, Peter and David C Liewald and Loukola, Anu and Pamela A F Madden and M{\"a}gi, Reedik and M{\"a}ki-Opas, Tomi and Riccardo E Marioni and Marques-Vidal, Pedro and Meddens, Gerardus A and McMahon, George and Meisinger, Christa and Meitinger, Thomas and Milaneschi, Yusplitri and Lili Milani and Grant W Montgomery and Myhre, Ronny and Nelson, Christopher P and Nyholt, Dale R and William E R Ollier and Aarno Palotie and Paternoster, Lavinia and Nancy L Pedersen and Katja E Petrovic and David J Porteous and Katri R{\"a}ikk{\"o}nen and Ring, Susan M and Robino, Antonietta and Rostapshova, Olga and Rudan, Igor and Rustichini, Aldo and Veikko Salomaa and Sanders, Alan R and Sarin, Antti-Pekka and Schmidt, Helena and Rodney J Scott and Smith, Blair H and Jennifer A Smith and Staessen, Jan A and Steinhagen-Thiessen, Elisabeth and Strauch, Konstantin and Antonio Terracciano and Tobin, Martin D and Ulivi, Sheila and Vaccargiu, Simona and Quaye, Lydia and van Rooij, Frank J A and Venturini, Cristina and Anna A E Vinkhuyzen and V{\"o}lker, Uwe and V{\"o}lzke, Henry and Vonk, Judith M and Vozzi, Diego and Waage, Johannes and Erin B Ware and Gonneke Willemsen and John R. Attia and David A Bennett and Klaus Berger and Bertram, Lars and Bisgaard, Hans and Dorret I Boomsma and Ingrid B Borecki and B{\"u}ltmann, Ute and Chabris, Christopher F and Francesco Cucca and Cusi, Daniele and Ian J Deary and George Dedoussis and Cornelia M van Duijn and Johan G Eriksson and Franke, Barbara and Lude L Franke and Paolo P. Gasparini and Gejman, Pablo V and Gieger, Christian and Hans-J{\"o}rgen Grabe and Gratten, Jacob and Groenen, Patrick J F and Gudnason, Vilmundur and van der Harst, Pim and Caroline Hayward 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 Sharon L R Kardia and Lehtim{\"a}ki, Terho and Lehrer, Steven F and Patrik K E Magnusson and Nicholas G Martin and McGue, Matt and Andres Metspalu and Pendleton, Neil and Brenda W J H Penninx and Markus Perola and Nicola Pirastu and Pirastu, Mario and Polasek, Ozren and Posthuma, Danielle and Power, Christine and Province, Michael A and Nilesh J Samani and Schlessinger, David and Schmidt, Reinhold and Thorkild I. A. S{\o}rensen and Timothy Spector and Stefansson, Kari and Thorsteinsdottir, Unnur and A. Roy Thurik and Nicholas J Timpson and Henning Tiemeier and Tung, Joyce Y and Andr{\'e} G Uitterlinden and Vitart, Veronique and Vollenweider, Peter and David R Weir and James F Wilson and Alan F Wright and Dalton C Conley and Krueger, Robert F and George Davey Smith and Hofman, Albert and David I Laibson and Sarah E Medland and Meyer, Michelle N and Yang, Jian and Johannesson, Magnus and Peter M Visscher and T{\~o}nu Esko and Philipp D Koellinger and Cesarini, David and Daniel J. Benjamin} } @article {8889, 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.

}, keywords = {Age Factors, Aging, BRCA1 Protein, Breast Neoplasms, DNA Repair, Female, Genome, Genome-Wide Association Study, Genotype, Humans, Hypothalamus, Menopause, Middle Aged, Models, Genetic, Older Adults, Phenotype, Reproduction, Signal Transduction}, issn = {1546-1718}, doi = {10.1038/ng.3412}, author = {Day, Felix R and Ruth, Katherine S and Thompson, Deborah J and Kathryn L Lunetta and Pervjakova, Natalia and Daniel I Chasman and Stolk, Lisette and Finucane, Hilary K and Sulem, Patrick and Bulik-Sullivan, Brendan and T{\~o}nu Esko and Andrew D Johnson and Elks, Cathy E and Franceschini, Nora and He, Chunyan and Altmaier, Elisabeth and Brody, Jennifer A and Lude L Franke 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 Jennifer A Smith and Teumer, Alexander and Traglia, Michela and Vuckovic, Dragana and Yao, Jie and Wei Zhao and Albrecht, Eva and Amin, Najaf and Corre, Tanguy and Jouke-Jan Hottenga and Mangino, Massimo and Albert Vernon Smith and Toshiko Tanaka and Gon{\c c}alo R Abecasis and Andrulis, Irene L and Anton-Culver, Hoda and Antoniou, Antonis C and Arndt, Volker and Alice M. Arnold 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 Manjeet K. Bolla 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 Yii-Der I Chen 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 Ellen W Demerath and Joe G Dennis and Devilee, Peter and D{\"o}rk, Thilo and Dos-Santos-Silva, Isabel and Dunning, Alison M and John D Eicher and Fasching, Peter A and Jessica Faul and Figueroa, Jonine and Flesch-Janys, Dieter and Gandin, Ilaria and Melissa E Garcia and Garc{\'\i}a-Closas, Montserrat and Giles, Graham G and Giorgia G Girotto and Goldberg, Mark S and Gonz{\'a}lez-Neira, Anna and Goodarzi, Mark O and Grove, Megan L and Gudbjartsson, Daniel F and Gu{\'e}nel, Pascal and Guo, Xiuqing and Christopher A Haiman and Hall, Per and Hamann, Ute and Henderson, Brian E and Lynne J Hocking and Hofman, Albert and Homuth, Georg and Hooning, Maartje J and John L Hopper 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 Charles Kooperberg 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 Yongmei Liu 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 Nicholas G Martin and Masciullo, Corrado and Meindl, Alfons and Michailidou, Kyriaki and Mihailov, Evelin and Lili Milani and Milne, Roger L and M{\"u}ller-Nurasyid, Martina and Michael A Nalls and Neale, Benjamin M and Nevanlinna, Heli and Neven, Patrick and Anne B Newman and B{\o}rge G Nordestgaard 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 Nicola Pirastu and Pirie, Ailith and Pistis, Giorgio and Polasek, Ozren and David J Porteous and Psaty, Bruce M and Pylk{\"a}s, Katri and Radice, Paolo and Raffel, Leslie J and Fernando Rivadeneira and Rudan, Igor and Rudolph, Anja and Ruggiero, Daniela and Cinzia Felicita Sala 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 Kent D Taylor and Thorsteinsdottir, Unnur and Toland, Amanda E and Tomlinson, Ian and Truong, Th{\'e}r{\`e}se and Tryggvadottir, Laufey and Stephen T Turner and Vozzi, Diego and Wang, Qin and Wellons, Melissa and Gonneke Willemsen and James F Wilson and Winqvist, Robert and Wolffenbuttel, Bruce B H R and Alan F Wright and Yannoukakos, Drakoulis and Zemunik, Tatijana and Wei Zhang and Zygmunt, Marek and Bergmann, Sven and Dorret I Boomsma and Buring, Julie E and Luigi Ferrucci and Grant W Montgomery and Gudnason, Vilmundur and Timothy Spector and Cornelia M van Duijn and Alizadeh, Behrooz Z and Ciullo, Marina and Crisponi, Laura and Easton, Douglas F and Paolo P. Gasparini and Gieger, Christian and Tamara B Harris and Caroline Hayward and Sharon L R Kardia and Kraft, Peter and McKnight, Barbara and Andres Metspalu and Alanna C Morrison and Reiner, Alex P and Ridker, Paul M and Rotter, Jerome I and Toniolo, Daniela and Andr{\'e} G Uitterlinden and Ulivi, Sheila and V{\"o}lzke, Henry and Wareham, Nicholas J and David R Weir and Laura M Yerges-Armstrong and Price, Alkes L and Stefansson, Kari and Visser, Jenny A and Ong, Ken K and Chang-Claude, Jenny and Joanne M Murabito and Perry, John R B and Murray, Anna} }