@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 = {<p>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.</p>},
	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 {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 = {<p>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.</p>},
	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}
}
