@article {8618, title = {Genetic variants associated with subjective well-being, depressive symptoms, and neuroticism identified through genome-wide analyses.}, journal = {Nat Genet}, volume = {48}, year = {2016}, month = {2016 06}, pages = {624-33}, abstract = {

Very few genetic variants have been associated with depression and neuroticism, likely because of limitations on sample size in previous studies. Subjective well-being, a phenotype that is genetically correlated with both of these traits, has not yet been studied with genome-wide data. We conducted genome-wide association studies of three phenotypes: subjective well-being (n = 298,420), depressive symptoms (n = 161,460), and neuroticism (n = 170,911). We identify 3 variants associated with subjective well-being, 2 variants associated with depressive symptoms, and 11 variants associated with neuroticism, including 2 inversion polymorphisms. The two loci associated with depressive symptoms replicate in an independent depression sample. Joint analyses that exploit the high genetic correlations between the phenotypes (|ρ^| ≈ 0.8) strengthen the overall credibility of the findings and allow us to identify additional variants. Across our phenotypes, loci regulating expression in central nervous system and adrenal or pancreas tissues are strongly enriched for association.

}, keywords = {Anxiety Disorders, Bayes Theorem, depression, Genome-Wide Association Study, Humans, Neuroticism, Phenotype, Polymorphism, Single Nucleotide}, issn = {1546-1718}, doi = {10.1038/ng.3552}, author = {Okbay, Aysu and Baselmans, Bart M L and De Neve, Jan-Emmanuel and Turley, Patrick and Nivard, Michel G and Mark Alan Fontana and Meddens, S Fleur W and Richard Karlsson Linn{\'e}r and Cornelius A Rietveld and Derringer, Jaime and Gratten, Jacob and Lee, James J and Liu, Jimmy Z and de Vlaming, Ronald and Ahluwalia, Tarunveer S and Buchwald, Jadwiga and Cavadino, Alana and Frazier-Wood, Alexis C and Furlotte, Nicholas A and Garfield, Victoria and Geisel, Marie Henrike and Gonzalez, Juan R and Haitjema, Saskia and Karlsson, Robert and van der Laan, Sander W and Ladwig, Karl-Heinz and J. Lahti and Sven J van der Lee and Penelope A Lind and Tian Liu and Lindsay K Matteson and Mihailov, Evelin and Michael B Miller and Minica, Camelia C and Ilja M Nolte and Dennis O Mook-Kanamori and van der Most, Peter J and Christopher J Oldmeadow and Qian, Yong and Olli T Raitakari and Rawal, Rajesh and Realo, Anu and Rueedi, Rico and Schmidt, B{\"o}rge and Albert Vernon Smith and Stergiakouli, Evie and Toshiko Tanaka and Kent D Taylor and Wedenoja, Juho and J{\"u}rgen Wellmann and Westra, Harm-Jan and Willems, Sara M and Wei Zhao and Amin, Najaf and Bakshi, Andrew and Patricia A. Boyle and Cherney, Samantha and Cox, Simon R and Gail Davies and Davis, Oliver S P and Ding, Jun and Nese Direk and Eibich, Peter and Emeny, Rebecca T and Fatemifar, Ghazaleh and Jessica Faul and Luigi Ferrucci and Andreas J Forstner and Gieger, Christian and Gupta, Richa and Tamara B Harris and Harris, Juliette M and Holliday, Elizabeth G and Jouke-Jan Hottenga and Philip L de Jager and Marika A Kaakinen and Kajantie, Eero and Karhunen, Ville and Kolcic, Ivana and Kumari, Meena and Lenore J Launer and Lude L Franke and Li-Gao, Ruifang and Koini, Marisa and Loukola, Anu and Marques-Vidal, Pedro and Grant W Montgomery and Mosing, Miriam A and Paternoster, Lavinia and Pattie, Alison and Katja E Petrovic and Pulkki-Raback, Laura and Quaye, Lydia and Katri R{\"a}ikk{\"o}nen and Rudan, Igor and Rodney J Scott and Jennifer A Smith and Angelina R Sutin and Trzaskowski, Maciej and Anna A E Vinkhuyzen and Lei Yu and Zabaneh, Delilah and John R. Attia and David A Bennett and Klaus Berger and Bertram, Lars and Dorret I Boomsma and Snieder, Harold and Chang, Shun-Chiao and Francesco Cucca and Ian J Deary and Cornelia M van Duijn and Johan G Eriksson and B{\"u}ltmann, Ute and Eco J. C. de Geus and Groenen, Patrick J F and Gudnason, Vilmundur and Hansen, Torben and Catharina A Hartman and Haworth, Claire M A and Caroline Hayward and Andrew C Heath and Hinds, David A and Hypp{\"o}nen, Elina and Iacono, William G and J{\"a}rvelin, Marjo-Riitta and J{\"o}ckel, Karl-Heinz and Kaprio, Jaakko and Sharon L R Kardia and Keltikangas-J{\"a}rvinen, Liisa and Kraft, Peter and Laura D Kubzansky and Lehtim{\"a}ki, Terho and Patrik K E Magnusson and Nicholas G Martin and McGue, Matt and Andres Metspalu and Melinda C Mills and de Mutsert, Ren{\'e}e and Oldehinkel, Albertine J and Pasterkamp, Gerard and Nancy L Pedersen and Plomin, Robert and Polasek, Ozren and Power, Christine and Rich, Stephen S and Rosendaal, Frits R and Hester M. den Ruijter and Schlessinger, David and Schmidt, Helena and Svento, Rauli and Schmidt, Reinhold and Alizadeh, Behrooz Z and Thorkild I. A. S{\o}rensen and Timothy Spector and Andrew Steptoe and Antonio Terracciano and A. Roy Thurik and Nicholas J Timpson and Henning Tiemeier and Andr{\'e} G Uitterlinden and Vollenweider, Peter and Wagner, Gert G and David R Weir and Yang, Jian and Dalton C Conley and Hofman, Albert and Johannesson, Magnus and David I Laibson and Sarah E Medland and Meyer, Michelle N and Pickrell, Joseph K and T{\~o}nu Esko and Krueger, Robert F and Jonathan P. Beauchamp and Philipp D Koellinger and Daniel J. Benjamin and Bartels, Meike and Cesarini, David} } @article {8881, title = {Genome-wide analysis identifies 12 loci influencing human reproductive behavior.}, journal = {Nat Genet}, volume = {48}, year = {2016}, month = {2016 Dec}, pages = {1462-1472}, abstract = {

The genetic architecture of human reproductive behavior-age at first birth (AFB) and number of children ever born (NEB)-has a strong relationship with fitness, human development, infertility and risk of neuropsychiatric disorders. However, very few genetic loci have been identified, and the underlying mechanisms of AFB and NEB are poorly understood. We report a large genome-wide association study of both sexes including 251,151 individuals for AFB and 343,072 individuals for NEB. We identified 12 independent loci that are significantly associated with AFB and/or NEB in a SNP-based genome-wide association study and 4 additional loci associated in a gene-based effort. These loci harbor genes that are likely to have a role, either directly or by affecting non-local gene expression, in human reproduction and infertility, thereby increasing understanding of these complex traits.

}, issn = {1546-1718}, doi = {10.1038/ng.3698}, author = {Nicola Barban and Jansen, Rick and de Vlaming, Ronald and Vaez, Ahmad and Mandemakers, Jornt J and Felix C Tropf and Shen, Xia and James F Wilson and Daniel I Chasman and Ilja M Nolte and Tragante, Vinicius and van der Laan, Sander W and Perry, John R B and Kong, Augustine and Ahluwalia, Tarunveer S and Albrecht, Eva and Laura M Yerges-Armstrong and Atzmon, Gil and Auro, Kirsi and Kristin L. Ayers and Bakshi, Andrew and Ben-Avraham, Danny and Klaus Berger and Bergman, Aviv and Bertram, Lars and Bielak, Lawrence F and Bjornsdottir, Gyda and Bonder, Marc Jan and Broer, Linda and Bui, Minh and Barbieri, Caterina and Cavadino, Alana and Chavarro, Jorge E and Turman, Constance and Maria Pina Concas and Cordell, Heather J and Gail Davies and Eibich, Peter and Eriksson, Nicholas and T{\~o}nu Esko and Eriksson, Joel and Falahi, Fahimeh and Felix, Janine F and Mark Alan Fontana and Lude L Franke and Gandin, Ilaria and Gaskins, Audrey J and Gieger, Christian and Gunderson, Erica P and Guo, Xiuqing and Caroline Hayward and He, Chunyan and Edith Hofer and Huang, Hongyan and Joshi, Peter K and Kanoni, Stavroula and Karlsson, Robert and Kiechl, Stefan and Kifley, Annette and Kluttig, Alexander and Kraft, Peter and Lagou, Vasiliki and Lecoeur, Cecile and Lahti, Jari and Li-Gao, Ruifang and Penelope A Lind and Tian Liu and Makalic, Enes and Mamasoula, Crysovalanto and Lindsay K Matteson and Mbarek, Hamdi and McArdle, Patrick F and McMahon, George and Meddens, S Fleur W and Mihailov, Evelin and Michael B Miller and Missmer, Stacey A and Monnereau, Claire and van der Most, Peter J and Myhre, Ronny and Michael A Nalls and Nutile, Teresa and Ioanna Panagiota Kalafati and Porcu, Eleonora and Prokopenko, Inga and Rajan, Kumar B and Rich-Edwards, Janet and Cornelius A Rietveld and Robino, Antonietta and Rose, Lynda M and Rueedi, Rico and Ryan, Kathleen A and Saba, Yasaman and Schmidt, Daniel and Jennifer A Smith and Stolk, Lisette and Streeten, Elizabeth and T{\"o}njes, Anke and Thorleifsson, Gudmar and Ulivi, Sheila and Wedenoja, Juho and J{\"u}rgen Wellmann and Willeit, Peter and Yao, Jie and Yengo, Loic and Jing Hua Zhao and Wei Zhao and Zhernakova, Daria V and Amin, Najaf and Andrews, Howard and Balkau, Beverley and Barzilai, Nir and Bergmann, Sven and Biino, Ginevra and Bisgaard, Hans and B{\o}nnelykke, Klaus and Dorret I Boomsma and Buring, Julie E and Campbell, Harry and Cappellani, Stefania and Ciullo, Marina and Cox, Simon R and Francesco Cucca and Toniolo, Daniela and Davey-Smith, George and Ian J Deary and George Dedoussis and Deloukas, Panos and Cornelia M van Duijn and Eco J. C. de Geus and Johan G Eriksson and Jessica Faul and Cinzia Felicita Sala and Froguel, Philippe and Paolo P. Gasparini and Giorgia G Girotto and Hans-J{\"o}rgen Grabe and Greiser, Karin Halina and Groenen, Patrick J F and de Haan, Hugoline G and Haerting, Johannes and Tamara B Harris and Andrew C Heath and Heikkil{\"a}, Kauko and Hofman, Albert and Homuth, Georg and Holliday, Elizabeth G and John L Hopper and Hypp{\"o}nen, Elina and Jacobsson, Bo and Vincent Jaddoe and Johannesson, Magnus and Jugessur, Astanand and K{\"a}h{\"o}nen, Mika and Kajantie, Eero and Sharon L R Kardia and Keavney, Bernard and Kolcic, Ivana and Koponen, P{\"a}ivikki and Kovacs, Peter and Kronenberg, Florian and Kutalik, Zolt{\'a}n and La Bianca, Martina and Lachance, Genevieve and Iacono, William G and Lai, Sandra and Lehtim{\"a}ki, Terho and David C Liewald and Lindgren, Cecilia M and Yongmei Liu and Luben, Robert and Lucht, Michael and Luoto, Riitta and Magnus, Per and Patrik K E Magnusson and Nicholas G Martin and McGue, Matt and McQuillan, Ruth and Sarah E Medland and Meisinger, Christa and Mellstr{\"o}m, Dan and Andres Metspalu and Traglia, Michela and Lili Milani and Mitchell, Paul and Grant W Montgomery and Dennis O Mook-Kanamori and de Mutsert, Ren{\'e}e and Nohr, Ellen A and Ohlsson, Claes and Olsen, J{\o}rn and Ong, Ken K and Paternoster, Lavinia and Pattie, Alison and Brenda W J H Penninx and Markus Perola and Peyser, Patricia A and Pirastu, Mario and Polasek, Ozren and Power, Chris and Kaprio, Jaakko and Raffel, Leslie J and Katri R{\"a}ikk{\"o}nen and Olli T Raitakari and Ridker, Paul M and Ring, Susan M and Roll, Kathryn and Rudan, Igor and Ruggiero, Daniela and Rujescu, Dan and Veikko Salomaa and Schlessinger, David and Schmidt, Helena and Schmidt, Reinhold and Schupf, Nicole and Johannes H Smit and Sorice, Rossella and Timothy Spector and John M Starr and St{\"o}ckl, Doris and Strauch, Konstantin and Stumvoll, Michael and Swertz, Morris A and Thorsteinsdottir, Unnur and A. Roy Thurik and Nicholas J Timpson and Tung, Joyce Y and Andr{\'e} G Uitterlinden and Vaccargiu, Simona and Viikari, Jorma and Vitart, Veronique and V{\"o}lzke, Henry and Vollenweider, Peter and Vuckovic, Dragana and Waage, Johannes and Wagner, Gert G and Wang, Jie Jin and Wareham, Nicholas J and David R Weir and Gonneke Willemsen and Willeit, Johann and Alan F Wright and Krina T Zondervan and Stefansson, Kari and Krueger, Robert F and Lee, James J and Daniel J. Benjamin and Cesarini, David and Philipp D Koellinger and den Hoed, Marcel and Snieder, Harold and Melinda C Mills} } @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 {8884, 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, Cognitive Ability, Cohort Studies, Education, Female, Forced Expiratory Volume, Genome, Homozygote, Humans, Lung Volume Measurements, Male, Phenotype}, issn = {1476-4687}, doi = {10.1038/nature14618}, author = {Joshi, Peter K and T{\~o}nu Esko and Mattsson, Hannele and Eklund, Niina and Gandin, Ilaria and Nutile, Teresa and Jackson, Anne U and Schurmann, Claudia and Albert Vernon Smith and Zhang, Weihua and Okada, Yukinori and Stan{\v c}{\'a}kov{\'a}, Alena and Jessica Faul and Wei Zhao and Traci M Bartz and Maria Pina Concas and Franceschini, Nora and Enroth, Stefan and Vitart, Veronique and Trompet, Stella and Guo, Xiuqing and Daniel I Chasman and Jeff O{\textquoteright}Connell 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 Edith Hofer and Cornelius A Rietveld and McLeod, Olga and Marilyn C Cornelis and Pattaro, Cristian and Verweij, Niek and Baumbach, Clemens and Abdel Abdellaoui and Warren, Helen R and Vuckovic, Dragana and Mei, Hao and Bouchard, Claude and Perry, John R B and Cappellani, Stefania and Saira S Mirza and Benton, Miles C and Broeckel, Ulrich and Sarah E Medland and Penelope A Lind and Malerba, Giovanni and Alexander W Drong and Yengo, Loic and Bielak, Lawrence F and Zhi, Degui and van der Most, Peter J and Daniel Shriner and M{\"a}gi, Reedik and Hemani, Gibran and Karaderi, Tugce and Wang, Zhaoming and Tian Liu and Demuth, Ilja and Jing Hua Zhao and Meng, Weihua and Lataniotis, Lazaros and van der Laan, Sander W and Bradfield, Jonathan P and Andrew R Wood 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 Matthew A. Allison and Amin, Najaf and Asselbergs, Folkert W and Bakker, Stephan J L and Barr, R Graham and Baumeister, Sebastian E and Daniel J. Benjamin and Bergmann, Sven and Boerwinkle, Eric and Erwin P Bottinger and Campbell, Archie and Chakravarti, Aravinda and Chan, Yingleong and Chanock, Stephen J and Chen, Constance and Yii-Der I Chen and Collins, Francis S and Connell, John and Correa, Adolfo and Cupples, L Adrienne and Gail Davies and D{\"o}rr, Marcus and Georg B Ehret and Ellis, Stephen B and Feenstra, Bjarke and Feitosa, Mary F and Ford, Ian and Caroline S Fox and Timothy M Frayling 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 Sarah E Harris and Tamara B Harris and Nicholas D Hastie and Heard-Costa, Nancy L and Heikkil{\"a}, Kauko and Lynne J Hocking and Homuth, Georg and Jouke-Jan Hottenga and Huang, Jinyan and Huffman, Jennifer E and Hysi, Pirro G and Mohammed Arfan Ikram 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 Philipp D Koellinger and Koistinen, Heikki A and Kooner, Manraj K and Kubo, Michiaki and Kuusisto, Johanna and Lahti, Jari and Lenore J Launer and Lea, Rodney A and Lehne, Benjamin and Lehtim{\"a}ki, Terho and David C Liewald and Lars Lind 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 Lili Milani and Montasser, May E and Grant W Montgomery and Alanna C Morrison and Myers, Richard H and Nadukuru, Rajiv and Navarro, Pau and Nelis, Mari and Nieminen, Markku S and Ilja M Nolte and O{\textquoteright}Connor, George T and Ogunniyi, Adesola and Padmanabhan, Sandosh and Walter R Palmas and Pankow, James S and Patarcic, Inga and Pavani, Francesca and Peyser, Patricia A and Pietilainen, Kirsi and Neil Poulter 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 Cinzia Felicita Sala and Babatunde Salako and Veikko Salomaa 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 Peter Sever and Shrestha, Smeeta and Smith, Blair H and Jennifer A Smith 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 Kent D Taylor and Bamidele O Tayo and T{\"o}glhofer, Anna Maria and Tomaszewski, Maciej and T{\v s}ernikova, Natalia and Tuomilehto, Jaakko and Andr{\'e} G Uitterlinden 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 Erin B Ware and Wentworth-Shields, William and Whitfield, John B and Sarah Wild and Gonneke Willemsen and Yajnik, Chittaranjan S and Yao, Jie and Zaza, Gianluigi and Zhu, Xiaofeng and Salem, Rany M and Melbye, Mads and Bisgaard, Hans and Nilesh J Samani 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 Luigi Ferrucci and Scott, Robert A and Morris, Andrew D and Palmer, Colin N A and George Dedoussis and Deloukas, Panos and Bertram, Lars and Lindenberger, Ulman and Berndt, Sonja I and Lindgren, Cecilia M and Nicholas J Timpson and T{\"o}njes, Anke and Munroe, Patricia B and Thorkild I. A. S{\o}rensen and Charles N Rotimi and Donna K Arnett and Oldehinkel, Albertine J and Sharon L R Kardia and Balkau, Beverley and Gambaro, Giovanni and Morris, Andrew P and Johan G Eriksson and Margaret J Wright and Nicholas G Martin and Hunt, Steven C and John M Starr and Ian J Deary and Griffiths, Lyn R and Henning Tiemeier and Nicola Pirastu and Kaprio, Jaakko and Wareham, Nicholas J and P{\'e}russe, Louis and Wilson, James G and Giorgia G Girotto and Caulfield, Mark J and Olli T Raitakari and Dorret I Boomsma 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 Patrik K E Magnusson and Hamsten, Anders and Schmidt, Reinhold and Ingrid B Borecki and Vartiainen, Erkki and Becker, Diane M and Bharadwaj, Dwaipayan and Mohlke, Karen L and Boehnke, Michael and Cornelia M van Duijn and Sanghera, Dharambir K and Teumer, Alexander and Zeggini, Eleftheria and Andres Metspalu and Paolo P. Gasparini and Ulivi, Sheila and Ober, Carole and Toniolo, Daniela and Rudan, Igor and David J Porteous and Ciullo, Marina and Timothy Spector and Caroline Hayward and Dupuis, Jos{\'e}e and Ruth J F Loos and Alan F Wright and Chandak, Giriraj R and Vollenweider, Peter and Alan R Shuldiner and Ridker, Paul M and Rotter, Jerome I and Sattar, Naveed and Gyllensten, Ulf and Kari E North and Pirastu, Mario and Psaty, Bruce M and David R Weir and Laakso, Markku and Gudnason, Vilmundur and Takahashi, Atsushi and Chambers, John C and Kooner, Jaspal S and David P Strachan and Campbell, Harry and Joel N Hirschhron and Markus Perola and Polasek, Ozren and James F Wilson} } @article {10656, title = {Common genetic variants associated with cognitive performance identified using the proxy-phenotype method.}, journal = {Proc Natl Acad Sci U S A}, volume = {111}, year = {2014}, month = {2014 Sep 23}, pages = {13790-4}, abstract = {

We identify common genetic variants associated with cognitive performance using a two-stage approach, which we call the proxy-phenotype method. First, we conduct a genome-wide association study of educational attainment in a large sample (n = 106,736), which produces a set of 69 education-associated SNPs. Second, using independent samples (n = 24,189), we measure the association of these education-associated SNPs with cognitive performance. Three SNPs (rs1487441, rs7923609, and rs2721173) are significantly associated with cognitive performance after correction for multiple hypothesis testing. In an independent sample of older Americans (n = 8,652), we also show that a polygenic score derived from the education-associated SNPs is associated with memory and absence of dementia. Convergent evidence from a set of bioinformatics analyses implicates four specific genes (KNCMA1, NRXN1, POU2F3, and SCRT). All of these genes are associated with a particular neurotransmitter pathway involved in synaptic plasticity, the main cellular mechanism for learning and memory.

}, keywords = {Cell Adhesion Molecules, Neuronal, Cognition, Female, Humans, Learning, Male, Memory, Multifactorial Inheritance, Nerve Tissue Proteins, Neuronal Plasticity, Octamer Transcription Factors, Polymorphism, Single Nucleotide, Synaptic Transmission}, issn = {1091-6490}, doi = {10.1073/pnas.1404623111}, author = {Cornelius A Rietveld and T{\~o}nu Esko and Gail Davies and Pers, Tune H and Turley, Patrick and Benyamin, Beben and Chabris, Christopher F and Emilsson, Valur and Andrew D Johnson and Lee, James J and Christiaan de Leeuw and Riccardo E Marioni and Sarah E Medland and Michael B Miller and Rostapshova, Olga and Sven J van der Lee and Anna A E Vinkhuyzen and Amin, Najaf and Dalton C Conley and Derringer, Jaime and Cornelia M van Duijn and Fehrmann, Rudolf and Lude L Franke and Edward L Glaeser and Narelle K Hansell and Caroline Hayward and Iacono, William G and Carla A Ibrahim-Verbaas and Vincent Jaddoe and Karjalainen, Juha and David I Laibson and Paul Lichtenstein and David C Liewald and Patrik K E Magnusson and Nicholas G Martin and McGue, Matt and McMahon, George and Nancy L Pedersen and Pinker, Steven and David J Porteous and Posthuma, Danielle and Fernando Rivadeneira and Smith, Blair H and John M Starr and Henning Tiemeier and Nicholas J Timpson and Trzaskowski, Maciej and Andr{\'e} G Uitterlinden and Verhulst, Frank C and Mary E Ward and Margaret J Wright and George Davey Smith and Ian J Deary and Johannesson, Magnus and Plomin, Robert and Peter M Visscher and Daniel J. Benjamin and Cesarini, David and Philipp D Koellinger} } @article {8620, title = {GWAS of 126,559 individuals identifies genetic variants associated with educational attainment.}, journal = {Science}, volume = {340}, year = {2013}, month = {2013 Jun 21}, pages = {1467-71}, abstract = {

A genome-wide association study (GWAS) of educational attainment was conducted in a discovery sample of 101,069 individuals and a replication sample of 25,490. Three independent single-nucleotide polymorphisms (SNPs) are genome-wide significant (rs9320913, rs11584700, rs4851266), and all three replicate. Estimated effects sizes are small (coefficient of determination R(2) ≈ 0.02\%), approximately 1 month of schooling per allele. A linear polygenic score from all measured SNPs accounts for ≈2\% of the variance in both educational attainment and cognitive function. Genes in the region of the loci have previously been associated with health, cognitive, and central nervous system phenotypes, and bioinformatics analyses suggest the involvement of the anterior caudate nucleus. These findings provide promising candidate SNPs for follow-up work, and our effect size estimates can anchor power analyses in social-science genetics.

}, keywords = {Cognition, Educational Status, Endophenotypes, Female, Genetic Loci, Genome-Wide Association Study, Humans, Male, Multifactorial Inheritance, Polymorphism, Single Nucleotide}, issn = {1095-9203}, doi = {10.1126/science.1235488}, author = {Cornelius A Rietveld and Sarah E Medland and Derringer, Jaime and Yang, Jian and T{\~o}nu Esko and Martin, Nicolas W and Westra, Harm-Jan and Shakhbazov, Konstantin and Abdel Abdellaoui and Agrawal, Arpana and Albrecht, Eva and Alizadeh, Behrooz Z and Amin, Najaf and Barnard, John and Baumeister, Sebastian E and Benke, Kelly S and Bielak, Lawrence F and Boatman, Jeffrey A and Patricia A. Boyle and Gail Davies and Christiaan de Leeuw and Eklund, Niina and Daniel S Evans and Rudolf Ferhmann and Fischer, Krista and Gieger, Christian and Gjessing, H{\r a}kon K and H{\"a}gg, Sara and Harris, Jennifer R and Caroline Hayward and Holzapfel, Christina and Carla A Ibrahim-Verbaas and Ingelsson, Erik and Jacobsson, Bo and Joshi, Peter K and Jugessur, Astanand and Marika A Kaakinen and Kanoni, Stavroula and Karjalainen, Juha and Kolcic, Ivana and Kristiansson, Kati and Kutalik, Zolt{\'a}n and J. Lahti and Lee, Sang H and Lin, Peng and Penelope A Lind and Yongmei Liu and Kurt Lohman and Loitfelder, Marisa and McMahon, George and Vidal, Pedro Marques and Osorio Meirelles and Lili Milani and Myhre, Ronny and Nuotio, Marja-Liisa and Christopher J Oldmeadow and Katja E Petrovic and Wouter J Peyrot and Polasek, Ozren and Quaye, Lydia and Reinmaa, Eva and Rice, John P and Rizzi, Thais S and Schmidt, Helena and Schmidt, Reinhold and Albert Vernon Smith and Jennifer A Smith and Toshiko Tanaka and Antonio Terracciano and van der Loos, Matthijs J H M and Vitart, Veronique and V{\"o}lzke, Henry and J{\"u}rgen Wellmann and Lei Yu and Wei Zhao and Allik, J{\"u}ri and John R. Attia and Bandinelli, Stefania and Bastardot, Fran{\c c}ois and Jonathan P. Beauchamp and David A Bennett and Klaus Berger and Laura Bierut and Dorret I Boomsma and B{\"u}ltmann, Ute and Campbell, Harry and Chabris, Christopher F and Cherkas, Lynn and Chung, Mina K and Francesco Cucca and de Andrade, Mariza and Philip L de Jager and De Neve, Jan-Emmanuel and Ian J Deary and George Dedoussis and Deloukas, Panos and Dimitriou, Maria and Gu{\dh}ny Eir{\'\i}ksd{\'o}ttir and Elderson, Martin F and Johan G Eriksson and Jessica Faul and Luigi Ferrucci and Melissa E Garcia and Gr{\"o}nberg, Henrik and Gu{\dh}nason, Vilmundur and Hall, Per and Harris, Juliette M and Tamara B Harris and Nicholas D Hastie and Andrew C Heath and Dena G Hernandez and Hoffmann, Wolfgang and Hofman, Adriaan and Holle, Rolf and Holliday, Elizabeth G and Jouke-Jan Hottenga and Iacono, William G and Illig, Thomas and J{\"a}rvelin, Marjo-Riitta and K{\"a}h{\"o}nen, Mika and Kaprio, Jaakko and Kirkpatrick, Robert M and Kowgier, Matthew and Latvala, Antti and Lenore J Launer and Lawlor, Debbie A and Lehtim{\"a}ki, Terho and Li, Jingmei and Paul Lichtenstein and Lichtner, Peter and David C Liewald and Pamela A F Madden and Patrik K E Magnusson and M{\"a}kinen, Tomi E and Masala, Marco and McGue, Matt and Andres Metspalu and Mielck, Andreas and Michael B Miller and Grant W Montgomery and Mukherjee, Sutapa and Nyholt, Dale R and Ben A Oostra and Palmer, Lyle J and Aarno Palotie and Brenda W J H Penninx and Markus Perola and Peyser, Patricia A and Preisig, Martin and Katri R{\"a}ikk{\"o}nen and Olli T Raitakari and Realo, Anu and Ring, Susan M and Ripatti, Samuli and Fernando Rivadeneira and Rudan, Igor and Rustichini, Aldo and Veikko Salomaa and Sarin, Antti-Pekka and Schlessinger, David and Rodney J Scott and Snieder, Harold and St Pourcain, Beate and John M Starr and Sul, Jae Hoon and Surakka, Ida and Svento, Rauli and Teumer, Alexander and Henning Tiemeier and van Rooij, Frank J A and Van Wagoner, David R and Vartiainen, Erkki and Viikari, Jorma and Vollenweider, Peter and Vonk, Judith M and Waeber, G{\'e}rard and David R Weir and Wichmann, H-Erich and Elisabeth Widen and Gonneke Willemsen and James F Wilson and Alan F Wright and Dalton C Conley and Davey-Smith, George and Lude L Franke and Groenen, Patrick J F and Hofman, Albert and Johannesson, Magnus and Sharon L R Kardia and Krueger, Robert F and David I Laibson and Nicholas G Martin and Meyer, Michelle N and Posthuma, Danielle and A. Roy Thurik and Nicholas J Timpson and Andr{\'e} G Uitterlinden and Cornelia M van Duijn and Peter M Visscher and Daniel J. Benjamin and Cesarini, David and Philipp D Koellinger} }