@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 {8619, title = {The association between lower educational attainment and depression owing to shared genetic effects? Results in ~25,000 subjects.}, journal = {Mol Psychiatry}, volume = {20}, year = {2015}, month = {2015 Jun}, pages = {735-43}, abstract = {

An association between lower educational attainment (EA) and an increased risk for depression has been confirmed in various western countries. This study examines whether pleiotropic genetic effects contribute to this association. Therefore, data were analyzed from a total of 9662 major depressive disorder (MDD) cases and 14,949 controls (with no lifetime MDD diagnosis) from the Psychiatric Genomics Consortium with additional Dutch and Estonian data. The association of EA and MDD was assessed with logistic regression in 15,138 individuals indicating a significantly negative association in our sample with an odds ratio for MDD 0.78 (0.75-0.82) per standard deviation increase in EA. With data of 884,105 autosomal common single-nucleotide polymorphisms (SNPs), three methods were applied to test for pleiotropy between MDD and EA: (i) genetic profile risk scores (GPRS) derived from training data for EA (independent meta-analysis on ~120,000 subjects) and MDD (using a 10-fold leave-one-out procedure in the current sample), (ii) bivariate genomic-relationship-matrix restricted maximum likelihood (GREML) and (iii) SNP effect concordance analysis (SECA). With these methods, we found (i) that the EA-GPRS did not predict MDD status, and MDD-GPRS did not predict EA, (ii) a weak negative genetic correlation with bivariate GREML analyses, but this correlation was not consistently significant, (iii) no evidence for concordance of MDD and EA SNP effects with SECA analysis. To conclude, our study confirms an association of lower EA and MDD risk, but this association was not because of measurable pleiotropic genetic effects, which suggests that environmental factors could be involved, for example, socioeconomic status.

}, keywords = {Adult, Aged, Cohort Studies, Depressive Disorder, Major, Educational Status, Estonia, Female, Gene-Environment Interaction, Genetic Association Studies, Genotype, Humans, Likelihood Functions, Male, Middle Aged, Netherlands, Odds Ratio, Polymorphism, Single Nucleotide, Psychiatric Status Rating Scales, Regression Analysis}, issn = {1476-5578}, doi = {10.1038/mp.2015.50}, author = {Wouter J Peyrot and Lee, S H and Milaneschi, Y and Abdel Abdellaoui and Byrne, E M and T{\~o}nu Esko and Eco J. C. de Geus and Hemani, G and Jouke-Jan Hottenga and Kloiber, S and Douglas F Levinson and Lucae, S and Nicholas G Martin and Sarah E Medland and Andres Metspalu and Lili Milani and Markus M N{\"o}then and Potash, J B and Rietschel, M and Cornelius A Rietveld and Ripke, S and Jianxin Shi and Gonneke Willemsen and Zhihong Zhu and Dorret I Boomsma and Naomi R. Wray and Brenda W J H Penninx} } @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 {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} }