@article {10784, title = {Gene discovery and polygenic prediction from a genome-wide association study of educational attainment in 1.1 million individuals.}, journal = {Nat Genet}, volume = {50}, year = {2018}, month = {2018 Aug}, pages = {1112-1121}, abstract = {

Here we conducted a large-scale genetic association analysis of educational attainment in a sample of approximately 1.1 million individuals and identify 1,271 independent genome-wide-significant SNPs. For the SNPs taken together, we found evidence of heterogeneous effects across environments. The SNPs implicate genes involved in brain-development processes and neuron-to-neuron communication. In a separate analysis of the X chromosome, we identify 10 independent genome-wide-significant SNPs and estimate a SNP heritability of around 0.3\% in both men and women, consistent with partial dosage compensation. A joint (multi-phenotype) analysis of educational attainment and three related cognitive phenotypes generates polygenic scores that explain 11-13\% of the variance in educational attainment and 7-10\% of the variance in cognitive performance. This prediction accuracy substantially increases the utility of polygenic scores as tools in research.

}, issn = {1546-1718}, doi = {10.1038/s41588-018-0147-3}, author = {Lee, James J and Wedow, Robbee and Okbay, Aysu and Kong, Edward and Maghzian, Omeed and Zacher, Meghan and Nguyen-Viet, Tuan Anh and Bowers, Peter and Sidorenko, Julia and Karlsson Linn{\'e}r, Richard and Fontana, Mark Alan and Kundu, Tushar and Lee, Chanwook and Li, Hui and Li, Ruoxi and Royer, Rebecca and Timshel, Pascal N and Walters, Raymond K and Willoughby, Emily A and Yengo, Loic and Alver, Maris and Bao, Yanchun and Clark, David W and Day, Felix R and Furlotte, Nicholas A and Joshi, Peter K and Kemper, Kathryn E and Kleinman, Aaron and Langenberg, Claudia and M{\"a}gi, Reedik and Trampush, Joey W and Verma, Shefali Setia and Wu, Yang and Lam, Max and Zhao, Jing Hua and Zheng, Zhili and Boardman, Jason D and Campbell, Harry and Freese, Jeremy and Harris, Kathleen Mullan and Hayward, Caroline and Herd, Pamela and Kumari, Meena and Lencz, Todd and Luan, Jian{\textquoteright}an and Malhotra, Anil K and Metspalu, Andres and Milani, Lili and Ong, Ken K and Perry, John R B and Porteous, David J and Ritchie, Marylyn D and Smart, Melissa C and Smith, Blair H and Tung, Joyce Y and Wareham, Nicholas J and Wilson, James F and Beauchamp, Jonathan P and Conley, Dalton C and Esko, T{\~o}nu and Lehrer, Steven F and Magnusson, Patrik K E and Oskarsson, Sven and Pers, Tune H and Robinson, Matthew R and Thom, Kevin and Watson, Chelsea and Chabris, Christopher F and Meyer, Michelle N and Laibson, David I and Yang, Jian and Johannesson, Magnus and Koellinger, Philipp D and Turley, Patrick and Visscher, Peter M and Benjamin, Daniel J and Cesarini, David} } @article {10444, title = {Genome-wide association meta-analysis highlights light-induced signaling as a driver for refractive error.}, journal = {Nat Genet}, volume = {50}, year = {2018}, month = {2018 Jun}, pages = {834-848}, abstract = {

Refractive errors, including myopia, are the most frequent eye disorders worldwide and an increasingly common cause of blindness. This genome-wide association meta-analysis in 160,420 participants and replication in 95,505 participants increased the number of established independent signals from 37 to 161 and showed high genetic correlation between Europeans and Asians (>0.78). Expression experiments and comprehensive in silico analyses identified retinal cell physiology and light processing as prominent mechanisms, and also identified functional contributions to refractive-error development in all cell types of the neurosensory retina, retinal pigment epithelium, vascular endothelium and extracellular matrix. Newly identified genes implicate novel mechanisms such as rod-and-cone bipolar synaptic neurotransmission, anterior-segment morphology and angiogenesis. Thirty-one loci resided in or near regions transcribing small RNAs, thus suggesting a role for post-transcriptional regulation. Our results support the notion that refractive errors are caused by a light-dependent retina-to-sclera signaling cascade and delineate potential pathobiological molecular drivers.

}, issn = {1546-1718}, doi = {10.1038/s41588-018-0127-7}, author = {Tedja, Milly S and Wojciechowski, Robert and Hysi, Pirro G and Eriksson, Nicholas and Furlotte, Nicholas A and Verhoeven, Virginie J M and Iglesias, Adriana I and Meester-Smoor, Magda A and Tompson, Stuart W and Fan, Qiao and Khawaja, Anthony P and Cheng, Ching-Yu and H{\"o}hn, Ren{\'e} and Yamashiro, Kenji and Wenocur, Adam and Grazal, Clare and Haller, Toomas and Metspalu, Andres and Wedenoja, Juho and Jonas, Jost B and Wang, Ya Xing and Xie, Jing and Mitchell, Paul and Foster, Paul J and Klein, Barbara E K and Klein, Ronald and Paterson, Andrew D and Hosseini, S Mohsen and Shah, Rupal L and Williams, Cathy and Teo, Yik Ying and Tham, Yih Chung and Gupta, Preeti and Zhao, Wanting and Shi, Yuan and Saw, Woei-Yuh and Tai, E-Shyong and Sim, Xue Ling and Huffman, Jennifer E and Polasek, Ozren and Hayward, Caroline and Bencic, Goran and Rudan, Igor and Wilson, James F and Joshi, Peter K and Tsujikawa, Akitaka and Matsuda, Fumihiko and Whisenhunt, Kristina N and Zeller, Tanja and van der Spek, Peter J and Haak, Roxanna and Meijers-Heijboer, Hanne and van Leeuwen, Elisabeth M and Iyengar, Sudha K and Lass, Jonathan H and Hofman, Albert and Rivadeneira, Fernando and Uitterlinden, Andr{\'e} G and Vingerling, Johannes R and Lehtim{\"a}ki, Terho and Raitakari, Olli T and Biino, Ginevra and Concas, Maria Pina and Schwantes-An, Tae-Hwi and Igo, Robert P and Cuellar-Partida, Gabriel and Martin, Nicholas G and Craig, Jamie E and Gharahkhani, Puya and Williams, Katie M and Nag, Abhishek and Rahi, Jugnoo S and Cumberland, Phillippa M and Delcourt, C{\'e}cile and Bellenguez, C{\'e}line and Ried, Janina S and Bergen, Arthur A and Meitinger, Thomas and Gieger, Christian and Wong, Tien Yin and Hewitt, Alex W and Mackey, David A and Simpson, Claire L and Pfeiffer, Norbert and P{\"a}rssinen, Olavi and Baird, Paul N and Vitart, Veronique and Amin, Najaf and van Duijn, Cornelia M and Bailey-Wilson, Joan E and Young, Terri L and Saw, Seang-Mei and Stambolian, Dwight and MacGregor, Stuart and Guggenheim, Jeremy A and Tung, Joyce Y and Hammond, Christopher J and Klaver, Caroline C W} } @article {10556, title = {Genomic analyses identify hundreds of variants associated with age at menarche and support a role for puberty timing in cancer risk.}, journal = {Nat Genet}, volume = {49}, year = {2017}, month = {2017 Jun}, pages = {834-841}, abstract = {

The timing of puberty is a highly polygenic childhood trait that is epidemiologically associated with various adult diseases. Using 1000 Genomes Project-imputed genotype data in up to \~{}370,000 women, we identify 389 independent signals (P < 5 {\texttimes} 10) for age at menarche, a milestone in female pubertal development. In Icelandic data, these signals explain \~{}7.4\% of the population variance in age at menarche, corresponding to \~{}25\% of the estimated heritability. We implicate \~{}250 genes via coding variation or associated expression, demonstrating significant enrichment in neural tissues. Rare variants near the imprinted genes MKRN3 and DLK1 were identified, exhibiting large effects when paternally inherited. Mendelian randomization analyses suggest causal inverse associations, independent of body mass index (BMI), between puberty timing and risks for breast and endometrial cancers in women and prostate cancer in men. In aggregate, our findings highlight the complexity of the genetic regulation of puberty timing and support causal links with cancer susceptibility.

}, keywords = {Adolescent, Age Factors, Body Mass Index, Databases, Genetic, Female, Genetic Predisposition to Disease, Genome-Wide Association Study, Genomic Imprinting, Humans, Intercellular Signaling Peptides and Proteins, Male, Membrane Proteins, Menarche, Neoplasms, Polymorphism, Single Nucleotide, Puberty, Quantitative Trait Loci, Ribonucleoproteins, Risk Factors}, issn = {1546-1718}, doi = {10.1038/ng.3841}, author = {Day, Felix R and Thompson, Deborah J and Helgason, Hannes and Chasman, Daniel I and Finucane, Hilary and Sulem, Patrick and Ruth, Katherine S and Whalen, Sean and Sarkar, Abhishek K and Albrecht, Eva and Altmaier, Elisabeth and Amini, Marzyeh and Barbieri, Caterina M and Boutin, Thibaud and Campbell, Archie and Demerath, Ellen and Giri, Ayush and He, Chunyan and Hottenga, Jouke J and Karlsson, Robert and Kolcic, Ivana and Loh, Po-Ru and Lunetta, Kathryn L and Mangino, Massimo and Marco, Brumat and McMahon, George and Medland, Sarah E and Nolte, Ilja M and Noordam, Raymond and Nutile, Teresa and Paternoster, Lavinia and Perjakova, Natalia and Porcu, Eleonora and Rose, Lynda M and Schraut, Katharina E and Segr{\`e}, Ayellet V and Smith, Albert V and Stolk, Lisette and Teumer, Alexander and Andrulis, Irene L and Bandinelli, Stefania and Beckmann, Matthias W and Benitez, Javier and Bergmann, Sven and Bochud, Murielle and Boerwinkle, Eric and Bojesen, Stig E and Bolla, Manjeet K and Brand, Judith S and Brauch, Hiltrud and Brenner, Hermann and Broer, Linda and Br{\"u}ning, Thomas and Buring, Julie E and Campbell, Harry and Catamo, Eulalia and Chanock, Stephen and Chenevix-Trench, Georgia and Corre, Tanguy and Couch, Fergus J and Cousminer, Diana L and Cox, Angela and Crisponi, Laura and Czene, Kamila and Davey Smith, George and de Geus, Eco J C N and de Mutsert, Ren{\'e}e and De Vivo, Immaculata and Dennis, Joe and Devilee, Peter and Dos-Santos-Silva, Isabel and Dunning, Alison M and Eriksson, Johan G and Fasching, Peter A and Fern{\'a}ndez-Rhodes, Lindsay and Ferrucci, Luigi and Flesch-Janys, Dieter and Franke, Lude and Gabrielson, Marike and Gandin, Ilaria and Giles, Graham G and Grallert, Harald and Gudbjartsson, Daniel F and Guenel, Pascal and Hall, Per and Hallberg, Emily and Hamann, Ute and Harris, Tamara B and Hartman, Catharina A and Heiss, Gerardo and Hooning, Maartje J and Hopper, John L and Hu, Frank and Hunter, David J and Ikram, M Arfan and Im, Hae Kyung and J{\"a}rvelin, Marjo-Riitta and Joshi, Peter K and Karasik, David and Kellis, Manolis and Kutalik, Zolt{\'a}n and LaChance, Genevieve and Lambrechts, Diether and Langenberg, Claudia and Launer, Lenore J and Laven, Joop S E and Lenarduzzi, Stefania and Li, Jingmei and Lind, Penelope A and Lindstr{\"o}m, Sara and Liu, Yongmei and Luan, Jian{\textquoteright}an and M{\"a}gi, Reedik and Mannermaa, Arto and Mbarek, Hamdi and McCarthy, Mark I and Meisinger, Christa and Meitinger, Thomas and Menni, Cristina and Metspalu, Andres and Michailidou, Kyriaki and Milani, Lili and Milne, Roger L and Montgomery, Grant W and Mulligan, Anna M and Nalls, Mike A and Navarro, Pau and Nevanlinna, Heli and Nyholt, Dale R and Oldehinkel, Albertine J and O{\textquoteright}Mara, Tracy A and Padmanabhan, Sandosh and Palotie, Aarno and Pedersen, Nancy and Peters, Annette and Peto, Julian and Pharoah, Paul D P and Pouta, Anneli and Radice, Paolo and Rahman, Iffat and Ring, Susan M and Robino, Antonietta and Rosendaal, Frits R and Rudan, Igor and Rueedi, Rico and Ruggiero, Daniela and Sala, Cinzia F and Schmidt, Marjanka K and Scott, Robert A and Shah, Mitul and Sorice, Rossella and Southey, Melissa C and Sovio, Ulla and Stampfer, Meir and Steri, Maristella and Strauch, Konstantin and Tanaka, Toshiko and Tikkanen, Emmi and Timpson, Nicholas J and Traglia, Michela and Truong, Therese and Tyrer, Jonathan P and Uitterlinden, Andr{\'e} G and Edwards, Digna R Velez and Vitart, Veronique and V{\"o}lker, Uwe and Vollenweider, Peter and Wang, Qin and Widen, Elisabeth and van Dijk, Ko Willems and Willemsen, Gonneke and Winqvist, Robert and Wolffenbuttel, Bruce H R and Zhao, Jing Hua and Zoledziewska, Magdalena and Zygmunt, Marek and Alizadeh, Behrooz Z and Boomsma, Dorret I and Ciullo, Marina and Cucca, Francesco and Esko, T{\~o}nu and Franceschini, Nora and Gieger, Christian and Gudnason, Vilmundur and Hayward, Caroline and Kraft, Peter and Lawlor, Debbie A and Magnusson, Patrik K E and Martin, Nicholas G and Mook-Kanamori, Dennis O and Nohr, Ellen A and Polasek, Ozren and Porteous, David and Price, Alkes L and Ridker, Paul M and Snieder, Harold and Spector, Tim D and St{\"o}ckl, Doris and Toniolo, Daniela and Ulivi, Sheila and Visser, Jenny A and V{\"o}lzke, Henry and Wareham, Nicholas J and Wilson, James F and Spurdle, Amanda B and Thorsteindottir, Unnur and Pollard, Katherine S and Easton, Douglas F and Tung, Joyce Y and Chang-Claude, Jenny and Hinds, David and Murray, Anna and Murabito, Joanne M and Stefansson, Kari and Ong, Ken K and Perry, John R B} } @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 {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} }