@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 {10785, title = {Genetic analysis of over 1 million people identifies 535 new loci associated with blood pressure traits.}, journal = {Nat Genet}, volume = {50}, year = {2018}, month = {2018 Oct}, pages = {1412-1425}, abstract = {

High blood pressure is a highly heritable and modifiable risk factor for cardiovascular disease. We report the largest genetic association study of blood pressure traits (systolic, diastolic and pulse pressure) to date in over 1 million people of European ancestry. We identify 535 novel blood pressure loci that not only offer new biological insights into blood pressure regulation but also highlight shared genetic architecture between blood pressure and lifestyle exposures. Our findings identify new biological pathways for blood pressure regulation with potential for improved cardiovascular disease prevention in the future.

}, issn = {1546-1718}, doi = {10.1038/s41588-018-0205-x}, author = {Evangelou, Evangelos and Warren, Helen R and Mosen-Ansorena, David and Mifsud, Borbala and Pazoki, Raha and Gao, He and Ntritsos, Georgios and Dimou, Niki and Cabrera, Claudia P and Karaman, Ibrahim and Ng, Fu Liang and Evangelou, Marina and Witkowska, Katarzyna and Tzanis, Evan and Hellwege, Jacklyn N and Giri, Ayush and Velez Edwards, Digna R and Sun, Yan V and Cho, Kelly and Gaziano, J Michael and Wilson, Peter W F and Tsao, Philip S and Kovesdy, Csaba P and Esko, T{\~o}nu and M{\"a}gi, Reedik and Milani, Lili and Almgren, Peter and Boutin, Thibaud and Debette, St{\'e}phanie and Ding, Jun and Giulianini, Franco and Holliday, Elizabeth G and Jackson, Anne U and Li-Gao, Ruifang and Lin, Wei-Yu and Luan, Jian{\textquoteright}an and Mangino, Massimo and Oldmeadow, Christopher and Prins, Bram Peter and Qian, Yong and Sargurupremraj, Muralidharan and Shah, Nabi and Surendran, Praveen and Th{\'e}riault, S{\'e}bastien and Verweij, Niek and Willems, Sara M and Zhao, Jing-Hua and Amouyel, Philippe and Connell, John and de Mutsert, Ren{\'e}e and Doney, Alex S F and Farrall, Martin and Menni, Cristina and Morris, Andrew D and Noordam, Raymond and Par{\'e}, Guillaume and Poulter, Neil R and Shields, Denis C and Stanton, Alice and Thom, Simon and Abecasis, Goncalo and Amin, Najaf and Arking, Dan E and Ayers, Kristin L and Barbieri, Caterina M and Batini, Chiara and Bis, Joshua C and Blake, Tineka and Bochud, Murielle and Boehnke, Michael and Boerwinkle, Eric and Boomsma, Dorret I and Bottinger, Erwin P and Braund, Peter S and Brumat, Marco and Campbell, Archie and Campbell, Harry and Chakravarti, Aravinda and Chambers, John C and Chauhan, Ganesh and Ciullo, Marina and Cocca, Massimiliano and Collins, Francis and Cordell, Heather J and Davies, Gail and de Borst, Martin H and de Geus, Eco J and Deary, Ian J and Deelen, Joris and del Greco M, Fabiola and Demirkale, Cumhur Yusuf and D{\"o}rr, Marcus and Ehret, Georg B and Elosua, Roberto and Enroth, Stefan and Erzurumluoglu, A Mesut and Ferreira, Teresa and Fr{\r a}nberg, Mattias and Franco, Oscar H and Gandin, Ilaria and Gasparini, Paolo and Giedraitis, Vilmantas and Gieger, Christian and Girotto, Giorgia and Goel, Anuj and Gow, Alan J and Gudnason, Vilmundur and Guo, Xiuqing and Gyllensten, Ulf and Hamsten, Anders and Harris, Tamara B and Harris, Sarah E and Hartman, Catharina A and Havulinna, Aki S and Hicks, Andrew A and Hofer, Edith and Hofman, Albert and Hottenga, Jouke-Jan and Huffman, Jennifer E and Hwang, Shih-Jen and Ingelsson, Erik and James, Alan and Jansen, Rick and J{\"a}rvelin, Marjo-Riitta and Joehanes, Roby and Johansson, {\r A}sa and Johnson, Andrew D and Joshi, Peter K and Jousilahti, Pekka and Jukema, J Wouter and Jula, Antti and K{\"a}h{\"o}nen, Mika and Kathiresan, Sekar and Keavney, Bernard D and Khaw, Kay-Tee and Knekt, Paul and Knight, Joanne and Kolcic, Ivana and Kooner, Jaspal S and Koskinen, Seppo and Kristiansson, Kati and Kutalik, Zolt{\'a}n and Laan, Maris and Larson, Marty and Launer, Lenore J and Lehne, Benjamin and Lehtim{\"a}ki, Terho and Liewald, David C M and Lin, Li and Lind, Lars and Lindgren, Cecilia M and Liu, Yongmei and Loos, Ruth J F and Lopez, Lorna M and Lu, Yingchang and Lyytik{\"a}inen, Leo-Pekka and Mahajan, Anubha and Mamasoula, Chrysovalanto and Marrugat, Jaume and Marten, Jonathan and Milaneschi, Yuri and Morgan, Anna and Morris, Andrew P and Morrison, Alanna C and Munson, Peter J and Nalls, Mike A and Nandakumar, Priyanka and Nelson, Christopher P and Niiranen, Teemu and Nolte, Ilja M and Nutile, Teresa and Oldehinkel, Albertine J and Oostra, Ben A and O{\textquoteright}Reilly, Paul F and Org, Elin and Padmanabhan, Sandosh and Palmas, Walter and Palotie, Aarno and Pattie, Alison and Penninx, Brenda W J H and Perola, Markus and Peters, Annette and Polasek, Ozren and Pramstaller, Peter P and Nguyen, Quang Tri and Raitakari, Olli T and Ren, Meixia and Rettig, Rainer and Rice, Kenneth and Ridker, Paul M and Ried, Janina S and Riese, Harri{\"e}tte and Ripatti, Samuli and Robino, Antonietta and Rose, Lynda M and Rotter, Jerome I and Rudan, Igor and Ruggiero, Daniela and Saba, Yasaman and Sala, Cinzia F and Salomaa, Veikko and Samani, Nilesh J and Sarin, Antti-Pekka and Schmidt, Reinhold and Schmidt, Helena and Shrine, Nick and Siscovick, David and Smith, Albert V and Snieder, Harold and S{\~o}ber, Siim and Sorice, Rossella and Starr, John M and Stott, David J and Strachan, David P and Strawbridge, Rona J and Sundstr{\"o}m, Johan and Swertz, Morris A and Taylor, Kent D and Teumer, Alexander and Tobin, Martin D and Tomaszewski, Maciej and Toniolo, Daniela and Traglia, Michela and Trompet, Stella and Tuomilehto, Jaakko and Tzourio, Christophe and Uitterlinden, Andr{\'e} G and Vaez, Ahmad and van der Most, Peter J and van Duijn, Cornelia M and Vergnaud, Anne-Claire and Verwoert, Germaine C and Vitart, Veronique and V{\"o}lker, Uwe and Vollenweider, Peter and Vuckovic, Dragana and Watkins, Hugh and Wild, Sarah H and Willemsen, Gonneke and Wilson, James F and Wright, Alan F and Yao, Jie and Zemunik, Tatijana and Zhang, Weihua and Attia, John R and Butterworth, Adam S and Chasman, Daniel I and Conen, David and Cucca, Francesco and Danesh, John and Hayward, Caroline and Howson, Joanna M M and Laakso, Markku and Lakatta, Edward G and Langenberg, Claudia and Melander, Olle and Mook-Kanamori, Dennis O and Palmer, Colin N A and Risch, Lorenz and Scott, Robert A and Scott, Rodney J and Sever, Peter and Spector, Tim D and van der Harst, Pim and Wareham, Nicholas J and Zeggini, Eleftheria and Levy, Daniel and Munroe, Patricia B and Newton-Cheh, Christopher and Brown, Morris J and Metspalu, Andres and Hung, Adriana M and O{\textquoteright}Donnell, Christopher J and Edwards, Todd L and Psaty, Bruce M and Tzoulaki, Ioanna and Barnes, Michael R and Wain, Louise V and Elliott, Paul and Caulfield, Mark J} } @article {10786, title = {Genome Analyses of >200,000 Individuals Identify 58 Loci for Chronic Inflammation and Highlight Pathways that Link Inflammation and Complex Disorders.}, journal = {Am J Hum Genet}, volume = {103}, year = {2018}, month = {2018 Nov 01}, pages = {691-706}, abstract = {

C-reactive protein (CRP) is a sensitive biomarker of chronic low-grade inflammation and is associated with multiple complex diseases. The genetic determinants of chronic inflammation remain largely unknown, and the causal role of CRP in several clinical outcomes is debated. We performed two genome-wide association studies (GWASs), on HapMap and 1000 Genomes imputed data, of circulating amounts of CRP by using data from 88 studies comprising 204,402 European individuals. Additionally, we performed in silico functional analyses and Mendelian randomization analyses with several clinical outcomes. The GWAS meta-analyses of CRP revealed 58 distinct genetic loci (p < 5~{\texttimes} 10). After adjustment for body mass index in the regression analysis, the associations at all except three loci remained. The lead variants at the distinct loci explained up to 7.0\% of the variance in circulating amounts of CRP. We identified 66 gene sets that were organized in two substantially correlated clusters, one mainly composed of immune pathways and the other characterized by metabolic pathways in the liver. Mendelian randomization analyses revealed a causal protective effect of CRP on schizophrenia and a risk-increasing effect on bipolar disorder. Our findings provide further insights into the biology of inflammation and could lead to interventions for treating inflammation and its clinical consequences.

}, issn = {1537-6605}, doi = {10.1016/j.ajhg.2018.09.009}, author = {Ligthart, Symen and Vaez, Ahmad and V{\~o}sa, Urmo and Stathopoulou, Maria G and de Vries, Paul S and Prins, Bram P and van der Most, Peter J and Tanaka, Toshiko and Naderi, Elnaz and Rose, Lynda M and Wu, Ying and Karlsson, Robert and Barbalic, Maja and Lin, Honghuang and Pool, Ren{\'e} and Zhu, Gu and Mac{\'e}, Aur{\'e}lien and Sidore, Carlo and Trompet, Stella and Mangino, Massimo and Sabater-Lleal, Maria and Kemp, John P and Abbasi, Ali and Kacprowski, Tim and Verweij, Niek and Smith, Albert V and Huang, Tao and Marzi, Carola and Feitosa, Mary F and Lohman, Kurt K and Kleber, Marcus E and Milaneschi, Yuri and Mueller, Christian and Huq, Mahmudul and Vlachopoulou, Efthymia and Lyytik{\"a}inen, Leo-Pekka and Oldmeadow, Christopher and Deelen, Joris and Perola, Markus and Zhao, Jing Hua and Feenstra, Bjarke and Amini, Marzyeh and Lahti, Jari and Schraut, Katharina E and Fornage, Myriam and Suktitipat, Bhoom and Chen, Wei-Min and Li, Xiaohui and Nutile, Teresa and Malerba, Giovanni and Luan, Jian{\textquoteright}an and Bak, Tom and Schork, Nicholas and del Greco M, Fabiola and Thiering, Elisabeth and Mahajan, Anubha and Marioni, Riccardo E and Mihailov, Evelin and Eriksson, Joel and Ozel, Ayse Bilge and Zhang, Weihua and Nethander, Maria and Cheng, Yu-Ching and Aslibekyan, Stella and Ang, Wei and Gandin, Ilaria and Yengo, Loic and Portas, Laura and Kooperberg, Charles and Hofer, Edith and Rajan, Kumar B and Schurmann, Claudia and den Hollander, Wouter and Ahluwalia, Tarunveer S and Zhao, Jing and Draisma, Harmen H M and Ford, Ian and Timpson, Nicholas and Teumer, Alexander and Huang, Hongyan and Wahl, Simone and Liu, Yongmei and Huang, Jie and Uh, Hae-Won and Geller, Frank and Joshi, Peter K and Yanek, Lisa R and Trabetti, Elisabetta and Lehne, Benjamin and Vozzi, Diego and Verbanck, Marie and Biino, Ginevra and Saba, Yasaman and Meulenbelt, Ingrid and O{\textquoteright}Connell, Jeff R and Laakso, Markku and Giulianini, Franco and Magnusson, Patrik K E and Ballantyne, Christie M and Hottenga, Jouke Jan and Montgomery, Grant W and Rivadineira, Fernando and Rueedi, Rico and Steri, Maristella and Herzig, Karl-Heinz and Stott, David J and Menni, Cristina and Fr{\r a}nberg, Mattias and St Pourcain, Beate and Felix, Stephan B and Pers, Tune H and Bakker, Stephan J L and Kraft, Peter and Peters, Annette and Vaidya, Dhananjay and Delgado, Graciela and Smit, Johannes H and Gro{\ss}mann, Vera and Sinisalo, Juha and Sepp{\"a}l{\"a}, Ilkka and Williams, Stephen R and Holliday, Elizabeth G and Moed, Matthijs and Langenberg, Claudia and R{\"a}ikk{\"o}nen, Katri and Ding, Jingzhong and Campbell, Harry and Sale, Michele M and Chen, Yii-Der I and James, Alan L and Ruggiero, Daniela and Soranzo, Nicole and Hartman, Catharina A and Smith, Erin N and Berenson, Gerald S and Fuchsberger, Christian and Hernandez, Dena and Tiesler, Carla M T and Giedraitis, Vilmantas and Liewald, David and Fischer, Krista and Mellstr{\"o}m, Dan and Larsson, Anders and Wang, Yunmei and Scott, William R and Lorentzon, Matthias and Beilby, John and Ryan, Kathleen A and Pennell, Craig E and Vuckovic, Dragana and Balkau, Beverly and Concas, Maria Pina and Schmidt, Reinhold and Mendes de Leon, Carlos F and Bottinger, Erwin P and Kloppenburg, Margreet and Paternoster, Lavinia and Boehnke, Michael and Musk, A W and Willemsen, Gonneke and Evans, David M and Madden, Pamela A F and K{\"a}h{\"o}nen, Mika and Kutalik, Zolt{\'a}n and Zoledziewska, Magdalena and Karhunen, Ville and Kritchevsky, Stephen B and Sattar, Naveed and LaChance, Genevieve and Clarke, Robert and Harris, Tamara B and Raitakari, Olli T and Attia, John R and van Heemst, Diana and Kajantie, Eero and Sorice, Rossella and Gambaro, Giovanni and Scott, Robert A and Hicks, Andrew A and Ferrucci, Luigi and Standl, Marie and Lindgren, Cecilia M and Starr, John M and Karlsson, Magnus and Lind, Lars and Li, Jun Z and Chambers, John C and Mori, Trevor A and de Geus, Eco J C N and Heath, Andrew C and Martin, Nicholas G and Auvinen, Juha and Buckley, Brendan M and de Craen, Anton J M and Waldenberger, Melanie and Strauch, Konstantin and Meitinger, Thomas and Scott, Rodney J and McEvoy, Mark and Beekman, Marian and Bombieri, Cristina and Ridker, Paul M and Mohlke, Karen L and Pedersen, Nancy L and Morrison, Alanna C and Boomsma, Dorret I and Whitfield, John B and Strachan, David P and Hofman, Albert and Vollenweider, Peter and Cucca, Francesco and J{\"a}rvelin, Marjo-Riitta and Jukema, J Wouter and Spector, Tim D and Hamsten, Anders and Zeller, Tanja and Uitterlinden, Andr{\'e} G and Nauck, Matthias and Gudnason, Vilmundur and Qi, Lu and Grallert, Harald and Borecki, Ingrid B and Rotter, Jerome I and M{\"a}rz, Winfried and Wild, Philipp S and Lokki, Marja-Liisa and Boyle, Michael and Salomaa, Veikko and Melbye, Mads and Eriksson, Johan G and Wilson, James F and Penninx, Brenda W J H and Becker, Diane M and Worrall, Bradford B and Gibson, Greg and Krauss, Ronald M and Ciullo, Marina and Zaza, Gianluigi and Wareham, Nicholas J and Oldehinkel, Albertine J and Palmer, Lyle J and Murray, Sarah S and Pramstaller, Peter P and Bandinelli, Stefania and Heinrich, Joachim and Ingelsson, Erik and Deary, Ian J and M{\"a}gi, Reedik and Vandenput, Liesbeth and van der Harst, Pim and Desch, Karl C and Kooner, Jaspal S and Ohlsson, Claes and Hayward, Caroline and Lehtim{\"a}ki, Terho and Shuldiner, Alan R and Arnett, Donna K and Beilin, Lawrence J and Robino, Antonietta and Froguel, Philippe and Pirastu, Mario and Jess, Tine and Koenig, Wolfgang and Loos, Ruth J F and Evans, Denis A and Schmidt, Helena and Smith, George Davey and Slagboom, P Eline and Eiriksdottir, Gudny and Morris, Andrew P and Psaty, Bruce M and Tracy, Russell P and Nolte, Ilja M and Boerwinkle, Eric and Visvikis-Siest, Sophie and Reiner, Alex P and Gross, Myron and Bis, Joshua C and Franke, Lude and Franco, Oscar H and Benjamin, Emelia J and Chasman, Daniel I and Dupuis, Jos{\'e}e and Snieder, Harold and Dehghan, Abbas and Alizadeh, Behrooz Z} } @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 {10512, title = {Novel Blood Pressure Locus and Gene Discovery Using Genome-Wide Association Study and Expression Data Sets From Blood and the Kidney.}, journal = {Hypertension}, year = {2017}, month = {2017 Jul 24}, abstract = {

Elevated blood pressure is a major risk factor for cardiovascular disease and has a substantial genetic contribution. Genetic variation influencing blood pressure has the potential to identify new pharmacological targets for the treatment of hypertension. To discover additional novel blood pressure loci, we used 1000 Genomes Project-based imputation in 150 134 European ancestry individuals and sought significant evidence for independent replication in a further 228 245 individuals. We report 6 new signals of association in or near , , , , , and , and provide new replication evidence for a further 2 signals in and Combining large whole-blood gene expression resources totaling 12 607 individuals, we investigated all novel and previously reported signals and identified 48 genes with evidence for involvement in blood pressure regulation that are significant in multiple resources. Three novel kidney-specific signals were also detected. These robustly implicated genes may provide new leads for therapeutic innovation.

}, issn = {1524-4563}, doi = {10.1161/HYPERTENSIONAHA.117.09438}, author = {Wain, Louise V and Vaez, Ahmad and Jansen, Rick and Joehanes, Roby and van der Most, Peter J and Erzurumluoglu, A Mesut and O{\textquoteright}Reilly, Paul F and Cabrera, Claudia P and Warren, Helen R and Rose, Lynda M and Verwoert, Germaine C and Hottenga, Jouke-Jan and Strawbridge, Rona J and Esko, T{\~o}nu and Arking, Dan E and Hwang, Shih-Jen and Guo, Xiuqing and Kutalik, Zolt{\'a}n and Trompet, Stella and Shrine, Nick and Teumer, Alexander and Ried, Janina S and Bis, Joshua C and Smith, Albert V and Amin, Najaf and Nolte, Ilja M and Lyytik{\"a}inen, Leo-Pekka and Mahajan, Anubha and Wareham, Nicholas J and Hofer, Edith and Joshi, Peter K and Kristiansson, Kati and Traglia, Michela and Havulinna, Aki S and Goel, Anuj and Nalls, Mike A and S{\~o}ber, Siim and Vuckovic, Dragana and Luan, Jian{\textquoteright}an and del Greco M, Fabiola and Ayers, Kristin L and Marrugat, Jaume and Ruggiero, Daniela and Lopez, Lorna M and Niiranen, Teemu and Enroth, Stefan and Jackson, Anne U and Nelson, Christopher P and Huffman, Jennifer E and Zhang, Weihua and Marten, Jonathan and Gandin, Ilaria and Harris, Sarah E and Zemunik, Tatijana and Lu, Yingchang and Evangelou, Evangelos and Shah, Nabi and de Borst, Martin H and Mangino, Massimo and Prins, Bram P and Campbell, Archie and Li-Gao, Ruifang and Chauhan, Ganesh and Oldmeadow, Christopher and Abecasis, Goncalo and Abedi, Maryam and Barbieri, Caterina M and Barnes, Michael R and Batini, Chiara and Beilby, John and Blake, Tineka and Boehnke, Michael and Bottinger, Erwin P and Braund, Peter S and Brown, Morris and Brumat, Marco and Campbell, Harry and Chambers, John C and Cocca, Massimiliano and Collins, Francis and Connell, John and Cordell, Heather J and Damman, Jeffrey J and Davies, Gail and de Geus, Eco J and de Mutsert, Ren{\'e}e and Deelen, Joris and Demirkale, Yusuf and Doney, Alex S F and D{\"o}rr, Marcus and Farrall, Martin and Ferreira, Teresa and Fr{\r a}nberg, Mattias and Gao, He and Giedraitis, Vilmantas and Gieger, Christian and Giulianini, Franco and Gow, Alan J and Hamsten, Anders and Harris, Tamara B and Hofman, Albert and Holliday, Elizabeth G and Hui, Jennie and J{\"a}rvelin, Marjo-Riitta and Johansson, {\r A}sa and Johnson, Andrew D and Jousilahti, Pekka and Jula, Antti and K{\"a}h{\"o}nen, Mika and Kathiresan, Sekar and Khaw, Kay-Tee and Kolcic, Ivana and Koskinen, Seppo and Langenberg, Claudia and Larson, Marty and Launer, Lenore J and Lehne, Benjamin and Liewald, David C M and Lin, Li and Lind, Lars and Mach, Fran{\c c}ois and Mamasoula, Chrysovalanto and Menni, Cristina and Mifsud, Borbala and Milaneschi, Yuri and Morgan, Anna and Morris, Andrew D and Morrison, Alanna C and Munson, Peter J and Nandakumar, Priyanka and Nguyen, Quang Tri and Nutile, Teresa and Oldehinkel, Albertine J and Oostra, Ben A and Org, Elin and Padmanabhan, Sandosh and Palotie, Aarno and Par{\'e}, Guillaume and Pattie, Alison and Penninx, Brenda W J H and Poulter, Neil and Pramstaller, Peter P and Raitakari, Olli T and Ren, Meixia and Rice, Kenneth and Ridker, Paul M and Riese, Harri{\"e}tte and Ripatti, Samuli and Robino, Antonietta and Rotter, Jerome I and Rudan, Igor and Saba, Yasaman and Saint Pierre, Aude and Sala, Cinzia F and Sarin, Antti-Pekka and Schmidt, Reinhold and Scott, Rodney and Seelen, Marc A and Shields, Denis C and Siscovick, David and Sorice, Rossella and Stanton, Alice and Stott, David J and Sundstr{\"o}m, Johan and Swertz, Morris and Taylor, Kent D and Thom, Simon and Tzoulaki, Ioanna and Tzourio, Christophe and Uitterlinden, Andr{\'e} G and V{\"o}lker, Uwe and Vollenweider, Peter and Wild, Sarah and Willemsen, Gonneke and Wright, Alan F and Yao, Jie and Th{\'e}riault, S{\'e}bastien and Conen, David and Attia, John and Sever, Peter and Debette, St{\'e}phanie and Mook-Kanamori, Dennis O and Zeggini, Eleftheria and Spector, Tim D and van der Harst, Pim and Palmer, Colin N A and Vergnaud, Anne-Claire and Loos, Ruth J F and Polasek, Ozren and Starr, John M and Girotto, Giorgia and Hayward, Caroline and Kooner, Jaspal S and Lindgren, Cecila M and Vitart, Veronique and Samani, Nilesh J and Tuomilehto, Jaakko and Gyllensten, Ulf and Knekt, Paul and Deary, Ian J and Ciullo, Marina and Elosua, Roberto and Keavney, Bernard D and Hicks, Andrew A and Scott, Robert A and Gasparini, Paolo and Laan, Maris and Liu, Yongmei and Watkins, Hugh and Hartman, Catharina A and Salomaa, Veikko and Toniolo, Daniela and Perola, Markus and Wilson, James F and Schmidt, Helena and Zhao, Jing Hua and Lehtim{\"a}ki, Terho and van Duijn, Cornelia M and Gudnason, Vilmundur and Psaty, Bruce M and Peters, Annette and Rettig, Rainer and James, Alan and Jukema, J Wouter and Strachan, David P and Palmas, Walter and Metspalu, Andres and Ingelsson, Erik and Boomsma, Dorret I and Franco, Oscar H and Bochud, Murielle and Newton-Cheh, Christopher and Munroe, Patricia B and Elliott, Paul and Chasman, Daniel I and Chakravarti, Aravinda and Knight, Joanne and Morris, Andrew P and Levy, Daniel and Tobin, Martin D and Snieder, Harold and Caulfield, Mark J and Ehret, Georg 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 {7696, 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, LDL, Cognition, Cohort Studies, Educational Status, Female, Forced Expiratory Volume, Genome, Human, Homozygote, Humans, Lung Volume Measurements, Male, Phenotype}, issn = {1476-4687}, doi = {10.1038/nature14618}, author = {Joshi, Peter K and Esko, T{\~o}nu and Mattsson, Hannele and Eklund, Niina and Gandin, Ilaria and Nutile, Teresa and Jackson, Anne U and Schurmann, Claudia and Smith, Albert V and Zhang, Weihua and Okada, Yukinori and Stan{\v c}{\'a}kov{\'a}, Alena and Faul, Jessica D and Zhao, Wei and Bartz, Traci M and Concas, Maria Pina and Franceschini, Nora and Enroth, Stefan and Vitart, Veronique and Trompet, Stella and Guo, Xiuqing and Chasman, Daniel I and O{\textquoteright}Connel, Jeffrey R 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 Hofer, Edith and Rietveld, Cornelius A and McLeod, Olga and Cornelis, Marilyn C and Pattaro, Cristian and Verweij, Niek and Baumbach, Clemens and Abdellaoui, Abdel and Warren, Helen R and Vuckovic, Dragana and Mei, Hao and Bouchard, Claude and Perry, John R B and Cappellani, Stefania and Mirza, Saira S and Benton, Miles C and Broeckel, Ulrich and Medland, Sarah E and Lind, Penelope A and Malerba, Giovanni and Drong, Alexander and Yengo, Loic and Bielak, Lawrence F and Zhi, Degui and van der Most, Peter J and Shriner, Daniel and M{\"a}gi, Reedik and Hemani, Gibran and Karaderi, Tugce and Wang, Zhaoming and Liu, Tian and Demuth, Ilja and Zhao, Jing Hua and Meng, Weihua and Lataniotis, Lazaros and van der Laan, Sander W and Bradfield, Jonathan P and Wood, Andrew R 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 Allison, Matthew A and Amin, Najaf and Asselbergs, Folkert W and Bakker, Stephan J L and Barr, R Graham and Baumeister, Sebastian E and Benjamin, Daniel J and Bergmann, Sven and Boerwinkle, Eric and Bottinger, Erwin P and Campbell, Archie and Chakravarti, Aravinda and Chan, Yingleong and Chanock, Stephen J and Chen, Constance and Chen, Y-D Ida and Collins, Francis S and Connell, John and Correa, Adolfo and Cupples, L Adrienne and Smith, George Davey and Davies, Gail and D{\"o}rr, Marcus and Ehret, Georg and Ellis, Stephen B and Feenstra, Bjarke and Feitosa, Mary F and Ford, Ian and Fox, Caroline S and Frayling, Timothy M 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 Harris, Sarah E and Harris, Tamara B and Hastie, Nicholas D and Heard-Costa, Nancy L and Heikkil{\"a}, Kauko and Hocking, Lynne J and Homuth, Georg and Hottenga, Jouke-Jan and Huang, Jinyan and Huffman, Jennifer E and Hysi, Pirro G and Ikram, M Arfan 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 Koellinger, Philipp and Koistinen, Heikki A and Kooner, Manraj K and Kubo, Michiaki and Kuusisto, Johanna and Lahti, Jari and Launer, Lenore J and Lea, Rodney A and Lehne, Benjamin and Lehtim{\"a}ki, Terho and Liewald, David C M and Lind, Lars 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 Milani, Lili and Montasser, May E and Montgomery, Grant W and Morrison, Alanna and Myers, Richard H and Nadukuru, Rajiv and Navarro, Pau and Nelis, Mari and Nieminen, Markku S and Nolte, Ilja M and O{\textquoteright}Connor, George T and Ogunniyi, Adesola and Padmanabhan, Sandosh and Palmas, Walter R and Pankow, James S and Patarcic, Inga and Pavani, Francesca and Peyser, Patricia A and Pietilainen, Kirsi and Poulter, Neil 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 Sala, Cinzia and Salako, Babatunde and Salomaa, Veikko 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 Sever, Peter and Shrestha, Smeeta and Smith, Blair H and Smith, Jennifer A 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 Taylor, Kent D and Tayo, Bamidele O and T{\"o}glhofer, Anna Maria and Tomaszewski, Maciej and T{\v s}ernikova, Natalia and Tuomilehto, Jaakko and Uitterlinden, Andr{\'e} G 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 Ware, Erin B and Wentworth-Shields, William and Whitfield, John B and Wild, Sarah and Willemsen, Gonneke and Yajnik, Chittaranjan S and Yao, Jie and Zaza, Gianluigi and Zhu, Xiaofeng and Salem, Rany M and Melbye, Mads and Bisgaard, Hans and Samani, Nilesh J 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 Ferrucci, Luigi and Scott, Robert A and Morris, Andrew D and Palmer, Colin N A and Dedoussis, George and Deloukas, Panos and Bertram, Lars and Lindenberger, Ulman and Berndt, Sonja I and Lindgren, Cecilia M and Timpson, Nicholas J and T{\"o}njes, Anke and Munroe, Patricia B and S{\o}rensen, Thorkild I A and Rotimi, Charles N and Arnett, Donna K and Oldehinkel, Albertine J and Kardia, Sharon L R and Balkau, Beverley and Gambaro, Giovanni and Morris, Andrew P and Eriksson, Johan G and Wright, Margie J and Martin, Nicholas G and Hunt, Steven C and Starr, John M and Deary, Ian J and Griffiths, Lyn R and Tiemeier, Henning and Pirastu, Nicola and Kaprio, Jaakko and Wareham, Nicholas J and P{\'e}russe, Louis and Wilson, James G and Girotto, Giorgia and Caulfield, Mark J and Raitakari, Olli and Boomsma, Dorret I 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 Magnusson, Patrik K E and Hamsten, Anders and Schmidt, Reinhold and Borecki, Ingrid B and Vartiainen, Erkki and Becker, Diane M and Bharadwaj, Dwaipayan and Mohlke, Karen L and Boehnke, Michael and van Duijn, Cornelia M and Sanghera, Dharambir K and Teumer, Alexander and Zeggini, Eleftheria and Metspalu, Andres and Gasparini, Paolo and Ulivi, Sheila and Ober, Carole and Toniolo, Daniela and Rudan, Igor and Porteous, David J and Ciullo, Marina and Spector, Tim D and Hayward, Caroline and Dupuis, Jos{\'e}e and Loos, Ruth J F and Wright, Alan F and Chandak, Giriraj R and Vollenweider, Peter and Shuldiner, Alan R and Ridker, Paul M and Rotter, Jerome I and Sattar, Naveed and Gyllensten, Ulf and North, Kari E and Pirastu, Mario and Psaty, Bruce M and Weir, David R and Laakso, Markku and Gudnason, Vilmundur and Takahashi, Atsushi and Chambers, John C and Kooner, Jaspal S and Strachan, David P and Campbell, Harry and Hirschhorn, Joel N and Perola, Markus and Polasek, Ozren and Wilson, James F} }