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151. Genome-wide association study identifies 74 loci associated with educational attainment

Author

Okbay, Aysu, Beauchamp, Jonathan P., Fontana, Mark A., Lee, James J., Pers, Tune H., Rietveld, Cornelius A., Turley, Patrick, Chen, Guo-Bo, Emilsson, Valur, Meddens, S. Fleur W., Oskarsson, Sven, Pickrell, Joseph K., Thom, Kevin, Timshel, Pascal, de Vlaming, Ronald, Abdellaoui, Abdel, Ahluwalia, Tarunveer S., Bacelis, Jonas, Baumbach, Clemens, Bjornsdottir, Gyda, Brandsma, Johannes H., Concas, Maria Pina, Derringer, Jaime, Furlotte, Nicholas A., Galesloot, Tessel E., Girotto, Giorgia, Gupta, Richa, Hall, Leanne M., Harris, Sarah E., Hofer, Edith, Horikoshi, Momoko, Huffman, Jennifer E., Kaasik, Kadri, Kalafati, Ioanna P., Karlsson, Robert, Kong, Augustine, Lahti, Jari, van der Lee, Sven J., de Leeuw, Christiaan, Lind, Penelope A., Lindgren, Karl-Oskar, Liu, Tian, Mangino, Massimo, Marten, Jonathan, Mihailov, Evelin, Miller, Michael B., van der Most, Peter J., Oldmeadow, Christopher, Payton, Antony, Pervjakova, Natalia, Peyrot, Wouter J., Qian, Yong, Raitakari, Olli, Rueedi, Rico, Salvi, Erika, Schmidt, Börge, Schraut, Katharina E., Shi, Jianxin, Smith, Albert V., Poot, Raymond A., Pourcain, Beate, Teumer, Alexander, Thorleifsson, Gudmar, Verweij, Niek, Vuckovic, Dragana, Wellmann, Juergen, Westra, Harm-Jan, Yang, Jingyun, Zhao, Wei, Zhu, Zhihong, Alizadeh, Behrooz Z., Amin, Najaf, Bakshi, Andrew, Baumeister, Sebastian E., Biino, Ginevra, Bønnelykke, Klaus, Boyle, Patricia A., Campbell, Harry, Cappuccio, Francesco P., Davies, Gail, De Neve, Jan-Emmanuel, Deloukas, Panos, Demuth, Ilja, Ding, Jun, Eibich, Peter, Eisele, Lewin, Eklund, Niina, Evans68, David M., Faul, Jessica D., Feitosa, Mary F., Forstner, Andreas J., Gandin, Ilaria, Gunnarsson, Bjarni, Halldórsson, Bjarni V., Harris, Tamara B., Heath, Andrew C., Hocking, Lynne J., Holliday, Elizabeth G., Homuth, Georg, Horan, Michael A., Hottenga, Jouke-Jan, de Jager, Philip L., Joshi, Peter K., Jugessur, Astanand, Kaakinen, Marika A., Kähönen, Mika, Kanoni, Stavroula, Keltigangas-Järvinen, Liisa, Kiemeney, Lambertus A.L.M., Kolcic, Ivana, Koskinen, Seppo, Kraja, Aldi T., Kroh, Martin, Kutalik, Zoltan, Latvala, Antti, Launer, Lenore J., Lebreton, Maël P., Levinson, Douglas F., Lichtenstein, Paul, Lichtner, Peter, Liewald, David C.M., Loukola, Anu, Madden, Pamela A., Mägi, Reedik, Mäki-Opas, Tomi, Marioni, Riccardo E., Marques-Vidal, Pedro, Meddens, Gerardus A., McMahon, George, Meisinger, Christa, Meitinger, Thomas, Milaneschi, Yusplitri, Milani, Lili, Montgomery, Grant W., Myhre, Ronny, Nelson, Christopher P., Nyholt, Dale R., Ollier, William E.R., Palotie, Aarno, Paternoster, Lavinia, Pedersen, Nancy L., Petrovic, Katja E., Porteous, David J., Räikkönen, Katri, Ring, Susan M., Robino, Antonietta, Rostapshova, Olga, Rudan, Igor, Rustichini, Aldo, Salomaa, Veikko, Sanders, Alan R., Sarin, Antti-Pekka, Schmidt, Helena, Scott, Rodney J., Smith, Blair H., Smith, Jennifer A., Staessen, Jan A., Steinhagen-Thiessen, Elisabeth, Strauch, Konstantin, Terracciano, Antonio, Tobin, Martin D., Ulivi, Sheila, Vaccargiu, Simona, Quaye, Lydia, van Rooij, Frank J.A., Venturini, Cristina, Vinkhuyzen, Anna A.E., Völker, Uwe, Völzke, Henry, Vonk, Judith M., Vozzi, Diego, Waage, Johannes, Ware, Erin B., Willemsen, Gonneke, Attia, John R., Bennett, David A., Berger, Klaus, Bertram, Lars, Bisgaard, Hans, Boomsma, Dorret I., Borecki, Ingrid B., Bultmann, Ute, Chabris, Christopher F., Cucca, Francesco, Cusi, Daniele, Deary, Ian J., Dedoussis, George V., van Duijn, Cornelia M., Eriksson, Johan G., Franke, Barbara, Franke, Lude, Gasparini, Paolo, Gejman, Pablo V., Gieger, Christian, Grabe, Hans-Jörgen, Gratten, Jacob, Groenen, Patrick J.F., Gudnason, Vilmundur, van der Harst, Pim, Hayward, Caroline, Hinds, David A., Hoffmann, Wolfgang, Hyppönen, Elina, Iacono, William G., Jacobsson, Bo, Järvelin, Marjo-Riitta, Jöckel, Karl-Heinz, Kaprio, Jaakko, Kardia, Sharon L.R., Lehtimäki, Terho, Lehrer, Steven F., Magnusson, Patrik K.E., Martin, Nicholas G., McGue, Matt, Metspalu, Andres, Pendleton, Neil, Penninx, Brenda W.J.H., Perola, Markus, Pirastu, Nicola, Pirastu, Mario, Polasek, Ozren, Posthuma, Danielle, Power, Christine, Province, Michael A., Samani, Nilesh J., Schlessinger, David, Schmidt, Reinhold, Sørensen, Thorkild I.A., Spector, Tim D., Stefansson, Kari, Thorsteinsdottir, Unnur, Thurik, A. Roy, Timpson, Nicholas J., Tiemeier, Henning, Tung, Joyce Y., Uitterlinden, André G., Vitart, Veronique, Vollenweider, Peter, Weir, David R., Wilson, James F., Wright, Alan F., Conley, Dalton C., Krueger, Robert F., Smith, George Davey, Hofman, Albert, Laibson, David I., Medland, Sarah E., Meyer, Michelle N., Yang, Jian, Johannesson, Magnus, Visscher, Peter M., Esko, Tõnu, Koellinger, Philipp D., Cesarini, David, and Benjamin, Daniel J.

Abstract

Summary Educational attainment (EA) is strongly influenced by social and other environmental factors, but genetic factors are also estimated to account for at least 20% of the variation across individuals1. We report the results of a genome-wide association study (GWAS) for EA that extends our earlier discovery sample1,2 of 101,069 individuals to 293,723 individuals, and a replication in an independent sample of 111,349 individuals from the UK Biobank. We now identify 74 genome-wide significant loci associated with number of years of schooling completed. Single-nucleotide polymorphisms (SNPs) 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 behavioral phenotype that is mostly environmentally determined, a well-powered GWAS identifies replicable associated genetic variants that suggest biologically relevant pathways. Because EA 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 disease.

Published
2016
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152. Genetic associations at 53 loci highlight cell types and biological pathways relevant for kidney function

Author

Pattaro, Cristian, Teumer, Alexander, Gorski, Mathias, Chu, Audrey Y., Li, Man, Mijatovic, Vladan, Garnaas, Maija, Tin, Adrienne, Sorice, Rossella, Li, Yong, Taliun, Daniel, Olden, Matthias, Foster, Meredith, Yang, Qiong, Chen, Ming-Huei, Pers, Tune H., Johnson, Andrew D., Ko, Yi-An, Fuchsberger, Christian, Tayo, Bamidele, Nalls, Michael, Feitosa, Mary F., Isaacs, Aaron, Dehghan, Abbas, d'Adamo, Pio, Adeyemo, Adebowale, Dieffenbach, Aida Karina, Zonderman, Alan B., Nolte, Ilja M., van der Most, Peter J., Wright, Alan F., Shuldiner, Alan R., Morrison, Alanna C., Hofman, Albert, Smith, Albert V., Dreisbach, Albert W., Franke, Andre, Uitterlinden, Andre G., Metspalu, Andres, Tonjes, Anke, Lupo, Antonio, Robino, Antonietta, Johansson, Åsa, Demirkan, Ayse, Kollerits, Barbara, Freedman, Barry I., Ponte, Belen, Oostra, Ben A., Paulweber, Bernhard, Krämer, Bernhard K., Mitchell, Braxton D., Buckley, Brendan M., Peralta, Carmen A., Hayward, Caroline, Helmer, Catherine, Rotimi, Charles N., Shaffer, Christian M., Müller, Christian, Sala, Cinzia, van Duijn, Cornelia M., Saint-Pierre, Aude, Ackermann, Daniel, Shriner, Daniel, Ruggiero, Daniela, Toniolo, Daniela, Lu, Yingchang, Cusi, Daniele, Czamara, Darina, Ellinghaus, David, Siscovick, David S., Ruderfer, Douglas, Gieger, Christian, Grallert, Harald, Rochtchina, Elena, Atkinson, Elizabeth J., Holliday, Elizabeth G., Boerwinkle, Eric, Salvi, Erika, Bottinger, Erwin P., Murgia, Federico, Rivadeneira, Fernando, Ernst, Florian, Kronenberg, Florian, Hu, Frank B., Navis, Gerjan J., Curhan, Gary C., Ehret, George B., Homuth, Georg, Coassin, Stefan, Thun, Gian-Andri, Pistis, Giorgio, Gambaro, Giovanni, Malerba, Giovanni, Montgomery, Grant W., Eiriksdottir, Gudny, Jacobs, Gunnar, Li, Guo, Wichmann, H-Erich, Campbell, Harry, Schmidt, Helena, Wallaschofski, Henri, Völzke, Henry, Brenner, Hermann, Kroemer, Heyo K., Kramer, Holly, Lin, Honghuang, Leach, I. Mateo, Ford, Ian, Guessous, Idris, Rudan, Igor, Prokopenko, Inga, Borecki, Ingrid, Heid, Iris M., Kolcic, Ivana, Persico, Ivana, Jukema, J. Wouter, Wilson, James F., Felix, Janine F., Divers, Jasmin, Lambert, Jean-Charles, Stafford, Jeanette M., Gaspoz, Jean-Michel, Smith, Jennifer A., Faul, Jessica D., Wang, Jie Jin, Ding, Jingzhong, Hirschhorn, Joel N., Attia, John, Whitfield, John B., Chalmers, John, Viikari, Jorma, Coresh, Josef, Denny, Joshua C., Karjalainen, Juha, Fernandes, Jyotika K., Endlich, Karlhans, Butterbach, Katja, Keene, Keith L., Lohman, Kurt, Portas, Laura, Launer, Lenore J., Lyytikäinen, Leo-Pekka, Yengo, Loic, Franke, Lude, Ferrucci, Luigi, Rose, Lynda M., Kedenko, Lyudmyla, Rao, Madhumathi, Struchalin, Maksim, Kleber, Marcus E., Cavalieri, Margherita, Haun, Margot, Cornelis, Marilyn C., Ciullo, Marina, Pirastu, Mario, de Andrade, Mariza, McEvoy, Mark A., Woodward, Mark, Adam, Martin, Cocca, Massimiliano, Nauck, Matthias, Imboden, Medea, Waldenberger, Melanie, Pruijm, Menno, Metzger, Marie, Stumvoll, Michael, Evans, Michele K., Sale, Michele M., Kähönen, Mika, Boban, Mladen, Bochud, Murielle, Rheinberger, Myriam, Verweij, Niek, Bouatia-Naji, Nabila, Martin, Nicholas G., Hastie, Nick, Probst-Hensch, Nicole, Soranzo, Nicole, Devuyst, Olivier, Raitakari, Olli, Gottesman, Omri, Franco, Oscar H., Polasek, Ozren, Gasparini, Paolo, Munroe, Patricia B., Ridker, Paul M., Mitchell, Paul, Muntner, Paul, Meisinger, Christa, Smit, Johannes H., Abecasis, Goncalo R., Adair, Linda S., Alexander, Myriam, Altshuler, David, Amin, Najaf, Arking, Dan E., Arora, Pankaj, Aulchenko, Yurii, Bakker, Stephan J. L., Bandinelli, Stefania, Barroso, Ines, Beckmann, Jacques S., Beilby, John P., Bergman, Richard N., Bergmann, Sven, Bis, Joshua C., Boehnke, Michael, Bonnycastle, Lori L., Bornstein, Stefan R., Bots, Michiel L., Bragg-Gresham, Jennifer L., Brand, Stefan-Martin, Brand, Eva, Braund, Peter S., Brown, Morris J., Burton, Paul R., Casas, Juan P., Caulfield, Mark J., Chakravarti, Aravinda, Chambers, John C., Chandak, Giriraj R., Chang, Yen-Pei C., Charchar, Fadi J., Chaturvedi, Nish, Shin Cho, Yoon, Clarke, Robert, Collins, Francis S., Collins, Rory, Connell, John M., Cooper, Jackie A., Cooper, Matthew N., Cooper, Richard S., Corsi, Anna Maria, Dörr, Marcus, Dahgam, Santosh, Danesh, John, Smith, George Davey, Day, Ian N. M., Deloukas, Panos, Denniff, Matthew, Dominiczak, Anna F., Dong, Yanbin, Doumatey, Ayo, Elliott, Paul, Elosua, Roberto, Erdmann, Jeanette, Eyheramendy, Susana, Farrall, Martin, Fava, Cristiano, Forrester, Terrence, Fowkes, F. Gerald R., Fox, Ervin R., Frayling, Timothy M., Galan, Pilar, Ganesh, Santhi K., Garcia, Melissa, Gaunt, Tom R., Glazer, Nicole L., Go, Min Jin, Goel, Anuj, Grässler, Jürgen, Grobbee, Diederick E., Groop, Leif, Guarrera, Simonetta, Guo, Xiuqing, Hadley, David, Hamsten, Anders, Han, Bok-Ghee, Hardy, Rebecca, Hartikainen, Anna-Liisa, Heath, Simon, Heckbert, Susan R., Hedblad, Bo, Hercberg, Serge, Hernandez, Dena, Hicks, Andrew A., Hilton, Gina, Hingorani, Aroon D., Bolton, Judith A Hoffman, Hopewell, Jemma C., Howard, Philip, Humphries, Steve E., Hunt, Steven C., Hveem, Kristian, Ikram, M. Arfan, Islam, Muhammad, Iwai, Naoharu, Jarvelin, Marjo-Riitta, Jackson, Anne U., Jafar, Tazeen H., Janipalli, Charles S., Johnson, Toby, Kathiresan, Sekar, Khaw, Kay-Tee, Kim, Hyung-Lae, Kinra, Sanjay, Kita, Yoshikuni, Kivimaki, Mika, Kooner, Jaspal S., Kumar, M. J. Kranthi, Kuh, Diana, Kulkarni, Smita R., Kumari, Meena, Kuusisto, Johanna, Kuznetsova, Tatiana, Laakso, Markku, Laan, Maris, Laitinen, Jaana, Lakatta, Edward G., Langefeld, Carl D., Larson, Martin G., Lathrop, Mark, Lawlor, Debbie A., Lawrence, Robert W., Lee, Jong-Young, Lee, Nanette R., Levy, Daniel, Li, Yali, Longstreth, Will T., Luan, Jian'an, Lucas, Gavin, Ludwig, Barbara, Mangino, Massimo, Mani, K. Radha, Marmot, Michael G., Mattace-Raso, Francesco U. S., Matullo, Giuseppe, McArdle, Wendy L., McKenzie, Colin A., Meitinger, Thomas, Melander, Olle, Meneton, Pierre, Meschia, James F., Miki, Tetsuro, Milaneschi, Yuri, Mohlke, Karen L., Mooser, Vincent, Morken, Mario A., Morris, Richard W., Mosley, Thomas H., Najjar, Samer, Narisu, Narisu, Newton-Cheh, Christopher, Nguyen, Khanh-Dung Hoang, Nilsson, Peter, Nyberg, Fredrik, O'Donnell, Christopher J., Ogihara, Toshio, Ohkubo, Takayoshi, Okamura, Tomonori, Ong, RickTwee-Hee, Ongen, Halit, Onland-Moret, N. Charlotte, O'Reilly, Paul F., Org, Elin, Orru, Marco, Palmas, Walter, Palmen, Jutta, Palmer, Lyle J., Palmer, Nicholette D., Parker, Alex N., Peden, John F., Peltonen, Leena, Perola, Markus, Pihur, Vasyl, Platou, Carl G. P., Plump, Andrew, Prabhakaran, Dorairajan, Psaty, Bruce M., Raffel, Leslie J., Rao, Dabeeru C., Rasheed, Asif, Ricceri, Fulvio, Rice, Kenneth M., Rosengren, Annika, Rotter, Jerome I., Rudock, Megan E., Sõber, Siim, Salako, Tunde, Saleheen, Danish, Salomaa, Veikko, Samani, Nilesh J., Schwartz, Steven M., Schwarz, Peter E. H., Scott, Laura J., Scott, James, Scuteri, Angelo, Sehmi, Joban S., Seielstad, Mark, Seshadri, Sudha, Sharma, Pankaj, Shaw-Hawkins, Sue, Shi, Gang, Shrine, Nick R. G., Sijbrands, Eric J. G., Sim, Xueling, Singleton, Andrew, Sjögren, Marketa, Smith, Nicholas L., Artigas, Maria Soler, Spector, Tim D., Staessen, Jan A., Stancakova, Alena, Steinle, Nanette I., Strachan, David P., Stringham, Heather M., Sun, Yan V., Swift, Amy J., Tabara, Yasuharu, Tai, E-Shyong, Talmud, Philippa J., Taylor, Andrew, Terzic, Janos, Thelle, Dag S., Tobin, Martin D., Tomaszewski, Maciej, Tripathy, Vikal, Tuomilehto, Jaakko, Tzoulaki, Ioanna, Uda, Manuela, Ueshima, Hirotsugu, Uiterwaal, Cuno S. P. M., Umemura, Satoshi, van der Harst, Pim, van der Schouw, Yvonne T., van Gilst, Wiek H., Vartiainen, Erkki, Vasan, Ramachandran S., Veldre, Gudrun, Verwoert, Germaine C., Viigimaa, Margus, Vinay, D. G., Vineis, Paolo, Voight, Benjamin F., Vollenweider, Peter, Wagenknecht, Lynne E., Wain, Louise V., Wang, Xiaoling, Wang, Thomas J., Wareham, Nicholas J., Watkins, Hugh, Weder, Alan B., Whincup, Peter H., Wiggins, Kerri L., Witteman, Jacqueline C. M., Wong, Andrew, Wu, Ying, Yajnik, Chittaranjan S., Yao, Jie, Young, J. H., Zelenika, Diana, Zhai, Guangju, Zhang, Weihua, Zhang, Feng, Zhao, Jing Hua, Zhu, Haidong, Zhu, Xiaofeng, Zitting, Paavo, Zukowska-Szczechowska, Ewa, Okada, Yukinori, Wu, Jer-Yuarn, Gu, Dongfeng, Takeuchi, Fumihiko, Takahashi, Atsushi, Maeda, Shiro, Tsunoda, Tatsuhiko, Chen, Peng, Lim, Su-Chi, Wong, Tien-Yin, Liu, Jianjun, Young, Terri L., Aung, Tin, Teo, Yik-Ying, Kim, Young Jin, Kang, Daehee, Chen, Chien-Hsiun, Tsai, Fuu-Jen, Chang, Li-Ching, Fann, S. -J. Cathy, Mei, Hao, Hixson, James E., Chen, Shufeng, Katsuya, Tomohiro, Isono, Masato, Albrecht, Eva, Yamamoto, Kazuhiko, Kubo, Michiaki, Nakamura, Yusuke, Kamatani, Naoyuki, Kato, Norihiro, He, Jiang, Chen, Yuan-Tsong, Tanaka, Toshihiro, Reilly, Muredach P, Schunkert, Heribert, Assimes, Themistocles L., Hall, Alistair, Hengstenberg, Christian, König, Inke R., Laaksonen, Reijo, McPherson, Ruth, Thompson, John R., Thorsteinsdottir, Unnur, Ziegler, Andreas, Absher, Devin, Chen, Li, Cupples13, L. Adrienne, Halperin, Eran, Li, Mingyao, Musunuru, Kiran, Preuss, Michael, Schillert, Arne, Thorleifsson, Gudmar, Wells, George A., Holm, Hilma, Roberts, Robert, Stewart, Alexandre F. R., Fortmann, Stephen, Go, Alan, Hlatky, Mark, Iribarren, Carlos, Knowles, Joshua, Myers, Richard, Quertermous, Thomas, Sidney, Steven, Risch, Neil, Tang, Hua, Blankenberg, Stefan, Schnabel, Renate, Sinning, Christoph, Lackner, Karl J., Tiret, Laurence, Nicaud, Viviane, Cambien, Francois, Bickel, Christoph, Rupprecht, Hans J., Perret, Claire, Proust, Carole, Münzel, Thomas F., Barbalic, Maja, Chen, Ida Yii-Der, Demissie-Banjaw, Serkalem, Folsom, Aaron, Lumley, Thomas, Marciante, Kristin, Taylor, Kent D., Volcik, Kelly, Gretarsdottir, Solveig, Gulcher, Jeffrey R., Kong, Augustine, Stefansson, Kari, Thorgeirsson, Gudmundur, Andersen, Karl, Fischer, Marcus, Grosshennig, Anika, Linsel-Nitschke, Patrick, Stark, Klaus, Schreiber, Stefan, Aherrahrou, Zouhair, Bruse, Petra, Doering, Angela, Klopp, Norman, Diemert, Patrick, Loley, Christina, Medack, Anja, Nahrstedt, Janja, Peters, Annette, Wagner, Arnika K., Willenborg, Christina, Böhm, Bernhard O., Dobnig, Harald, Grammer, Tanja B., Hoffmann, Michael M., Meinitzer, Andreas, Winkelmann, Bernhard R., Pilz, Stefan, Renner, Wilfried, Scharnagl, Hubert, Stojakovic, Tatjana, Tomaschitz, Andreas, Winkler, Karl, Guiducci, Candace, Burtt, Noel, Gabriel, Stacey B., Dandona, Sonny, Jarinova, Olga, Qu, Liming, Wilensky, Robert, Matthai, William, Hakonarson, Hakon H., Devaney, Joe, Burnett, Mary Susan, Pichard, Augusto D., Kent, Kenneth M., Satler, Lowell, Lindsay, Joseph M., Waksman, Ron, Knouff, Christopher W., Waterworth, Dawn M., Walker, Max C., Epstein, Stephen E., Rader, Daniel J., Nelson, Christopher P., Wright, Benjamin J., Balmforth, Anthony J., Ball, Stephen G., Loehr, Laura R., Rosamond, Wayne D., Benjamin, Emelia, Haritunians, Talin, Couper, David, Murabito, Joanne, Wang, Ying A., Stricker, Bruno H., Chang, Patricia P., Willerson, James T., Felix, Stephan B., Watzinger, Norbert, Aragam, Jayashri, Zweiker, Robert, Lind, Lars, Rodeheffer, Richard J., Greiser, Karin Halina, Deckers, Jaap W., Stritzke, Jan, Ingelsson, Erik, Kullo, Iftikhar, Haerting, Johannes, Reffelmann, Thorsten, Redfield, Margaret M., Werdan, Karl, Mitchell, Gary F., Arnett, Donna K., Gottdiener, John S., Blettner, Maria, Friedrich, Nele, Kovacs, Peter, Wild, Philipp S., Froguel, Philippe, Rettig, Rainer, Mägi, Reedik, Biffar, Reiner, Schmidt, Reinhold, Middelberg, Rita P. S., Carroll, Robert J., Penninx, Brenda W., Scott, Rodney J., Katz, Ronit, Sedaghat, Sanaz, Wild, Sarah H., Kardia, Sharon L. R., Ulivi, Sheila, Hwang, Shih-Jen, Enroth, Stefan, Kloiber, Stefan, Trompet, Stella, Stengel, Benedicte, Hancock, Stephen J., Turner, Stephen T., Rosas, Sylvia E., Stracke, Sylvia, Harris, Tamara B., Zeller, Tanja, Zemunik, Tatijana, Lehtimäki, Terho, Illig, Thomas, Aspelund, Thor, Nikopensius, Tiit, Esko, Tonu, Tanaka, Toshiko, Gyllensten, Ulf, Völker, Uwe, Emilsson, Valur, Vitart, Veronique, Aalto, Ville, Gudnason, Vilmundur, Chouraki, Vincent, Chen, Wei-Min, Igl, Wilmar, März, Winfried, Koenig, Wolfgang, Lieb, Wolfgang, Loos, Ruth J. F., Liu, Yongmei, Snieder, Harold, Pramstaller, Peter P., Parsa, Afshin, O'Connell, Jeffrey R., Susztak, Katalin, Hamet, Pavel, Tremblay, Johanne, de Boer, Ian H., Böger, Carsten A., Goessling, Wolfram, Chasman, Daniel I., Köttgen, Anna, Kao, W. H. Linda, and Fox, Caroline S.

Abstract

Reduced glomerular filtration rate defines chronic kidney disease and is associated with cardiovascular and all-cause mortality. We conducted a meta-analysis of genome-wide association studies for estimated glomerular filtration rate (eGFR), combining data across 133,413 individuals with replication in up to 42,166 individuals. We identify 24 new and confirm 29 previously identified loci. Of these 53 loci, 19 associate with eGFR among individuals with diabetes. Using bioinformatics, we show that identified genes at eGFR loci are enriched for expression in kidney tissues and in pathways relevant for kidney development and transmembrane transporter activity, kidney structure, and regulation of glucose metabolism. Chromatin state mapping and DNase I hypersensitivity analyses across adult tissues demonstrate preferential mapping of associated variants to regulatory regions in kidney but not extra-renal tissues. These findings suggest that genetic determinants of eGFR are mediated largely through direct effects within the kidney and highlight important cell types and biological pathways.

Published
2016
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153. A Meta-analysis of Gene Expression Signatures of Blood Pressure and Hypertension

Author

Huan, Tianxiao, Esko, Tõnu, Peters, Marjolein J., Pilling, Luke C., Schramm, Katharina, Schurmann, Claudia, Chen, Brian H., Liu, Chunyu, Joehanes, Roby, Johnson, Andrew D., Yao, Chen, Ying, Sai-xia, Courchesne, Paul, Milani, Lili, Raghavachari, Nalini, Wang, Richard, Liu, Poching, Reinmaa, Eva, Dehghan, Abbas, Hofman, Albert, Uitterlinden, André G., Hernandez, Dena G., Bandinelli, Stefania, Singleton, Andrew, Melzer, David, Metspalu, Andres, Carstensen, Maren, Grallert, Harald, Herder, Christian, Meitinger, Thomas, Peters, Annette, Roden, Michael, Waldenberger, Melanie, Dörr, Marcus, Felix, Stephan B., Zeller, Tanja, Vasan, Ramachandran, O'Donnell, Christopher J., Munson, Peter J., Yang, Xia, Prokisch, Holger, Völker, Uwe, van Meurs, Joyce B. J., Ferrucci, Luigi, and Levy, Daniel

Abstract

Genome-wide association studies (GWAS) have uncovered numerous genetic variants (SNPs) that are associated with blood pressure (BP). Genetic variants may lead to BP changes by acting on intermediate molecular phenotypes such as coded protein sequence or gene expression, which in turn affect BP variability. Therefore, characterizing genes whose expression is associated with BP may reveal cellular processes involved in BP regulation and uncover how transcripts mediate genetic and environmental effects on BP variability. A meta-analysis of results from six studies of global gene expression profiles of BP and hypertension in whole blood was performed in 7017 individuals who were not receiving antihypertensive drug treatment. We identified 34 genes that were differentially expressed in relation to BP (Bonferroni-corrected p<0.05). Among these genes, FOS and PTGS2 have been previously reported to be involved in BP-related processes; the others are novel. The top BP signature genes in aggregate explain 5%–9% of inter-individual variance in BP. Of note, rs3184504 in SH2B3, which was also reported in GWAS to be associated with BP, was found to be a trans regulator of the expression of 6 of the transcripts we found to be associated with BP (FOS, MYADM, PP1R15A, TAGAP, S100A10, and FGBP2). Gene set enrichment analysis suggested that the BP-related global gene expression changes include genes involved in inflammatory response and apoptosis pathways. Our study provides new insights into molecular mechanisms underlying BP regulation, and suggests novel transcriptomic markers for the treatment and prevention of hypertension.

Published
2015
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154. Cell Specific eQTL Analysis without Sorting Cells

Author

Westra, Harm-Jan, Arends, Danny, Esko, Tõnu, Peters, Marjolein J., Schurmann, Claudia, Schramm, Katharina, Kettunen, Johannes, Yaghootkar, Hanieh, Fairfax, Benjamin P., Andiappan, Anand Kumar, Li, Yang, Fu, Jingyuan, Karjalainen, Juha, Platteel, Mathieu, Visschedijk, Marijn, Weersma, Rinse K., Kasela, Silva, Milani, Lili, Tserel, Liina, Peterson, Pärt, Reinmaa, Eva, Hofman, Albert, Uitterlinden, André G., Rivadeneira, Fernando, Homuth, Georg, Petersmann, Astrid, Lorbeer, Roberto, Prokisch, Holger, Meitinger, Thomas, Herder, Christian, Roden, Michael, Grallert, Harald, Ripatti, Samuli, Perola, Markus, Wood, Andrew R., Melzer, David, Ferrucci, Luigi, Singleton, Andrew B., Hernandez, Dena G., Knight, Julian C., Melchiotti, Rossella, Lee, Bernett, Poidinger, Michael, Zolezzi, Francesca, Larbi, Anis, Wang, De Yun, van den Berg, Leonard H., Veldink, Jan H., Rotzschke, Olaf, Makino, Seiko, Salomaa, Veikko, Strauch, Konstantin, Völker, Uwe, van Meurs, Joyce B. J., Metspalu, Andres, Wijmenga, Cisca, Jansen, Ritsert C., and Franke, Lude

Abstract

The functional consequences of trait associated SNPs are often investigated using expression quantitative trait locus (eQTL) mapping. While trait-associated variants may operate in a cell-type specific manner, eQTL datasets for such cell-types may not always be available. We performed a genome-environment interaction (GxE) meta-analysis on data from 5,683 samples to infer the cell type specificity of whole blood cis-eQTLs. We demonstrate that this method is able to predict neutrophil and lymphocyte specific cis-eQTLs and replicate these predictions in independent cell-type specific datasets. Finally, we show that SNPs associated with Crohn’s disease preferentially affect gene expression within neutrophils, including the archetypal NOD2 locus.

Published
2015
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155. Genetic association study of QT interval highlights role for calcium signaling pathways in myocardial repolarization

Author

Arking, Dan E., Pulit, Sara L., Crotti, Lia, van der Harst, Pim, Munroe, Patricia B., Koopmann, Tamara T., Sotoodehnia, Nona, Rossin, Elizabeth J., Morley, Michael, Wang, Xinchen, Johnson, Andrew D., Lundby, Alicia, Gudbjartsson, Daníel F., Noseworthy, Peter A., Eijgelsheim, Mark, Bradford, Yuki, Tarasov, Kirill V., Dörr, Marcus, Müller-Nurasyid, Martina, Lahtinen, Annukka M., Nolte, Ilja M., Smith, Albert Vernon, Bis, Joshua C., Isaacs, Aaron, Newhouse, Stephen J., Evans, Daniel S., Post, Wendy S., Waggott, Daryl, Lyytikäinen, Leo-Pekka, Hicks, Andrew A., Eisele, Lewin, Ellinghaus, David, Hayward, Caroline, Navarro, Pau, Ulivi, Sheila, Tanaka, Toshiko, Tester, David J., Chatel, Stéphanie, Gustafsson, Stefan, Kumari, Meena, Morris, Richard W., Naluai, Åsa T., Padmanabhan, Sandosh, Kluttig, Alexander, Strohmer, Bernhard, Panayiotou, Andrie G., Torres, Maria, Knoflach, Michael, Hubacek, Jaroslav A., Slowikowski, Kamil, Raychaudhuri, Soumya, Kumar, Runjun D., Harris, Tamara B., Launer, Lenore J., Shuldiner, Alan R., Alonso, Alvaro, Bader, Joel S., Ehret, Georg, Huang, Hailiang, Kao, W.H. Linda, Strait, James B., Macfarlane, Peter W., Brown, Morris, Caulfield, Mark J., Samani, Nilesh J., Kronenberg, Florian, Willeit, Johann, Smith, J. Gustav, Greiser, Karin H., zu Schwabedissen, Henriette Meyer, Werdan, Karl, Carella, Massimo, Zelante, Leopoldo, Heckbert, Susan R., Psaty, Bruce M., Rotter, Jerome I., Kolcic, Ivana, Polašek, Ozren, Wright, Alan F., Griffin, Maura, Daly, Mark J., Arnar, David O., Hólm, Hilma, Thorsteinsdottir, Unnur, Denny, Joshua C., Roden, Dan M., Zuvich, Rebecca L., Emilsson, Valur, Plump, Andrew S., Larson, Martin G., O'Donnell, Christopher J., Yin, Xiaoyan, Bobbo, Marco, D'Adamo, Adamo P., Iorio, Annamaria, Sinagra, Gianfranco, Carracedo, Angel, Cummings, Steven R., Nalls, Michael A., Jula, Antti, Kontula, Kimmo K., Marjamaa, Annukka, Oikarinen, Lasse, Perola, Markus, Porthan, Kimmo, Erbel, Raimund, Hoffmann, Per, Jöckel, Karl-Heinz, Kälsch, Hagen, Nöthen, Markus M., consortium, HRGEN, den Hoed, Marcel, Loos, Ruth J.F., Thelle, Dag S., Gieger, Christian, Meitinger, Thomas, Perz, Siegfried, Peters, Annette, Prucha, Hanna, Sinner, Moritz F., Waldenberger, Melanie, de Boer, Rudolf A., Franke, Lude, van der Vleuten, Pieter A., Beckmann, Britt Maria, Martens, Eimo, Bardai, Abdennasser, Hofman, Nynke, Wilde, Arthur A.M., Behr, Elijah R., Dalageorgou, Chrysoula, Giudicessi, John R., Medeiros-Domingo, Argelia, Barc, Julien, Kyndt, Florence, Probst, Vincent, Ghidoni, Alice, Insolia, Roberto, Hamilton, Robert M., Scherer, Stephen W., Brandimarto, Jeffrey, Margulies, Kenneth, Moravec, Christine E., Fabiola Del, Greco M., Fuchsberger, Christian, O'Connell, Jeffrey R., Lee, Wai K., Watt, Graham C.M., Campbell, Harry, Wild, Sarah H., El Mokhtari, Nour E., Frey, Norbert, Asselbergs, Folkert W., Leach, Irene Mateo, Navis, Gerjan, van den Berg, Maarten P., van Veldhuisen, Dirk J., Kellis, Manolis, Krijthe, Bouwe P., Franco, Oscar H., Hofman, Albert, Kors, Jan A., Uitterlinden, André G., Witteman, Jacqueline C.M., Kedenko, Lyudmyla, Lamina, Claudia, Oostra, Ben A., Abecasis, Gonçalo R., Lakatta, Edward G., Mulas, Antonella, Orrú, Marco, Schlessinger, David, Uda, Manuela, Markus, Marcello R.P., Völker, Uwe, Snieder, Harold, Spector, Timothy D., Ärnlöv, Johan, Lind, Lars, Sundström, Johan, Syvänen, Ann-Christine, Kivimaki, Mika, Kähönen, Mika, Mononen, Nina, Raitakari, Olli T., Viikari, Jorma S., Adamkova, Vera, Kiechl, Stefan, Brion, Maria, Nicolaides, Andrew N., Paulweber, Bernhard, Haerting, Johannes, Dominiczak, Anna F., Nyberg, Fredrik, Whincup, Peter H., Hingorani, Aroon, Schott, Jean-Jacques, Bezzina, Connie R., Ingelsson, Erik, Ferrucci, Luigi, Gasparini, Paolo, Wilson, James F., Rudan, Igor, Franke, Andre, Mühleisen, Thomas W., Pramstaller, Peter P., Lehtimäki, Terho J., Paterson, Andrew D., Parsa, Afshin, Liu, Yongmei, van Duijn, Cornelia, Siscovick, David S., Gudnason, Vilmundur, Jamshidi, Yalda, Salomaa, Veikko, Felix, Stephan B., Sanna, Serena, Ritchie, Marylyn D., Stricker, Bruno H., Stefansson, Kari, Boyer, Laurie A., Cappola, Thomas P., Olsen, Jesper V., Lage, Kasper, Schwartz, Peter J., Kääb, Stefan, Chakravarti, Aravinda, Ackerman, Michael J., Pfeufer, Arne, de Bakker, Paul I.W., and Newton-Cheh, Christopher

Subjects
genome-wide association study, QT interval, Long QT Syndrome, sudden cardiac death, myocardial repolarization, arrhythmias
Abstract

The QT interval, an electrocardiographic measure reflecting myocardial repolarization, is a heritable trait. QT prolongation is a risk factor for ventricular arrhythmias and sudden cardiac death (SCD) and could indicate the presence of the potentially lethal Mendelian Long QT Syndrome (LQTS). Using a genome-wide association and replication study in up to 100,000 individuals we identified 35 common variant QT interval loci, that collectively explain ∼8-10% of QT variation and highlight the importance of calcium regulation in myocardial repolarization. Rare variant analysis of 6 novel QT loci in 298 unrelated LQTS probands identified coding variants not found in controls but of uncertain causality and therefore requiring validation. Several newly identified loci encode for proteins that physically interact with other recognized repolarization proteins. Our integration of common variant association, expression and orthogonal protein-protein interaction screens provides new insights into cardiac electrophysiology and identifies novel candidate genes for ventricular arrhythmias, LQTS,and SCD.

Published
2014
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156. Genome-wide association study of kidney function decline in individuals of European descent

Author

Gorski, Mathias, Tin, Adrienne, Garnaas, Maija, McMahon, Gearoid M., Chu, Audrey Y., Tayo, Bamidele O., Pattaro, Cristian, Teumer, Alexander, Chasman, Daniel I., Chalmers, John, Hamet, Pavel, Tremblay, Johanne, Woodward, Marc, Aspelund, Thor, Eiriksdottir, Gudny, Gudnason, Vilmundur, Harris, Tammara B., Launer, Lenore J., Smith, Albert V., Mitchell, Braxton D., O'Connell, Jeffrey R., Shuldiner, Alan R., Coresh, Josef, Li, Man, Freudenberger, Paul, Hofer, Edith, Schmidt, Helena, Schmidt, Reinhold, Holliday, Elizabeth G., Mitchell, Paul, Wang, Jie Jin, de Boer, Ian H., Li, Guo, Siscovick, David S., Kutalik, Zoltan, Corre, Tanguy, Vollenweider, Peter, Waeber, Gérard, Gupta, Jayanta, Kanetsky, Peter A., Hwang, Shih-Jen, Olden, Matthias, Yang, Qiong, de Andrade, Mariza, Atkinson, Elizabeth J., Kardia, Sharon L.R., Turner, Stephen T., Stafford, Jeanette M., Ding, Jingzhong, Liu, Yongmei, Barlassina, Cristina, Cusi, Daniele, Salvi, Erika, Staessen, Jan A, Ridker, Paul M, Grallert, Harald, Meisinger, Christa, Müller-Nurasyid, Martina, Krämer, Bernhard K., Kramer, Holly, Rosas, Sylvia E., Nolte, Ilja M., Penninx, Brenda W., Snieder, Harold, Del Greco, Fabiola, Franke, Andre, Nöthlings, Ute, Lieb, Wolfgang, Bakker, Stephan J.L., Gansevoort, Ron T., van der Harst, Pim, Dehghan, Abbas, Franco, Oscar H., Hofman, Albert, Rivadeneira, Fernando, Sedaghat, Sanaz, Uitterlinden, André G., Coassin, Stefan, Haun, Margot, Kollerits, Barbara, Kronenberg, Florian, Paulweber, Bernhard, Aumann, Nicole, Endlich, Karlhans, Pietzner, Mike, Völker, Uwe, Rettig, Rainer, Chouraki, Vincent, Helmer, Catherine, Lambert, Jean-Charles, Metzger, Marie, Stengel, Benedicte, Lehtimäki, Terho, Lyytikäinen, Leo-Pekka, Raitakari, Olli, Johnson, Andrew, Parsa, Afshin, Bochud, Murielle, Heid, Iris M., Goessling, Wolfram, Köttgen, Anna, Kao, H. Linda, Fox, Caroline S., and Böger, Carsten A.

Subjects
chronic kidney disease, kidney development
Abstract

Genome wide association studies (GWAS) have identified multiple loci associated with cross-sectional eGFR, but a systematic genetic analysis of kidney function decline over time is missing. Here we conducted a GWAS meta-analysis among 63,558 participants of European descent, initially from 16 cohorts with serial kidney function measurements within the CKDGen Consortium, followed by independent replication among additional participants from 13 cohorts. In stage 1 GWAS meta-analysis, SNPs at MEOX2, GALNT11, IL1RAP, NPPA, HPCAL1 and CDH23 showed the strongest associations for at least one trait, in addition to the known UMOD locus which showed genome-wide significance with an annual change in eGFR. In stage 2 meta-analysis, the significant association at UMOD was replicated. Associations at GALNT11 with Rapid Decline (annual eGFRdecline of 3ml/min/1.73m2 or more), and CDH23 with eGFR change among those with CKD showed significant suggestive evidence of replication. Combined stage 1 and 2 meta-analyses showed significance for UMOD, GALNT11 and CDH23. Morpholino knockdowns of galnt11 and cdh23 in zebrafish embryos each had signs of severe edema 72 hours after gentamicin treatment compared to controls, but no gross morphological renal abnormalities before gentamicin administration. Thus, our results suggest a role in the deterioration of kidney function for the loci GALNT11 and CDH23, and show that the UMOD locus is significantly associated with kidney function decline.

Published
2014
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157. New genetic loci link adipose and insulin biology to body fat distribution

Author

Shungin, Dmitry, Winkler, Thomas W, Croteau-Chonka, Damien C, Ferreira, Teresa, Locke, Adam E, Mägi, Reedik, Strawbridge, Rona J, Pers, Tune H, Fischer, Krista, Justice, Anne E, Workalemahu, Tsegaselassie, Wu, Joseph M.W., Buchkovich, Martin L, Heard-Costa, Nancy L, Roman, Tamara S, Drong, Alexander W, Song, Ci, Gustafsson, Stefan, Day, Felix R, Esko, Tonu, Fall, Tove, Kutalik, Zoltán, Luan, Jian’an, Randall, Joshua C, Scherag, André, Vedantam, Sailaja, Wood, Andrew R, Chen, Jin, Fehrmann, Rudolf, Karjalainen, Juha, Kahali, Bratati, Liu, Ching-Ti, Schmidt, Ellen M, Absher, Devin, Amin, Najaf, Anderson, Denise, Beekman, Marian, Bragg-Gresham, Jennifer L, Buyske, Steven, Demirkan, Ayse, Ehret, Georg B, Feitosa, Mary F, Goel, Anuj, Jackson, Anne U, Johnson, Toby, Kleber, Marcus E, Kristiansson, Kati, Mangino, Massimo, Leach, Irene Mateo, Medina-Gomez, Carolina, Palmer, Cameron D, Pasko, Dorota, Pechlivanis, Sonali, Peters, Marjolein J, Prokopenko, Inga, Stančáková, Alena, Sung, Yun Ju, Tanaka, Toshiko, Teumer, Alexander, Van Vliet-Ostaptchouk, Jana V, Yengo, Loïc, Zhang, Weihua, Albrecht, Eva, Ärnlöv, Johan, Arscott, Gillian M, Bandinelli, Stefania, Barrett, Amy, Bellis, Claire, Bennett, Amanda J, Berne, Christian, Blüher, Matthias, Böhringer, Stefan, Bonnet, Fabrice, Böttcher, Yvonne, Bruinenberg, Marcel, Carba, Delia B, Caspersen, Ida H, Clarke, Robert, Daw, E Warwick, Deelen, Joris, Deelman, Ewa, Delgado, Graciela, Doney, Alex SF, Eklund, Niina, Erdos, Michael R, Estrada, Karol, Eury, Elodie, Friedrich, Nele, Garcia, Melissa E, Giedraitis, Vilmantas, Gigante, Bruna, Go, Alan S, Golay, Alain, Grallert, Harald, Grammer, Tanja B, Gräßler, Jürgen, Grewal, Jagvir, Groves, Christopher J, Haller, Toomas, Hallmans, Goran, Hartman, Catharina A, Hassinen, Maija, Hayward, Caroline, Heikkilä, Kauko, Herzig, Karl-Heinz, Helmer, Quinta, Hillege, Hans L, Holmen, Oddgeir, Hunt, Steven C, Isaacs, Aaron, Ittermann, Till, James, Alan L, Johansson, Ingegerd, Juliusdottir, Thorhildur, Kalafati, Ioanna-Panagiota, Kinnunen, Leena, Koenig, Wolfgang, Kooner, Ishminder K, Kratzer, Wolfgang, Lamina, Claudia, Leander, Karin, Lee, Nanette R, Lichtner, Peter, Lind, Lars, Lindström, Jaana, Lobbens, Stéphane, Lorentzon, Mattias, Mach, François, Magnusson, Patrik KE, Mahajan, Anubha, McArdle, Wendy L, Menni, Cristina, Merger, Sigrun, Mihailov, Evelin, Milani, Lili, Mills, Rebecca, Moayyeri, Alireza, Monda, Keri L, Mooijaart, Simon P, Mühleisen, Thomas W, Mulas, Antonella, Müller, Gabriele, Müller-Nurasyid, Martina, Nagaraja, Ramaiah, Nalls, Michael A, Narisu, Narisu, Glorioso, Nicola, Nolte, Ilja M, Olden, Matthias, Rayner, Nigel W, Renstrom, Frida, Ried, Janina S, Robertson, Neil R, Rose, Lynda M, Sanna, Serena, Scharnagl, Hubert, Scholtens, Salome, Sennblad, Bengt, Seufferlein, Thomas, Sitlani, Colleen M, Smith, Albert Vernon, Stirrups, Kathleen, Stringham, Heather M, Sundström, Johan, Swertz, Morris A, Swift, Amy J, Syvänen, Ann-Christine, Tayo, Bamidele O, Thorand, Barbara, Thorleifsson, Gudmar, Tomaschitz, Andreas, Troffa, Chiara, van Oort, Floor VA, Verweij, Niek, Vonk, Judith M, Waite, Lindsay L, Wennauer, Roman, Wilsgaard, Tom, Wojczynski, Mary K, Wong, Andrew, Zhang, Qunyuan, Zhao, Jing Hua, Brennan, Eoin P., Choi, Murim, Eriksson, Per, Folkersen, Lasse, Franco-Cereceda, Anders, Gharavi, Ali G, Hedman, Åsa K, Hivert, Marie-France, Huang, Jinyan, Kanoni, Stavroula, Karpe, Fredrik, Keildson, Sarah, Kiryluk, Krzysztof, Liang, Liming, Lifton, Richard P, Ma, Baoshan, McKnight, Amy J, McPherson, Ruth, Metspalu, Andres, Min, Josine L, Moffatt, Miriam F, Montgomery, Grant W, Murabito, Joanne M, Nicholson, George, Nyholt, Dale R, Olsson, Christian, Perry, John RB, Reinmaa, Eva, Salem, Rany M, Sandholm, Niina, Schadt, Eric E, Scott, Robert A, Stolk, Lisette, Vallejo, Edgar E., Westra, Harm-Jan, Zondervan, Krina T, Amouyel, Philippe, Arveiler, Dominique, Bakker, Stephan JL, Beilby, John, Bergman, Richard N, Blangero, John, Brown, Morris J, Burnier, Michel, Campbell, Harry, Chakravarti, Aravinda, Chines, Peter S, Claudi-Boehm, Simone, Collins, Francis S, Crawford, Dana C, Danesh, John, de Faire, Ulf, de Geus, Eco JC, Dörr, Marcus, Erbel, Raimund, Eriksson, Johan G, Farrall, Martin, Ferrannini, Ele, Ferrières, Jean, Forouhi, Nita G, Forrester, Terrence, Franco, Oscar H, Gansevoort, Ron T, Gieger, Christian, Gudnason, Vilmundur, Haiman, Christopher A, Harris, Tamara B, Hattersley, Andrew T, Heliövaara, Markku, Hicks, Andrew A, Hingorani, Aroon D, Hoffmann, Wolfgang, Hofman, Albert, Homuth, Georg, Humphries, Steve E, Hyppönen, Elina, Illig, Thomas, Jarvelin, Marjo-Riitta, Johansen, Berit, Jousilahti, Pekka, Jula, Antti M, Kaprio, Jaakko, Kee, Frank, Keinanen-Kiukaanniemi, Sirkka M, Kooner, Jaspal S, Kooperberg, Charles, Kovacs, Peter, Kraja, Aldi T, Kumari, Meena, Kuulasmaa, Kari, Kuusisto, Johanna, Lakka, Timo A, Langenberg, Claudia, Le Marchand, Loic, Lehtimäki, Terho, Lyssenko, Valeriya, Männistö, Satu, Marette, André, Matise, Tara C, McKenzie, Colin A, McKnight, Barbara, Musk, Arthur W, Möhlenkamp, Stefan, Morris, Andrew D, Nelis, Mari, Ohlsson, Claes, Oldehinkel, Albertine J, Ong, Ken K, Palmer, Lyle J, Penninx, Brenda W, Peters, Annette, Pramstaller, Peter P, Raitakari, Olli T, Rankinen, Tuomo, Rao, DC, Rice, Treva K, Ridker, Paul M, Ritchie, Marylyn D., Rudan, Igor, Salomaa, Veikko, Samani, Nilesh J, Saramies, Jouko, Sarzynski, Mark A, Schwarz, Peter EH, Shuldiner, Alan R, Staessen, Jan A, Steinthorsdottir, Valgerdur, Stolk, Ronald P, Strauch, Konstantin, Tönjes, Anke, Tremblay, Angelo, Tremoli, Elena, Vohl, Marie-Claude, Völker, Uwe, Vollenweider, Peter, Wilson, James F, Witteman, Jacqueline C, Adair, Linda S, Bochud, Murielle, Boehm, Bernhard O, Bornstein, Stefan R, Bouchard, Claude, Cauchi, Stéphane, Caulfield, Mark J, Chambers, John C, Chasman, Daniel I, Cooper, Richard S, Dedoussis, George, Ferrucci, Luigi, Froguel, Philippe, Grabe, Hans-Jörgen, Hamsten, Anders, Hui, Jennie, Hveem, Kristian, Jöckel, Karl-Heinz, Kivimaki, Mika, Kuh, Diana, Laakso, Markku, Liu, Yongmei, März, Winfried, Munroe, Patricia B, Njølstad, Inger, Oostra, Ben A, Palmer, Colin NA, Pedersen, Nancy L, Perola, Markus, Pérusse, Louis, Peters, Ulrike, Power, Chris, Quertermous, Thomas, Rauramaa, Rainer, Rivadeneira, Fernando, Saaristo, Timo E, Saleheen, Danish, Sinisalo, Juha, Slagboom, P Eline, Snieder, Harold, Spector, Tim D, Stefansson, Kari, Stumvoll, Michael, Tuomilehto, Jaakko, Uitterlinden, André G, Uusitupa, Matti, van der Harst, Pim, Veronesi, Giovanni, Walker, Mark, Wareham, Nicholas J, Watkins, Hugh, Wichmann, H-Erich, Abecasis, Goncalo R, Assimes, Themistocles L, Berndt, Sonja I, Boehnke, Michael, Borecki, Ingrid B, Deloukas, Panos, Franke, Lude, Frayling, Timothy M, Groop, Leif C, Hunter, David J., Kaplan, Robert C, O’Connell, Jeffrey R, Qi, Lu, Schlessinger, David, Strachan, David P, Thorsteinsdottir, Unnur, van Duijn, Cornelia M, Willer, Cristen J, Visscher, Peter M, Yang, Jian, Hirschhorn, Joel N, Zillikens, M Carola, McCarthy, Mark I, Speliotes, Elizabeth K, North, Kari E, Fox, Caroline S, Barroso, Inês, Franks, Paul W, Ingelsson, Erik, Heid, Iris M, Loos, Ruth JF, Cupples, L Adrienne, Morris, Andrew P, Lindgren, Cecilia M, and Mohlke, Karen L

Abstract

Body fat distribution is a heritable trait and a well-established predictor of adverse metabolic outcomes, independent of overall adiposity. To increase our understanding of the genetic basis of body fat distribution and its molecular links to cardiometabolic traits, we conducted genome-wide association meta-analyses of waist and hip circumference-related traits in up to 224,459 individuals. We identified 49 loci (33 new) associated with waist-to-hip ratio adjusted for body mass index (WHRadjBMI) and an additional 19 loci newly associated with related waist and hip circumference measures (P<5×10−8). Twenty of the 49 WHRadjBMI loci showed significant sexual dimorphism, 19 of which displayed a stronger effect in women. The identified loci were enriched for genes expressed in adipose tissue and for putative regulatory elements in adipocytes. Pathway analyses implicated adipogenesis, angiogenesis, transcriptional regulation, and insulin resistance as processes affecting fat distribution, providing insight into potential pathophysiological mechanisms.

Published
2014
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158. Stress activation of Bacillus subtilis sigma B can occur in the absence of the sigma B...

Author

Voelker, Uwe and Luo, Tingqiu

Subjects
*GENETIC regulation, *BACILLUS subtilis
Abstract

Proves that negative regulator RsbX is not a direct participant in the sigma B factor stress activation process of Bacillus subtilis, but rather serves as a limiting device of the magnitude of stress response. Stress activation in the absence of RsbX; Phosphatase involved in the reactivation of the phosphorylated form of RsbV.

Published
1997
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159. The yeast two-hybrid system detects interactions between Bacillus subtilis omegaB regulators.

Author

Voelker, Uwe and Voelker, Andrea

Subjects
*BACILLUS subtilis genetics
Abstract

Presents evidence for the interactions of regulators of the omegaB activity of Bacillus subtilis using the yeast two-hybrid system. Activation of the yeast reporter system with the pairing of RsbS with either RsbR or RsbT, RsbR is paired with RsbT and RsbV pairing with either RsbU or RsbW; Detection of RsbW and RsbR dimer formation.

Published
1996
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161. Relative levels and fractionation properties of Bacillus subtilis sigmaB and its regulators...

Author

Dufour, Alain and Voelker, Uwe

Subjects
*BACILLUS subtilis genetics
Abstract

Describes experiments designed to define the activities and possible associations of Bacillus subtilis sigmaB-dependent genes. Mechanism by which ATP-dependent pathway is released from an anti-sigmaB protein; Effects of the exposure to ethanol; Gel filtration analysis of sigB operon products.

Published
1996
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166. Dispersion of the electro-optic properties of cerium-doped Sr0.61Ba0.39Nb2O6.

Author

Imlau, Mirco, Bastwöste, Kathrin, Möller, Stefan, Voelker, Uwe, and Goulkov, Mikhail

Subjects
*BARIUM compounds, *CERIUM, *ELECTROOPTICS, *ELECTRONS, *PHOTOREFRACTIVE materials, *OPTICAL polarization
Abstract

The product of the linear electro-optic coefficient with the electron-hole competition factor r33ζ is determined as a function of the wavelength together with the photorefractive trap density Neff in cerium-doped strontium barium niobate. The photorefractive method of photoinduced light scattering is applied. A pronounced increase of r33 by more than a factor of 2 is self-evident in the blue-green spectral range, which is described by a theoretical approach based on the combination of the Sellmeier formulation and the polarization tensor concept. By this further important material parameters are estimated, such as the strength and frequency of the average dipole oscillator characterizing the optical interband transfer. [ABSTRACT FROM AUTHOR]

Published
2006
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168. Genome-wide association analyses of risk tolerance and risky behaviors in over 1 million individuals identify hundreds of loci and shared genetic influences

Author

Karlsson Linnér, Richard, Biroli, Pietro, Kong, Edward, Meddens, S. Fleur W., Wedow, Robbee, Fontana, Mark Alan, Lebreton, Maël, Tino, Stephen P., Abdellaoui, Abdel, Hammerschlag, Anke R., Nivard, Michel G., Okbay, Aysu, Rietveld, Cornelius A., Timshel, Pascal N., Trzaskowski, Maciej, Vlaming, Ronald de, Zünd, Christian L., Bao, Yanchun, Buzdugan, Laura, Caplin, Ann H., Chen, Chia-Yen, Eibich, Peter, Fontanillas, Pierre, Gonzalez, Juan R., Joshi, Peter K., Karhunen, Ville, Kleinman, Aaron, Levin, Remy Z., Lill, Christina M., Meddens, Gerardus A., Muntané, Gerard, Sanchez-Roige, Sandra, Rooij, Frank J. van, Taskesen, Erdogan, Yang, Wu, Zhang, Futao, Agee, Michelle, Alipanahi, Babak, Bell, Robert K., Bryc, Katarzyna, Elson, Sarah L., Furlotte, Nicholas A., Huber, Karen E., Litterman, Nadia K., Mccreight, Jennifer C., Mcintyre, Matthew H., Mountain, Joanna L., Northover, Carrie A. M., Pitts, Steven J., Sathirapongsasuti, J. Fah, Sazonova, Olga V., Shelton, Janie F., Shringarpure, Suyash, Tian, Chao, Tung, Joyce Y., Vacic, Vladimir, Wilson, Catherine H., Agbessi, Mawussé, Ahsan, Habibul, Alves, Isabel, Andiappan, Anand, Awadalla, Philip, Battle, Alexis, Beutner, Frank, Jan Bonder, Marc, Boomsma, Dorret I., Christiansen, Mark, Claringbould, Annique, Deelen, Patrick, Esko, Tõnu, Favé, Marie-Julie, Franke, Lude, Frayling, Timothy, Gharib, Sina A., Gibson, Gregory, Heijmans, Bastiaan, Hemani, Gibran, Jansen, Rick, Kähönen, Mika, Kalnapenkis, Anette, Kasela, Silva, Kettunen, Johannes, Kim, Yungil, Kirsten, Holger, Kovacs, Peter, Krohn, Knut, Kronberg-Guzman, Jaanika, Kukushkina, Viktorija, Kutalik, Zoltan, Lee, Bernett, Lehtimäki, Terho, Loeffler, Markus, Marigorta, Urko M., Metspalu, Andres, Milani, Lili, Montgomery, Grant W., Müller-Nurasyid, Martina, Nauck, Matthias, Penninx, Brenda, Perola, Markus, Pervjakova, Natalia, Pierce, Brandon, Powell, Joseph, Prokisch, Holger, Psaty, Bruce M., Raitakari, Olli, Ring, Susan, Ripatti, Samuli, Rotzchke, Olaf, Rüeger, Sina, Saha, Ashis, Scholz, Markus, Schramm, Katharina, Seppälä, Ilkka, Stumvoll, Michael, Sullivan, Patrick, Hoen, Peter-Bram t, Teumer, Alexander, Thiery, Joachim, Tong, Lin, Tönjes, Anke, Dongen, Jenny van, Meurs, Joyce van, Verlouw, Joost, Visscher, Peter M., Völker, Uwe, Võsa, Urmo, Westra, Harm-Jan, Yaghootkar, Hanieh, Yang, Jian, Zeng, Biao, Beauchamp, Jonathan P., Lee, James J., Pers, Tune H., Turley, Patrick, Chen, Guo-Bo, Emilsson, Valur, Oskarsson, Sven, Pickrell, Joseph K., Thom, Kevin, Timshel, Pascal, de Vlaming, Ronald, Ahluwalia, Tarunveer S., Bacelis, Jonas, Baumbach, Clemens, Bjornsdottir, Gyda, Brandsma, Johannes H., Concas, Maria Pina, Derringer, Jaime, Galesloot, Tessel E., Girotto, Giorgia, Gupta, Richa, Hall, Leanne M., Harris, Sarah E., Hofer, Edith, Horikoshi, Momoko, Huffman, Jennifer E., Kaasik, Kadri, Kalafati, Ioanna P., Karlsson, Robert, Kong, Augustine, Lahti, Jari, Lee, Sven J. van der, de Leeuw, Christiaan, Lind, Penelope A., Lindgren, Karl-Oskar, Liu, Tian, Mangino, Massimo, Marten, Jonathan, Mihailov, Evelin, Miller, Michael B., Most, Peter J. van der, Oldmeadow, Christopher, Payton, Antony, Peyrot, Wouter J., Qian, Yong, Rueedi, Rico, Salvi, Erika, Schmidt, Börge, Schraut, Katharina E., Shi, Jianxin, Smith, Albert V., Poot, Raymond A., Pourcain, Beate St, Thorleifsson, Gudmar, Verweij, Niek, Vuckovic, Dragana, Wellmann, Juergen, Yang, Jingyun, Zhao, Wei, Zhu, Zhihong, Alizadeh, Behrooz Z., Amin, Najaf, Bakshi, Andrew, Baumeister, Sebastian E., Biino, Ginevra, Bønnelykke, Klaus, Boyle, Patricia A., Campbell, Harry, Cappuccio, Francesco P., Davies, Gail, De Neve, Jan-Emmanuel, Deloukas, Panos, Demuth, Ilja, Ding, Jun, Eisele, Lewin, Eklund, Niina, Evans, David M., Faul, Jessica D., Feitosa, Mary F., Forstner, Andreas J., Gandin, Ilaria, Gunnarsson, Bjarni, Halldórsson, Bjarni V., Harris, Tamara B., Heath, Andrew C., Hocking, Lynne J., Holliday, Elizabeth G., Homuth, Georg, Horan, Michael A., Hottenga, Jouke-Jan, de Jager, Philip L., Jugessur, Astanand, Kaakinen, Marika A., Kanoni, Stavroula, Keltigangas-Järvinen, Liisa, Kiemeney, Lambertus A. L. M., Kolcic, Ivana, Koskinen, Seppo, Kraja, Aldi T., Kroh, Martin, Latvala, Antti, Launer, Lenore J., Lebreton, Maël P., Levinson, Douglas F., Lichtenstein, Paul, Lichtner, Peter, Liewald, David C. M., Loukola, Anu, Madden, Pamela A., Mägi, Reedik, Mäki-Opas, Tomi, Marioni, Riccardo E., Marques-Vidal, Pedro, Mcmahon, George, Meisinger, Christa, Meitinger, Thomas, Milaneschi, Yusplitri, Myhre, Ronny, Nelson, Christopher P., Nyholt, Dale R., Ollier, William E. R., Palotie, Aarno, Paternoster, Lavinia, Pedersen, Nancy L., Petrovic, Katja E., Porteous, David J., Räikkönen, Katri, Ring, Susan M., Robino, Antonietta, Rostapshova, Olga, Rudan, Igor, Rustichini, Aldo, Salomaa, Veikko, Sanders, Alan R., Sarin, Antti-Pekka, Schmidt, Helena, Scott, Rodney J., Smith, Blair H., Smith, Jennifer A., Staessen, Jan A., Steinhagen-Thiessen, Elisabeth, Strauch, Konstantin, Terracciano, Antonio, Tobin, Martin D., Ulivi, Sheila, Vaccargiu, Simona, Quaye, Lydia, Venturini, Cristina, Vinkhuyzen, Anna A. E., Völzke, Henry, Vonk, Judith M., Vozzi, Diego, Waage, Johannes, Ware, Erin B., Willemsen, Gonneke, Attia, John R., Bennett, David A., Berger, Klaus, Bertram, Lars, Bisgaard, Hans, Borecki, Ingrid B, Bültmann, Ute, Chabris, Christopher F., Cucca, Francesco, Cusi, Daniele, Deary, Ian J., Dedoussis, George V., Duijn, Cornelia M. van, Eriksson, Johan G., Franke, Barbara, Gasparini, Paolo, Gejman, Pablo V., Gieger, Christian, Grabe, Hans-Jörgen, Gratten, Jacob, Groenen, Patrick J. F., Gudnason, Vilmundur, Harst, Pim van der, Hayward, Caroline, Hinds, David A., Hoffmann, Wolfgang, Hyppönen, Elina, Iacono, William G., Jacobsson, Bo, Järvelin, Marjo-Riitta, Jöckel, Karl-Heinz, Kaprio, Jaakko, Kardia, Sharon L. R., Lehrer, Steven F., Magnusson, Patrik K. E., Martin, Nicholas G., Mcgue, Matt, Pendleton, Neil, Pirastu, Nicola, Pirastu, Mario, Polasek, Ozren, Posthuma, Danielle, Power, Christine, Province, Michael A., Samani, Nilesh J., Schlessinger, David, Schmidt, Reinhold, Sørensen, Thorkild I. A., Spector, Tim D., Stefansson, Kari, Thorsteinsdottir, Unnur, Thurik, A. Roy, Timpson, Nicholas J., Tiemeier, Henning, Uitterlinden, André G., Vitart, Veronique, Vollenweider, Peter, Weir, David R., Wilson, James F., Wright, Alan F., Conley, Dalton C., Krueger, Robert F., Smith, George Davey, Hofman, Albert, Laibson, David I., Medland, Sarah E., Meyer, Michelle N., Johannesson, Magnus, Koellinger, Philipp D., Cesarini, David, Benjamin, Daniel J., Auton, Adam, Boardman, Jason D., Clark, David W., Conlin, Andrew, Dolan, Conor C., Fischbacher, Urs, Harris, Kathleen Mullan, Hasler, Gregor, Ikram, Mohammad A., Jain, Sonia, Kessler, Ronald C., Kooyman, Maarten, Mackillop, James, Männikkö, Minna, Morcillo-Suarez, Carlos, Mcqueen, Matthew B., Schmidt, Klaus M., Smart, Melissa C., Sutter, Matthias, White, Jon, Wit, Harriet de, Fehr, Ernst, Kumari, Meena, Laibson, David, Navarro, Arcadi, Palmer, Abraham A., Schunk, Daniel, Stein, Murray B., Svento, Rauli, Timmers, Paul R. H. J., Ursano, Robert J., Wagner, Gert G., Adult Psychiatry, APH - Mental Health, Psychiatry, Amsterdam Neuroscience - Complex Trait Genetics, Human genetics, Amsterdam Reproduction & Development (AR&D), APH - Digital Health, 23and Me Research Team, eQTLgen Consortium, International Cannabis Consortium, Economics, Biological Psychology, Complex Trait Genetics, APH - Methodology, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, APH - Health Behaviors & Chronic Diseases, APH - Personalized Medicine, Tinbergen Institute, 23andme Research Team, Psychiatric Genomics Consortium, Social Science Genetic Association Consortium, Linner Richard Karlsson, Biroli P, Kong Edward, Meddens Fleur W., Wedow Robbee, Fontana Mark Alan, Lebreton Mael, Tino Stephen P., Abdellaoui Abdel, Hammerschlag Anke R., Nivard Michel G., Okbay Aysu, Rietveld Cornelius A., Timshel Pascal N., Trzaskowski Maciej, de Vlaming Ronald, Zund Christian L., Bao Yanchun, Buzdugan Laura, Caplin Ann H., Chen Chia-Yen, Eibich Peter, Fontanillas Pierre, Gonzalez Juan R., Joshi Peter K., Karhunen Ville, Kleinman Aaron, Levin Remy Z., Lill Christina M., Meddens Gerardus A., Muntane Gerard, Sanchez-Roige Sandra, van Rooij Frank J., Taskesen Erdogan, Wu Yang, Zhang Futao, Agee Michelle, Alipanahi Babak, Bell Robert K., Bryc Katarzyna, Elson Sarah L., Furlotte Nicholas A., Huber Karen E., Litterman Nadia K., McCreight Jennifer C., McIntyre Matthew H., Mountain Joanna L., Northover Carrie A. M., Pitts Steven J., Sathirapongsasuti J. Fah, Sazonova Olga V., Shelton Janie F., Shringarpure Suyash, Tian Chao, Tung Joyce Y., Vacic Vladimir, Wilson Catherine H., Agbessi Mawusse, Ahsan Habibul, Alves Isabel, Andiappan Anand, Awadalla Philip, Battle Alexi, Beutner Frank, Bonder Marc Jan, Boomsma Dorret I., Christiansen Mark, Claringbould Annique, Deelen Patrick, Esko Tonu, Fave Marie-Julie, Franke Lude, Frayling Timothy, Gharib Sina A., Gibson Gregory, Heijmans Bastiaan, Hemani Gibran, Jansen Rick, Kahonen Mika, Kalnapenkis Anette, Kasela Silva, Kettunen Johanne, Kim Yungil, Kirsten Holger, Kovacs Peter, Krohn Knut, Kronberg-Guzman Jaanika, Kukushkina Viktorija, Kutalik Zoltan, Lee Bernett, Lehtimaki Terho, Loeffler Marku, Marigorta Urko M., Metspalu Andre, Milani Lili, Montgomery Grant W., Mueller-Nurasyid Martina, Nauck Matthia, Penninx Brenda, Perola Marku, Pervjakova Natalia, Pierce Brandon, Powell Joseph, Prokisch Holger, Psaty Bruce M., Raitakari Olli, Ring Susan, Ripatti Samuli, Rotzchke Olaf, Rueger Sina, Saha Ashi, Scholz Marku, Schramm Katharina, Seppala Ilkka, Stumvoll Michael, Sullivan Patrick, Hoen Peter-Bramt, Teumer Alexander, Thiery Joachim, Tong Lin, Tonjes Anke, van Dongen Jenny, van Meurs Joyce, Verlouw Joost, Visscher Peter M., Voelker Uwe, Vosa Urmo, Westra Harm-Jan, Yaghootkar Hanieh, Yang Jian, Zeng Biao, Lee James J., Pers Tune H., Turley Patrick, Chen Guo-Bo, Emilsson Valur, Oskarsson Sven, Pickrell Joseph K., Thom Kevin, Timshel Pascal, Ahluwalia Tarunveer S., Bacelis Jona, Baumbach Clemen, Bjornsdottir Gyda, Brandsma Johannes H., Concas Maria Pina, Derringer Jaime, Galesloot Tessel E., Girotto Giorgia, Gupta Richa, Hall Leanne M., Harris Sarah E., Hofer Edith, Horikoshi Momoko, Huffman Jennifer E., Kaasik Kadri, Kalafati Ioanna P., Kong Augustine, Lahti Jari, van der Lee Sven J., de Leeuw Christiaan, Lind Penelope A., Lindgren Karl-Oskar, Liu Tian, Mangino Massimo, Marten Jonathan, Mihailov Evelin, Miller Michael B., van der Most Peter J., Oldmeadow Christopher, Payton Antony, Peyrot Wouter J., Qian Yong, Rueedi Rico, Salvi Erika, Schmidt Boerge, Schraut Katharina E., Shi Jianxin, Smith Albert V., Poot Raymond A., St Pourcain Beate, Thorleifsson Gudmar, Verweij Niek, Vuckovic Dragana, Wellmann Juergen, Yang Jingyun, Zhao Wei, Zhu Zhihong, Alizadeh Behrooz Z., Amin Najaf, Bakshi Andrew, Baumeister Sebastian E., Biino Ginevra, Bonnelykke Klau, Boyle Patricia A., Campbell Harry, Cappuccio Francesco P., Davies Gail, De Neve Jan-Emmanuel, Deloukas Pano, Demuth Ilja, Ding Jun, Eisele Lewin, Eklund Niina, Evans David M., Faul Jessica D., Feitosa Mary F., Forstner Andreas J., Gandin Ilaria, Gunnarsson Bjarni, Halldorsson Bjarni V., Harris Tamara B., Heath Andrew C., Hocking Lynne J., Holliday Elizabeth G., Homuth Georg, Horan Michael A., Hottenga Jouke-Jan, de Jager Philip L., Jugessur Astanand, Kaakinen Marika A., Kanoni Stavroula, Keltigangas-Jarvinen Liisa, Kiemeney Lambertus A. L. M., Kolcic Ivana, Koskinen Seppo, Kraja Aldi T., Kroh Martin, Latvala Antti, Launer Lenore J., Lebreton Mael P., Levinson Douglas F., Lichtenstein Paul, Lichtner Peter, Liewald David C. M., Loukola Anu, Madden Pamela A., Magi Reedik, Maki-Opas Tomi, Marioni Riccardo E., Marques-Vidal Pedro, McMahon George, Meisinger Christa, Meitinger Thoma, Milaneschi Yusplitri, Myhre Ronny, Nelson Christopher P., Nyholt Dale R., Ollier William E. R., Palotie Aarno, Paternoster Lavinia, Pedersen Nancy L., Petrovic Katja E., Porteous David J., Raikkonen Katri, Ring Susan M., Robino Antonietta, Rostapshova Olga, Rudan Igor, Rustichini Aldo, Salomaa Veikko, Sanders Alan R., Sarin Antti-Pekka, Schmidt Helena, Scott Rodney J., Smith Blair H., Smith Jennifer A., Staessen Jan A., Steinhagen-Thiessen Elisabeth, Strauch Konstantin, Terracciano Antonio, Tobin Martin D., Ulivi Sheila, Vaccargiu Simona, Quaye Lydia, Venturini Cristina, Vinkhuyzen Anna A. E., Voelzke Henry, Vonk Judith M., Vozzi Diego, Waage Johanne, Ware Erin B., Willemsen Gonneke, Attia John R., Bennett David A., Berger Klau, Bertram Lar, Bisgaard Han, Borecki Ingrid B., Bultmann Ute, Chabris Christopher F., Cucca Francesco, Cusi Daniele, Deary J., Dedoussis George V., van Duijn Cornelia M., Eriksson Johan G., Franke Barbara, Gasparini Paolo, Gejman Pablo V., Gieger Christian, Grabe Hans-Joergen, Gratten Jacob, Gudnason Vilmundur, van der Harst Pim, Hayward Caroline, Hinds David A., Hoffmann Wolfgang, Hypponen Elina, Iacono William G., Jacobsson Bo, Jarvelin Marjo-Riitta, Jockel Karl-Heinz, Kaprio Jaakko, Kardia Sharon L. R., Lehrer Steven F., Magnusson Patrik K. E., Martin Nicholas G., McGue Matt, Pendleton Neil, Pirastu Nicola, Pirastu Mario, Polasek Ozren, Posthuma Danielle, Power Christine, Province Michael A., Samani Nilesh J., Schlessinger David, Schmidt Reinhold, Sorensen Thorkild I. A., Spector Tim D., Stefansson Kari, Thorsteinsdottir Unnur, Thurik A. Roy, Timpson Nicholas J., Tiemeier Henning, Uitterlinden Andre G., Vitart Veronique, Vollenweider Peter, Weir David R., Wilson James F., Wright Alan F., Conley Dalton C., Krueger Robert F., Smith George Davey, Laibson David I., Medland Sarah E., Johannesson Magnu, Koellinger Philipp D., Cesarini David, Benjamin Daniel J., Auton Adam, Boardman Jason D., Clark David W., Conlin Andrew, Dolan Conor C., Fischbacher Ur, Groenen Patrick J. F., Harris Kathleen Mullan, Hasler Gregor, Hofman Albert, Ikram Mohammad A., Jain Sonia, Karlsson Robert, Kessler Ronald C., Kooyman Maarten, MacKillop Jame, Mannikko Minna, Morcillo-Suarez Carlo, McQueen Matthew B., Schmidt Klaus M., Smart Melissa C., Sutter Matthia, White Jon, de Wit Harriet, Fehr Ernst, Kumari Meena, Laibson David, Meyer Michelle N., Navarro Arcadi, Palmer Abraham A., Schunk Daniel, Stein Murray B., Svento Rauli, Timmers Paul R. H. J., Ursano Robert J., Wagner Gert G., Beauchamp Jonathan P., Karlsson Linnér, Richard, Biroli, Pietro, Kong, Edward, Meddens, S. Fleur W., Wedow, Robbee, Fontana, Mark Alan, Lebreton, Maël, Tino, Stephen P., Abdellaoui, Abdel, Hammerschlag, Anke R., Nivard, Michel G., Okbay, Aysu, Rietveld, Cornelius A., Timshel, Pascal N., Trzaskowski, Maciej, Vlaming, Ronald de, Zünd, Christian L., Bao, Yanchun, Buzdugan, Laura, Caplin, Ann H., Chen, Chia-Yen, Eibich, Peter, Fontanillas, Pierre, Gonzalez, Juan R., Joshi, Peter K., Karhunen, Ville, Kleinman, Aaron, Levin, Remy Z., Lill, Christina M., Meddens, Gerardus A., Muntané, Gerard, Sanchez-Roige, Sandra, Rooij, Frank J. van, Taskesen, Erdogan, Wu, Yang, Zhang, Futao, Agee, Michelle, Alipanahi, Babak, Bell, Robert K., Bryc, Katarzyna, Elson, Sarah L., Furlotte, Nicholas A., Huber, Karen E., Litterman, Nadia K., Mccreight, Jennifer C., Mcintyre, Matthew H., Mountain, Joanna L., Northover, Carrie A. M., Pitts, Steven J., Sathirapongsasuti, J. Fah, Sazonova, Olga V., Shelton, Janie F., Shringarpure, Suyash, Tian, Chao, Tung, Joyce Y., Vacic, Vladimir, Wilson, Catherine H., Agbessi, Mawussé, Ahsan, Habibul, Alves, Isabel, Andiappan, Anand, Awadalla, Philip, Battle, Alexi, Beutner, Frank, Jan Bonder, Marc, Boomsma, Dorret I., Christiansen, Mark, Claringbould, Annique, Deelen, Patrick, Esko, Tõnu, Favé, Marie-Julie, Franke, Lude, Frayling, Timothy, Gharib, Sina A., Gibson, Gregory, Heijmans, Bastiaan, Hemani, Gibran, Jansen, Rick, Kähönen, Mika, Kalnapenkis, Anette, Kasela, Silva, Kettunen, Johanne, Kim, Yungil, Kirsten, Holger, Kovacs, Peter, Krohn, Knut, Kronberg-Guzman, Jaanika, Kukushkina, Viktorija, Kutalik, Zoltan, Lee, Bernett, Lehtimäki, Terho, Loeffler, Marku, Marigorta, Urko M., Metspalu, Andre, Milani, Lili, Montgomery, Grant W., Müller-Nurasyid, Martina, Nauck, Matthia, Penninx, Brenda, Perola, Marku, Pervjakova, Natalia, Pierce, Brandon, Powell, Joseph, Prokisch, Holger, Psaty, Bruce M., Raitakari, Olli, Ring, Susan, Ripatti, Samuli, Rotzchke, Olaf, Rüeger, Sina, Saha, Ashi, Scholz, Marku, Schramm, Katharina, Seppälä, Ilkka, Stumvoll, Michael, Sullivan, Patrick, Hoen, Peter-Bram t, Teumer, Alexander, Thiery, Joachim, Tong, Lin, Tönjes, Anke, Dongen, Jenny van, Meurs, Joyce van, Verlouw, Joost, Visscher, Peter M., Völker, Uwe, Võsa, Urmo, Westra, Harm-Jan, Yaghootkar, Hanieh, Yang, Jian, Zeng, Biao, Beauchamp, Jonathan P., Lee, James J., Pers, Tune H., Turley, Patrick, Chen, Guo-Bo, Emilsson, Valur, Oskarsson, Sven, Pickrell, Joseph K., Thom, Kevin, Timshel, Pascal, de Vlaming, Ronald, Ahluwalia, Tarunveer S., Bacelis, Jona, Baumbach, Clemen, Bjornsdottir, Gyda, Brandsma, Johannes H., Concas, Maria Pina, Derringer, Jaime, Galesloot, Tessel E., Girotto, Giorgia, Gupta, Richa, Hall, Leanne M., Harris, Sarah E., Hofer, Edith, Horikoshi, Momoko, Huffman, Jennifer E., Kaasik, Kadri, Kalafati, Ioanna P., Karlsson, Robert, Kong, Augustine, Lahti, Jari, Lee, Sven J. van der, de Leeuw, Christiaan, Lind, Penelope A., Lindgren, Karl-Oskar, Liu, Tian, Mangino, Massimo, Marten, Jonathan, Mihailov, Evelin, Miller, Michael B., Most, Peter J. van der, Oldmeadow, Christopher, Payton, Antony, Peyrot, Wouter J., Qian, Yong, Rueedi, Rico, Salvi, Erika, Schmidt, Börge, Schraut, Katharina E., Shi, Jianxin, Smith, Albert V., Poot, Raymond A., Pourcain, Beate St, Thorleifsson, Gudmar, Verweij, Niek, Vuckovic, Dragana, Wellmann, Juergen, Yang, Jingyun, Zhao, Wei, Zhu, Zhihong, Alizadeh, Behrooz Z., Amin, Najaf, Bakshi, Andrew, Baumeister, Sebastian E., Biino, Ginevra, Bønnelykke, Klau, Boyle, Patricia A., Campbell, Harry, Cappuccio, Francesco P., Davies, Gail, De Neve, Jan-Emmanuel, Deloukas, Pano, Demuth, Ilja, Ding, Jun, Eisele, Lewin, Eklund, Niina, Evans, David M., Faul, Jessica D., Feitosa, Mary F., Forstner, Andreas J., Gandin, Ilaria, Gunnarsson, Bjarni, Halldórsson, Bjarni V., Harris, Tamara B., Heath, Andrew C., Hocking, Lynne J., Holliday, Elizabeth G., Homuth, Georg, Horan, Michael A., Hottenga, Jouke-Jan, de Jager, Philip L., Jugessur, Astanand, Kaakinen, Marika A., Kanoni, Stavroula, Keltigangas-Järvinen, Liisa, Kiemeney, Lambertus A. L. M., Kolcic, Ivana, Koskinen, Seppo, Kraja, Aldi T., Kroh, Martin, Latvala, Antti, Launer, Lenore J., Lebreton, Maël P., Levinson, Douglas F., Lichtenstein, Paul, Lichtner, Peter, Liewald, David C. M., Loukola, Anu, Madden, Pamela A., Mägi, Reedik, Mäki-Opas, Tomi, Marioni, Riccardo E., Marques-Vidal, Pedro, Mcmahon, George, Meisinger, Christa, Meitinger, Thoma, Milaneschi, Yusplitri, Myhre, Ronny, Nelson, Christopher P., Nyholt, Dale R., Ollier, William E. R., Palotie, Aarno, Paternoster, Lavinia, Pedersen, Nancy L., Petrovic, Katja E., Porteous, David J., Räikkönen, Katri, Ring, Susan M., Robino, Antonietta, Rostapshova, Olga, Rudan, Igor, Rustichini, Aldo, Salomaa, Veikko, Sanders, Alan R., Sarin, Antti-Pekka, Schmidt, Helena, Scott, Rodney J., Smith, Blair H., Smith, Jennifer A., Staessen, Jan A., Steinhagen-Thiessen, Elisabeth, Strauch, Konstantin, Terracciano, Antonio, Tobin, Martin D., Ulivi, Sheila, Vaccargiu, Simona, Quaye, Lydia, Venturini, Cristina, Vinkhuyzen, Anna A. E., Völzke, Henry, Vonk, Judith M., Vozzi, Diego, Waage, Johanne, Ware, Erin B., Willemsen, Gonneke, Attia, John R., Bennett, David A., Berger, Klau, Bertram, Lar, Bisgaard, Han, Borecki, Ingrid B, Bültmann, Ute, Chabris, Christopher F., Cucca, Francesco, Cusi, Daniele, Deary, Ian J., Dedoussis, George V., Duijn, Cornelia M. van, Eriksson, Johan G., Franke, Barbara, Gasparini, Paolo, Gejman, Pablo V., Gieger, Christian, Grabe, Hans-Jörgen, Gratten, Jacob, Groenen, Patrick J. F., Gudnason, Vilmundur, Harst, Pim van der, Hayward, Caroline, Hinds, David A., Hoffmann, Wolfgang, Hyppönen, Elina, Iacono, William G., Jacobsson, Bo, Järvelin, Marjo-Riitta, Jöckel, Karl-Heinz, Kaprio, Jaakko, Kardia, Sharon L. R., Lehrer, Steven F., Magnusson, Patrik K. E., Martin, Nicholas G., Mcgue, Matt, Pendleton, Neil, Pirastu, Nicola, Pirastu, Mario, Polasek, Ozren, Posthuma, Danielle, Power, Christine, Province, Michael A., Samani, Nilesh J., Schlessinger, David, Schmidt, Reinhold, Sørensen, Thorkild I. A., Spector, Tim D., Stefansson, Kari, Thorsteinsdottir, Unnur, Thurik, A. Roy, Timpson, Nicholas J., Tiemeier, Henning, Uitterlinden, André G., Vitart, Veronique, Vollenweider, Peter, Weir, David R., Wilson, James F., Wright, Alan F., Conley, Dalton C., Krueger, Robert F., Smith, George Davey, Hofman, Albert, Laibson, David I., Medland, Sarah E., Meyer, Michelle N., Johannesson, Magnu, Koellinger, Philipp D., Cesarini, David, Benjamin, Daniel J., Auton, Adam, Boardman, Jason D., Clark, David W., Conlin, Andrew, Dolan, Conor C., Fischbacher, Ur, Harris, Kathleen Mullan, Hasler, Gregor, Ikram, Mohammad A., Jain, Sonia, Kessler, Ronald C., Kooyman, Maarten, Mackillop, Jame, Männikkö, Minna, Morcillo-Suarez, Carlo, Mcqueen, Matthew B., Schmidt, Klaus M., Smart, Melissa C., Sutter, Matthia, White, Jon, Wit, Harriet de, Fehr, Ernst, Kumari, Meena, Laibson, David, Navarro, Arcadi, Palmer, Abraham A., Schunk, Daniel, Stein, Murray B., Svento, Rauli, Timmers, Paul R. H. J., Ursano, Robert J., Wagner, Gert G., Applied Economics, Hematology, Epidemiology, Urology, Department of Marketing Management, Internal Medicine, Medical Informatics, Cell biology, Erasmus MC other, Molecular Genetics, Econometrics, Child and Adolescent Psychiatry / Psychology, Radiology & Nuclear Medicine, Epidemiologie, RS: CARIM - R3.02 - Hypertension and target organ damage, RS: Carim - V02 Hypertension and target organ damage, Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Groningen Research Institute for Asthma and COPD (GRIAC), Public Health Research (PHR), Cardiovascular Centre (CVC), Life Course Epidemiology (LCE), Stem Cell Aging Leukemia and Lymphoma (SALL), Real World Studies in PharmacoEpidemiology, -Genetics, -Economics and -Therapy (PEGET), Linnér, Richard Karlsson, Biroli , Pietro, Meddens, S Fleur W, and Beauchamp, Jonathan P

Subjects
Netherlands Twin Register (NTR), Male, LD, Medizin, Poison control, Genome-wide association study, DETERMINANTS, Cathie Marsh Institute, PREFERENCES, Q1, Genome-wide association studies, HV, 0302 clinical medicine, Genetics, Behavioral/methods, GWAS, Genetics & Heredity, Genetics, 0303 health sciences, PERSONALITY, Genetic Predisposition to Disease/genetics, Behavior/physiology, Polymorphism, Single Nucleotide/genetics, 3. Good health, Manchester Institute for Collaborative Research on Ageing, Meta-analysis, Urological cancers Radboud Institute for Health Sciences [Radboudumc 15], Genetic Loci/genetics, Behavioural genetics, Genome-Wide Association Study/methods, Medical genetics, Female, Life Sciences & Biomedicine, Single Nucleotide/genetics, medicine.medical_specialty, ResearchInstitutes_Networks_Beacons/MICRA, Genotype, Single-nucleotide polymorphism, Genetics, Behavioral, Biology, Polymorphism, Single Nucleotide, Article, 03 medical and health sciences, All institutes and research themes of the Radboud University Medical Center, SDG 3 - Good Health and Well-being, ddc:330, medicine, GENDER-DIFFERENCES, SNP, Humans, Genetic Predisposition to Disease, Polymorphism, behavioural genetics, Behavioral/methods, 030304 developmental biology, Genetic association, Behavior, Science & Technology, Neurodevelopmental disorders Donders Center for Medical Neuroscience [Radboudumc 7], Data Science, Case-control study, risk tolerance, GWAS, genetic architechture, Genetic Loci, Case-Control Studies, genome-wide association studies, ResearchInstitutes_Networks_Beacons/cathie_marsh_institute, Nanomedicine Radboud Institute for Molecular Life Sciences [Radboudumc 19], 030217 neurology & neurosurgery, Genome-Wide Association Study
Abstract

Humans vary substantially in their willingness to take risks. In a combined sample of over 1 million individuals, we conducted genome-wide association studies (GWAS) of general risk tolerance, adventurousness, and risky behaviors in the driving, drinking, smoking, and sexual domains. Across all GWAS, we identified hundreds of associated loci, including 99 loci associated with general risk tolerance. We report evidence of substantial shared genetic influences across risk tolerance and the risky behaviors: 46 of the 99 general risk tolerance loci contain a lead SNP for at least one of our other GWAS, and general risk tolerance is genetically correlated ([Formula: see text] ~ 0.25 to 0.50) with a range of risky behaviors. Bioinformatics analyses imply that genes near SNPs associated with general risk tolerance are highly expressed in brain tissues and point to a role for glutamatergic and GABAergic neurotransmission. We found no evidence of enrichment for genes previously hypothesized to relate to risk tolerance. This research was carried out under the auspices of the Social Science Genetic Association Consortium. The research was also conducted using the UK Biobank Resource under application number 11425. The study was supported by funding from the Ragnar Söderberg Foundation (E9/11 and E42/15); the Swedish Research Council (421-2013-1061); the Jan Wallander and Tom Hedelius Foundation; an ERC Consolidator Grant to Philipp Koellinger (647648 EdGe); the Pershing Square Fund of the Foundations of Human Behavior; the Open Philanthropy Project; the National Institute on Aging, National Institutes of Health through grants P01-AG005842, P01-AG005842-20S2, P30-AG012810, and T32-AG000186-23 to the National Bureau of Economic Research and R01-AG042568-02 to the University of Southern California; the government of Canada through Genome Canada and the Ontario Genomics Institute (OGI-152); and the Social Sciences and Humanities Research Council of Canada. We thank the International Cannabis Consortium, the eQTLgen Consortium, and the Psychiatric Genomics Consortium for sharing summary statistics from the GWAS of lifetime cannabis use, eQTL summary statistics, and summary statistics from the GWAS of ADHD, respectively. A full list of acknowledgments is provided in the Supplementary Note.

Published
2019

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