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1. Automated calibration of consensus weighted distance-based clustering approaches using sharp

Author

Bodinier, Barbara, Vuckovic, Dragana, Rodrigues, Sabrina, Filippi, Sarah, Chiquet, Julien, and Chadeau-Hyam, Marc

Subjects
Statistics - Methodology
Abstract

In consensus clustering, a clustering algorithm is used in combination with a subsampling procedure to detect stable clusters. Previous studies on both simulated and real data suggest that consensus clustering outperforms native algorithms. We extend here consensus clustering to allow for attribute weighting in the calculation of pairwise distances using existing regularised approaches. We propose a procedure for the calibration of the number of clusters (and regularisation parameter) by maximising a novel consensus score calculated directly from consensus clustering outputs, making it extremely computationally competitive. Our simulation study shows better clustering performances of (i) models calibrated by maximising our consensus score compared to existing calibration scores, and (ii) weighted compared to unweighted approaches in the presence of features that do not contribute to cluster definition. Application on real gene expression data measured in lung tissue reveals clear clusters corresponding to different lung cancer subtypes. The R package sharp (version 1.4.0) is available on CRAN.

Published
2023
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2. Prioritization of Kidney Cell Types Highlights Myofibroblast Cells in Regulating Human Blood Pressure

Author

Evangelou, Evangelos, Warren, Helen R., Gao, He, Ntritsos, Georgios, Dimou, Niki, Esko, Tonu, Mägi, Reedik, Milani, Lili, Almgren, Peter, Boutin, Thibaud, Debette, Stéphanie, Ding, Jun, Giulianini, Franco, Holliday, Elizabeth G., Jackson, Anne U., Li -Gao, Ruifang, Lin, Wei -Yu, Luan, Jian'an, Mangino, Massimo, Oldmeadow, Christopher, Prins, Bram Peter, Qian, Yong, Sargurupremraj, Muralidharan, Shah, Nabi, Surendran, Praveen, Thériault, Sébastien, Verweij, Niek, Willems, Sara M., Zhao, Jing -Hua, Amouyel, Philippe, Connell, John, de Mutsert, Renée, Doney, Alex S.F., Farrall, Martin, Menni, Cristina, Morris, Andrew D., Noordam, Raymond, Paré, Guillaume, Poulter, Neil R., Shields, Denis C., Stanton, Alice, Thom, Simon, Abecasis, Gonçalo, Amin, Najaf, Arking, Dan E., Ayers, Kristin L., Barbieri, Caterina M., Batini, Chiara, Bis, Joshua C., Blake, Tineka, Bochud, Murielle, Boehnke, Michael, Boerwinkle, Eric, Boomsma, Dorret I., Bottinger, Erwin P., Braund, Peter S., Brumat, Marco, Campbell, Archie, Campbell, Harry, Chakravarti, Aravinda, Chambers, John C., Chauhan, Ganesh, Ciullo, Marina, Cocca, Massimiliano, Collins, Francis, Cordell, Heather J., Davies, Gail, de Borst, Martin H., de Geus, Eco J., Deary, Ian J., Deelen, Joris, Del Greco M, Fabiola, Demirkale, Cumhur Yusuf, Dörr, Marcus, Ehret, Georg B., Elosua, Roberto, Enroth, Stefan, Erzurumluoglu, A. Mesut, Ferreira, Teresa, Frånberg, Mattias, Franco, Oscar H., Gandin, Ilaria, Gasparini, Paolo, Giedraitis, Vilmantas, Gieger, Christian, Girotto, Giorgia, Goel, Anuj, Gow, Alan J., Gudnason, Vilmundur, Guo, Xiuqing, Gyllensten, Ulf, Hamsten, Anders, Harris, Tamara B., Harris, Sarah E., Hartman, Catharina A., Havulinna, Aki S., Hicks, Andrew A., Hofer, Edith, Hofman, Albert, Hottenga, Jouke-Jan, Huffman, Jennifer E., Hwang, Shih-Jen, Ingelsson, Erik, James, Alan, Jansen, Rick, Jarvelin, Marjo -Riitta, Joehanes, Roby, Johansson, Åsa, Johnson, Andrew D., Joshi, Peter K., Jousilahti, Pekka, Jukema, J. Wouter, Jula, Antti, Kähönen, Mika, Kathiresan, Sekar, Keavney, Bernard D., Khaw, Kay-Tee, Knekt, Paul, Knight, Joanne, Kolcic, Ivana, Kooner, Jaspal S., Koskinen, Seppo, Kristiansson, Kati, Kutalik, Zoltan, Laan, Maris, Larson, Marty, Launer, Lenore J., Lehne, Benjamin, Lehtimäki, Terho, Liewald, David C.M., Lin, Li, Lind, Lars, Lindgren, Cecilia M., Liu, YongMei, Loos, Ruth J.F., Lopez, Lorna M., Lu, Yingchang, Lyytikäinen, Leo-Pekka, Mahajan, Anubha, Mamasoula, Chrysovalanto, Marrugat, Jaume, Marten, Jonathan, Milaneschi, Yuri, Morgan, Anna, Morris, Andrew P., Morrison, Alanna C., Munson, Peter J., Nalls, Mike A., Nandakumar, Priyanka, Nelson, Christopher P., Niiranen, Teemu, Nolte, Ilja M., Nutile, Teresa, Oldehinkel, Albertine J., Oostra, Ben A., O'Reilly, Paul F., Org, Elin, Padmanabhan, Sandosh, Palmas, Walter, Palotie, Aarno, Pattie, Alison, Penninx, Brenda W.J.H., Perola, Markus, Peters, Annette, Polasek, Ozren, Pramstaller, Peter P., Nguyen, Quang Tri, Raitakari, Olli T., Rettig, Rainer, Rice, Kenneth, Ridker, Paul M., Ried, Janina S., Riese, Harriëtte, Ripatti, Samuli, Robino, Antonietta, Rose, Lynda M., Rotter, Jerome I., Rudan, Igor, Ruggiero, Daniela, Saba, Yasaman, Sala, Cinzia F., Salomaa, Veikko, Samani, Nilesh J., Sarin, Antti-Pekka, Schmidt, Reinhold, Schmidt, Helena, Shrine, Nick, Siscovick, David, Smith, Albert V., Snieder, Harold, Sõber, Siim, Sorice, Rossella, Starr, John M., Stott, David J., Strachan, David P., Strawbridge, Rona J., Sundström, Johan, Swertz, Morris A., Taylor, Kent D., Teumer, Alexander, Tobin, Martin D., Tomaszewski, Maciej, Toniolo, Daniela, Traglia, Michela, Trompet, Stella, Tuomilehto, Jaakko, Tzourio, Christophe, Uitterlinden, André G., Vaez, Ahmad, van der Most, Peter J., van Duijn, Cornelia M., Verwoert, Germaine C., Vitart, Veronique, Völker, Uwe, Vollenweider, Peter, Vuckovic, Dragana, Watkins, Hugh, Wild, Sarah H., Willemsen, Gonneke, Wilson, James F., Wright, Alan F., Yao, Jie, Zemunik, Tatijana, Zhang, Weihua, Attia, John R., Butterworth, Adam S., Chasman, Daniel I., Conen, David, Cucca, Francesco, Danesh, John, Hayward, Caroline, Howson, Joanna M.M., Laakso, Markku, Lakatta, Edward G., Langenberg, Claudia, Melander, Olle, Mook-Kanamori, Dennis O., Palmer, Colin N.A., Risch, Lorenz, Scott, Robert A., Scott, Rodney J., Sever, Peter, Spector, Tim D., van der Harst, Pim, Wareham, Nicholas J., Zeggini, Eleftheria, Levy, Daniel, Munroe, Patricia B., Newton-Cheh, Christopher, Brown, Morris J., Metspalu, Andres, Psaty, Bruce M., Wain, Louise V., Elliott, Paul, Caulfield, Mark J., Ganji-Arjenaki, Mahboube, Kamali, Zoha, Sardari, Soroush, and de Borst, Martin

Published
2024
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3. A genome-wide association study of blood cell morphology identifies cellular proteins implicated in disease aetiology

Author

Akbari, Parsa, Vuckovic, Dragana, Stefanucci, Luca, Jiang, Tao, Kundu, Kousik, Kreuzhuber, Roman, Bao, Erik L., Collins, Janine H., Downes, Kate, Grassi, Luigi, Guerrero, Jose A., Kaptoge, Stephen, Knight, Julian C., Meacham, Stuart, Sambrook, Jennifer, Seyres, Denis, Stegle, Oliver, Verboon, Jeffrey M., Walter, Klaudia, Watkins, Nicholas A., Danesh, John, Roberts, David J., Di Angelantonio, Emanuele, Sankaran, Vijay G., Frontini, Mattia, Burgess, Stephen, Kuijpers, Taco, Peters, James E., Butterworth, Adam S., Ouwehand, Willem H., Soranzo, Nicole, and Astle, William J.

Published
2023
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6. The effects of pathogenic and likely pathogenic variants for inherited hemostasis disorders in 140 214 UK Biobank participants

Author

Stefanucci, Luca, Collins, Janine, Sims, Matthew C., Barrio-Hernandez, Inigo, Sun, Luanluan, Burren, Oliver S., Perfetto, Livia, Bender, Isobel, Callahan, Tiffany J., Fleming, Kathryn, Guerrero, Jose A., Hermjakob, Henning, Martin, Maria J., Stephenson, James, Paneerselvam, Kalpana, Petrovski, Slavé, Porras, Pablo, Robinson, Peter N., Wang, Quanli, Watkins, Xavier, Frontini, Mattia, Laskowski, Roman A., Beltrao, Pedro, Di Angelantonio, Emanuele, Gomez, Keith, Laffan, Mike, Ouwehand, Willem H., Mumford, Andrew D., Freson, Kathleen, Carss, Keren, Downes, Kate, Gleadall, Nick, Megy, Karyn, Bruford, Elspeth, and Vuckovic, Dragana

Published
2023
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7. Trans-ethnic and Ancestry-Specific Blood-Cell Genetics in 746,667 Individuals from 5 Global Populations

Author

Chen, Ming-Huei, Raffield, Laura M, Mousas, Abdou, Sakaue, Saori, Huffman, Jennifer E, Moscati, Arden, Trivedi, Bhavi, Jiang, Tao, Akbari, Parsa, Vuckovic, Dragana, Bao, Erik L, Zhong, Xue, Manansala, Regina, Laplante, Véronique, Chen, Minhui, Lo, Ken Sin, Qian, Huijun, Lareau, Caleb A, Beaudoin, Mélissa, Hunt, Karen A, Akiyama, Masato, Bartz, Traci M, Ben-Shlomo, Yoav, Beswick, Andrew, Bork-Jensen, Jette, Bottinger, Erwin P, Brody, Jennifer A, van Rooij, Frank JA, Chitrala, Kumaraswamynaidu, Cho, Kelly, Choquet, Hélène, Correa, Adolfo, Danesh, John, Di Angelantonio, Emanuele, Dimou, Niki, Ding, Jingzhong, Elliott, Paul, Esko, Tõnu, Evans, Michele K, Floyd, James S, Broer, Linda, Grarup, Niels, Guo, Michael H, Greinacher, Andreas, Haessler, Jeff, Hansen, Torben, Howson, Joanna MM, Huang, Qin Qin, Huang, Wei, Jorgenson, Eric, Kacprowski, Tim, Kähönen, Mika, Kamatani, Yoichiro, Kanai, Masahiro, Karthikeyan, Savita, Koskeridis, Fotis, Lange, Leslie A, Lehtimäki, Terho, Lerch, Markus M, Linneberg, Allan, Liu, Yongmei, Lyytikäinen, Leo-Pekka, Manichaikul, Ani, Martin, Hilary C, Matsuda, Koichi, Mohlke, Karen L, Mononen, Nina, Murakami, Yoshinori, Nadkarni, Girish N, Nauck, Matthias, Nikus, Kjell, Ouwehand, Willem H, Pankratz, Nathan, Pedersen, Oluf, Preuss, Michael, Psaty, Bruce M, Raitakari, Olli T, Roberts, David J, Rich, Stephen S, Rodriguez, Benjamin AT, Rosen, Jonathan D, Rotter, Jerome I, Schubert, Petra, Spracklen, Cassandra N, Surendran, Praveen, Tang, Hua, Tardif, Jean-Claude, Trembath, Richard C, Ghanbari, Mohsen, Völker, Uwe, Völzke, Henry, Watkins, Nicholas A, Zonderman, Alan B, Program, VA Million Veteran, Wilson, Peter WF, Li, Yun, Butterworth, Adam S, Gauchat, Jean-François, Chiang, Charleston WK, and Li, Bingshan

Subjects
Genetics, Good Health and Well Being, Asian People, Genome-Wide Association Study, HEK293 Cells, Humans, Interleukin-7, Mutation, Missense, Phenotype, Polymorphism, Single Nucleotide, White People, VA Million Veteran Program, interleukin-7, genetic architecture, fine-mapping, selective sweeps, polygenic trait score, phenome-wide association study, Biological Sciences, Medical and Health Sciences, Developmental Biology
Abstract

Most loci identified by GWASs have been found in populations of European ancestry (EUR). In trans-ethnic meta-analyses for 15 hematological traits in 746,667 participants, including 184,535 non-EUR individuals, we identified 5,552 trait-variant associations at p < 5 × 10-9, including 71 novel associations not found in EUR populations. We also identified 28 additional novel variants in ancestry-specific, non-EUR meta-analyses, including an IL7 missense variant in South Asians associated with lymphocyte count in vivo and IL-7 secretion levels in vitro. Fine-mapping prioritized variants annotated as functional and generated 95% credible sets that were 30% smaller when using the trans-ethnic as opposed to the EUR-only results. We explored the clinical significance and predictive value of trans-ethnic variants in multiple populations and compared genetic architecture and the effect of natural selection on these blood phenotypes between populations. Altogether, our results for hematological traits highlight the value of a more global representation of populations in genetic studies.

Published
2020

8. PIK3R3 is a candidate regulator of platelet count in people of Bangladeshi ancestry

Author

Akhtar, Shaheen, Anwar, Mohammad, Arciero, Elena, Asgar, Omar, Ashraf, Samina, Breen, Gerome, Chung, Raymond, Curtis, Charles J., Chaudhary, Shabana, Chowdhury, Maharun, Colligan, Grainne, Deloukas, Panos, Durham, Ceri, Durrani, Faiza, Eto, Fabiola, Finer, Sarah, Garcia, Ana Angel, Griffiths, Chris, Harvey, Joanne, Heng, Teng, Huang, Qin Qin, Hurles, Matt, Hunt, Karen A., Hussain, Shapna, Islam, Kamrul, Jacobs, Ben, Khan, Ahsan, Khan, Amara, Lavery, Cath, Lee, Sang Hyuck, Lerner, Robin, MacArthur, Daniel, Malawsky, Daniel, Martin, Hilary, Mason, Dan, Mazid, Mohammed Bodrul, McDermott, John, McSweeney, Sanam, Miah, Shefa, Munir, Sabrina, Newman, Bill, Owor, Elizabeth, Qureshi, Asma, Rahman, Samiha, Safa, Nishat, Solly, John, Tahmasebi, Farah, Trembath, Richard C., Tricker, Karen, Uddin, Nasir, van Heel, David A., Winckley, Caroline, Wright, John, Burley, Kate, Fitzgibbon, Lucy, van Heel, David, Vuckovic, Dragana, and Mumford, Andrew D.

Published
2023
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10. Genetic Risk Score for Intracranial Aneurysms: Prediction of Subarachnoid Hemorrhage and Role in Clinical Heterogeneity

Author

Bakker, Mark K., Kanning, Jos P., Abraham, Gad, Martinsen, Amy E., Winsvold, Bendik S., Zwart, John-Anker, Bourcier, Romain, Sawada, Tomonobu, Koido, Masaru, Kamatani, Yoichiro, Morel, Sandrine, Amouyel, Philippe, Debette, Stéphanie, Bijlenga, Philippe, Berrandou, Takiy, Ganesh, Santhi K., Bouatia-Naji, Nabila, Jones, Gregory, Bown, Matthew, Rinkel, Gabriel J.E., Veldink, Jan H., Ruigrok, Ynte M., Hege Aamodt, Anne, Heidi Skogholt, Anne, Brumpton, Ben M, Willer, Cristen J, Sandset, Else C, Kristoffersen, Espen S, Ellekjær, Hanne, Heuch, Ingrid, Nielsen, Jonas B, Hagen, Knut, Hveem, Kristian, Fritsche, Lars G, Thomas, Laurent F, Pedersen, Linda M, Gabrielsen, Maiken E, Holmen, Oddgeir L, Børte, Sigrid, Zhou, Wei, Abboud, Shérine, Pandolfo, Massimo, Thijs, Vincent, Leys, Didier, Bodenant, Marie, Louillet, Fabien, Touzé, Emmanuel, Mas, Jean-Louis, Samson, Yves, Leder, Sara, Léger, Anne, Deltour, Sandrine, Crozier, Sophie, Méresse, Isabelle, Canaple, Sandrine, Godefroy, Olivier, Giroud, Maurice, Béjot, Yannick, Decavel, Pierre, Medeiros, Elizabeth, Montiel, Paola, Moulin, Thierry, Vuillier, Fabrice, Dallongeville, Jean, Metso, Antti J, Metso, Tiina, Tatlisumak, Turgut, Grond-Ginsbach, Caspar, Lichy, Christoph, Kloss, Manja, Werner, Inge, Arnold, Marie-Luise, Dos Santos, Michael, Grau, Armin, Dichgans, Martin, Thomas-Feles, Constanze, Weber, Ralf, Brandt, Tobias, Pezzini, Alessandro, De Giuli, Valeria, Caria, Filomena, Poli, Loris, Padovani, Alessandro, Bersano, Anna, Lanfranconi, Silvia, Beretta, Simone, Ferrarese, Carlo, Giacolone, Giacomo, Paolucci, Stefano, Lyrer, Philippe, Engelter, Stefan, Fluri, Felix, Hatz, Florian, Gisler, Dominique, Bonati, Leo, Gensicke, Henrik, Amort, Margareth, Markus, Hugh, Majersik, Jennifer, Worrall, Bradford, Southerland, Andrew, Cole, John, Kittner, Steven, Evangelou, Evangelos, Warren, Helen R, Gao, He, Ntritsos, Georgios, Dimou, Niki, Esko, Tonu, Mägi, Reedik, Milani, Lili, Almgren, Peter, Boutin, Thibaud, Ding, Jun, Giulianini, Franco, Holliday, Elizabeth G, Jackson, Anne U, Li-Gao, Ruifang, Lin, Wei-Yu, Luan, Jian’an, Mangino, Massimo, Oldmeadow, Christopher, Peter Prins, Bram, Qian, Yong, Sargurupremraj, Muralidharan, Shah, Nabi, Surendran, Praveen, Thériault, Sébastien, Verweij, Niek, Willems, Sara M, Zhao, Jing-Hua, Connell, John, de Mutsert, Renée, Doney, Alex SF, Farrall, Martin, Menni, Cristina, Morris, Andrew D, Noordam, Raymond, Paré, Guillaume, Poulter, Neil R, Shields, Denis C, Stanton, Alice, Thom, Simon, Abecasis, Gonçalo, Amin, Najaf, Arking, Dan E, Ayers, Kristin L, Barbieri, Caterina M, Batini, Chiara, Bis, Joshua C, Blake, Tineka, Bochud, Murielle, Boehnke, Michael, Boerwinkle, Eric, Boomsma, Dorret I, Bottinger, Erwin P, Braund, Peter S, Brumat, Marco, Campbell, Archie, Campbell, Harry, Chakravarti, Aravinda, Chambers, John C, Chauhan, Ganesh, Ciullo, Marina, Cocca, Massimiliano, Collins, Francis, Cordell, Heather J, Davies, Gail, de Borst, Martin H, de Geus, Eco J, Deary, Ian J, Deelen, Joris, Del Greco M, Fabiola, Yusuf Demirkale, Cumhur, Dörr, Marcus, Ehret, Georg B, Elosua, Roberto, Enroth, Stefan, Mesut Erzurumluoglu, A, Ferreira, Teresa, Frånberg, Mattias, Franco, Oscar H, Gandin, Ilaria, Gasparini, Paolo, Giedraitis, Vilmantas, Gieger, Christian, Girotto, Giorgia, Goel, Anuj, Gow, Alan J, Gudnason, Vilmundur, Guo, Xiuqing, Gyllensten, Ulf, Hamsten, Anders, Harris, Tamara B, Harris, Sarah E, Hartman, Catharina A, Havulinna, Aki S, Hicks, Andrew A, Hofer, Edith, Hofman, Albert, Hottenga, Jouke-Jan, Huffman, Jennifer E, Hwang, Shih-Jen, Ingelsson, Erik, James, Alan, Jansen, Rick, Jarvelin, Marjo-Riitta, Joehanes, Roby, Johansson, Åsa, Johnson, Andrew D, Joshi, Peter K, Jousilahti, Pekka, Wouter Jukema, J, Jula, Antti, Kähönen, Mika, Kathiresan, Sekar, Keavney, Bernard D, Khaw, Kay-Tee, Knekt, Paul, Knight, Joanne, Kolcic, Ivana, Kooner, Jaspal S, Koskinen, Seppo, Kristiansson, Kati, Kutalik, Zoltan, Laan, Maris, Larson, Marty, Launer, Lenore J, Lehne, Benjamin, Lehtimäki, Terho, Liewald, David CM, Lin, Li, Lind, Lars, Lindgren, Cecilia M, Liu, YongMei, Loos, Ruth JF, Lopez, Lorna M, Lu, Yingchang, Lyytikäinen, Leo-Pekka, Mahajan, Anubha, Mamasoula, Chrysovalanto, Marrugat, Jaume, Marten, Jonathan, Milaneschi, Yuri, Morgan, Anna, Morris, Andrew P, Morrison, Alanna C, Munson, Peter J, Nalls, Mike A, Nandakumar, Priyanka, Nelson, Christopher P, Niiranen, Teemu, Nolte, Ilja M, Nutile, Teresa, Oldehinkel, Albertine J, Oostra, Ben A, O’Reilly, Paul F, Org, Elin, Padmanabhan, Sandosh, Palmas, Walter, Palotie, Aarno, Pattie, Alison, WJH Penninx, Brenda, Perola, Markus, Peters, Annette, Polasek, Ozren, Pramstaller, Peter P, Tri Nguyen, Quang, Raitakari, Olli T, Rettig, Rainer, Rice, Kenneth, Ridker, Paul M, Ried, Janina S, Riese, Harriëtte, Ripatti, Samuli, Robino, Antonietta, Rose, Lynda M, Rotter, Jerome I, Rudan, Igor, Ruggiero, Daniela, Saba, Yasaman, Sala, Cinzia F, Salomaa, Veikko, Samani, Nilesh J, Sarin, Antti-Pekka, Schmidt, Reinhold, Schmidt, Helena, Shrine, Nick, Siscovick, David, Smith, Albert V, Snieder, Harold, Sõber, Siim, Sorice, Rossella, Starr, John M, Stott, David J, Strachan, David P, Strawbridge, Rona J, Sundström, Johan, Swertz, Morris A, Taylor, Kent D, Teumer, Alexander, Tobin, Martin D, Tomaszewski, Maciej, Toniolo, Daniela, Traglia, Michela, Trompet, Stella, Tuomilehto, Jaakko, Tzourio, Christophe, Uitterlinden, André G, Vaez, Ahmad, van der Most, Peter J, van Duijn, Cornelia M, Verwoert, Germaine C, Vitart, Veronique, Völker, Uwe, Vollenweider, Peter, Vuckovic, Dragana, Watkins, Hugh, Wild, Sarah H, Willemsen, Gonneke, Wilson, James F, Wright, Alan F, Yao, Jie, Zemunik, Tatijana, Zhang, Weihua, Attia, John R, Butterworth, Adam S, Chasman, Daniel I, Conen, David, Cucca, Francesco, Danesh, John, Hayward, Caroline, Howson, Joanna MM, Laakso, Markku, Lakatta, Edward G, Langenberg, Claudia, Melander, Olle, Mook-Kanamori, Dennis O, Palmer, Colin NA, Risch, Lorenz, Scott, Robert A, Scott, Rodney J, Sever, Peter, Spector, Tim D, van der Harst, Pim, Wareham, Nicholas J, Zeggini, Eleftheria, Levy, Daniel, Munroe, Patricia B, Newton-Cheh, Christopher, Brown, Morris J, Metspalu, Andres, Psaty, Bruce M., Wain, Louise V, Elliott, Paul, Caulfield, Mark J, Gormley, Padhraig, Anttila, Verneri, Palta, Priit, Esko, Tonu, Pers, Tune H, Farh, Kai-How, Cuenca-Leon, Ester, Muona, Mikko, Furlotte, Nicholas A, Kurth, Tobias, Ingason, Andres, McMahon, George, Ligthart, Lannie, Terwindt, Gisela M, Kallela, Mikko, Freilinger, Tobias M, Ran, Caroline, Gordon, Scott G, Stam, Anine H, Steinberg, Stacy, Borck, Guntram, Koiranen, Markku, Quaye, Lydia, Adams, Hieab H H, Lehtimäki, Terho, Sarin, Antti-Pekka, Wedenoja, Juho, Hinds, David A, Buring, Julie E, Schürks, Markus, Ridker, Paul M, Gudlaug Hrafnsdottir, Maria, Stefansson, Hreinn, Ring, Susan M, Hottenga, Jouke-Jan, Penninx, Brenda W J H, Färkkilä, Markus, Artto, Ville, Kaunisto, Mari, Vepsäläinen, Salli, Malik, Rainer, Heath, Andrew C, Madden, Pamela A F, Martin, Nicholas G, Montgomery, Grant W, Kurki, Mitja I, Kals, Mart, Mägi, Reedik, Pärn, Kalle, Hämäläinen, Eija, Huang, Hailiang, Byrnes, Andrea E, Franke, Lude, Huang, Jie, Stergiakouli, Evie, Lee, Phil H, Sandor, Cynthia, Webber, Caleb, Cader, Zameel, Muller-Myhsok, Bertram, Schreiber, Stefan, Meitinger, Thomas, Eriksson, Johan G, Salomaa, Veikko, Heikkilä, Kauko, Loehrer, Elizabeth, Uitterlinden, Andre G, Hofman, Albert, van Duijn, Cornelia M, Cherkas, Lynn, Pedersen, Linda M, Stubhaug, Audun, Nielsen, Christopher S, Männikkö, Minna, Mihailov, Evelin, Milani, Lili, Göbel, Hartmut, Esserlind, Ann-Louise, Francke Christensen, Anne, Folkmann Hansen, Thomas, Werge, Thomas, Kaprio, Jaakko, Aromaa, Arpo J, Raitakari, Olli, Arfan Ikram, M, Spector, Tim, Järvelin, Marjo-Riitta, Metspalu, Andres, Kubisch, Christian, Strachan, David P, Ferrari, Michel D, Belin, Andrea C, Dichgans, Martin, Wessman, Maija, van den Maagdenberg, Arn M J M, Boomsma, Dorret I, Davey Smith, George, Stefansson, Kari, Eriksson, Nicholas, Daly, Mark J, Neale, Benjamin M, Olesen, Jes, Chasman, Daniel I, Nyholt, Dale R, Palotie, Aarno, Akiyama, Masato, Alg, Varinder S., Børte, Sigrid, Broderick, Joseph P., Brumpton, Ben M., Dauvillier, Jérôme, Desal, Hubert, Dina, Christian, Friedrich, Christoph M., Gaál-Paavola, Emília I., Gentric, Jean-Christophe, Hirsch, Sven, Hostettler, Isabel C., Houlden, Henry, Hveem, Kristian, Jääskeläinen, Juha E., Johnsen, Marianne Bakke, Li, Liming, Lin, Kuang, Lindgren, Antti, Martin, Olivier, Matsuda, Koichi, Millwood, Iona Y., Naggara, Olivier, Niemelä, Mika, Pera, Joanna, Redon, Richard, Rouleau, Guy A., Sandvei, Marie Søfteland, Schilling, Sabine, Shotar, Eimad, Slowik, Agnieszka, Terao, Chikashi, Verschuren, W. M. Monique, Walters, Robin G., Werring, David J., Willer, Cristen J., Woo, Daniel, Worrall, Bradford B., and Zhou, Sirui

Published
2023
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11. The Polygenic and Monogenic Basis of Blood Traits and Diseases

Author

Vuckovic, Dragana, Bao, Erik L., Akbari, Parsa, Lareau, Caleb A., Mousas, Abdou, Jiang, Tao, Chen, Ming-Huei, Raffield, Laura M., Tardaguila, Manuel, Huffman, Jennifer E., Ritchie, Scott C., Megy, Karyn, Ponstingl, Hannes, Penkett, Christopher J., Albers, Patrick K., Wigdor, Emilie M., Sakaue, Saori, Moscati, Arden, Manansala, Regina, Lo, Ken Sin, Qian, Huijun, Akiyama, Masato, Bartz, Traci M., Ben-Shlomo, Yoav, Beswick, Andrew, Bork-Jensen, Jette, Bottinger, Erwin P., Brody, Jennifer A., van Rooij, Frank J.A., Chitrala, Kumaraswamy N., Wilson, Peter W.F., Choquet, Hélène, Danesh, John, Di Angelantonio, Emanuele, Dimou, Niki, Ding, Jingzhong, Elliott, Paul, Esko, Tõnu, Evans, Michele K., Felix, Stephan B., Floyd, James S., Broer, Linda, Grarup, Niels, Guo, Michael H., Guo, Qi, Greinacher, Andreas, Haessler, Jeff, Hansen, Torben, Howson, Joanna M.M., Huang, Wei, Jorgenson, Eric, Kacprowski, Tim, Kähönen, Mika, Kamatani, Yoichiro, Kanai, Masahiro, Karthikeyan, Savita, Koskeridis, Fotios, Lange, Leslie A., Lehtimäki, Terho, Linneberg, Allan, Liu, Yongmei, Lyytikäinen, Leo-Pekka, Manichaikul, Ani, Matsuda, Koichi, Mohlke, Karen L., Mononen, Nina, Murakami, Yoshinori, Nadkarni, Girish N., Nikus, Kjell, Pankratz, Nathan, Pedersen, Oluf, Preuss, Michael, Psaty, Bruce M., Raitakari, Olli T., Rich, Stephen S., Rodriguez, Benjamin A.T., Rosen, Jonathan D., Rotter, Jerome I., Schubert, Petra, Spracklen, Cassandra N., Surendran, Praveen, Tang, Hua, Tardif, Jean-Claude, Ghanbari, Mohsen, Völker, Uwe, Völzke, Henry, Watkins, Nicholas A., Weiss, Stefan, Cai, Na, Kundu, Kousik, Watt, Stephen B., Walter, Klaudia, Zonderman, Alan B., Cho, Kelly, Li, Yun, Loos, Ruth J.F., Knight, Julian C., Georges, Michel, Stegle, Oliver, Evangelou, Evangelos, Okada, Yukinori, Roberts, David J., Inouye, Michael, Johnson, Andrew D., Auer, Paul L., Astle, William J., Reiner, Alexander P., Butterworth, Adam S., Ouwehand, Willem H., Lettre, Guillaume, Sankaran, Vijay G., and Soranzo, Nicole

Published
2020
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12. Prioritization of Kidney Cell Types Highlights Myofibroblast Cells in Regulating Human Blood Pressure

Author

Ganji-Arjenaki, Mahboube, primary, Kamali, Zoha, additional, Evangelou, Evangelos, additional, Warren, Helen R., additional, Gao, He, additional, Ntritsos, Georgios, additional, Dimou, Niki, additional, Esko, Tonu, additional, Mägi, Reedik, additional, Milani, Lili, additional, Almgren, Peter, additional, Boutin, Thibaud, additional, Debette, Stéphanie, additional, Ding, Jun, additional, Giulianini, Franco, additional, Holliday, Elizabeth G., additional, Jackson, Anne U., additional, Li -Gao, Ruifang, additional, Lin, Wei -Yu, additional, Luan, Jian'an, additional, Mangino, Massimo, additional, Oldmeadow, Christopher, additional, Prins, Bram Peter, additional, Qian, Yong, additional, Sargurupremraj, Muralidharan, additional, Shah, Nabi, additional, Surendran, Praveen, additional, Thériault, Sébastien, additional, Verweij, Niek, additional, Willems, Sara M., additional, Zhao, Jing -Hua, additional, Amouyel, Philippe, additional, Connell, John, additional, de Mutsert, Renée, additional, Doney, Alex S.F., additional, Farrall, Martin, additional, Menni, Cristina, additional, Morris, Andrew D., additional, Noordam, Raymond, additional, Paré, Guillaume, additional, Poulter, Neil R., additional, Shields, Denis C., additional, Stanton, Alice, additional, Thom, Simon, additional, Abecasis, Gonçalo, additional, Amin, Najaf, additional, Arking, Dan E., additional, Ayers, Kristin L., additional, Barbieri, Caterina M., additional, Batini, Chiara, additional, Bis, Joshua C., additional, Blake, Tineka, additional, Bochud, Murielle, additional, Boehnke, Michael, additional, Boerwinkle, Eric, additional, Boomsma, Dorret I., additional, Bottinger, Erwin P., additional, Braund, Peter S., additional, Brumat, Marco, additional, Campbell, Archie, additional, Campbell, Harry, additional, Chakravarti, Aravinda, additional, Chambers, John C., additional, Chauhan, Ganesh, additional, Ciullo, Marina, additional, Cocca, Massimiliano, additional, Collins, Francis, additional, Cordell, Heather J., additional, Davies, Gail, additional, de Borst, Martin H., additional, de Geus, Eco J., additional, Deary, Ian J., additional, Deelen, Joris, additional, Del Greco M, Fabiola, additional, Demirkale, Cumhur Yusuf, additional, Dörr, Marcus, additional, Ehret, Georg B., additional, Elosua, Roberto, additional, Enroth, Stefan, additional, Erzurumluoglu, A. Mesut, additional, Ferreira, Teresa, additional, Frånberg, Mattias, additional, Franco, Oscar H., additional, Gandin, Ilaria, additional, Gasparini, Paolo, additional, Giedraitis, Vilmantas, additional, Gieger, Christian, additional, Girotto, Giorgia, additional, Goel, Anuj, additional, Gow, Alan J., additional, Gudnason, Vilmundur, additional, Guo, Xiuqing, additional, Gyllensten, Ulf, additional, Hamsten, Anders, additional, Harris, Tamara B., additional, Harris, Sarah E., additional, Hartman, Catharina A., additional, Havulinna, Aki S., additional, Hicks, Andrew A., additional, Hofer, Edith, additional, Hofman, Albert, additional, Hottenga, Jouke-Jan, additional, Huffman, Jennifer E., additional, Hwang, Shih-Jen, additional, Ingelsson, Erik, additional, James, Alan, additional, Jansen, Rick, additional, Jarvelin, Marjo -Riitta, additional, Joehanes, Roby, additional, Johansson, Åsa, additional, Johnson, Andrew D., additional, Joshi, Peter K., additional, Jousilahti, Pekka, additional, Jukema, J. Wouter, additional, Jula, Antti, additional, Kähönen, Mika, additional, Kathiresan, Sekar, additional, Keavney, Bernard D., additional, Khaw, Kay-Tee, additional, Knekt, Paul, additional, Knight, Joanne, additional, Kolcic, Ivana, additional, Kooner, Jaspal S., additional, Koskinen, Seppo, additional, Kristiansson, Kati, additional, Kutalik, Zoltan, additional, Laan, Maris, additional, Larson, Marty, additional, Launer, Lenore J., additional, Lehne, Benjamin, additional, Lehtimäki, Terho, additional, Liewald, David C.M., additional, Lin, Li, additional, Lind, Lars, additional, Lindgren, Cecilia M., additional, Liu, YongMei, additional, Loos, Ruth J.F., additional, Lopez, Lorna M., additional, Lu, Yingchang, additional, Lyytikäinen, Leo-Pekka, additional, Mahajan, Anubha, additional, Mamasoula, Chrysovalanto, additional, Marrugat, Jaume, additional, Marten, Jonathan, additional, Milaneschi, Yuri, additional, Morgan, Anna, additional, Morris, Andrew P., additional, Morrison, Alanna C., additional, Munson, Peter J., additional, Nalls, Mike A., additional, Nandakumar, Priyanka, additional, Nelson, Christopher P., additional, Niiranen, Teemu, additional, Nolte, Ilja M., additional, Nutile, Teresa, additional, Oldehinkel, Albertine J., additional, Oostra, Ben A., additional, O'Reilly, Paul F., additional, Org, Elin, additional, Padmanabhan, Sandosh, additional, Palmas, Walter, additional, Palotie, Aarno, additional, Pattie, Alison, additional, Penninx, Brenda W.J.H., additional, Perola, Markus, additional, Peters, Annette, additional, Polasek, Ozren, additional, Pramstaller, Peter P., additional, Nguyen, Quang Tri, additional, Raitakari, Olli T., additional, Rettig, Rainer, additional, Rice, Kenneth, additional, Ridker, Paul M., additional, Ried, Janina S., additional, Riese, Harriëtte, additional, Ripatti, Samuli, additional, Robino, Antonietta, additional, Rose, Lynda M., additional, Rotter, Jerome I., additional, Rudan, Igor, additional, Ruggiero, Daniela, additional, Saba, Yasaman, additional, Sala, Cinzia F., additional, Salomaa, Veikko, additional, Samani, Nilesh J., additional, Sarin, Antti-Pekka, additional, Schmidt, Reinhold, additional, Schmidt, Helena, additional, Shrine, Nick, additional, Siscovick, David, additional, Smith, Albert V., additional, Snieder, Harold, additional, Sõber, Siim, additional, Sorice, Rossella, additional, Starr, John M., additional, Stott, David J., additional, Strachan, David P., additional, Strawbridge, Rona J., additional, Sundström, Johan, additional, Swertz, Morris A., additional, Taylor, Kent D., additional, Teumer, Alexander, additional, Tobin, Martin D., additional, Tomaszewski, Maciej, additional, Toniolo, Daniela, additional, Traglia, Michela, additional, Trompet, Stella, additional, Tuomilehto, Jaakko, additional, Tzourio, Christophe, additional, Uitterlinden, André G., additional, Vaez, Ahmad, additional, van der Most, Peter J., additional, van Duijn, Cornelia M., additional, Verwoert, Germaine C., additional, Vitart, Veronique, additional, Völker, Uwe, additional, Vollenweider, Peter, additional, Vuckovic, Dragana, additional, Watkins, Hugh, additional, Wild, Sarah H., additional, Willemsen, Gonneke, additional, Wilson, James F., additional, Wright, Alan F., additional, Yao, Jie, additional, Zemunik, Tatijana, additional, Zhang, Weihua, additional, Attia, John R., additional, Butterworth, Adam S., additional, Chasman, Daniel I., additional, Conen, David, additional, Cucca, Francesco, additional, Danesh, John, additional, Hayward, Caroline, additional, Howson, Joanna M.M., additional, Laakso, Markku, additional, Lakatta, Edward G., additional, Langenberg, Claudia, additional, Melander, Olle, additional, Mook-Kanamori, Dennis O., additional, Palmer, Colin N.A., additional, Risch, Lorenz, additional, Scott, Robert A., additional, Scott, Rodney J., additional, Sever, Peter, additional, Spector, Tim D., additional, van der Harst, Pim, additional, Wareham, Nicholas J., additional, Zeggini, Eleftheria, additional, Levy, Daniel, additional, Munroe, Patricia B., additional, Newton-Cheh, Christopher, additional, Brown, Morris J., additional, Metspalu, Andres, additional, Psaty, Bruce M., additional, Wain, Louise V., additional, Elliott, Paul, additional, Caulfield, Mark J., additional, Sardari, Soroush, additional, and de Borst, Martin, additional

Published
2024
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13. KLB is associated with alcohol drinking, and its gene product β-Klotho is necessary for FGF21 regulation of alcohol preference

Author

Schumann, Gunter, Liu, Chunyu, O'Reilly, Paul, Gao, He, Song, Parkyong, Xu, Bing, Ruggeri, Barbara, Amin, Najaf, Jia, Tianye, Preis, Sarah, Segura Lepe, Marcelo, Akira, Shizuo, Barbieri, Caterina, Baumeister, Sebastian, Cauchi, Stephane, Clarke, Toni-Kim, Enroth, Stefan, Fischer, Krista, Hällfors, Jenni, Harris, Sarah E, Hieber, Saskia, Hofer, Edith, Hottenga, Jouke-Jan, Johansson, Åsa, Joshi, Peter K, Kaartinen, Niina, Laitinen, Jaana, Lemaitre, Rozenn, Loukola, Anu, Luan, Jian'an, Lyytikäinen, Leo-Pekka, Mangino, Massimo, Manichaikul, Ani, Mbarek, Hamdi, Milaneschi, Yuri, Moayyeri, Alireza, Mukamal, Kenneth, Nelson, Christopher, Nettleton, Jennifer, Partinen, Eemil, Rawal, Rajesh, Robino, Antonietta, Rose, Lynda, Sala, Cinzia, Satoh, Takashi, Schmidt, Reinhold, Schraut, Katharina, Scott, Robert, Smith, Albert Vernon, Starr, John M, Teumer, Alexander, Trompet, Stella, Uitterlinden, André G, Venturini, Cristina, Vergnaud, Anne-Claire, Verweij, Niek, Vitart, Veronique, Vuckovic, Dragana, Wedenoja, Juho, Yengo, Loic, Yu, Bing, Zhang, Weihua, Zhao, Jing Hua, Boomsma, Dorret I, Chambers, John, Chasman, Daniel I, Daniela, Toniolo, de Geus, Eco, Deary, Ian, Eriksson, Johan G, Esko, Tõnu, Eulenburg, Volker, Franco, Oscar H, Froguel, Philippe, Gieger, Christian, Grabe, Hans J, Gudnason, Vilmundur, Gyllensten, Ulf, Harris, Tamara B, Hartikainen, Anna-Liisa, Heath, Andrew C, Hocking, Lynne, Hofman, Albert, Huth, Cornelia, Jarvelin, Marjo-Riitta, Jukema, J Wouter, Kaprio, Jaakko, Kooner, Jaspal S, Kutalik, Zoltan, Lahti, Jari, Langenberg, Claudia, Lehtimäki, Terho, Liu, Yongmei, Madden, Pamela AF, Martin, Nicholas, Morrison, Alanna, Penninx, Brenda, Pirastu, Nicola, Psaty, Bruce, and Raitakari, Olli

Subjects
Biological Psychology, Pharmacology and Pharmaceutical Sciences, Biomedical and Clinical Sciences, Psychology, Alcoholism, Alcohol Use and Health, Genetics, Basic Behavioral and Social Science, Substance Misuse, Liver Disease, Behavioral and Social Science, Digestive Diseases, Neurosciences, Cardiovascular, Cancer, Oral and gastrointestinal, Stroke, Good Health and Well Being, Alcohol Drinking, Animals, Behavior, Animal, Brain, Emotions, Female, Fibroblast Growth Factors, Genome-Wide Association Study, Humans, Klotho Proteins, Liver, Male, Membrane Proteins, Mice, Mice, 129 Strain, Mice, Inbred C57BL, Mice, Knockout, Polymorphism, Single Nucleotide, alcohol consumption, human, beta-Klotho, FGF21, mouse model, β-Klotho
Abstract

Excessive alcohol consumption is a major public health problem worldwide. Although drinking habits are known to be inherited, few genes have been identified that are robustly linked to alcohol drinking. We conducted a genome-wide association metaanalysis and replication study among >105,000 individuals of European ancestry and identified β-Klotho (KLB) as a locus associated with alcohol consumption (rs11940694; P = 9.2 × 10-12). β-Klotho is an obligate coreceptor for the hormone FGF21, which is secreted from the liver and implicated in macronutrient preference in humans. We show that brain-specific β-Klotho KO mice have an increased alcohol preference and that FGF21 inhibits alcohol drinking by acting on the brain. These data suggest that a liver-brain endocrine axis may play an important role in the regulation of alcohol drinking behavior and provide a unique pharmacologic target for reducing alcohol consumption.

Published
2016

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

Author

Okbay, Aysu, Beauchamp, Jonathan P, Fontana, Mark Alan, 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, Pina Concas, Maria, 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, Lee, Sven J van der, deLeeuw, 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, St 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, 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, and Horan, Michael A

Subjects
Biological Sciences, Genetics, Epidemiology, Health Sciences, Statistics, Mathematical Sciences, Human Genome, Clinical Research, Alzheimer Disease, Bipolar Disorder, Brain, Cognition, Computational Biology, Educational Status, Fetus, Gene Expression Regulation, Gene-Environment Interaction, Genome-Wide Association Study, Humans, Molecular Sequence Annotation, Polymorphism, Single Nucleotide, Schizophrenia, United Kingdom, LifeLines Cohort Study, General Science & Technology
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.

Published
2016

15. SMIM1 absence is associated with reduced energy expenditure and excess weight

Author

Stefanucci, Luca, Moslemi, Camous, Tomé, Ana R., Virtue, Samuel, Bidault, Guillaume, Gleadall, Nicholas S., Watson, Laura P. E., Kwa, Jing E., Burden, Frances, Farrow, Samantha, Chen, Ji, Võsa, Urmo, Burling, Keith, Walker, Lindsay, Ord, John, Barker, Peter, Warner, James, Frary, Amy, Renhstrom, Karola, Ashford, Sofie E., Piper, Jo, Biggs, Gail, Erber, Wendy N., Hoffman, Gary J., Schoenmakers, Nadia, Erikstrup, Christian, Rieneck, Klaus, Dziegiel, Morten H., Ullum, Henrik, Azzu, Vian, Vacca, Michele, Aparicio, Hugo Javier, Hui, Qin, Cho, Kelly, Sun, Yan V., Wilson, Peter W., Bayraktar, Omer A., Vidal-Puig, Antonio, Ostrowski, Sisse R., Astle, William J., Olsson, Martin L., Storry, Jill R., Pedersen, Ole B., Ouwehand, Willem H., Chatterjee, Krishna, Vuckovic, Dragana, Frontini, Mattia, Stefanucci, Luca, Moslemi, Camous, Tomé, Ana R., Virtue, Samuel, Bidault, Guillaume, Gleadall, Nicholas S., Watson, Laura P. E., Kwa, Jing E., Burden, Frances, Farrow, Samantha, Chen, Ji, Võsa, Urmo, Burling, Keith, Walker, Lindsay, Ord, John, Barker, Peter, Warner, James, Frary, Amy, Renhstrom, Karola, Ashford, Sofie E., Piper, Jo, Biggs, Gail, Erber, Wendy N., Hoffman, Gary J., Schoenmakers, Nadia, Erikstrup, Christian, Rieneck, Klaus, Dziegiel, Morten H., Ullum, Henrik, Azzu, Vian, Vacca, Michele, Aparicio, Hugo Javier, Hui, Qin, Cho, Kelly, Sun, Yan V., Wilson, Peter W., Bayraktar, Omer A., Vidal-Puig, Antonio, Ostrowski, Sisse R., Astle, William J., Olsson, Martin L., Storry, Jill R., Pedersen, Ole B., Ouwehand, Willem H., Chatterjee, Krishna, Vuckovic, Dragana, and Frontini, Mattia

Abstract

BACKGROUND: Obesity rates have nearly tripled in the past 50 years, and by 2030 more than 1 billion individuals worldwide are projected to be obese. This creates a significant economic strain due to the associated non-communicable diseases. The root cause is an energy expenditure imbalance, owing to an interplay of lifestyle, environmental, and genetic factors. Obesity has a polygenic genetic architecture; however, single genetic variants with large effect size are etiological in a minority of cases. These variants allowed the discovery of novel genes and biology relevant to weight regulation and ultimately led to the development of novel specific treatments.METHODS: We used a case-control approach to determine metabolic differences between individuals homozygous for a loss-of-function genetic variant in the small integral membrane protein 1 (SMIM1) and the general population, leveraging data from five cohorts. Metabolic characterization of SMIM1 -/- individuals was performed using plasma biochemistry, calorimetric chamber, and DXA scan. FINDINGS: We found that individuals homozygous for a loss-of-function genetic variant in SMIM1 gene, underlying the blood group Vel, display excess body weight, dyslipidemia, altered leptin to adiponectin ratio, increased liver enzymes, and lower thyroid hormone levels. This was accompanied by a reduction in resting energy expenditure.CONCLUSION: This research identified a novel genetic predisposition to being overweight or obese. It highlights the need to investigate the genetic causes of obesity to select the most appropriate treatment given the large cost disparity between them.FUNDING: This work was funded by the National Institute of Health Research, British Heart Foundation, and NHS Blood and Transplant.

Published
2024

16. Hair-Derived Exposome Exploration of Cardiometabolic Health: Piloting a Bayesian Multitrait Variable Selection Approach

Author

Wada, Rin, Peng, Feng-Jiao, Lin, Chia-An, Vermeulen, Roel, Iglesias-González, Alba, Palazzi, Paul, Bodinier, Barbara, Streel, Sylvie, Guillaume, Michèle, Vuckovic, Dragana, Dagnino, Sonia, Chiquet, Julien, Appenzeller, Brice M R, Chadeau-Hyam, Marc, Wada, Rin, Peng, Feng-Jiao, Lin, Chia-An, Vermeulen, Roel, Iglesias-González, Alba, Palazzi, Paul, Bodinier, Barbara, Streel, Sylvie, Guillaume, Michèle, Vuckovic, Dragana, Dagnino, Sonia, Chiquet, Julien, Appenzeller, Brice M R, and Chadeau-Hyam, Marc

Abstract

Cardiometabolic health is complex and characterized by an ensemble of correlated and/or co-occurring conditions including obesity, dyslipidemia, hypertension, and diabetes mellitus. It is affected by social, lifestyle, and environmental factors, which in-turn exhibit complex correlation patterns. To account for the complexity of (i) exposure profiles and (ii) health outcomes, we propose to use a multitrait Bayesian variable selection approach and identify a sparse set of exposures jointly explanatory of the complex cardiometabolic health status. Using data from a subset ( N = 941 participants) of the nutrition, environment, and cardiovascular health (NESCAV) study, we evaluated the link between measurements of the cumulative exposure to ( N = 33) pollutants derived from hair and cardiometabolic health as proxied by up to nine measured traits. Our multitrait analysis showed increased statistical power, compared to single-trait analyses, to detect subtle contributions of exposures to a set of clinical phenotypes, while providing parsimonious results with improved interpretability. We identified six exposures that were jointly explanatory of cardiometabolic health as modeled by six complementary traits, of which, we identified strong associations between hexachlorobenzene and trifluralin exposure and adverse cardiometabolic health, including traits of obesity, dyslipidemia, and hypertension. This supports the use of this type of approach for the joint modeling, in an exposome context, of correlated exposures in relation to complex and multifaceted outcomes.

Published
2024

17. Hair-Derived Exposome Exploration of Cardiometabolic Health: Piloting a Bayesian Multitrait Variable Selection Approach

Author

IRAS OH Epidemiology Chemical Agents, IRAS – One Health Chemical, Wada, Rin, Peng, Feng-Jiao, Lin, Chia-An, Vermeulen, Roel, Iglesias-González, Alba, Palazzi, Paul, Bodinier, Barbara, Streel, Sylvie, Guillaume, Michèle, Vuckovic, Dragana, Dagnino, Sonia, Chiquet, Julien, Appenzeller, Brice M R, Chadeau-Hyam, Marc, IRAS OH Epidemiology Chemical Agents, IRAS – One Health Chemical, Wada, Rin, Peng, Feng-Jiao, Lin, Chia-An, Vermeulen, Roel, Iglesias-González, Alba, Palazzi, Paul, Bodinier, Barbara, Streel, Sylvie, Guillaume, Michèle, Vuckovic, Dragana, Dagnino, Sonia, Chiquet, Julien, Appenzeller, Brice M R, and Chadeau-Hyam, Marc

Published
2024

19. Large-scale genomic analyses link reproductive aging to hypothalamic signaling, breast cancer susceptibility and BRCA1-mediated DNA repair.

Author

Day, Felix R, Ruth, Katherine S, Thompson, Deborah J, Lunetta, Kathryn L, Pervjakova, Natalia, Chasman, Daniel I, Stolk, Lisette, Finucane, Hilary K, Sulem, Patrick, Bulik-Sullivan, Brendan, Esko, Tõnu, Johnson, Andrew D, Elks, Cathy E, Franceschini, Nora, He, Chunyan, Altmaier, Elisabeth, Brody, Jennifer A, Franke, Lude L, Huffman, Jennifer E, Keller, Margaux F, McArdle, Patrick F, Nutile, Teresa, Porcu, Eleonora, Robino, Antonietta, Rose, Lynda M, Schick, Ursula M, Smith, Jennifer A, Teumer, Alexander, Traglia, Michela, Vuckovic, Dragana, Yao, Jie, Zhao, Wei, Albrecht, Eva, Amin, Najaf, Corre, Tanguy, Hottenga, Jouke-Jan, Mangino, Massimo, Smith, Albert V, Tanaka, Toshiko, Abecasis, Goncalo, Andrulis, Irene L, Anton-Culver, Hoda, Antoniou, Antonis C, Arndt, Volker, Arnold, Alice M, Barbieri, Caterina, Beckmann, Matthias W, Beeghly-Fadiel, Alicia, Benitez, Javier, Bernstein, Leslie, Bielinski, Suzette J, Blomqvist, Carl, Boerwinkle, Eric, Bogdanova, Natalia V, Bojesen, Stig E, Bolla, Manjeet K, Borresen-Dale, Anne-Lise, Boutin, Thibaud S, Brauch, Hiltrud, Brenner, Hermann, Brüning, Thomas, Burwinkel, Barbara, Campbell, Archie, Campbell, Harry, Chanock, Stephen J, Chapman, J Ross, Chen, Yii-Der Ida, Chenevix-Trench, Georgia, Couch, Fergus J, Coviello, Andrea D, Cox, Angela, Czene, Kamila, Darabi, Hatef, De Vivo, Immaculata, Demerath, Ellen W, Dennis, Joe, Devilee, Peter, Dörk, Thilo, Dos-Santos-Silva, Isabel, Dunning, Alison M, Eicher, John D, Fasching, Peter A, Faul, Jessica D, Figueroa, Jonine, Flesch-Janys, Dieter, Gandin, Ilaria, Garcia, Melissa E, García-Closas, Montserrat, Giles, Graham G, Girotto, Giorgia G, Goldberg, Mark S, González-Neira, Anna, Goodarzi, Mark O, Grove, Megan L, Gudbjartsson, Daniel F, Guénel, Pascal, Guo, Xiuqing, Haiman, Christopher A, Hall, Per, and Hamann, Ute

Subjects
PRACTICAL consortium, kConFab Investigators, AOCS Investigators, Generation Scotland, EPIC-InterAct Consortium, LifeLines Cohort Study, Hypothalamus, Humans, Breast Neoplasms, Genetic Predisposition to Disease, BRCA1 Protein, Genomics, Age Factors, Signal Transduction, DNA Repair, Aging, Reproduction, Menopause, Genotype, Phenotype, Models, Genetic, Adult, Middle Aged, Female, Gene Regulatory Networks, Genetic Variation, Genome-Wide Association Study, Models, Genetic, Developmental Biology, Medical and Health Sciences, Biological Sciences
Abstract

Menopause timing has a substantial impact on infertility and risk of disease, including breast cancer, but the underlying mechanisms are poorly understood. We report a dual strategy in ∼70,000 women to identify common and low-frequency protein-coding variation associated with age at natural menopause (ANM). We identified 44 regions with common variants, including two regions harboring additional rare missense alleles of large effect. We found enrichment of signals in or near genes involved in delayed puberty, highlighting the first molecular links between the onset and end of reproductive lifespan. Pathway analyses identified major association with DNA damage response (DDR) genes, including the first common coding variant in BRCA1 associated with any complex trait. Mendelian randomization analyses supported a causal effect of later ANM on breast cancer risk (∼6% increase in risk per year; P = 3 × 10(-14)), likely mediated by prolonged sex hormone exposure rather than DDR mechanisms.

Published
2015

20. Directional dominance on stature and cognition in diverse human populations

Author

Joshi, Peter K, Esko, Tonu, Mattsson, Hannele, Eklund, Niina, Gandin, Ilaria, Nutile, Teresa, Jackson, Anne U, Schurmann, Claudia, Smith, Albert V, Zhang, Weihua, Okada, Yukinori, Stančáková, Alena, Faul, Jessica D, Zhao, Wei, Bartz, Traci M, Concas, Maria Pina, Franceschini, Nora, Enroth, Stefan, Vitart, Veronique, Trompet, Stella, Guo, Xiuqing, Chasman, Daniel I, O'Connel, Jeffrey R, Corre, Tanguy, Nongmaithem, Suraj S, Chen, Yuning, Mangino, Massimo, Ruggiero, Daniela, Traglia, Michela, Farmaki, Aliki-Eleni, Kacprowski, Tim, Bjonnes, Andrew, van der Spek, Ashley, Wu, Ying, Giri, Anil K, Yanek, Lisa R, Wang, Lihua, Hofer, Edith, Rietveld, Cornelius A, McLeod, Olga, Cornelis, Marilyn C, Pattaro, Cristian, Verweij, Niek, Baumbach, Clemens, Abdellaoui, Abdel, Warren, Helen R, Vuckovic, Dragana, Mei, Hao, Bouchard, Claude, Perry, John RB, Cappellani, Stefania, Mirza, Saira S, Benton, Miles C, Broeckel, Ulrich, Medland, Sarah E, Lind, Penelope A, Malerba, Giovanni, Drong, Alexander, Yengo, Loic, Bielak, Lawrence F, Zhi, Degui, van der Most, Peter J, Shriner, Daniel, Mägi, Reedik, Hemani, Gibran, Karaderi, Tugce, Wang, Zhaoming, Liu, Tian, Demuth, Ilja, Zhao, Jing Hua, Meng, Weihua, Lataniotis, Lazaros, van der Laan, Sander W, Bradfield, Jonathan P, Wood, Andrew R, Bonnefond, Amelie, Ahluwalia, Tarunveer S, Hall, Leanne M, Salvi, Erika, Yazar, Seyhan, Carstensen, Lisbeth, de Haan, Hugoline G, Abney, Mark, Afzal, Uzma, Allison, Matthew A, Amin, Najaf, Asselbergs, Folkert W, Bakker, Stephan JL, Barr, R Graham, Baumeister, Sebastian E, Benjamin, Daniel J, Bergmann, Sven, Boerwinkle, Eric, Bottinger, Erwin P, Campbell, Archie, Chakravarti, Aravinda, Chan, Yingleong, Chanock, Stephen J, Chen, Constance, and Chen, Y-D Ida

Subjects
Biological Sciences, Genetics, Human Genome, Clinical Research, 2.1 Biological and endogenous factors, 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, General Science & Technology
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 × 10(-300), 2.1 × 10(-6), 2.5 × 10(-10) and 1.8 × 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' 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.

Published
2015

21. Genome Analyses of >200,000 Individuals Identify 58 Loci for Chronic Inflammation and Highlight Pathways that Link Inflammation and Complex Disorders

Author

Alizadeh, Behrooz Z., Boezen, H. Marike, Franke, Lude, van der Harst, Pim, Navis, Gerjan, Rots, Marianne, Snieder, Harold, Swertz, Morris, Wolffenbuttel, Bruce H.R., Wijmenga, Cisca, Benjamin, Emelia, Chasman, Daniel I., Dehghan, Abbas, Ahluwalia, Tarunveer Singh, Meigs, James, Tracy, Russell, Ligthart, Symen, Bis, Josh, Eiriksdottir, Gudny, Pankratz, Nathan, Gross, Myron, Rainer, Alex, Wilson, James G., Psaty, Bruce M., Dupuis, Josee, Prins, Bram, Vaso, Urmo, Stathopoulou, Maria, Lehtimaki, Terho, Koenig, Wolfgang, Jamshidi, Yalda, Siest, Sophie, Abbasi, Ali, Uitterlinden, Andre G., Abdollahi, Mohammadreza, Schnabel, Renate, Schick, Ursula M., Nolte, Ilja M., Kraja, Aldi, Hsu, Yi-Hsiang, Tylee, Daniel S., Zwicker, Alyson, Uher, Rudolf, Davey-Smith, George, Morrison, Alanna C., Hicks, Andrew, van Duijn, Cornelia M., Ward-Caviness, Cavin, Boerwinkle, Eric, Rotter, J., Rice, Ken, Lange, Leslie, Perola, Markus, de Geus, Eco, Morris, Andrew P., Makela, Kari Matti, Stacey, David, Eriksson, Johan, Frayling, Tim M., Slagboom, Eline P., Vaez, Ahmad, Võsa, Urmo, Stathopoulou, Maria G., de Vries, Paul S., Prins, Bram P., Van der Most, Peter J., Tanaka, Toshiko, Naderi, Elnaz, Rose, Lynda M., Wu, Ying, Karlsson, Robert, Barbalic, Maja, Lin, Honghuang, Pool, René, Zhu, Gu, Macé, Aurélien, Sidore, Carlo, Trompet, Stella, Mangino, Massimo, Sabater-Lleal, Maria, Kemp, John P., Kacprowski, Tim, Verweij, Niek, Smith, Albert V., Huang, Tao, Marzi, Carola, Feitosa, Mary F., Lohman, Kurt K., Kleber, Marcus E., Milaneschi, Yuri, Mueller, Christian, Huq, Mahmudul, Vlachopoulou, Efthymia, Lyytikäinen, Leo-Pekka, Oldmeadow, Christopher, Deelen, Joris, Zhao, Jing Hua, Feenstra, Bjarke, Amini, Marzyeh, Lahti, Jari, Schraut, Katharina E., Fornage, Myriam, Suktitipat, Bhoom, Chen, Wei-Min, Li, Xiaohui, Nutile, Teresa, Malerba, Giovanni, Luan, Jian’an, Bak, Tom, Schork, Nicholas, Del Greco M., Fabiola, Thiering, Elisabeth, Mahajan, Anubha, Marioni, Riccardo E., Mihailov, Evelin, Eriksson, Joel, Ozel, Ayse Bilge, Zhang, Weihua, Nethander, Maria, Cheng, Yu-Ching, Aslibekyan, Stella, Ang, Wei, Gandin, Ilaria, Yengo, Loïc, Portas, Laura, Kooperberg, Charles, Hofer, Edith, Rajan, Kumar B., Schurmann, Claudia, den Hollander, Wouter, Ahluwalia, Tarunveer S., Zhao, Jing, Draisma, Harmen H.M., Ford, Ian, Timpson, Nicholas, Teumer, Alexander, Huang, Hongyan, Wahl, Simone, Liu, YongMei, Huang, Jie, Uh, Hae-Won, Geller, Frank, Joshi, Peter K., Yanek, Lisa R., Trabetti, Elisabetta, Lehne, Benjamin, Vozzi, Diego, Verbanck, Marie, Biino, Ginevra, Saba, Yasaman, Meulenbelt, Ingrid, O’Connell, Jeff R., Laakso, Markku, Giulianini, Franco, Magnusson, Patrik K.E., Ballantyne, Christie M., Hottenga, Jouke Jan, Montgomery, Grant W., Rivadineira, Fernando, Rueedi, Rico, Steri, Maristella, Herzig, Karl-Heinz, Stott, David J., Menni, Cristina, Frånberg, Mattias, St. Pourcain, Beate, Felix, Stephan B., Pers, Tune H., Bakker, Stephan J.L., Kraft, Peter, Peters, Annette, Vaidya, Dhananjay, Delgado, Graciela, Smit, Johannes H., Großmann, Vera, Sinisalo, Juha, Seppälä, Ilkka, Williams, Stephen R., Holliday, Elizabeth G., Moed, Matthijs, Langenberg, Claudia, Räikkönen, Katri, Ding, Jingzhong, Campbell, Harry, Sale, Michele M., Chen, Yii-Der I., James, Alan L., Ruggiero, Daniela, Soranzo, Nicole, Hartman, Catharina A., Smith, Erin N., Berenson, Gerald S., Fuchsberger, Christian, Hernandez, Dena, Tiesler, Carla M.T., Giedraitis, Vilmantas, Liewald, David, Fischer, Krista, Mellström, Dan, Larsson, Anders, Wang, Yunmei, Scott, William R., Lorentzon, Matthias, Beilby, John, Ryan, Kathleen A., Pennell, Craig E., Vuckovic, Dragana, Balkau, Beverly, Concas, Maria Pina, Schmidt, Reinhold, Mendes de Leon, Carlos F., Bottinger, Erwin P., Kloppenburg, Margreet, Paternoster, Lavinia, Boehnke, Michael, Musk, A.W., Willemsen, Gonneke, Evans, David M., Madden, Pamela A.F., Kähönen, Mika, Kutalik, Zoltán, Zoledziewska, Magdalena, Karhunen, Ville, Kritchevsky, Stephen B., Sattar, Naveed, Lachance, Genevieve, Clarke, Robert, Harris, Tamara B., Raitakari, Olli T., Attia, John R., van Heemst, Diana, Kajantie, Eero, Sorice, Rossella, Gambaro, Giovanni, Scott, Robert A., Hicks, Andrew A., Ferrucci, Luigi, Standl, Marie, Lindgren, Cecilia M., Starr, John M., Karlsson, Magnus, Lind, Lars, Li, Jun Z., Chambers, John C., Mori, Trevor A., de Geus, Eco J.C.N., Heath, Andrew C., Martin, Nicholas G., Auvinen, Juha, Buckley, Brendan M., de Craen, Anton J.M., Waldenberger, Melanie, Strauch, Konstantin, Meitinger, Thomas, Scott, Rodney J., McEvoy, Mark, Beekman, Marian, Bombieri, Cristina, Ridker, Paul M., Mohlke, Karen L., Pedersen, Nancy L., Boomsma, Dorret I., Whitfield, John B., Strachan, David P., Hofman, Albert, Vollenweider, Peter, Cucca, Francesco, Jarvelin, Marjo-Riitta, Jukema, J. Wouter, Spector, Tim D., Hamsten, Anders, Zeller, Tanja, Uitterlinden, André G., Nauck, Matthias, Gudnason, Vilmundur, Qi, Lu, Grallert, Harald, Borecki, Ingrid B., Rotter, Jerome I., März, Winfried, Wild, Philipp S., Lokki, Marja-Liisa, Boyle, Michael, Salomaa, Veikko, Melbye, Mads, Eriksson, Johan G., Wilson, James F., Penninx, Brenda W.J.H., Becker, Diane M., Worrall, Bradford B., Gibson, Greg, Krauss, Ronald M., Ciullo, Marina, Zaza, Gianluigi, Wareham, Nicholas J., Oldehinkel, Albertine J., Palmer, Lyle J., Murray, Sarah S., Pramstaller, Peter P., Bandinelli, Stefania, Heinrich, Joachim, Ingelsson, Erik, Deary, Ian J., Mägi, Reedik, Vandenput, Liesbeth, Desch, Karl C., Kooner, Jaspal S., Ohlsson, Claes, Hayward, Caroline, Lehtimäki, Terho, Shuldiner, Alan R., Arnett, Donna K., Beilin, Lawrence J., Robino, Antonietta, Froguel, Philippe, Pirastu, Mario, Jess, Tine, Loos, Ruth J.F., Evans, Denis A., Schmidt, Helena, Smith, George Davey, Slagboom, P. Eline, Tracy, Russell P., Visvikis-Siest, Sophie, Reiner, Alex P., Bis, Joshua C., Franco, Oscar H., Benjamin, Emelia J., and Dupuis, Josée

Published
2018
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24. The effects of pathogenic variants for inherited hemostasis disorders in 140,214 UK Biobank participants

Author

Stefanucci, Luca, primary, Collins, Janine H, additional, Sims, Matthew Christopher, additional, Barrio-Hernandez, Iñigo, additional, Sun, Luanluan, additional, Burren, Oliver, additional, Perfetto, Livia, additional, Bender, Isobel, additional, Callahan, Tiffany J, additional, Fleming, Kathryn, additional, Guerrero, Jose Antonio, additional, Hermjakob, Henning, additional, Martin, Maria J, additional, Stephenson, James David, additional, Paneerselvam, Kalpana, additional, Petrovski, Slavé, additional, Porras, Pablo, additional, Robinson, Peter N, additional, Wang, Quanli, additional, Watkins, Xavier, additional, Frontini, Mattia, additional, Laskowski, Roman A, additional, Beltrao, Pedro, additional, Di Angelantonio, Emanuele, additional, Gomez, Keith, additional, Laffan, Michael, additional, Ouwehand, Willem H, additional, Mumford, Andrew D., additional, Freson, Kathleen, additional, Carss, Keren Jacqueline, additional, Downes, Kate, additional, Gleadall, Nicholas S, additional, Megy, Karyn, additional, Bruford, Elspeth, additional, and Vuckovic, Dragana, additional

Published
2023
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25. Genome-wide association meta-analysis identifies five novel loci for age-related hearing impairment

Author

Nagtegaal, Andries Paul, Broer, Linda, Zilhao, Nuno R., Jakobsdottir, Johanna, Bishop, Charles E., Brumat, Marco, Christiansen, Mark W., Cocca, Massimiliano, Gao, Yan, Heard-Costa, Nancy L., Evans, Daniel S., Pankratz, Nathan, Pratt, Sheila R., Price, T. Ryan, Spankovich, Christopher, Stimson, Mary R., Valle, Karen, Vuckovic, Dragana, Wells, Helena, Eiriksdottir, Gudny, Fransen, Erik, Ikram, Mohammad Arfan, Li, Chuang-Ming, Longstreth, Jr, W. T., Steves, Claire, Van Camp, Guy, Correa, Adolfo, Cruickshanks, Karen J., Gasparini, Paolo, Girotto, Giorgia, Kaplan, Robert C., Nalls, Michael, Schweinfurth, John M., Seshadri, Sudha, Sotoodehnia, Nona, Tranah, Gregory J., Uitterlinden, André G., Wilson, James G., Gudnason, Vilmundur, Hoffman, Howard J., Williams, Frances M. K., and Goedegebure, André

Published
2019
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26. PIK3R3 is a candidate regulator of platelet count in people of Bangladeshi ancestry

Author

Burley, Kate, primary, Fitzgibbon, Lucy, additional, van Heel, David, additional, Vuckovic, Dragana, additional, Mumford, Andrew D., additional, Akhtar, Shaheen, additional, Anwar, Mohammad, additional, Arciero, Elena, additional, Asgar, Omar, additional, Ashraf, Samina, additional, Breen, Gerome, additional, Chung, Raymond, additional, Curtis, Charles J., additional, Chaudhary, Shabana, additional, Chowdhury, Maharun, additional, Colligan, Grainne, additional, Deloukas, Panos, additional, Durham, Ceri, additional, Durrani, Faiza, additional, Eto, Fabiola, additional, Finer, Sarah, additional, Garcia, Ana Angel, additional, Griffiths, Chris, additional, Harvey, Joanne, additional, Heng, Teng, additional, Huang, Qin Qin, additional, Hurles, Matt, additional, Hunt, Karen A., additional, Hussain, Shapna, additional, Islam, Kamrul, additional, Jacobs, Ben, additional, Khan, Ahsan, additional, Khan, Amara, additional, Lavery, Cath, additional, Lee, Sang Hyuck, additional, Lerner, Robin, additional, MacArthur, Daniel, additional, Malawsky, Daniel, additional, Martin, Hilary, additional, Mason, Dan, additional, Mazid, Mohammed Bodrul, additional, McDermott, John, additional, McSweeney, Sanam, additional, Miah, Shefa, additional, Munir, Sabrina, additional, Newman, Bill, additional, Owor, Elizabeth, additional, Qureshi, Asma, additional, Rahman, Samiha, additional, Safa, Nishat, additional, Solly, John, additional, Tahmasebi, Farah, additional, Trembath, Richard C., additional, Tricker, Karen, additional, Uddin, Nasir, additional, van Heel, David A., additional, Winckley, Caroline, additional, and Wright, John, additional

Published
2023
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27. Polygenic prediction of educational attainment within and between families from genome-wide association analyses in 3 million individuals

Author

Okbay, Aysu, Wu, Yeda, Wang, Nancy, Jayashankar, Hariharan, Bennett, Michael, Nehzati, Seyed Moeen, Sidorenko, Julia, Kweon, Hyeokmoon, Goldman, Grant, Gjorgjieva, Tamara, Jiang, Yunxuan, Hicks, Barry, Tian, Chao, Hinds, David A., Ahlskog, Rafael, Magnusson, Patrik K. E., Oskarsson, Sven, Hayward, Caroline, Campbell, Archie, Porteous, David J., Freese, Jeremy, Herd, Pamela, Agee, Michelle, Alipanahi, Babak, Auton, Adam, Bell, Robert K., Bryc, Katarzyna, Elson, Sarah L., Fontanillas, Pierre, Furlotte, Nicholas A., Huber, Karen E., Kleinman, Aaron, 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, Tung, Joyce Y., Vacic, Vladimir, Wilson, Catherine H., Fontana, Mark Alan, Pers, Tune H., Rietveld, Cornelius A., Chen, Guo-Bo, Emilsson, Valur, Meddens, S. Fleur W., 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, 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, 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 St, 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, 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., 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., 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., Bültmann, 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, 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., 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, 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., Yang, Jian, Esko, Tõnu, Watson, Chelsea, Jala, Jonathan, Conley, Dalton, Koellinger, Philipp D., Johannesson, Magnus, Laibson, David, Meyer, Michelle N., Lee, James J., Kong, Augustine, Yengo, Loic, Cesarini, David, Turley, Patrick, Visscher, Peter M., Beauchamp, Jonathan P., Benjamin, Daniel J., Young, Alexander I., Economics, Tinbergen Institute, Amsterdam Neuroscience - Complex Trait Genetics, 23andMe Research Team [Member of the MPIB: Tian Liu], Social Science Genetic Association Consortium, Okbay, Aysu, Wu, Yeda, Wang, Nancy, Jayashankar, Hariharan, Bennett, Michael, Moeen Nehzati, Seyed, Sidorenko, Julia, Kweon, Hyeokmoon, Goldman, Grant, Gjorgjieva, Tamara, Jiang, Yunxuan, Hicks, Barry, Tian, Chao, Hinds, David A., Ahlskog, Rafael, Magnusson, Patrik K. E., Oskarsson, Sven, Hayward, Caroline, Campbell, Archie, Porteous, David J., Freese, Jeremy, Herd, Pamela, Agee, Michelle, Alipanahi, Babak, Auton, Adam, Bell, Robert K., Bryc, Katarzyna, Elson, Sarah L., Fontanillas, Pierre, Furlotte, Nicholas A., Huber, Karen E., Kleinman, Aaron, Litterman, Nadia K., Mccreight, Jennifer C., Mcintyre, Matthew H., Mountain, Joanna L., Northover, Carrie A. M., Pitts, Steven J., Fah Sathirapongsasuti, J., Sazonova, Olga V., Shelton, Janie F., Shringarpure, Suyash, Tung, Joyce Y., Vacic, Vladimir, Wilson, Catherine H., Alan Fontana, Mark, Pers, Tune H., Rietveld, Cornelius A., Chen, Guo-Bo, Emilsson, Valur, Meddens, S. Fleur W., Pickrell, Joseph K., Thom, Kevin, Timshel, Pascal, de Vlaming, Ronald, Abdellaoui, Abdel, 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, 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, B??rge, Schraut, Katharina E., Shi, Jianxin, Smith, Albert V., Poot, Raymond A., St 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, B??nnelykke, Klau, Boyle, Patricia A., Campbell, Harry, Cappuccio, Francesco P., Davies, Gail, De Neve, Jan-Emmanuel, Deloukas, Pano, Demuth, Ilja, Ding, Jun, Eibich, Peter, Eisele, Lewin, Eklund, Niina, Evans, David M., Faul, Jessica D., Feitosa, Mary F., Forstner, Andreas J., Gandin, Ilaria, Gunnarsson, Bjarni, Halld??rsson, 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., K??h??nen, Mika, Kanoni, Stavroula, Keltigangas-J??rvinen, Liisa, Kiemeney, Lambertus A. L. M., Kolcic, Ivana, Koskinen, Seppo, Kraja, Aldi T., Kroh, Martin, Kutalik, Zoltan, Latvala, Antti, Launer, Lenore J., Lebreton, Ma??l P., Levinson, Douglas F., Lichtenstein, Paul, Lichtner, Peter, Liewald, David C. M., Loukola, Anu, Madden, Pamela A., M??gi, Reedik, M??ki-Opas, Tomi, Marioni, Riccardo E., Marques-Vidal, Pedro, Meddens, Gerardus A., Mcmahon, George, Meisinger, Christa, Meitinger, Thoma, 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., R??ikk??nen, 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., V??lker, Uwe, V??lzke, 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, Boomsma, Dorret I., Borecki, Ingrid B., B??ltmann, 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-J??rgen, Gratten, Jacob, Groenen, Patrick J. F., Gudnason, Vilmundur, van der Harst, Pim, Hoffmann, Wolfgang, Hypp??nen, Elina, Iacono, William G., Jacobsson, Bo, J??rvelin, Marjo-Riitta, J??ckel, Karl-Heinz, Kaprio, Jaakko, Kardia, Sharon L. R., Lehtim??ki, Terho, Lehrer, Steven F., Martin, Nicholas G., Mcgue, Matt, Metspalu, Andre, Pendleton, Neil, Penninx, Brenda W. J. H., Perola, Marku, Pirastu, Nicola, Pirastu, Mario, Polasek, Ozren, Posthuma, Danielle, Power, Christine, Province, Michael A., Samani, Nilesh J., Schlessinger, David, Schmidt, Reinhold, S??rensen, Thorkild I. A., Spector, Tim D., Stefansson, Kari, Thorsteinsdottir, Unnur, Roy Thurik, A., Timpson, Nicholas J., Tiemeier, Henning, Uitterlinden, Andr?? G., Vitart, Veronique, Vollenweider, Peter, Weir, David R., Wilson, James F., Wright, Alan F., Conley, Dalton C., Krueger, Robert F., Davey Smith, George, Hofman, Albert, Laibson, David I., Medland, Sarah E., Yang, Jian, Esko, T??nu, Watson, Chelsea, Jala, Jonathan, Conley, Dalton, Koellinger, Philipp D., Johannesson, Magnu, Laibson, David, Meyer, Michelle N., Lee, James J., Kong, Augustine, Yengo, Loic, Cesarini, David, Turley, Patrick, Visscher, Peter M., Beauchamp, Jonathan P., Benjamin, Daniel J., Young, Alexander I., VU University medical center, Psychiatry, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, Human genetics, Amsterdam Neuroscience - Compulsivity, Impulsivity & Attention, APH - Mental Health, APH - Digital Health, Schmidt, Börge (Beitragende*r), Eisele, Lewin (Beitragende*r), Jöckel, Karl-Heinz (Beitragende*r), Life Course Epidemiology (LCE), Real World Studies in PharmacoEpidemiology, -Genetics, -Economics and -Therapy (PEGET), Groningen Research Institute for Asthma and COPD (GRIAC), Public Health Research (PHR), Stem Cell Aging Leukemia and Lymphoma (SALL), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Cardiovascular Centre (CVC), Adult Psychiatry, Applied Economics, Epidemiology, Cell biology, Econometrics, Erasmus School of Economics, Child and Adolescent Psychiatry / Psychology, Internal Medicine, Department of Public Health, Institute for Molecular Medicine Finland, Department of Psychology and Logopedics, Doctoral Programme in Human Behaviour, Doctoral Programme in Cognition, Learning, Instruction and Communication, Department of Diagnostics and Therapeutics, Doctoral Programme Brain & Mind, Doctoral Programme in Population Health, HUSLAB, Research Programs Unit, Centre of Excellence in Complex Disease Genetics, Aarno Palotie / Principal Investigator, Genomics of Neurological and Neuropsychiatric Disorders, Doctoral Programme in Integrative Life Science, Doctoral Programme in Clinical Research, Department of General Practice and Primary Health Care, Johan Eriksson / Principal Investigator, Doctoral Programme in Oral Sciences, Clinicum, and Doctoral Programme in Biomedicine

Subjects
Multifactorial Inheritance, Medizin, HUMAN COMPLEX TRAITS, COHORT PROFILE, BIOBANK, GENETICS, MODELS, HEALTH, LOCI, GWAS, Polymorphism, Single Nucleotide/genetics, genome-wide-significant single-nucleotide polymorphisms (SNPs), Polymorphism, Single Nucleotide, educational attainment, Genetics, Humans, 3111 Biomedicine, ddc:610, Medical Genetics, Multifactorial Inheritance/genetics, Medicinsk genetik, Genome-Wide Association Study
Abstract

We conduct a genome-wide association study (GWAS) of educational attainment (EA) in a sample of similar to 3 million individuals and identify 3,952 approximately uncorrelated genome-wide-significant single-nucleotide polymorphisms (SNPs). A genome-wide polygenic predictor, or polygenic index (PGI), explains 12-16% of EA variance and contributes to risk prediction for ten diseases. Direct effects (i.e., controlling for parental PGIs) explain roughly half the PGI's magnitude of association with EA and other phenotypes. The correlation between mate-pair PGIs is far too large to be consistent with phenotypic assortment alone, implying additional assortment on PGI-associated factors. In an additional GWAS of dominance deviations from the additive model, we identify no genome-wide-significant SNPs, and a separate X-chromosome additive GWAS identifies 57. Karl-Oskar Lindgren ingår i gruppen Social Science Genetic Association Consortium

Published
2022
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28. Novel Blood Pressure Locus and Gene Discovery Using Genome-Wide Association Study and Expression Data Sets From Blood and the Kidney

Author

Wain, Louise V., Vaez, Ahmad, Jansen, Rick, Joehanes, Roby, van der Most, Peter J., Erzurumluoglu, A. Mesut, O’Reilly, Paul F., Cabrera, Claudia P., Warren, Helen R., Rose, Lynda M., Verwoert, Germaine C., Hottenga, Jouke-Jan, Strawbridge, Rona J., Esko, Tonu, Arking, Dan E., Hwang, Shih-Jen, Guo, Xiuqing, Kutalik, Zoltan, Trompet, Stella, Shrine, Nick, Teumer, Alexander, Ried, Janina S., Bis, Joshua C., Smith, Albert V., Amin, Najaf, Nolte, Ilja M., Lyytikäinen, Leo-Pekka, Mahajan, Anubha, Wareham, Nicholas J., Hofer, Edith, Joshi, Peter K., Kristiansson, Kati, Traglia, Michela, Havulinna, Aki S., Goel, Anuj, Nalls, Mike A., Sõber, Siim, Vuckovic, Dragana, Luan, Jian’an, Del Greco M., Fabiola, Ayers, Kristin L., Marrugat, Jaume, Ruggiero, Daniela, Lopez, Lorna M., Niiranen, Teemu, Enroth, Stefan, Jackson, Anne U., Nelson, Christopher P., Huffman, Jennifer E., Zhang, Weihua, Marten, Jonathan, Gandin, Ilaria, Harris, Sarah E., Zemunik, Tatijana, Lu, Yingchang, Evangelou, Evangelos, Shah, Nabi, de Borst, Martin H., Mangino, Massimo, Prins, Bram P., Campbell, Archie, Li-Gao, Ruifang, Chauhan, Ganesh, Oldmeadow, Christopher, Abecasis, Gonçalo, Abedi, Maryam, Barbieri, Caterina M., Barnes, Michael R., Batini, Chiara, Beilby, John, Blake, Tineka, Boehnke, Michael, Bottinger, Erwin P., Braund, Peter S., Brown, Morris, Brumat, Marco, Campbell, Harry, Chambers, John C., Cocca, Massimiliano, Collins, Francis, Connell, John, Cordell, Heather J., Damman, Jeffrey J., Davies, Gail, de Geus, Eco J., de Mutsert, Renée, Deelen, Joris, Demirkale, Yusuf, Doney, Alex S.F., Dörr, Marcus, Farrall, Martin, Ferreira, Teresa, Frånberg, Mattias, Gao, He, Giedraitis, Vilmantas, Gieger, Christian, Giulianini, Franco, Gow, Alan J., Hamsten, Anders, Harris, Tamara B., Hofman, Albert, Holliday, Elizabeth G., Hui, Jennie, Jarvelin, Marjo-Riitta, Johansson, Åsa, Johnson, Andrew D., Jousilahti, Pekka, Jula, Antti, Kähönen, Mika, Kathiresan, Sekar, Khaw, Kay-Tee, Kolcic, Ivana, Koskinen, Seppo, Langenberg, Claudia, Larson, Marty, Launer, Lenore J., Lehne, Benjamin, Liewald, David C.M., Lin, Li, Lind, Lars, Mach, François, Mamasoula, Chrysovalanto, Menni, Cristina, Mifsud, Borbala, Milaneschi, Yuri, Morgan, Anna, Morris, Andrew D., Morrison, Alanna C., Munson, Peter J., Nandakumar, Priyanka, Nguyen, Quang Tri, Nutile, Teresa, Oldehinkel, Albertine J., Oostra, Ben A., Org, Elin, Padmanabhan, Sandosh, Palotie, Aarno, Paré, Guillaume, Pattie, Alison, Penninx, Brenda W.J.H., Poulter, Neil, Pramstaller, Peter P., Raitakari, Olli T., Ren, Meixia, Rice, Kenneth, Ridker, Paul M., Riese, Harriëtte, Ripatti, Samuli, Robino, Antonietta, Rotter, Jerome I., Rudan, Igor, Saba, Yasaman, Saint Pierre, Aude, Sala, Cinzia F., Sarin, Antti-Pekka, Schmidt, Reinhold, Scott, Rodney, Seelen, Marc A., Shields, Denis C., Siscovick, David, Sorice, Rossella, Stanton, Alice, Stott, David J., Sundström, Johan, Swertz, Morris, Taylor, Kent D., Thom, Simon, Tzoulaki, Ioanna, Tzourio, Christophe, Uitterlinden, André G., Völker, Uwe, Vollenweider, Peter, Wild, Sarah, Willemsen, Gonneke, Wright, Alan F., Yao, Jie, Thériault, Sébastien, Conen, David, Attia, John, Sever, Peter, Debette, Stéphanie, Mook-Kanamori, Dennis O., Zeggini, Eleftheria, Spector, Tim D., van der Harst, Pim, Palmer, Colin N.A., Vergnaud, Anne-Claire, Loos, Ruth J.F., Polasek, Ozren, Starr, John M., Girotto, Giorgia, Hayward, Caroline, Kooner, Jaspal S., Lindgren, Cecila M., Vitart, Veronique, Samani, Nilesh J., Tuomilehto, Jaakko, Gyllensten, Ulf, Knekt, Paul, Deary, Ian J., Ciullo, Marina, Elosua, Roberto, Keavney, Bernard D., Hicks, Andrew A., Scott, Robert A., Gasparini, Paolo, Laan, Maris, Liu, YongMei, Watkins, Hugh, Hartman, Catharina A., Salomaa, Veikko, Toniolo, Daniela, Perola, Markus, Wilson, James F., Schmidt, Helena, Zhao, Jing Hua, Lehtimäki, Terho, van Duijn, Cornelia M., Gudnason, Vilmundur, Psaty, Bruce M., Peters, Annette, Rettig, Rainer, James, Alan, Jukema, J. Wouter, Strachan, David P., Palmas, Walter, Metspalu, Andres, Ingelsson, Erik, Boomsma, Dorret I., Franco, Oscar H., Bochud, Murielle, Newton-Cheh, Christopher, Munroe, Patricia B., Elliott, Paul, Chasman, Daniel I., Chakravarti, Aravinda, Knight, Joanne, Morris, Andrew P., Levy, Daniel, Tobin, Martin D., Snieder, Harold, Caulfield, Mark J., and Ehret, Georg B.

Published
2017
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29. 1000 Genomes-based meta-analysis identifies 10 novel loci for kidney function

Author

Gorski, Mathias, van der Most, Peter J., Teumer, Alexander, Chu, Audrey Y., Li, Man, Mijatovic, Vladan, Nolte, Ilja M., Cocca, Massimiliano, Taliun, Daniel, Gomez, Felicia, Li, Yong, Tayo, Bamidele, Tin, Adrienne, Feitosa, Mary F., Aspelund, Thor, Attia, John, Biffar, Reiner, Bochud, Murielle, Boerwinkle, Eric, Borecki, Ingrid, Bottinger, Erwin P., Chen, Ming-Huei, Chouraki, Vincent, Ciullo, Marina, Coresh, Josef, Cornelis, Marilyn C., Curhan, Gary C., d’Adamo, Adamo Pio, Dehghan, Abbas, Dengler, Laura, Ding, Jingzhong, Eiriksdottir, Gudny, Endlich, Karlhans, Enroth, Stefan, Esko, Tõnu, Franco, Oscar H., Gasparini, Paolo, Gieger, Christian, Girotto, Giorgia, Gottesman, Omri, Gudnason, Vilmundur, Gyllensten, Ulf, Hancock, Stephen J., Harris, Tamara B., Helmer, Catherine, Höllerer, Simon, Hofer, Edith, Hofman, Albert, Holliday, Elizabeth G., Homuth, Georg, Hu, Frank B., Huth, Cornelia, Hutri-Kähönen, Nina, Hwang, Shih-Jen, Imboden, Medea, Johansson, Åsa, Kähönen, Mika, König, Wolfgang, Kramer, Holly, Krämer, Bernhard K., Kumar, Ashish, Kutalik, Zoltan, Lambert, Jean-Charles, Launer, Lenore J., Lehtimäki, Terho, de Borst, Martin H., Navis, Gerjan, Swertz, Morris, Liu, Yongmei, Lohman, Kurt, Loos, Ruth J. F., Lu, Yingchang, Lyytikäinen, Leo-Pekka, McEvoy, Mark A., Meisinger, Christa, Meitinger, Thomas, Metspalu, Andres, Metzger, Marie, Mihailov, Evelin, Mitchell, Paul, Nauck, Matthias, Oldehinkel, Albertine J., Olden, Matthias, WJH Penninx, Brenda, Pistis, Giorgio, Pramstaller, Peter P., Probst-Hensch, Nicole, Raitakari, Olli T., Rettig, Rainer, Ridker, Paul M., Rivadeneira, Fernando, Robino, Antonietta, Rosas, Sylvia E., Ruderfer, Douglas, Ruggiero, Daniela, Saba, Yasaman, Sala, Cinzia, Schmidt, Helena, Schmidt, Reinhold, Scott, Rodney J., Sedaghat, Sanaz, Smith, Albert V., Sorice, Rossella, Stengel, Benedicte, Stracke, Sylvia, Strauch, Konstantin, Toniolo, Daniela, Uitterlinden, Andre G., Ulivi, Sheila, Viikari, Jorma S., Völker, Uwe, Vollenweider, Peter, Völzke, Henry, Vuckovic, Dragana, Waldenberger, Melanie, Jin Wang, Jie, Yang, Qiong, Chasman, Daniel I., Tromp, Gerard, Snieder, Harold, Heid, Iris M., Fox, Caroline S., Köttgen, Anna, Pattaro, Cristian, Böger, Carsten A., and Fuchsberger, Christian

Published
2017
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30. Transcriptome-wide association study in UK Biobank Europeans identifies associations with blood cell traits

Author

Rowland, Bryce, primary, Venkatesh, Sanan, additional, Tardaguila, Manuel, additional, Wen, Jia, additional, Rosen, Jonathan D, additional, Tapia, Amanda L, additional, Sun, Quan, additional, Graff, Mariaelisa, additional, Vuckovic, Dragana, additional, Lettre, Guillaume, additional, Sankaran, Vijay G, additional, Voloudakis, Georgios, additional, Roussos, Panos, additional, Huffman, Jennifer E, additional, Reiner, Alexander P, additional, Soranzo, Nicole, additional, Raffield, Laura M, additional, and Li, Yun, additional

Published
2022
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31. Genome-wide association analysis on normal hearing function identifies PCDH20 and SLC28A3 as candidates for hearing function and loss

Author

Vuckovic, Dragana, Dawson, Sally, Scheffer, Deborah I., Rantanen, Taina, Morgan, Anna, Di Stazio, Mariateresa, Vozzi, Diego, Nutile, Teresa, Concas, Maria P., Biino, Ginevra, Nolan, Lisa, Bahl, Aileen, Loukola, Anu, Viljanen, Anne, Davis, Adrian, Ciullo, Marina, Corey, David P., Pirastu, Mario, Gasparini, Paolo, and Girotto, Giorgia

Published
2015
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32. 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. 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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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33. Salt-inducible kinase 3, SIK3, is a new gene associated with hearing

Author

Wolber, Lisa E., Girotto, Giorgia, Buniello, Annalisa, Vuckovic, Dragana, Pirastu, Nicola, Lorente-Cánovas, Beatriz, Rudan, Igor, Hayward, Caroline, Polasek, Ozren, Ciullo, Marina, Mangino, Massimo, Steves, Claire, Concas, Maria Pina, Cocca, Massilimiliano, Spector, Tim D., Gasparini, Paolo, Steel, Karen P., and Williams, Frances M.K.

Published
2014
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36. A genome-wide meta-analysis yields 46 new loci associating with biomarkers of iron homeostasis

Author

Bell, Steven, Rigas, Andreas S., Magnusson, Magnus K., Ferkingstad, Egil, Allara, Elias, Bjornsdottir, Gyda, Ramond, Anna, Sørensen, Erik, Halldorsson, Gisli H., Paul, Dirk S., Burgdorf, Kristoffer S., Eggertsson, Hannes P., Howson, Joanna M.M., Thørner, Lise W., Kristmundsdottir, Snaedis, Astle, William J., Erikstrup, Christian, Sigurdsson, Jon K., Vuckovic, Dragana, Dinh, Khoa M., Tragante, Vinicius, Surendran, Praveen, Pedersen, Ole B., Vidarsson, Brynjar, Jiang, Tao, Paarup, Helene M., Onundarson, Pall T., Akbari, Parsa, Nielsen, Kaspar R., Lund, Sigrun H., Juliusson, Kristinn, Magnusson, Magnus I., Frigge, Michael L., Oddsson, Asmundur, Olafsson, Isleifur, Kaptoge, Stephen, Hjalgrim, Henrik, Runarsson, Gudmundur, Wood, Angela M., Hansen, Thomas F., Jemec, Gregor, Jennum, Poul, Nielsen, Kasper R., Petersen, Mikkel, Werge, Thomas, Westergaard, David, Banasik, Karina, Brunak, Søren, Ullum, Henrik, Bell, Steven, Rigas, Andreas S., Magnusson, Magnus K., Ferkingstad, Egil, Allara, Elias, Bjornsdottir, Gyda, Ramond, Anna, Sørensen, Erik, Halldorsson, Gisli H., Paul, Dirk S., Burgdorf, Kristoffer S., Eggertsson, Hannes P., Howson, Joanna M.M., Thørner, Lise W., Kristmundsdottir, Snaedis, Astle, William J., Erikstrup, Christian, Sigurdsson, Jon K., Vuckovic, Dragana, Dinh, Khoa M., Tragante, Vinicius, Surendran, Praveen, Pedersen, Ole B., Vidarsson, Brynjar, Jiang, Tao, Paarup, Helene M., Onundarson, Pall T., Akbari, Parsa, Nielsen, Kaspar R., Lund, Sigrun H., Juliusson, Kristinn, Magnusson, Magnus I., Frigge, Michael L., Oddsson, Asmundur, Olafsson, Isleifur, Kaptoge, Stephen, Hjalgrim, Henrik, Runarsson, Gudmundur, Wood, Angela M., Hansen, Thomas F., Jemec, Gregor, Jennum, Poul, Nielsen, Kasper R., Petersen, Mikkel, Werge, Thomas, Westergaard, David, Banasik, Karina, Brunak, Søren, and Ullum, Henrik

Abstract

Iron is essential for many biological functions and iron deficiency and overload have major health implications. We performed a meta-analysis of three genome-wide association studies from Iceland, the UK and Denmark of blood levels of ferritin (N = 246,139), total iron binding capacity (N = 135,430), iron (N = 163,511) and transferrin saturation (N = 131,471). We found 62 independent sequence variants associating with iron homeostasis parameters at 56 loci, including 46 novel loci. Variants at DUOX2, F5, SLC11A2 and TMPRSS6 associate with iron deficiency anemia, while variants at TF, HFE, TFR2 and TMPRSS6 associate with iron overload. A HBS1L-MYB intergenic region variant associates both with increased risk of iron overload and reduced risk of iron deficiency anemia. The DUOX2 missense variant is present in 14% of the population, associates with all iron homeostasis biomarkers, and increases the risk of iron deficiency anemia by 29%. The associations implicate proteins contributing to the main physiological processes involved in iron homeostasis: iron sensing and storage, inflammation, absorption of iron from the gut, iron recycling, erythropoiesis and bleeding/menstruation.

Published
2021

37. Gene discovery and polygenic prediction from a genome-wide association study of educational attainment in 1.1 million individuals

Author

Lee, James J., Wedow, Robbee, Okbay, Aysu, Kong, Edward, Maghzian, Omeed, Zacher, Meghan, Nguyen-Viet, Tuan Anh, Bowers, Peter, Sidorenko, Julia, Karlsson Linnér, Richard, Fontana, Mark Alan, Kundu, Tushar, Lee, Chanwook, Hui, Li, Ruoxi, Li, Royer, Rebecca, Timshel, Pascal N., Walters, Raymond K., Willoughby, Emily A., Yengo, Loïc, Agee, Michelle, Alipanahi, Babak, Auton, Adam, Bell, Robert K., Bryc, Katarzyna, Elson, Sarah L., Fontanillas, Pierre, Hinds, David A., Mccreight, Jennifer C., Huber, Karen E., Litterman, Nadia K., Mcintyre, Matthew H., Mountain, Joanna L., Noblin, Elizabeth S., Northover, Carrie A. M., Pitts, Steven J., Sathirapongsasuti, J. Fah, Sazonova, Olga V., Shelton, Janie F., Shringarpure, Suyash, Tian, Chao, Vacic, Vladimir, Wilson, Catherine H., Beauchamp, Jonathan P., 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, Vlaming, Ronald de, 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., Leeuw, Christiaan de, 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., St 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, 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., 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, LifeLines Cohort Study, 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., Bültmann, 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, 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, Benjamin, Daniel J., Alver, Maris, Bao, Yanchun, Clark, David W., Day, Felix R., Kemper, Kathryn E., Kleinman, Aaron, Langenberg, Claudia, Trampush, Joey W., Verma, Shefali Setia, Yang, Wu, Lam, Max, Zhao, Jing Hua, Zheng, Zhili, Boardman, Jason D., Freese, Jeremy, Harris, Kathleen Mullan, Herd, Pamela, Kumari, Meena, Lencz, Todd, Luan, Jian’An, Malhotra, Anil K., Ong, Ken K., Perry, John R. B., Ritchie, Marylyn D., Smart, Melissa C., Wareham, Nicholas J., Robinson, Matthew R., Watson, Chelsea, Lee, James J, Wedow, Robbee, Okbay, Aysu, Kong, Edward, Hyppönen, Elina, Cesarini, David, 23andMe Research Team, COGENT (Cognitive Genomics Consortium), Social Science Genetic Association Consortium, LifeLines Cohort Study, Economics, Amsterdam Neuroscience - Complex Trait Genetics, Biological Psychology, APH - Personalized Medicine, APH - Health Behaviors & Chronic Diseases, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, APH - Mental Health, APH - Methodology, Complex Trait Genetics, Lee, James J., Maghzian, Omeed, Zacher, Meghan, Nguyen-Viet, Tuan Anh, Bowers, Peter, Sidorenko, Julia, Karlsson Linnér, Richard, Fontana, Mark Alan, Kundu, Tushar, Lee, Chanwook, Li, Hui, Li, Ruoxi, Royer, Rebecca, Timshel, Pascal N., Walters, Raymond K., Willoughby, Emily A., Yengo, Loïc, Agee, Michelle, Alipanahi, Babak, Auton, Adam, Bell, Robert K., Bryc, Katarzyna, Elson, Sarah L., Fontanillas, Pierre, Hinds, David A., Mccreight, Jennifer C., Huber, Karen E., Litterman, Nadia K., Mcintyre, Matthew H., Mountain, Joanna L., Noblin, Elizabeth S., Northover, Carrie A. M., Pitts, Steven J., Sathirapongsasuti, J. Fah, Sazonova, Olga V., Shelton, Janie F., Shringarpure, Suyash, Tian, Chao, Vacic, Vladimir, Wilson, Catherine H., Beauchamp, Jonathan P., 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, Vlaming, Ronald de, Abdellaoui, Abdel, Ahluwalia, Tarunveer S., Bacelis, Jona, Baumbach, Clemen, 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., Leeuw, Christiaan de, 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., St 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, Klau, Boyle, Patricia A., Campbell, Harry, Cappuccio, Francesco P., Davies, Gail, De Neve, Jan-Emmanuel, Deloukas, Pano, Demuth, Ilja, Ding, Jun, Eibich, Peter, 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., 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, LifeLines Cohort, Study, Anu, Madden, Pamela A., Mägi, Reedik, Mäki-Opas, Tomi, Marioni, Riccardo E., Marques-Vidal, Pedro, Meddens, Gerardus A., Mcmahon, George, Meisinger, Christa, Meitinger, Thoma, 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, Johanne, Ware, Erin B., Willemsen, Gonneke, Attia, John R., Bennett, David A., Berger, Klau, Bertram, Lar, Bisgaard, Han, Boomsma, Dorret I., Borecki, Ingrid B., Bültmann, 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, Hoffmann, Wolfgang, 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, Andre, Pendleton, Neil, Penninx, Brenda W. J. H., Perola, Marku, 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, Magnu, Visscher, Peter M., Esko, Tõnu, Koellinger, Philipp D., Benjamin, Daniel J., Alver, Mari, Bao, Yanchun, Clark, David W., Day, Felix R., Kemper, Kathryn E., Kleinman, Aaron, Langenberg, Claudia, Trampush, Joey W., Verma, Shefali Setia, Wu, Yang, Lam, Max, Zhao, Jing Hua, Zheng, Zhili, Boardman, Jason D., Freese, Jeremy, Harris, Kathleen Mullan, Herd, Pamela, Kumari, Meena, Lencz, Todd, Luan, Jian’An, Malhotra, Anil K., Ong, Ken K., Perry, John R. B., Ritchie, Marylyn D., Smart, Melissa C., Wareham, Nicholas J., Robinson, Matthew R., Watson, Chelsea, Faculteit Medische Wetenschappen/UMCG, Life Course Epidemiology (LCE), Real World Studies in PharmacoEpidemiology, -Genetics, -Economics and -Therapy (PEGET), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Groningen Research Institute for Asthma and COPD (GRIAC), Department of Health and Life Sciences, Public Health Research (PHR), Stem Cell Aging Leukemia and Lymphoma (SALL), Cardiovascular Centre (CVC), Neurology, Psychiatry, Human genetics, Amsterdam Reproduction & Development (AR&D), APH - Digital Health, Medical Oncology, Applied Economics, Day, Felix [0000-0003-3789-7651], Langenberg, Claudia [0000-0002-5017-7344], Zhao, Jing Hua [0000-0003-4930-3582], Luan, Jian'an [0000-0003-3137-6337], Ong, Kenneth [0000-0003-4689-7530], Perry, John [0000-0001-6483-3771], Wareham, Nicholas [0000-0003-1422-2993], Apollo - University of Cambridge Repository, and Cappuccio, Francesco

Subjects
0301 basic medicine, Male, Netherlands Twin Register (NTR), Multifactorial Inheritance, genetic association, LOCI, Medizin, Genome-wide association study, INTELLIGENCE, Cohort Studies, 0302 clinical medicine, GWAS, Genetics, Aged, 80 and over, Genome, HERITABILITY, HUMAN TRAITS, Middle Aged, HUMAN BRAIN, STATISTICS, 3. Good health, Phenotype, Meta-analysis, Urological cancers Radboud Institute for Health Sciences [Radboudumc 15], educational attainment, POPULATIONS, Educational Status, Female, genome-wide-significant SNPs, SDG 4 - Quality Education, Adult, Single-nucleotide polymorphism, Biology, Polymorphism, Single Nucleotide, Article, 03 medical and health sciences, SNP, Humans, QH426, Behavioural genetics, METAANALYSIS, Aged, Neurodevelopmental disorders Donders Center for Medical Neuroscience [Radboudumc 7], Sequence Analysis, DNA, Heritability, Educational attainment, polygenic prediction, 030104 developmental biology, Genome-Wide Association Study, MAPPING CAUSAL VARIANTS, 030217 neurology & neurosurgery
Abstract

Contains fulltext : 195595.pdf (Publisher’s version ) (Open Access) 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.

Published
2018
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38. Genome-wide association meta-analysis of individuals of European ancestry identifies new loci explaining a substantial fraction of hair color variation and heritability

Author

Valdes, Ana M., Hysi, Pirro G., Liu, Fan, Furlotte, Nicholas A., Evans, David M., Bataille, Veronique, Visconti, Alessia, Hemani, Gibran, McMahon, George, Ring, Susan M., Smith, George Davey, Duffy, David L., Zhu, Gu, Gordon, Scott D., Medland, Sarah E., Lin, Bochao D., Willemsen, Gonneke, Hottenga, Jouke Jan, Vuckovic, Dragana, Girotto, Giorgia, Gandin, Ilaria, Sala, Cinzia, Pina Concas, Maria, Brumat, Marco, Gasparini, Paolo, Toniolo, Daniela, Cocca, Massimiliano, Robino, Antonietta, Yazar, Seyhan, Hewitt, Alex W., Chen, Yan, Zeng, Changqing, Uitterlinden, Andre G., Arfan Ikram, M., Hamer, Merel A., van Duijn, Cornelia M., Nijsten, Tamar, Mackey, David A., Falchi, Mario, Boomsma, Dorret I., Martin, Nicholas G., Hinds, David A., Kayser, Manfred, Spector, Timothy D., and International Visible Trait Genetics Consortium

Subjects
integumentary system, sense organs
Abstract

© 2018 The Author(s). Hair color is one of the most recognizable visual traits in European populations and is under strong genetic control. Here we report the results of a genome-wide association study meta-analysis of almost 300,000 participants of European descent. We identified 123 autosomal and one X-chromosome loci significantly associated with hair color; all but 13 are novel. Collectively, single-nucleotide polymorphisms associated with hair color within these loci explain 34.6% of red hair, 24.8% of blond hair, and 26.1% of black hair heritability in the study populations. These results confirm the polygenic nature of complex phenotypes and improve our understanding of melanin pigment metabolism in humans.

Published
2018

39. A bird’s-eye view of Italian genomic variation through whole-genome sequencing

Author

Cocca, Massimiliano, primary, Barbieri, Caterina, additional, Concas, Maria Pina, additional, Robino, Antonietta, additional, Brumat, Marco, additional, Gandin, Ilaria, additional, Trudu, Matteo, additional, Sala, Cinzia Felicita, additional, Vuckovic, Dragana, additional, Girotto, Giorgia, additional, Matullo, Giuseppe, additional, Polasek, Ozren, additional, Kolčić, Ivana, additional, Gasparini, Paolo, additional, Soranzo, Nicole, additional, Toniolo, Daniela, additional, and Mezzavilla, Massimo, additional

Published
2019
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40. FUT6 deficiency compromises basophil function by selectively abrogating their sialyl-Lewis x expression.

Author

Puan, Kia Joo, San Luis, Boris, Yusof, Nurhashikin, Kumar, Dilip, Andiappan, Anand Kumar, Lee, Wendy, Cajic, Samanta, Vuckovic, Dragana, Chan, Jing De, Döllner, Tobias, Hou, Han Wei, Jiang, Yunxuan, Tian, Chao, the 23andMe Research Team, Agee, Michelle, Aslibekyan, Stella, Auton, Adam, Babalola, Elizabeth, Bell, Robert K., and Bielenberg, Jessica

Subjects
FUCOSYLTRANSFERASE genetics, BASOPHILS, FLOW cytometry, SINGLE nucleotide polymorphisms, ALLELES, BLOOD cells
Abstract

Sialyl-Lewis x (sLex, CD15s) is a tetra-saccharide on the surface of leukocytes required for E-selectin-mediated rolling, a prerequisite for leukocytes to migrate out of the blood vessels. Here we show using flow cytometry that sLex expression on basophils and mast cell progenitors depends on fucosyltransferase 6 (FUT6). Using genetic association data analysis and qPCR, the cell type-specific defect was associated with single nucleotide polymorphisms (SNPs) in the FUT6 gene region (tagged by rs17855739 and rs778798), affecting coding sequence and/or expression level of the mRNA. Heterozygous individuals with one functional FUT6 gene harbor a mixed population of sLex+ and sLex- basophils, a phenomenon caused by random monoallelic expression (RME). Microfluidic assay demonstrated FUT6-deficient basophils rolling on E-selectin is severely impaired. FUT6 null alleles carriers exhibit elevated blood basophil counts and a reduced itch sensitivity against insect bites. FUT6-deficiency thus dampens the basophil-mediated allergic response in the periphery, evident also in lower IgE titers and reduced eosinophil counts. Puan and San Luis et al. find that FUT6, encoding a fucosyltransferase, is required for the "rolling" behavior of certain white blood cells that enables them to move from blood vessels to tissues. They show that FUT6 deficiency leads to a loss of the tetrasaccharide sLex on the surface of basophils, resulting in cells that are less sticky and therefore less able to form the necessary adhesions for exiting the blood vessel to drive the allergic reaction. [ABSTRACT FROM AUTHOR]

Published
2021
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41. Corrigendum: 1000 Genomes-based meta-analysis identifies 10 novel loci for kidney function

Author

Gorski, Mathias, Most, Peter J van der, Teumer, Alexander, Chu, Audrey Y, Li, Man, Mijatovic, Vladan, Nolte, Ilja M, Cocca, Massimiliano, Taliun, Daniel, Gomez, Felicia, Li, Yong, Tayo, Bamidele, Tin, Adrienne, Feitosa, Mary F, Aspelund, Thor, Attia, John, Biffar, Reiner, Bochud, Murielle, Boerwinkle, Eric, Borecki, Ingrid, Bottinger, Erwin P, Chen, Ming-Huei, Chouraki, Vincent, Ciullo, Marina, Coresh, Josef, Cornelis, Marilyn C, Curhan, Gary C, Adamo, Adamo Pio d', Dehghan, Abbas, Dengler, Laura, Ding, Jingzhong, Eiriksdottir, Gudny, Endlich, Karlhans, Enroth, Stefan, Esko, Tõnu, Franco, Oscar H, Gasparini, Paolo, Gieger, Christian, Girotto, Giorgia, Gottesman, Omri, Gudnason, Vilmundur, Gyllensten, Ulf, Hancock, Stephen J, Harris, Tamara B, Helmer, Catherine, Höllerer, Simon, Hofer, Edith, Hofman, Albert, Holliday, Elizabeth G, Homuth, Georg, Hu, Frank B, Huth, Cornelia, Hutri-Kähönen, Nina, Hwang, Shih-Jen, Imboden, Medea, Johansson, Åsa, Kähönen, Mika, König, Wolfgang, Kramer, Holly, Krämer, Bernhard K, Kumar, Ashish, Kutalik, Zoltan, Lambert, Jean-Charles, Launer, Lenore J, Lehtimäki, Terho, de Borst, Martin H, Navis, Gerjan, Swertz, Morris, Liu, Yongmei, Lohman, Kurt, Loos, Ruth J F, Lu, Yingchang, Lyytikäinen, Leo-Pekka, McEvoy, Mark A, Meisinger, Christa, Meitinger, Thomas, Metspalu, Andres, Metzger, Marie, Mihailov, Evelin, Mitchell, Paul, Nauck, Matthias, Oldehinkel, Albertine J, Olden, Matthias, Wjh Penninx, Brenda, Pistis, Giorgio, Pramstaller, Peter P, Probst-Hensch, Nicole, Raitakari, Olli T, Rettig, Rainer, Ridker, Paul M, Rivadeneira, Fernando, Robino, Antonietta, Rosas, Sylvia E, Ruderfer, Douglas, Ruggiero, Daniela, Saba, Yasaman, Sala, Cinzia, Schmidt, Helena, Schmidt, Reinhold, Scott, Rodney J, Sedaghat, Sanaz, Smith, Albert V, Sorice, Rossella, Stengel, Benedicte, Stracke, Sylvia, Strauch, Konstantin, Toniolo, Daniela, Uitterlinden, Andre G, Ulivi, Sheila, Viikari, Jorma S, Völker, Uwe, Vollenweider, Peter, Völzke, Henry, Vuckovic, Dragana, Waldenberger, Melanie, Wang, Jie Jin, Yang, Qiong, Chasman, Daniel I, Tromp, Gerard, Snieder, Harold, Heid, Iris M, Fox, Caroline S, Köttgen, Anna, Pattaro, Cristian, Böger, Carsten A, Fuchsberger, Christian, Gorski, Mathia, Most, Peter J van der, Teumer, Alexander, Chu, Audrey Y, Man, Li, Mijatovic, Vladan, Nolte, Ilja M, Cocca, Massimiliano, Taliun, Daniel, Gomez, Felicia, Li, Yong, Tayo, Bamidele, Tin, Adrienne, Feitosa, Mary F, Aspelund, Thor, Attia, John, Biffar, Reiner, Bochud, Murielle, Boerwinkle, Eric, Borecki, Ingrid, Bottinger, Erwin P, Chen, Ming-Huei, Chouraki, Vincent, Ciullo, Marina, Coresh, Josef, Cornelis, Marilyn C, Curhan, Gary C, Adamo, Adamo Pio d', Dehghan, Abba, Dengler, Laura, Ding, Jingzhong, Eiriksdottir, Gudny, Endlich, Karlhan, Enroth, Stefan, Esko, Tõnu, Franco, Oscar H, Gasparini, Paolo, Gieger, Christian, Girotto, Giorgia, Gottesman, Omri, Gudnason, Vilmundur, Gyllensten, Ulf, Hancock, Stephen J, Harris, Tamara B, Helmer, Catherine, Höllerer, Simon, Hofer, Edith, Hofman, Albert, Holliday, Elizabeth G, Homuth, Georg, Hu, Frank B, Huth, Cornelia, Hutri-Kähönen, Nina, Hwang, Shih-Jen, Imboden, Medea, Johansson, Åsa, Kähönen, Mika, König, Wolfgang, Kramer, Holly, Krämer, Bernhard K, Kumar, Ashish, Kutalik, Zoltan, Lambert, Jean-Charle, Launer, Lenore J, Lehtimäki, Terho, de Borst, Martin H, Navis, Gerjan, Swertz, Morri, Liu, Yongmei, Lohman, Kurt, Loos, Ruth J F, Lu, Yingchang, Lyytikäinen, Leo-Pekka, Mcevoy, Mark A, Meisinger, Christa, Meitinger, Thoma, Metspalu, Andre, Metzger, Marie, Mihailov, Evelin, Mitchell, Paul, Nauck, Matthia, Oldehinkel, Albertine J, Olden, Matthia, Wjh Penninx, Brenda, Pistis, Giorgio, Pramstaller, Peter P, Probst-Hensch, Nicole, Raitakari, Olli T, Rettig, Rainer, Ridker, Paul M, Rivadeneira, Fernando, Robino, Antonietta, Rosas, Sylvia E, Ruderfer, Dougla, Ruggiero, Daniela, Saba, Yasaman, Sala, Cinzia, Schmidt, Helena, Schmidt, Reinhold, Scott, Rodney J, Sedaghat, Sanaz, Smith, Albert V, Sorice, Rossella, Stengel, Benedicte, Stracke, Sylvia, Strauch, Konstantin, Toniolo, Daniela, Uitterlinden, Andre G, Ulivi, Sheila, Viikari, Jorma S, Völker, Uwe, Vollenweider, Peter, Völzke, Henry, Vuckovic, Dragana, Waldenberger, Melanie, Wang, Jie Jin, Yang, Qiong, Chasman, Daniel I, Tromp, Gerard, Snieder, Harold, Heid, Iris M, Fox, Caroline S, Köttgen, Anna, Pattaro, Cristian, Böger, Carsten A, and Fuchsberger, Christian

Subjects
Gene Frequency, Genotyping Techniques, Genetic Loci, Genome, Human, Computational Biology, Humans, Kidney, Corrigendum, Corrigenda, Polymorphism, Single Nucleotide, Genome-Wide Association Study
Abstract

HapMap imputed genome-wide association studies (GWAS) have revealed50 loci at which common variants with minor allele frequency5% are associated with kidney function. GWAS using more complete reference sets for imputation, such as those from The 1000 Genomes project, promise to identify novel loci that have been missed by previous efforts. To investigate the value of such a more complete variant catalog, we conducted a GWAS meta-analysis of kidney function based on the estimated glomerular filtration rate (eGFR) in 110,517 European ancestry participants using 1000 Genomes imputed data. We identified 10 novel loci with p-value 5 × 10

Published
2017

42. Publisher Correction : Protein-altering variants associated with body mass index implicate pathways that control energy intake and expenditure in obesity.

Author

Turcot, Valérie, Lu, Yingchang, Highland, Heather M, Schurmann, Claudia, Justice, Anne E, Fine, Rebecca S, Bradfield, Jonathan P, Esko, Tõnu, Giri, Ayush, Graff, Mariaelisa, Guo, Xiuqing, Hendricks, Audrey E, Karaderi, Tugce, Lempradl, Adelheid, Locke, Adam E, Mahajan, Anubha, Marouli, Eirini, Sivapalaratnam, Suthesh, Young, Kristin L, Alfred, Tamuno, Feitosa, Mary F, Masca, Nicholas G D, Manning, Alisa K, Medina-Gomez, Carolina, Mudgal, Poorva, Ng, Maggie C Y, Reiner, Alex P, Vedantam, Sailaja, Willems, Sara M, Winkler, Thomas W, Abecasis, Gonçalo, Aben, Katja K, Alam, Dewan S, Alharthi, Sameer E, Allison, Matthew, Amouyel, Philippe, Asselbergs, Folkert W, Auer, Paul L, Balkau, Beverley, Bang, Lia E, Barroso, Inês, Bastarache, Lisa, Benn, Marianne, Bergmann, Sven, Bielak, Lawrence F, Blüher, Matthias, Boehnke, Michael, Boeing, Heiner, Boerwinkle, Eric, Böger, Carsten A, Bork-Jensen, Jette, Bots, Michiel L, Bottinger, Erwin P, Bowden, Donald W, Brandslund, Ivan, Breen, Gerome, Brilliant, Murray H, Broer, Linda, Brumat, Marco, Burt, Amber A, Butterworth, Adam S, Campbell, Peter T, Cappellani, Stefania, Carey, David J, Catamo, Eulalia, Caulfield, Mark J, Chambers, John C, Chasman, Daniel I, Chen, Yii-Der I, Chowdhury, Rajiv, Christensen, Cramer, Chu, Audrey Y, Cocca, Massimiliano, Collins, Francis S, Cook, James P, Corley, Janie, Galbany, Jordi Corominas, Cox, Amanda J, Crosslin, David S, Cuellar-Partida, Gabriel, D'Eustacchio, Angela, Danesh, John, Davies, Gail, Bakker, Paul I W, Groot, Mark C H, Mutsert, Renée, Deary, Ian J, Dedoussis, George, Demerath, Ellen W, Heijer, Martin, Hollander, Anneke I, Ruijter, Hester M, Dennis, Joe G, Denny, Josh C, Di Angelantonio, Emanuele, Drenos, Fotios, Du, Mengmeng, Dubé, Marie-Pierre, Dunning, Alison M, Easton, Douglas F, Edwards, Todd L, Ellinghaus, David, Ellinor, Patrick T, Elliott, Paul, Evangelou, Evangelos, Farmaki, Aliki-Eleni, Farooqi, I Sadaf, Faul, Jessica D, Fauser, Sascha, Feng, Shuang, Ferrannini, Ele, Ferrieres, Jean, Florez, Jose C, Ford, Ian, Fornage, Myriam, Franco, Oscar H, Franke, Andre, Franks, Paul W, Friedrich, Nele, Frikke-Schmidt, Ruth, Galesloot, Tessel E, Gan, Wei, Gandin, Ilaria, Gasparini, Paolo, Gibson, Jane, Giedraitis, Vilmantas, Gjesing, Anette P, Gordon-Larsen, Penny, Gorski, Mathias, Grabe, Hans-Jörgen, Grant, Struan F A, Grarup, Niels, Griffiths, Helen L, Grove, Megan L, Gudnason, Vilmundur, Gustafsson, Stefan, Haessler, Jeff, Hakonarson, Hakon, Hammerschlag, Anke R, Hansen, Torben, Harris, Kathleen Mullan, Harris, Tamara B, Hattersley, Andrew T, Have, Christian T, Hayward, Caroline, He, Liang, Heard-Costa, Nancy L, Heath, Andrew C, Heid, Iris M, Helgeland, Øyvind, Hernesniemi, Jussi, Hewitt, Alex W, Holmen, Oddgeir L, Hovingh, G Kees, Howson, Joanna M M, Hu, Yao, Huang, Paul L, Huffman, Jennifer E, Ikram, M Arfan, Ingelsson, Erik, Jackson, Anne U, Jansson, Jan-Håkan, Jarvik, Gail P, Jensen, Gorm B, Jia, Yucheng, Johansson, Stefan, Jørgensen, Marit E, Jørgensen, Torben, Jukema, J Wouter, Kahali, Bratati, Kahn, René S, Kähönen, Mika, Kamstrup, Pia R, Kanoni, Stavroula, Kaprio, Jaakko, Karaleftheri, Maria, Kardia, Sharon L R, Karpe, Fredrik, Kathiresan, Sekar, Kee, Frank, Kiemeney, Lambertus A, Kim, Eric, Kitajima, Hidetoshi, Komulainen, Pirjo, Kooner, Jaspal S, Kooperberg, Charles, Korhonen, Tellervo, Kovacs, Peter, Kuivaniemi, Helena, Kutalik, Zoltán, Kuulasmaa, Kari, Kuusisto, Johanna, Laakso, Markku, Lakka, Timo A, Lamparter, David, Lange, Ethan M, Lange, Leslie A, Langenberg, Claudia, Larson, Eric B, Lee, Nanette R, Lehtimäki, Terho, Lewis, Cora E, Li, Huaixing, Li, Jin, Li-Gao, Ruifang, Lin, Honghuang, Lin, Keng-Hung, Lin, Li-An, Lin, Xu, Lind, Lars, Lindström, Jaana, Linneberg, Allan, Liu, Ching-Ti, Liu, Dajiang J, Liu, Yongmei, Lo, Ken S, Lophatananon, Artitaya, Lotery, Andrew J, Loukola, Anu, Luan, Jian'an, Lubitz, Steven A, Lyytikäinen, Leo-Pekka, Männistö, Satu, Marenne, Gaëlle, Mazul, Angela L, McCarthy, Mark I, McKean-Cowdin, Roberta, Medland, Sarah E, Meidtner, Karina, Milani, Lili, Mistry, Vanisha, Mitchell, Paul, Mohlke, Karen L, Moilanen, Leena, Moitry, Marie, Montgomery, Grant W, Mook-Kanamori, Dennis O, Moore, Carmel, Mori, Trevor A, Morris, Andrew D, Morris, Andrew P, Müller-Nurasyid, Martina, Munroe, Patricia B, Nalls, Mike A, Narisu, Narisu, Nelson, Christopher P, Neville, Matt, Nielsen, Sune F, Nikus, Kjell, Njølstad, Pål R, Nordestgaard, Børge G, Nyholt, Dale R, O'Connel, Jeffrey R, O'Donoghue, Michelle L, Loohuis, Loes M Olde, Ophoff, Roel A, Owen, Katharine R, Packard, Chris J, Padmanabhan, Sandosh, Palmer, Colin N A, Palmer, Nicholette D, Pasterkamp, Gerard, Patel, Aniruddh P, Pattie, Alison, Pedersen, Oluf, Peissig, Peggy L, Peloso, Gina M, Pennell, Craig E, Perola, Markus, Perry, James A, Perry, John R B, Pers, Tune H, Person, Thomas N, Peters, Annette, Petersen, Eva R B, Peyser, Patricia A, Pirie, Ailith, Polasek, Ozren, Polderman, Tinca J, Puolijoki, Hannu, Raitakari, Olli T, Rasheed, Asif, Rauramaa, Rainer, Reilly, Dermot F, Renström, Frida, Rheinberger, Myriam, Ridker, Paul M, Rioux, John D, Rivas, Manuel A, Roberts, David J, Robertson, Neil R, Robino, Antonietta, Rolandsson, Olov, Rudan, Igor, Ruth, Katherine S, Saleheen, Danish, Salomaa, Veikko, Samani, Nilesh J, Sapkota, Yadav, Sattar, Naveed, Schoen, Robert E, Schreiner, Pamela J, Schulze, Matthias B, Scott, Robert A, Segura-Lepe, Marcelo P, Shah, Svati H, Sheu, Wayne H-H, Sim, Xueling, Slater, Andrew J, Small, Kerrin S, Smith, Albert V, Southam, Lorraine, Spector, Timothy D, Speliotes, Elizabeth K, Starr, John M, Stefansson, Kari, Steinthorsdottir, Valgerdur, Stirrups, Kathleen E, Strauch, Konstantin, Stringham, Heather M, Stumvoll, Michael, Sun, Liang, Surendran, Praveen, Swift, Amy J, Tada, Hayato, Tansey, Katherine E, Tardif, Jean-Claude, Taylor, Kent D, Teumer, Alexander, Thompson, Deborah J, Thorleifsson, Gudmar, Thorsteinsdottir, Unnur, Thuesen, Betina H, Tönjes, Anke, Tromp, Gerard, Trompet, Stella, Tsafantakis, Emmanouil, Tuomilehto, Jaakko, Tybjaerg-Hansen, Anne, Tyrer, Jonathan P, Uher, Rudolf, Uitterlinden, André G, Uusitupa, Matti, Laan, Sander W, Duijn, Cornelia M, Leeuwen, Nienke, van Setten, Jessica, Vanhala, Mauno, Varbo, Anette, Varga, Tibor V, Varma, Rohit, Edwards, Digna R Velez, Vermeulen, Sita H, Veronesi, Giovanni, Vestergaard, Henrik, Vitart, Veronique, Vogt, Thomas F, Völker, Uwe, Vuckovic, Dragana, Wagenknecht, Lynne E, Walker, Mark, Wallentin, Lars, Wang, Feijie, Wang, Carol A, Wang, Shuai, Wang, Yiqin, Ware, Erin B, Wareham, Nicholas J, Warren, Helen R, Waterworth, Dawn M, Wessel, Jennifer, White, Harvey D, Willer, Cristen J, Wilson, James G, Witte, Daniel R, Wood, Andrew R, Wu, Ying, Yaghootkar, Hanieh, Yao, Jie, Yao, Pang, Yerges-Armstrong, Laura M, Young, Robin, Zeggini, Eleftheria, Zhan, Xiaowei, Zhang, Weihua, Zhao, Jing Hua, Zhao, Wei, Zhou, Wei, Zondervan, Krina T, Rotter, Jerome I, Pospisilik, John A, Rivadeneira, Fernando, Borecki, Ingrid B, Deloukas, Panos, Frayling, Timothy M, Lettre, Guillaume, North, Kari E, Lindgren, Cecilia M, Hirschhorn, Joel N, Loos, Ruth J F, Turcot, Valérie, Lu, Yingchang, Highland, Heather M, Schurmann, Claudia, Justice, Anne E, Fine, Rebecca S, Bradfield, Jonathan P, Esko, Tõnu, Giri, Ayush, Graff, Mariaelisa, Guo, Xiuqing, Hendricks, Audrey E, Karaderi, Tugce, Lempradl, Adelheid, Locke, Adam E, Mahajan, Anubha, Marouli, Eirini, Sivapalaratnam, Suthesh, Young, Kristin L, Alfred, Tamuno, Feitosa, Mary F, Masca, Nicholas G D, Manning, Alisa K, Medina-Gomez, Carolina, Mudgal, Poorva, Ng, Maggie C Y, Reiner, Alex P, Vedantam, Sailaja, Willems, Sara M, Winkler, Thomas W, Abecasis, Gonçalo, Aben, Katja K, Alam, Dewan S, Alharthi, Sameer E, Allison, Matthew, Amouyel, Philippe, Asselbergs, Folkert W, Auer, Paul L, Balkau, Beverley, Bang, Lia E, Barroso, Inês, Bastarache, Lisa, Benn, Marianne, Bergmann, Sven, Bielak, Lawrence F, Blüher, Matthias, Boehnke, Michael, Boeing, Heiner, Boerwinkle, Eric, Böger, Carsten A, Bork-Jensen, Jette, Bots, Michiel L, Bottinger, Erwin P, Bowden, Donald W, Brandslund, Ivan, Breen, Gerome, Brilliant, Murray H, Broer, Linda, Brumat, Marco, Burt, Amber A, Butterworth, Adam S, Campbell, Peter T, Cappellani, Stefania, Carey, David J, Catamo, Eulalia, Caulfield, Mark J, Chambers, John C, Chasman, Daniel I, Chen, Yii-Der I, Chowdhury, Rajiv, Christensen, Cramer, Chu, Audrey Y, Cocca, Massimiliano, Collins, Francis S, Cook, James P, Corley, Janie, Galbany, Jordi Corominas, Cox, Amanda J, Crosslin, David S, Cuellar-Partida, Gabriel, D'Eustacchio, Angela, Danesh, John, Davies, Gail, Bakker, Paul I W, Groot, Mark C H, Mutsert, Renée, Deary, Ian J, Dedoussis, George, Demerath, Ellen W, Heijer, Martin, Hollander, Anneke I, Ruijter, Hester M, Dennis, Joe G, Denny, Josh C, Di Angelantonio, Emanuele, Drenos, Fotios, Du, Mengmeng, Dubé, Marie-Pierre, Dunning, Alison M, Easton, Douglas F, Edwards, Todd L, Ellinghaus, David, Ellinor, Patrick T, Elliott, Paul, Evangelou, Evangelos, Farmaki, Aliki-Eleni, Farooqi, I Sadaf, Faul, Jessica D, Fauser, Sascha, Feng, Shuang, Ferrannini, Ele, Ferrieres, Jean, Florez, Jose C, Ford, Ian, Fornage, Myriam, Franco, Oscar H, Franke, Andre, Franks, Paul W, Friedrich, Nele, Frikke-Schmidt, Ruth, Galesloot, Tessel E, Gan, Wei, Gandin, Ilaria, Gasparini, Paolo, Gibson, Jane, Giedraitis, Vilmantas, Gjesing, Anette P, Gordon-Larsen, Penny, Gorski, Mathias, Grabe, Hans-Jörgen, Grant, Struan F A, Grarup, Niels, Griffiths, Helen L, Grove, Megan L, Gudnason, Vilmundur, Gustafsson, Stefan, Haessler, Jeff, Hakonarson, Hakon, Hammerschlag, Anke R, Hansen, Torben, Harris, Kathleen Mullan, Harris, Tamara B, Hattersley, Andrew T, Have, Christian T, Hayward, Caroline, He, Liang, Heard-Costa, Nancy L, Heath, Andrew C, Heid, Iris M, Helgeland, Øyvind, Hernesniemi, Jussi, Hewitt, Alex W, Holmen, Oddgeir L, Hovingh, G Kees, Howson, Joanna M M, Hu, Yao, Huang, Paul L, Huffman, Jennifer E, Ikram, M Arfan, Ingelsson, Erik, Jackson, Anne U, Jansson, Jan-Håkan, Jarvik, Gail P, Jensen, Gorm B, Jia, Yucheng, Johansson, Stefan, Jørgensen, Marit E, Jørgensen, Torben, Jukema, J Wouter, Kahali, Bratati, Kahn, René S, Kähönen, Mika, Kamstrup, Pia R, Kanoni, Stavroula, Kaprio, Jaakko, Karaleftheri, Maria, Kardia, Sharon L R, Karpe, Fredrik, Kathiresan, Sekar, Kee, Frank, Kiemeney, Lambertus A, Kim, Eric, Kitajima, Hidetoshi, Komulainen, Pirjo, Kooner, Jaspal S, Kooperberg, Charles, Korhonen, Tellervo, Kovacs, Peter, Kuivaniemi, Helena, Kutalik, Zoltán, Kuulasmaa, Kari, Kuusisto, Johanna, Laakso, Markku, Lakka, Timo A, Lamparter, David, Lange, Ethan M, Lange, Leslie A, Langenberg, Claudia, Larson, Eric B, Lee, Nanette R, Lehtimäki, Terho, Lewis, Cora E, Li, Huaixing, Li, Jin, Li-Gao, Ruifang, Lin, Honghuang, Lin, Keng-Hung, Lin, Li-An, Lin, Xu, Lind, Lars, Lindström, Jaana, Linneberg, Allan, Liu, Ching-Ti, Liu, Dajiang J, Liu, Yongmei, Lo, Ken S, Lophatananon, Artitaya, Lotery, Andrew J, Loukola, Anu, Luan, Jian'an, Lubitz, Steven A, Lyytikäinen, Leo-Pekka, Männistö, Satu, Marenne, Gaëlle, Mazul, Angela L, McCarthy, Mark I, McKean-Cowdin, Roberta, Medland, Sarah E, Meidtner, Karina, Milani, Lili, Mistry, Vanisha, Mitchell, Paul, Mohlke, Karen L, Moilanen, Leena, Moitry, Marie, Montgomery, Grant W, Mook-Kanamori, Dennis O, Moore, Carmel, Mori, Trevor A, Morris, Andrew D, Morris, Andrew P, Müller-Nurasyid, Martina, Munroe, Patricia B, Nalls, Mike A, Narisu, Narisu, Nelson, Christopher P, Neville, Matt, Nielsen, Sune F, Nikus, Kjell, Njølstad, Pål R, Nordestgaard, Børge G, Nyholt, Dale R, O'Connel, Jeffrey R, O'Donoghue, Michelle L, Loohuis, Loes M Olde, Ophoff, Roel A, Owen, Katharine R, Packard, Chris J, Padmanabhan, Sandosh, Palmer, Colin N A, Palmer, Nicholette D, Pasterkamp, Gerard, Patel, Aniruddh P, Pattie, Alison, Pedersen, Oluf, Peissig, Peggy L, Peloso, Gina M, Pennell, Craig E, Perola, Markus, Perry, James A, Perry, John R B, Pers, Tune H, Person, Thomas N, Peters, Annette, Petersen, Eva R B, Peyser, Patricia A, Pirie, Ailith, Polasek, Ozren, Polderman, Tinca J, Puolijoki, Hannu, Raitakari, Olli T, Rasheed, Asif, Rauramaa, Rainer, Reilly, Dermot F, Renström, Frida, Rheinberger, Myriam, Ridker, Paul M, Rioux, John D, Rivas, Manuel A, Roberts, David J, Robertson, Neil R, Robino, Antonietta, Rolandsson, Olov, Rudan, Igor, Ruth, Katherine S, Saleheen, Danish, Salomaa, Veikko, Samani, Nilesh J, Sapkota, Yadav, Sattar, Naveed, Schoen, Robert E, Schreiner, Pamela J, Schulze, Matthias B, Scott, Robert A, Segura-Lepe, Marcelo P, Shah, Svati H, Sheu, Wayne H-H, Sim, Xueling, Slater, Andrew J, Small, Kerrin S, Smith, Albert V, Southam, Lorraine, Spector, Timothy D, Speliotes, Elizabeth K, Starr, John M, Stefansson, Kari, Steinthorsdottir, Valgerdur, Stirrups, Kathleen E, Strauch, Konstantin, Stringham, Heather M, Stumvoll, Michael, Sun, Liang, Surendran, Praveen, Swift, Amy J, Tada, Hayato, Tansey, Katherine E, Tardif, Jean-Claude, Taylor, Kent D, Teumer, Alexander, Thompson, Deborah J, Thorleifsson, Gudmar, Thorsteinsdottir, Unnur, Thuesen, Betina H, Tönjes, Anke, Tromp, Gerard, Trompet, Stella, Tsafantakis, Emmanouil, Tuomilehto, Jaakko, Tybjaerg-Hansen, Anne, Tyrer, Jonathan P, Uher, Rudolf, Uitterlinden, André G, Uusitupa, Matti, Laan, Sander W, Duijn, Cornelia M, Leeuwen, Nienke, van Setten, Jessica, Vanhala, Mauno, Varbo, Anette, Varga, Tibor V, Varma, Rohit, Edwards, Digna R Velez, Vermeulen, Sita H, Veronesi, Giovanni, Vestergaard, Henrik, Vitart, Veronique, Vogt, Thomas F, Völker, Uwe, Vuckovic, Dragana, Wagenknecht, Lynne E, Walker, Mark, Wallentin, Lars, Wang, Feijie, Wang, Carol A, Wang, Shuai, Wang, Yiqin, Ware, Erin B, Wareham, Nicholas J, Warren, Helen R, Waterworth, Dawn M, Wessel, Jennifer, White, Harvey D, Willer, Cristen J, Wilson, James G, Witte, Daniel R, Wood, Andrew R, Wu, Ying, Yaghootkar, Hanieh, Yao, Jie, Yao, Pang, Yerges-Armstrong, Laura M, Young, Robin, Zeggini, Eleftheria, Zhan, Xiaowei, Zhang, Weihua, Zhao, Jing Hua, Zhao, Wei, Zhou, Wei, Zondervan, Krina T, Rotter, Jerome I, Pospisilik, John A, Rivadeneira, Fernando, Borecki, Ingrid B, Deloukas, Panos, Frayling, Timothy M, Lettre, Guillaume, North, Kari E, Lindgren, Cecilia M, Hirschhorn, Joel N, and Loos, Ruth J F

Abstract

An amendment to this paper has been published and can be accessed via a link at the top of the paper.

Published
2019
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43. Multiancestry Genome-Wide Association Study of Lipid Levels Incorporating Gene-Alcohol Interactions

Author

de Vries, Paul S., Brown, Michael R., Bentley, Amy R., Sung, Yun J., Winkler, Thomas W., Ntalla, Ioanna, Schwander, Karen, Kraja, Aldi T., Guo, Xiuqing, Franceschini, Nora, Cheng, Ching-Yu, Sim, Xueling, Vojinovic, Dina, Huffman, Jennifer E., Musani, Solomon K., Li, Changwei, Feitosa, Mary F., Richard, Melissa A., Noordam, Raymond, Aschard, Hugues, Bartz, Traci M., Bielak, Lawrence F., Deng, Xuan, Dorajoo, Rajkumar, Lohman, Kurt K., Manning, Alisa K., Rankinen, Tuomo, Smith, Albert V., Tajuddin, Salman M., Evangelou, Evangelos, Graff, Mariaelisa, Alver, Maris, Boissel, Mathilde, Chai, Jin Fang, Chen, Xu, Divers, Jasmin, Gandin, Ilaria, Gao, Chuan, Goel, Anuj, Hagemeijer, Yanick, Harris, Sarah E., Hartwig, Fernando P., He, Meian, Horimoto, Andrea R. V. R., Hsu, Fang-Chi, Jackson, Anne U., Kasturiratne, Anuradhani, Komulainen, Pirjo, Kuehnel, Brigitte, Laguzzi, Federica, Lee, Joseph H., Luan, Jian'an, Lyytikainen, Leo-Pekka, Matoba, Nana, Nolte, Ilja M., Pietzner, Maik, Riaz, Muhammad, Said, M. Abdullah, Scott, Robert A., Sofer, Tamar, Stancakova, Alena, Takeuchi, Fumihiko, Tayo, Bamidele O., van der Most, Peter J., Varga, Tibor V., Wang, Yajuan, Ware, Erin B., Wen, Wanqing, Yanek, Lisa R., Zhang, Weihua, Zhao, Jing Hua, Afaq, Saima, Amin, Najaf, Amini, Marzyeh, Arking, Dan E., Aung, Tin, Ballantyne, Christie, Boerwinkle, Eric, Broeckel, Ulrich, Campbell, Archie, Canouil, Mickael, Charumathi, Sabanayagam, Chen, Yii-Der Ida, Connell, John M., de Faire, Ulf, de las Fuentes, Lisa, de Mutsert, Renee, de Silva, H. Janaka, Ding, Jingzhong, Dominiczak, Anna F., Duan, Qing, Eaton, Charles B., Eppinga, Ruben N., Faul, Jessica D., Fisher, Virginia, Forrester, Terrence, Franco, Oscar H., Friedlander, Yechiel, Ghanbari, Mohsen, Giulianini, Franco, Grabe, Hans J., Grove, Megan L., Gu, C. Charles, Harris, Tamara B., Heikkinen, Sami, Heng, Chew-Kiat, Hirata, Makoto, Hixson, James E., Howard, Barbara V., Ikram, M. Arfan, Jacobs, David R., Jr., Johnson, Craig, Jonas, Jost Bruno, Kammerer, Candace M., Katsuya, Tomohiro, Khor, Chiea Chuen, Kilpelainen, Tuomas O., Koh, Woon-Puay, Koistinen, Heikki A., Kolcic, Ivana, Kooperberg, Charles, Krieger, Jose E., Kritchevsky, Steve B., Kubo, Michiaki, Kuusisto, Johanna, Lakka, Timo A., Langefeld, Carl D., Langenberg, Claudia, Launer, Lenore J., Lehne, Benjamin, Lemaitre, Rozenn N., Li, Yize, Liang, Jingjing, Liu, Jianjun, Liu, Kiang, Loh, Marie, Louie, Tin, Magi, Reedik, Manichaikul, Ani W., McKenzie, Colin A., Meitinger, Thomas, Metspalu, Andres, Milaneschi, Yuri, Milani, Lili, Mohlke, Karen L., Mosley, Thomas H., Jr., Mukamal, Kenneth J., Nalls, Mike A., Nauck, Matthias, Nelson, Christopher P., Sotoodehnia, Nona, O'Connell, Jeff R., Palmer, Nicholette D., Pazoki, Raha, Pedersen, Nancy L., Peters, Annette, Peyser, Patricia A., Polasek, Ozren, Poulter, Neil, Raffel, Leslie J., Raitakari, Olli T., Reiner, Alex P., Rice, Treva K., Rich, Stephen S., Robino, Antonietta, Robinson, Jennifer G., Rose, Lynda M., Rudan, Igor, Schmidt, Carsten O., Schreiner, Pamela J., Scott, William R., Sever, Peter, Shi, Yuan, Sidney, Stephen, Sims, Mario, Smith, Blair H., Smith, Jennifer A., Snieder, Harold, Starr, John M., Strauch, Konstantin, Tan, Nicholas, Taylor, Kent D., Teo, Yik Ying, Tham, Yih Chung, Uitterlinden, Andre G., van Heemst, Diana, Vuckovic, Dragana, Waldenberger, Melanie, Wang, Lihua, Wang, Yujie, Wang, Zhe, Wei, Wen Bin, Williams, Christine, Wilson, Gregory, Sr., Wojczynski, Mary K., Yao, Jie, Yu, Bing, Yu, Caizheng, Yuan, Jian-Min, Zhao, Wei, Zonderman, Alan B., Becker, Diane M., Boehnke, Michael, Bowden, Donald W., Chambers, John C., Deary, Ian J., Esko, Tonu, Farrall, Martin, Franks, Paul W., Freedman, Barry I., Froguel, Philippe, Gasparini, Paolo, Gieger, Christian, Horta, Bernardo L., Kamatani, Yoichiro, Kato, Norihiro, Kooner, Jaspal S., Laakso, Markku, Leander, Karin, Lehtimaki, Terho, Magnusson, Patrik K. E., Penninx, Brenda, Pereira, Alexandre C., Rauramaa, Rainer, Samani, Nilesh J., Scott, James, Shu, Xiao-Ou, van der Harst, Pim, Wagenknecht, Lynne E., Wang, Ya Xing, Wareham, Nicholas J., Watkins, Hugh, Weir, David R., Wickremasinghe, Ananda R., Zheng, Wei, Elliott, Paul, North, Kari E., Bouchard, Claude, Evans, Michele K., Gudnason, Vilmundur, Liu, Ching-Ti, Liu, Yongmei, Psaty, Bruce M., Ridker, Paul M., van Dam, Rob M., Kardia, Sharon L. R., Zhu, Xiaofeng, Rotimi, Charles N., Mook-Kanamori, Dennis O., Fornage, Myriam, Kelly, Tanika N., Fox, Ervin R., Hayward, Caroline, van Duijn, Cornelia M., Tai, E. Shyong, Wong, Tien Yin, Liu, Jingmin, Rotter, Jerome I., Gauderman, W. James, Province, Michael A., Munroe, Patricia B., Rice, Kenneth, Chasman, Daniel I., Cupples, L. Adrienne, Rao, Dabeeru C., Morrison, Alanna C., de Vries, Paul S., Brown, Michael R., Bentley, Amy R., Sung, Yun J., Winkler, Thomas W., Ntalla, Ioanna, Schwander, Karen, Kraja, Aldi T., Guo, Xiuqing, Franceschini, Nora, Cheng, Ching-Yu, Sim, Xueling, Vojinovic, Dina, Huffman, Jennifer E., Musani, Solomon K., Li, Changwei, Feitosa, Mary F., Richard, Melissa A., Noordam, Raymond, Aschard, Hugues, Bartz, Traci M., Bielak, Lawrence F., Deng, Xuan, Dorajoo, Rajkumar, Lohman, Kurt K., Manning, Alisa K., Rankinen, Tuomo, Smith, Albert V., Tajuddin, Salman M., Evangelou, Evangelos, Graff, Mariaelisa, Alver, Maris, Boissel, Mathilde, Chai, Jin Fang, Chen, Xu, Divers, Jasmin, Gandin, Ilaria, Gao, Chuan, Goel, Anuj, Hagemeijer, Yanick, Harris, Sarah E., Hartwig, Fernando P., He, Meian, Horimoto, Andrea R. V. R., Hsu, Fang-Chi, Jackson, Anne U., Kasturiratne, Anuradhani, Komulainen, Pirjo, Kuehnel, Brigitte, Laguzzi, Federica, Lee, Joseph H., Luan, Jian'an, Lyytikainen, Leo-Pekka, Matoba, Nana, Nolte, Ilja M., Pietzner, Maik, Riaz, Muhammad, Said, M. Abdullah, Scott, Robert A., Sofer, Tamar, Stancakova, Alena, Takeuchi, Fumihiko, Tayo, Bamidele O., van der Most, Peter J., Varga, Tibor V., Wang, Yajuan, Ware, Erin B., Wen, Wanqing, Yanek, Lisa R., Zhang, Weihua, Zhao, Jing Hua, Afaq, Saima, Amin, Najaf, Amini, Marzyeh, Arking, Dan E., Aung, Tin, Ballantyne, Christie, Boerwinkle, Eric, Broeckel, Ulrich, Campbell, Archie, Canouil, Mickael, Charumathi, Sabanayagam, Chen, Yii-Der Ida, Connell, John M., de Faire, Ulf, de las Fuentes, Lisa, de Mutsert, Renee, de Silva, H. Janaka, Ding, Jingzhong, Dominiczak, Anna F., Duan, Qing, Eaton, Charles B., Eppinga, Ruben N., Faul, Jessica D., Fisher, Virginia, Forrester, Terrence, Franco, Oscar H., Friedlander, Yechiel, Ghanbari, Mohsen, Giulianini, Franco, Grabe, Hans J., Grove, Megan L., Gu, C. Charles, Harris, Tamara B., Heikkinen, Sami, Heng, Chew-Kiat, Hirata, Makoto, Hixson, James E., Howard, Barbara V., Ikram, M. Arfan, Jacobs, David R., Jr., Johnson, Craig, Jonas, Jost Bruno, Kammerer, Candace M., Katsuya, Tomohiro, Khor, Chiea Chuen, Kilpelainen, Tuomas O., Koh, Woon-Puay, Koistinen, Heikki A., Kolcic, Ivana, Kooperberg, Charles, Krieger, Jose E., Kritchevsky, Steve B., Kubo, Michiaki, Kuusisto, Johanna, Lakka, Timo A., Langefeld, Carl D., Langenberg, Claudia, Launer, Lenore J., Lehne, Benjamin, Lemaitre, Rozenn N., Li, Yize, Liang, Jingjing, Liu, Jianjun, Liu, Kiang, Loh, Marie, Louie, Tin, Magi, Reedik, Manichaikul, Ani W., McKenzie, Colin A., Meitinger, Thomas, Metspalu, Andres, Milaneschi, Yuri, Milani, Lili, Mohlke, Karen L., Mosley, Thomas H., Jr., Mukamal, Kenneth J., Nalls, Mike A., Nauck, Matthias, Nelson, Christopher P., Sotoodehnia, Nona, O'Connell, Jeff R., Palmer, Nicholette D., Pazoki, Raha, Pedersen, Nancy L., Peters, Annette, Peyser, Patricia A., Polasek, Ozren, Poulter, Neil, Raffel, Leslie J., Raitakari, Olli T., Reiner, Alex P., Rice, Treva K., Rich, Stephen S., Robino, Antonietta, Robinson, Jennifer G., Rose, Lynda M., Rudan, Igor, Schmidt, Carsten O., Schreiner, Pamela J., Scott, William R., Sever, Peter, Shi, Yuan, Sidney, Stephen, Sims, Mario, Smith, Blair H., Smith, Jennifer A., Snieder, Harold, Starr, John M., Strauch, Konstantin, Tan, Nicholas, Taylor, Kent D., Teo, Yik Ying, Tham, Yih Chung, Uitterlinden, Andre G., van Heemst, Diana, Vuckovic, Dragana, Waldenberger, Melanie, Wang, Lihua, Wang, Yujie, Wang, Zhe, Wei, Wen Bin, Williams, Christine, Wilson, Gregory, Sr., Wojczynski, Mary K., Yao, Jie, Yu, Bing, Yu, Caizheng, Yuan, Jian-Min, Zhao, Wei, Zonderman, Alan B., Becker, Diane M., Boehnke, Michael, Bowden, Donald W., Chambers, John C., Deary, Ian J., Esko, Tonu, Farrall, Martin, Franks, Paul W., Freedman, Barry I., Froguel, Philippe, Gasparini, Paolo, Gieger, Christian, Horta, Bernardo L., Kamatani, Yoichiro, Kato, Norihiro, Kooner, Jaspal S., Laakso, Markku, Leander, Karin, Lehtimaki, Terho, Magnusson, Patrik K. E., Penninx, Brenda, Pereira, Alexandre C., Rauramaa, Rainer, Samani, Nilesh J., Scott, James, Shu, Xiao-Ou, van der Harst, Pim, Wagenknecht, Lynne E., Wang, Ya Xing, Wareham, Nicholas J., Watkins, Hugh, Weir, David R., Wickremasinghe, Ananda R., Zheng, Wei, Elliott, Paul, North, Kari E., Bouchard, Claude, Evans, Michele K., Gudnason, Vilmundur, Liu, Ching-Ti, Liu, Yongmei, Psaty, Bruce M., Ridker, Paul M., van Dam, Rob M., Kardia, Sharon L. R., Zhu, Xiaofeng, Rotimi, Charles N., Mook-Kanamori, Dennis O., Fornage, Myriam, Kelly, Tanika N., Fox, Ervin R., Hayward, Caroline, van Duijn, Cornelia M., Tai, E. Shyong, Wong, Tien Yin, Liu, Jingmin, Rotter, Jerome I., Gauderman, W. James, Province, Michael A., Munroe, Patricia B., Rice, Kenneth, Chasman, Daniel I., Cupples, L. Adrienne, Rao, Dabeeru C., and Morrison, Alanna C.

Abstract

A person's lipid profile is influenced by genetic variants and alcohol consumption, but the contribution of interactions between these exposures has not been studied. We therefore incorporated gene-alcohol interactions into a multiancestry genome-wide association study of levels of high-density lipoprotein cholesterol, low-density lipoprotein cholesterol, and triglycerides. We included 45 studies in stage 1 (genome-wide discovery) and 66 studies in stage 2 (focused follow-up), for a total of 394,584 individuals from 5 ancestry groups. Analyses covered the period July 2014-November 2017. Genetic main effects and interaction effects were jointly assessed by means of a 2-degrees-of-freedom (df) test, and a 1-df test was used to assess the interaction effects alone. Variants at 495 loci were at least suggestively associated (P < 1 x 10(-6)) with lipid levels in stage 1 and were evaluated in stage 2, followed by combined analyses of stage 1 and stage 2. In the combined analysis of stages 1 and 2, a total of 147 independent loci were associated with lipid levels at P < 5 x 10(-8) using 2-df tests, of which 18 were novel. No genome-wide-significant associations were found testing the interaction effect alone. The novel loci included several genes (proprotein convertase subtilisin/kexin type 5 (PCSK5), vascular endothelial growth factor B (VEGFB), and apolipoprotein B mRNA editing enzyme, catalytic polypeptide 1 (APOBEC1) complementation factor (A1CF)) that have a putative role in lipid metabolism on the basis of existing evidence from cellular and experimental models.

Published
2019
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44. Protein-coding variants implicate novel genes related to lipid homeostasis contributing to body-fat distribution

Author

Justice, Anne E., Karaderi, Tugce, Highland, Heather M., Young, Kristin L., Graff, Mariaelisa, Lu, Yingchang, Turcot, Valerie, Auer, Paul L., Fine, Rebecca S., Guo, Xiuqing, Schurmann, Claudia, Lempradl, Adelheid, Marouli, Eirini, Mahajan, Anubha, Winkler, Thomas W., Locke, Adam E., Medina-Gomez, Carolina, Esko, Tonu, Vedantam, Sailaja, Giri, Ayush, Lo, Ken Sin, Alfred, Tamuno, Mudgal, Poorva, Ng, Maggie C. Y., Heard-Costa, Nancy L., Feitosa, Mary F., Manning, Alisa K., Willems, Sara M., Sivapalaratnam, Suthesh, Abecasis, Goncalo, Alam, Dewan S., Allison, Matthew, Amouyel, Philippe, Arzumanyanm, Zorayr, Balkau, Beverley, Bastarache, Lisa, Bergmann, Sven, Bielak, Lawrence F., Blueher, Matthias, Boehnke, Michael, Boeing, Heiner, Boerwinkle, Eric, Boeger, Carsten A., Bork-Jensen, Jette, Bottinger, Erwin P., Bowden, Donald W., Brandslund, Ivan, Broer, Linda, Burt, Amber A., Butterworth, Adam S., Caulfield, Markj, Cesana, Giancarlo, Chambers, John C., Chasman, Daniel, I, Chen, Yii-Der Ida, Chowdhury, Rajiv, Christensen, Cramer, Chu, Audreyy, Collins, Francis S., Cook, James P., Cox, Amanda J., Crosslin, David S., Danesh, John, de Bakker, Paul I. W., de Denus, Simon, de Mutsert, Renee, Dedoussis, George, Demerath, Ellen W., Dennis, Joe G., Denny, Josh C., Di Angelantonio, Emanuele, Doerr, Marcus, Drenos, Fotios, Dube, Marie-Pierre, Dunning, Alison M., Easton, Douglas F., Elliott, Paul, Evangelou, Evangelos, Farmaki, Aliki-Eleni, Feng, Shuang, Ferrannini, Ele, Ferrieres, Jean, Florez, Jose C., Fornage, Myriam, Fox, Caroline S., Franks, Paul W., Friedrich, Nele, Gan, Wei, Gandin, Ilaria, Gasparini, Paolo, Giedraitis, Vilmantas, Girotto, Giorgia, Gorski, Mathias, Grallert, Harald, Grarup, Niels, Groves, Megan L., Gustafsson, Stefan, Haessler, Jeff, Hansen, Torben, Hattersley, Andrew T., Hayward, Caroline, Heid, Iris M., Holmen, Oddgeir L., Hovingh, G. Kees, Howson, Joanna M. M., Hu, Yao, Hung, Yi-Jen, Hveem, Kristian, Ikram, M. Arfan, Ingelsson, Erik, Jackson, Anne U., Jarvik, Gail P., Jia, Yucheng, Jorgensen, Torben, Jousilahti, Pekka, Justesen, Johanne M., Kahali, Bratati, Karaleftheri, Maria, Kardia, Sharon L. R., Karpe, Fredrik, Kee, Frank, Kitajima, Hidetoshi, Komulainen, Pirjo, Kooner, Jaspal S., Kovacs, Peter, Kraemer, Bernhard K., Kuulasmaa, Kari, Kuusisto, Johanna, Laakso, Markku, Lakka, Timo A., Lamparter, David, La Nge, Leslie A., Langenberg, Claudia, Larson, Eric B., Lee, Nanette R., Lee, Wen-Jane, Lehtimaeki, Terho, Lewis, Cora E., Li, Huaixing, Li, Jin, RuifangLi-Gao, Lin, Li-An, Lin, Xu, Lind, Lars, Lindstroem, Jaana, Linneberg, Allan, Liu, Ching-Ti, Liu, Dajiang J., Luan, Jian'an, Lyytikainen, Leo-Pekka, MacGregor, Stuart, Magi, Reedik, Mannisto, Satu, Marenne, Gaelle, Marten, Jonathan, Mascal, Nicholas G. D., McCarthy, Mark, I, Meidtner, Karina, Mihailov, Evelin, Moilanen, Leena, Moitry, Marie, Mook-Kanamori, Dennis O., Morgan, Anna, Morris, Andrew P., Mueller-Nurasyid, Martina, Munroe, Patricia B., Narisu, Narisu, Nelson, Christopher P., Neville, Matt, Ntalla, Ioanna, Owen, Katharine R., Pedersen, Oluf, Peloso, Gina M., Pennell, Craig E., Perola, Markus, James, A., Perry, John R. B., Pers, Tune H., Ewing, Ailith, Polasek, Ozren, Rasheed, Asif, Raulerson, Chelsea K., Rauramaa, Rainer, Reilly, Dermot F., Reiner, Alex P., Ridker, Paul M., Rivas, Manuel A., Robertson, Neil R., Robino, Antonietta, Rudan, Igor, Ruth, Katherine S., Saleheen, Danish, Salomaa, Veikko, Samani, Nilesh J., Schreiner, Pamela J., Schulze, Matthias B., Scott, Robert A., Segura-Lepe, Marcelo, Sim, Xueling, Slater, Andrew J., Small, Kerrin S., Smith, Blair H., Smith, Jennifer A., Southam, Lorraine, Spector, Timothy D., Speliotes, Elizabeth K., Stefansson, Kari, Steinthorsdottir, Valgerdur, Stirrups, Kathleen E., Strauch, Konstantin, Stringham, Heather M., Stumvoll, Michael, Sun, Liang, Surendran, Praveen, Swart, Karin M. A., Tardif, Jean-Claude, Taylor, Kent D., Teumer, Alexander, Thompson, Deborah J., Thorleifsson, Gudmar, Thorsteinsdottir, Unnur, Thuesen, Betina H., Toenjes, Anke, Torres, Mina, Tsafantakis, Emmanouil, Tuomilehto, Jaakko, Uitterlinden, Andre G., Uusitupa, Matti, van Duijn, Cornelia M., Vanhala, Mauno, Varma, Rohit, Vermeulen, Sita H., Vestergaard, Henrik, Vitart, Veronique, Vogt, Thomas F., Vuckovic, Dragana, Wagenknecht, Lynne E., Walker, Mark, Wallentin, Lars, Wang, Feijie, Wang, Carol A., Wang, Shuai, Wareham, N. Icholas J., Warren, Helen R., Waterworth, Dawn M., Wessel, Jennifer, White, Harvey D., Willer, Cristen J., Wilson, James G., Wood, Andrew R., Wu, Ying, Yaghootkar, Hanieh, Yao, Jie, Verges-Armstrong, Laura M., Young, Robin, Zeggini, Eleftheria, Zhan, Xiaowei, Zhang, Weihua, Zhao, Jing Hua, Zhao, Wei, Zheng, He, Zhou, Wei, Zillikens, M. Carola, Rivadeneira, Fernando, Borecki, Ingrid B., Pospisilik, J. Andrew, Deloukas, Panos, Frayling, Timothy M., Lettre, Guillaume, Mohlke, Karen L., Rotter, Jerome, I, Kutalik, Zoltan, Hirschhorn, Joel N., Cupples, L. Adrienne, Loos, Ruth J. F., North, Kari E., Lindgren, Cecilia M., O'Connell, Jeffrey R., Raitakari, Olli T., Lange, Leslie A., Uitterlinden, Andr G., Grove, Megan L., Masca, Nicholas G. D., Luan, Jianan, Wareham, Nicholas J., Esko, Tnu, De Bakker, Paul Iw, Caulfield, Mark J., Mller-Nurasyid, Martina, Justice, Anne E., Karaderi, Tugce, Highland, Heather M., Young, Kristin L., Graff, Mariaelisa, Lu, Yingchang, Turcot, Valerie, Auer, Paul L., Fine, Rebecca S., Guo, Xiuqing, Schurmann, Claudia, Lempradl, Adelheid, Marouli, Eirini, Mahajan, Anubha, Winkler, Thomas W., Locke, Adam E., Medina-Gomez, Carolina, Esko, Tonu, Vedantam, Sailaja, Giri, Ayush, Lo, Ken Sin, Alfred, Tamuno, Mudgal, Poorva, Ng, Maggie C. Y., Heard-Costa, Nancy L., Feitosa, Mary F., Manning, Alisa K., Willems, Sara M., Sivapalaratnam, Suthesh, Abecasis, Goncalo, Alam, Dewan S., Allison, Matthew, Amouyel, Philippe, Arzumanyanm, Zorayr, Balkau, Beverley, Bastarache, Lisa, Bergmann, Sven, Bielak, Lawrence F., Blueher, Matthias, Boehnke, Michael, Boeing, Heiner, Boerwinkle, Eric, Boeger, Carsten A., Bork-Jensen, Jette, Bottinger, Erwin P., Bowden, Donald W., Brandslund, Ivan, Broer, Linda, Burt, Amber A., Butterworth, Adam S., Caulfield, Markj, Cesana, Giancarlo, Chambers, John C., Chasman, Daniel, I, Chen, Yii-Der Ida, Chowdhury, Rajiv, Christensen, Cramer, Chu, Audreyy, Collins, Francis S., Cook, James P., Cox, Amanda J., Crosslin, David S., Danesh, John, de Bakker, Paul I. W., de Denus, Simon, de Mutsert, Renee, Dedoussis, George, Demerath, Ellen W., Dennis, Joe G., Denny, Josh C., Di Angelantonio, Emanuele, Doerr, Marcus, Drenos, Fotios, Dube, Marie-Pierre, Dunning, Alison M., Easton, Douglas F., Elliott, Paul, Evangelou, Evangelos, Farmaki, Aliki-Eleni, Feng, Shuang, Ferrannini, Ele, Ferrieres, Jean, Florez, Jose C., Fornage, Myriam, Fox, Caroline S., Franks, Paul W., Friedrich, Nele, Gan, Wei, Gandin, Ilaria, Gasparini, Paolo, Giedraitis, Vilmantas, Girotto, Giorgia, Gorski, Mathias, Grallert, Harald, Grarup, Niels, Groves, Megan L., Gustafsson, Stefan, Haessler, Jeff, Hansen, Torben, Hattersley, Andrew T., Hayward, Caroline, Heid, Iris M., Holmen, Oddgeir L., Hovingh, G. Kees, Howson, Joanna M. M., Hu, Yao, Hung, Yi-Jen, Hveem, Kristian, Ikram, M. Arfan, Ingelsson, Erik, Jackson, Anne U., Jarvik, Gail P., Jia, Yucheng, Jorgensen, Torben, Jousilahti, Pekka, Justesen, Johanne M., Kahali, Bratati, Karaleftheri, Maria, Kardia, Sharon L. R., Karpe, Fredrik, Kee, Frank, Kitajima, Hidetoshi, Komulainen, Pirjo, Kooner, Jaspal S., Kovacs, Peter, Kraemer, Bernhard K., Kuulasmaa, Kari, Kuusisto, Johanna, Laakso, Markku, Lakka, Timo A., Lamparter, David, La Nge, Leslie A., Langenberg, Claudia, Larson, Eric B., Lee, Nanette R., Lee, Wen-Jane, Lehtimaeki, Terho, Lewis, Cora E., Li, Huaixing, Li, Jin, RuifangLi-Gao, Lin, Li-An, Lin, Xu, Lind, Lars, Lindstroem, Jaana, Linneberg, Allan, Liu, Ching-Ti, Liu, Dajiang J., Luan, Jian'an, Lyytikainen, Leo-Pekka, MacGregor, Stuart, Magi, Reedik, Mannisto, Satu, Marenne, Gaelle, Marten, Jonathan, Mascal, Nicholas G. D., McCarthy, Mark, I, Meidtner, Karina, Mihailov, Evelin, Moilanen, Leena, Moitry, Marie, Mook-Kanamori, Dennis O., Morgan, Anna, Morris, Andrew P., Mueller-Nurasyid, Martina, Munroe, Patricia B., Narisu, Narisu, Nelson, Christopher P., Neville, Matt, Ntalla, Ioanna, Owen, Katharine R., Pedersen, Oluf, Peloso, Gina M., Pennell, Craig E., Perola, Markus, James, A., Perry, John R. B., Pers, Tune H., Ewing, Ailith, Polasek, Ozren, Rasheed, Asif, Raulerson, Chelsea K., Rauramaa, Rainer, Reilly, Dermot F., Reiner, Alex P., Ridker, Paul M., Rivas, Manuel A., Robertson, Neil R., Robino, Antonietta, Rudan, Igor, Ruth, Katherine S., Saleheen, Danish, Salomaa, Veikko, Samani, Nilesh J., Schreiner, Pamela J., Schulze, Matthias B., Scott, Robert A., Segura-Lepe, Marcelo, Sim, Xueling, Slater, Andrew J., Small, Kerrin S., Smith, Blair H., Smith, Jennifer A., Southam, Lorraine, Spector, Timothy D., Speliotes, Elizabeth K., Stefansson, Kari, Steinthorsdottir, Valgerdur, Stirrups, Kathleen E., Strauch, Konstantin, Stringham, Heather M., Stumvoll, Michael, Sun, Liang, Surendran, Praveen, Swart, Karin M. A., Tardif, Jean-Claude, Taylor, Kent D., Teumer, Alexander, Thompson, Deborah J., Thorleifsson, Gudmar, Thorsteinsdottir, Unnur, Thuesen, Betina H., Toenjes, Anke, Torres, Mina, Tsafantakis, Emmanouil, Tuomilehto, Jaakko, Uitterlinden, Andre G., Uusitupa, Matti, van Duijn, Cornelia M., Vanhala, Mauno, Varma, Rohit, Vermeulen, Sita H., Vestergaard, Henrik, Vitart, Veronique, Vogt, Thomas F., Vuckovic, Dragana, Wagenknecht, Lynne E., Walker, Mark, Wallentin, Lars, Wang, Feijie, Wang, Carol A., Wang, Shuai, Wareham, N. Icholas J., Warren, Helen R., Waterworth, Dawn M., Wessel, Jennifer, White, Harvey D., Willer, Cristen J., Wilson, James G., Wood, Andrew R., Wu, Ying, Yaghootkar, Hanieh, Yao, Jie, Verges-Armstrong, Laura M., Young, Robin, Zeggini, Eleftheria, Zhan, Xiaowei, Zhang, Weihua, Zhao, Jing Hua, Zhao, Wei, Zheng, He, Zhou, Wei, Zillikens, M. Carola, Rivadeneira, Fernando, Borecki, Ingrid B., Pospisilik, J. Andrew, Deloukas, Panos, Frayling, Timothy M., Lettre, Guillaume, Mohlke, Karen L., Rotter, Jerome, I, Kutalik, Zoltan, Hirschhorn, Joel N., Cupples, L. Adrienne, Loos, Ruth J. F., North, Kari E., Lindgren, Cecilia M., O'Connell, Jeffrey R., Raitakari, Olli T., Lange, Leslie A., Uitterlinden, Andr G., Grove, Megan L., Masca, Nicholas G. D., Luan, Jianan, Wareham, Nicholas J., Esko, Tnu, De Bakker, Paul Iw, Caulfield, Mark J., and Mller-Nurasyid, Martina

Abstract

Body-fat distribution is a risk factor for adverse cardiovascular health consequences. We analyzed the association of body-fat distribution, assessed by waist-to-hip ratio adjusted for body mass index, with 228,985 predicted coding and splice site variants available on exome arrays in up to 344,369 individuals from five major ancestries (discovery) and 132,177 European-ancestry individuals (validation). We identified 15 common (minor allele frequency, MAF >= 5%) and nine low-frequency or rare (MAF < 5%) coding novel variants. Pathway/gene set enrichment analyses identified lipid particle, adiponectin, abnormal white adipose tissue physiology and bone development and morphology as important contributors to fat distribution, while cross-trait associations highlight cardiometabolic traits. In functional follow-up analyses, specifically in Drosophila RNAi-knockdowns, we observed a significant increase in the total body triglyceride levels for two genes (DNAH10 and PLXND1). We implicate novel genes in fat distribution, stressing the importance of interrogating low-frequency and protein-coding variants.

Published
2019
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45. Genome-wide association analyses of risk tolerance and risky behaviors in over 1 million individuals identify hundreds of loci and shared genetic influences

Author

Linner, Richard Karlsson, Biroli, Pietro, 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, Alexis, 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, Johannes, Kim, Yungil, Kirsten, Holger, Kovacs, Peter, Krohn, Knut, Kronberg-Guzman, Jaanika, Kukushkina, Viktorija, Kutalik, Zoltan, Lee, Bernett, Lehtimaki, Terho, Loeffler, Markus, Marigorta, Urko M., Metspalu, Andres, Milani, Lili, Montgomery, Grant W., Mueller-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, Rueger, Sina, Saha, Ashis, Scholz, Markus, 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, 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., 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, 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, 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, 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., 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, Johannes, Ware, Erin B., Willemsen, Gonneke, Attia, John R., Bennett, David A., Berger, Klaus, Bertram, Lars, Bisgaard, Hans, 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, Magnus, Koellinger, Philipp D., Cesarini, David, Benjamin, Daniel J., Auton, Adam, Boardman, Jason D., Clark, David W., Conlin, Andrew, Dolan, Conor C., Fischbacher, Urs, Groenen, Patrick J. F., Harris, Kathleen Mullan, Hasler, Gregor, Hofman, Albert, Ikram, Mohammad A., Jain, Sonia, Karlsson, Robert, Kessler, Ronald C., Kooyman, Maarten, MacKillop, James, Mannikko, Minna, Morcillo-Suarez, Carlos, McQueen, Matthew B., Schmidt, Klaus M., Smart, Melissa C., Sutter, Matthias, 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., Linner, Richard Karlsson, Biroli, Pietro, 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, Alexis, 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, Johannes, Kim, Yungil, Kirsten, Holger, Kovacs, Peter, Krohn, Knut, Kronberg-Guzman, Jaanika, Kukushkina, Viktorija, Kutalik, Zoltan, Lee, Bernett, Lehtimaki, Terho, Loeffler, Markus, Marigorta, Urko M., Metspalu, Andres, Milani, Lili, Montgomery, Grant W., Mueller-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, Rueger, Sina, Saha, Ashis, Scholz, Markus, 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, 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., 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, 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, 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, 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., 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, Johannes, Ware, Erin B., Willemsen, Gonneke, Attia, John R., Bennett, David A., Berger, Klaus, Bertram, Lars, Bisgaard, Hans, 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, Magnus, Koellinger, Philipp D., Cesarini, David, Benjamin, Daniel J., Auton, Adam, Boardman, Jason D., Clark, David W., Conlin, Andrew, Dolan, Conor C., Fischbacher, Urs, Groenen, Patrick J. F., Harris, Kathleen Mullan, Hasler, Gregor, Hofman, Albert, Ikram, Mohammad A., Jain, Sonia, Karlsson, Robert, Kessler, Ronald C., Kooyman, Maarten, MacKillop, James, Mannikko, Minna, Morcillo-Suarez, Carlos, McQueen, Matthew B., Schmidt, Klaus M., Smart, Melissa C., Sutter, Matthias, 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., and Beauchamp, Jonathan P.

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 (vertical bar(r) over cap (g)vertical bar similar to 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.

Published
2019

46. Genome Analyses of >200,000 Individuals Identify 58 Loci for Chronic Inflammation and Highlight Pathways that Link Inflammation and Complex Disorders

Author

Ligthart, Symen, primary, Vaez, Ahmad, additional, Võsa, Urmo, additional, Stathopoulou, Maria G., additional, de Vries, Paul S., additional, Prins, Bram P., additional, Van der Most, Peter J., additional, Tanaka, Toshiko, additional, Naderi, Elnaz, additional, Rose, Lynda M., additional, Wu, Ying, additional, Karlsson, Robert, additional, Barbalic, Maja, additional, Lin, Honghuang, additional, Pool, René, additional, Zhu, Gu, additional, Macé, Aurélien, additional, Sidore, Carlo, additional, Trompet, Stella, additional, Mangino, Massimo, additional, Sabater-Lleal, Maria, additional, Kemp, John P., additional, Abbasi, Ali, additional, Kacprowski, Tim, additional, Verweij, Niek, additional, Smith, Albert V., additional, Huang, Tao, additional, Marzi, Carola, additional, Feitosa, Mary F., additional, Lohman, Kurt K., additional, Kleber, Marcus E., additional, Milaneschi, Yuri, additional, Mueller, Christian, additional, Huq, Mahmudul, additional, Vlachopoulou, Efthymia, additional, Lyytikäinen, Leo-Pekka, additional, Oldmeadow, Christopher, additional, Deelen, Joris, additional, Perola, Markus, additional, Zhao, Jing Hua, additional, Feenstra, Bjarke, additional, Amini, Marzyeh, additional, Lahti, Jari, additional, Schraut, Katharina E., additional, Fornage, Myriam, additional, Suktitipat, Bhoom, additional, Chen, Wei-Min, additional, Li, Xiaohui, additional, Nutile, Teresa, additional, Malerba, Giovanni, additional, Luan, Jian’an, additional, Bak, Tom, additional, Schork, Nicholas, additional, Del Greco M., Fabiola, additional, Thiering, Elisabeth, additional, Mahajan, Anubha, additional, Marioni, Riccardo E., additional, Mihailov, Evelin, additional, Eriksson, Joel, additional, Ozel, Ayse Bilge, additional, Zhang, Weihua, additional, Nethander, Maria, additional, Cheng, Yu-Ching, additional, Aslibekyan, Stella, additional, Ang, Wei, additional, Gandin, Ilaria, additional, Yengo, Loïc, additional, Portas, Laura, additional, Kooperberg, Charles, additional, Hofer, Edith, additional, Rajan, Kumar B., additional, Schurmann, Claudia, additional, den Hollander, Wouter, additional, Ahluwalia, Tarunveer S., additional, Zhao, Jing, additional, Draisma, Harmen H.M., additional, Ford, Ian, additional, Timpson, Nicholas, additional, Teumer, Alexander, additional, Huang, Hongyan, additional, Wahl, Simone, additional, Liu, YongMei, additional, Huang, Jie, additional, Uh, Hae-Won, additional, Geller, Frank, additional, Joshi, Peter K., additional, Yanek, Lisa R., additional, Trabetti, Elisabetta, additional, Lehne, Benjamin, additional, Vozzi, Diego, additional, Verbanck, Marie, additional, Biino, Ginevra, additional, Saba, Yasaman, additional, Meulenbelt, Ingrid, additional, O’Connell, Jeff R., additional, Laakso, Markku, additional, Giulianini, Franco, additional, Magnusson, Patrik K.E., additional, Ballantyne, Christie M., additional, Hottenga, Jouke Jan, additional, Montgomery, Grant W., additional, Rivadineira, Fernando, additional, Rueedi, Rico, additional, Steri, Maristella, additional, Herzig, Karl-Heinz, additional, Stott, David J., additional, Menni, Cristina, additional, Frånberg, Mattias, additional, St. Pourcain, Beate, additional, Felix, Stephan B., additional, Pers, Tune H., additional, Bakker, Stephan J.L., additional, Kraft, Peter, additional, Peters, Annette, additional, Vaidya, Dhananjay, additional, Delgado, Graciela, additional, Smit, Johannes H., additional, Großmann, Vera, additional, Sinisalo, Juha, additional, Seppälä, Ilkka, additional, Williams, Stephen R., additional, Holliday, Elizabeth G., additional, Moed, Matthijs, additional, Langenberg, Claudia, additional, Räikkönen, Katri, additional, Ding, Jingzhong, additional, Campbell, Harry, additional, Sale, Michele M., additional, Chen, Yii-Der I., additional, James, Alan L., additional, Ruggiero, Daniela, additional, Soranzo, Nicole, additional, Hartman, Catharina A., additional, Smith, Erin N., additional, Berenson, Gerald S., additional, Fuchsberger, Christian, additional, Hernandez, Dena, additional, Tiesler, Carla M.T., additional, Giedraitis, Vilmantas, additional, Liewald, David, additional, Fischer, Krista, additional, Mellström, Dan, additional, Larsson, Anders, additional, Wang, Yunmei, additional, Scott, William R., additional, Lorentzon, Matthias, additional, Beilby, John, additional, Ryan, Kathleen A., additional, Pennell, Craig E., additional, Vuckovic, Dragana, additional, Balkau, Beverly, additional, Concas, Maria Pina, additional, Schmidt, Reinhold, additional, Mendes de Leon, Carlos F., additional, Bottinger, Erwin P., additional, Kloppenburg, Margreet, additional, Paternoster, Lavinia, additional, Boehnke, Michael, additional, Musk, A.W., additional, Willemsen, Gonneke, additional, Evans, David M., additional, Madden, Pamela A.F., additional, Kähönen, Mika, additional, Kutalik, Zoltán, additional, Zoledziewska, Magdalena, additional, Karhunen, Ville, additional, Kritchevsky, Stephen B., additional, Sattar, Naveed, additional, Lachance, Genevieve, additional, Clarke, Robert, additional, Harris, Tamara B., additional, Raitakari, Olli T., additional, Attia, John R., additional, van Heemst, Diana, additional, Kajantie, Eero, additional, Sorice, Rossella, additional, Gambaro, Giovanni, additional, Scott, Robert A., additional, Hicks, Andrew A., additional, Ferrucci, Luigi, additional, Standl, Marie, additional, Lindgren, Cecilia M., additional, Starr, John M., additional, Karlsson, Magnus, additional, Lind, Lars, additional, Li, Jun Z., additional, Chambers, John C., additional, Mori, Trevor A., additional, de Geus, Eco J.C.N., additional, Heath, Andrew C., additional, Martin, Nicholas G., additional, Auvinen, Juha, additional, Buckley, Brendan M., additional, de Craen, Anton J.M., additional, Waldenberger, Melanie, additional, Strauch, Konstantin, additional, Meitinger, Thomas, additional, Scott, Rodney J., additional, McEvoy, Mark, additional, Beekman, Marian, additional, Bombieri, Cristina, additional, Ridker, Paul M., additional, Mohlke, Karen L., additional, Pedersen, Nancy L., additional, Morrison, Alanna C., additional, Boomsma, Dorret I., additional, Whitfield, John B., additional, Strachan, David P., additional, Hofman, Albert, additional, Vollenweider, Peter, additional, Cucca, Francesco, additional, Jarvelin, Marjo-Riitta, additional, Jukema, J. Wouter, additional, Spector, Tim D., additional, Hamsten, Anders, additional, Zeller, Tanja, additional, Uitterlinden, André G., additional, Nauck, Matthias, additional, Gudnason, Vilmundur, additional, Qi, Lu, additional, Grallert, Harald, additional, Borecki, Ingrid B., additional, Rotter, Jerome I., additional, März, Winfried, additional, Wild, Philipp S., additional, Lokki, Marja-Liisa, additional, Boyle, Michael, additional, Salomaa, Veikko, additional, Melbye, Mads, additional, Eriksson, Johan G., additional, Wilson, James F., additional, Penninx, Brenda W.J.H., additional, Becker, Diane M., additional, Worrall, Bradford B., additional, Gibson, Greg, additional, Krauss, Ronald M., additional, Ciullo, Marina, additional, Zaza, Gianluigi, additional, Wareham, Nicholas J., additional, Oldehinkel, Albertine J., additional, Palmer, Lyle J., additional, Murray, Sarah S., additional, Pramstaller, Peter P., additional, Bandinelli, Stefania, additional, Heinrich, Joachim, additional, Ingelsson, Erik, additional, Deary, Ian J., additional, Mägi, Reedik, additional, Vandenput, Liesbeth, additional, van der Harst, Pim, additional, Desch, Karl C., additional, Kooner, Jaspal S., additional, Ohlsson, Claes, additional, Hayward, Caroline, additional, Lehtimäki, Terho, additional, Shuldiner, Alan R., additional, Arnett, Donna K., additional, Beilin, Lawrence J., additional, Robino, Antonietta, additional, Froguel, Philippe, additional, Pirastu, Mario, additional, Jess, Tine, additional, Koenig, Wolfgang, additional, Loos, Ruth J.F., additional, Evans, Denis A., additional, Schmidt, Helena, additional, Smith, George Davey, additional, Slagboom, P. Eline, additional, Eiriksdottir, Gudny, additional, Morris, Andrew P., additional, Psaty, Bruce M., additional, Tracy, Russell P., additional, Nolte, Ilja M., additional, Boerwinkle, Eric, additional, Visvikis-Siest, Sophie, additional, Reiner, Alex P., additional, Gross, Myron, additional, Bis, Joshua C., additional, Franke, Lude, additional, Franco, Oscar H., additional, Benjamin, Emelia J., additional, Chasman, Daniel I., additional, Dupuis, Josée, additional, Snieder, Harold, additional, Dehghan, Abbas, additional, Alizadeh, Behrooz Z., additional, Boezen, H. Marike, additional, Navis, Gerjan, additional, Rots, Marianne, additional, Swertz, Morris, additional, Wolffenbuttel, Bruce H.R., additional, Wijmenga, Cisca, additional, Benjamin, Emelia, additional, Ahluwalia, Tarunveer Singh, additional, Meigs, James, additional, Tracy, Russell, additional, Ligthart, Symen, additional, Bis, Josh, additional, Pankratz, Nathan, additional, Rainer, Alex, additional, Wilson, James G., additional, Dupuis, Josee, additional, Prins, Bram, additional, Vaso, Urmo, additional, Stathopoulou, Maria, additional, Lehtimaki, Terho, additional, Jamshidi, Yalda, additional, Siest, Sophie, additional, Uitterlinden, Andre G., additional, Abdollahi, Mohammadreza, additional, Schnabel, Renate, additional, Schick, Ursula M., additional, Kraja, Aldi, additional, Hsu, Yi-Hsiang, additional, Tylee, Daniel S., additional, Zwicker, Alyson, additional, Uher, Rudolf, additional, Davey-Smith, George, additional, Hicks, Andrew, additional, van Duijn, Cornelia M., additional, Ward-Caviness, Cavin, additional, Rotter, J., additional, Rice, Ken, additional, Lange, Leslie, additional, de Geus, Eco, additional, Makela, Kari Matti, additional, Stacey, David, additional, Eriksson, Johan, additional, Frayling, Tim M., additional, and Slagboom, Eline P., additional

Published
2018
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47. Next-generation sequencing identified SPATC1L as a possible candidate gene for both early-onset and age-related hearing loss

Author

Morgan, Anna, primary, Vuckovic, Dragana, additional, Krishnamoorthy, Navaneethakrishnan, additional, Rubinato, Elisa, additional, Ambrosetti, Umberto, additional, Castorina, Pierangela, additional, Franzè, Annamaria, additional, Vozzi, Diego, additional, La Bianca, Martina, additional, Cappellani, Stefania, additional, Di Stazio, Mariateresa, additional, Gasparini, Paolo, additional, and Girotto, Giorgia, additional

Published
2018
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48. Genome Analyses of >200,000 Individuals Identify 58 Loci for Chronic Inflammation and Highlight Pathways that Link Inflammation and Complex Disorders

Author

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

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 × 10-8). 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.

Published
2018
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49. Genetic analysis of over 1 million people identifies 535 new loci associated with blood pressure traits.

Author

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

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.

Published
2018
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50. Protein-altering variants associated with body mass index implicate pathways that control energy intake and expenditure in obesity

Author

Turcot, Valerie, Lu, Yingchang, Highland, Heather M., Schurmann, Claudia, Justice, Anne E., Fine, Rebecca S., Bradfield, Jonathan P., Esko, Tonu, Giri, Ayush, Graff, Mariaelisa, Guo, Xiuqing, Hendricks, Audrey E., Karaderi, Tugce, Lempradl, Adelheid, Locke, Adam E., Mahajan, Anubha, Marouli, Eirini, Sivapalaratnam, Suthesh, Young, Kristin L., Alfred, Tamuno, Feitosa, Mary F., Masca, Nicholas G. D., Manning, Alisa K., Medina-Gomez, Carolina, Mudgal, Poorva, Ng, Maggie C. Y., Reiner, Alex P., Vedantam, Sailaja, Willems, Sara M., Winkler, Thomas W., Abecasis, Goncalo, Aben, Katja K., Alam, Dewan S., Alharthi, Sameer E., Allison, Matthew, Amouyel, Philippe, Asselbergs, Folkert W., Auer, Paul L., Balkau, Beverley, Bang, Lia E., Barroso, Ines, Bastarache, Lisa, Benn, Marianne, Bergmann, Sven, Bielak, Lawrence F., Blueher, Matthias, Boehnke, Michael, Boeing, Heiner, Boerwinkle, Eric, Boeger, Carsten A., Bork-Jensen, Jette, Bots, Michiel L., Bottinger, Erwin P., Bowden, Donald W., Brandslund, Ivan, Breen, Gerome, Brilliant, Murray H., Broer, Linda, Brumat, Marco, Burt, Amber A., Butterworth, Adam S., Campbell, Peter T., Cappellani, Stefania, Carey, David J., Catamo, Eulalia, Caulfield, Mark J., Chambers, John C., Chasman, Daniel I., Chen, Yii-Der I., Chowdhury, Rajiv, Christensen, Cramer, Chu, Audrey Y., Cocca, Massimiliano, Collins, Francis S., Cook, James P., Corley, Janie, Galbany, Jordi Corominas, Cox, Amanda J., Crosslin, David S., Cuellar-Partida, Gabriel, D'Eustacchio, Angela, Danesh, John, Davies, Gail, Bakker, Paul I. W., Groot, Mark C. H., Mutsert, Renee, Deary, Ian J., Dedoussis, George, Demerath, Ellen W., Heijer, Martin, Hollander, Anneke I., Ruijter, Hester M., Dennis, Joe G., Denny, Josh C., Angelantonio, Emanuele, Drenos, Fotios, Du, Mengmeng, Dube, Marie-Pierre, Dunning, Alison M., Easton, Douglas F., Edwards, Todd L., Ellinghaus, David, Ellinor, Patrick T., Elliott, Paul, Evangelou, Evangelos, Farmaki, Aliki-Eleni, Farooqi, I. Sadaf, Faul, Jessica D., Fauser, Sascha, Feng, Shuang, Ferrannini, Ele, Ferrieres, Jean, Florez, Jose C., Ford, Ian, Fornage, Myriam, Franco, Oscar H., Franke, Andre, Franks, Paul W., Friedrich, Nele, Frikke-Schmidt, Ruth, Galesloot, Tessel E., Gan, Wei, Gandin, Ilaria, Gasparini, Paolo, Gibson, Jane, Giedraitis, Vilmantas, Gjesing, Anette P., Gordon-Larsen, Penny, Gorski, Mathias, Grabe, Hans-Joergen, Grant, Struan F. A., Grarup, Niels, Griffiths, Helen L., Grove, Megan L., Gudnason, Vilmundur, Gustafsson, Stefan, Haessler, Jeff, Hakonarson, Hakon, Hammerschlag, Anke R., Hansen, Torben, Harris, Kathleen Mullan, Harris, Tamara B., Hattersley, Andrew T., Have, Christian T., Hayward, Caroline, He, Liang, Heard-Costa, Nancy L., Heath, Andrew C., Heid, Iris M., Helgeland, Oyvind, Hernesniemi, Jussi, Hewitt, Alex W., Holmen, Oddgeir L., Hovingh, G. Kees, Howson, Joanna M. M., Hu, Yao, Huang, Paul L., Huffman, Jennifer E., Ikram, M. Arfan, Ingelsson, Erik, Jackson, Anne U., Jansson, Jan-Hakan, Jarvik, Gail P., Jensen, Gorm B., Jia, Yucheng, Johansson, Stefan, Jorgensen, Marit E., Jorgensen, Torben, Jukema, J. Wouter, Kahali, Bratati, Kahn, Rene S., Kahonen, Mika, Kamstrup, Pia R., Kanoni, Stavroula, Kaprio, Jaakko, Karaleftheri, Maria, Kardia, Sharon L. R., Karpe, Fredrik, Kathiresan, Sekar, Kee, Frank, Kiemeney, Lambertus A., Kim, Eric, Kitajima, Hidetoshi, Komulainen, Pirjo, Kooner, Jaspal S., Kooperberg, Charles, Korhonen, Tellervo, Kovacs, Peter, Kuivaniemi, Helena, Kutalik, Zoltan, Kuulasmaa, Kari, Kuusisto, Johanna, Laakso, Markku, Lakka, Timo A., Lamparter, David, Lange, Ethan M., Lange, Leslie A., Langenberg, Claudia, Larson, Eric B., Lee, Nanette R., Lehtimaki, Terho, Lewis, Cora E., Li, Huaixing, Li, Jin, Li-Gao, Ruifang, Lin, Honghuang, Lin, Keng-Hung, Lin, Li-An, Lin, Xu, Lind, Lars, Lindstrom, Jaana, Linneberg, Allan, Liu, Ching-Ti, Liu, Dajiang J., Liu, Yongmei, Lo, Ken S., Lophatananon, Artitaya, Lotery, Andrew J., Loukola, Anu, Luan, Jian'an, Lubitz, Steven A., Lyytikainen, Leo-Pekka, Mannisto, Satu, Marenne, Gaelle, Mazul, Angela L., McCarthy, Mark I., McKean-Cowdin, Roberta, Medland, Sarah E., Meidtner, Karina, Milani, Lili, Mistry, Vanisha, Mitchell, Paul, Mohlke, Karen L., Moilanen, Leena, Moitry, Marie, Montgomery, Grant W., Mook-Kanamori, Dennis O., Moore, Carmel, Mori, Trevor A., Morris, Andrew D., Morris, Andrew P., Mueller-Nurasyid, Martina, Munroe, Patricia B., Nalls, Mike A., Narisu, Narisu, Nelson, Christopher P., Neville, Matt, Nielsen, Sune F., Nikus, Kjell, Njolstad, Pal R., Nordestgaard, Borge G., Nyholt, Dale R., O'Connel, Jeffrey R., O'Donoghue, Michelle L., Loohuis, Loes M. Olde, Ophoff, Roel A., Owen, Katharine R., Packard, Chris J., Padmanabhan, Sandosh, Palmer, Colin N. A., Palmer, Nicholette D., Pasterkamp, Gerard, Patel, Aniruddh P., Pattie, Alison, Pedersen, Oluf, Peissig, Peggy L., Peloso, Gina M., Pennell, Craig E., Perola, Markus, Perry, James A., Perry, John R. B., Pers, Tune H., Person, Thomas N., Peters, Annette, Petersen, Eva R. B., Peyser, Patricia A., Pirie, Ailith, Polasek, Ozren, Polderman, Tinca J., Puolijoki, Hannu, Raitakari, Olli T., Rasheed, Asif, Rauramaa, Rainer, Reilly, Dermot F., Renstrom, Frida, Rheinberger, Myriam, Ridker, Paul M., Rioux, John D., Rivas, Manuel A., Roberts, David J., Robertson, Neil R., Robino, Antonietta, Rolandsson, Olov, Rudan, Igor, Ruth, Katherine S., Saleheen, Danish, Salomaa, Veikko, Samani, Nilesh J., Sapkota, Yadav, Sattar, Naveed, Schoen, Robert E., Schreiner, Pamela J., Schulze, Matthias B., Scott, Robert A., Segura-Lepe, Marcelo P., Shah, Svati H., Sheu, Wayne H. -H., Sim, Xueling, Slater, Andrew J., Small, Kerrin S., Smith, Albert V., Southam, Lorraine, Spector, Timothy D., Speliotes, Elizabeth K., Starr, John M., Stefansson, Kari, Steinthorsdottir, Valgerdur, Stirrups, Kathleen E., Strauch, Konstantin, Stringham, Heather M., Stumvoll, Michael, Sun, Liang, Surendran, Praveen, Swift, Amy J., Tada, Hayato, Tansey, Katherine E., Tardif, Jean-Claude, Taylor, Kent D., Teumer, Alexander, Thompson, Deborah J., Thorleifsson, Gudmar, Thorsteinsdottir, Unnur, Thuesen, Betina H., Toenjes, Anke, Tromp, Gerard, Trompet, Stella, Tsafantakis, Emmanouil, Tuomilehto, Jaakko, Tybjaerg-Hansen, Anne, Tyrer, Jonathan P., Uher, Rudolf, Uitterlinden, Andre G., Uusitupa, Matti, Laan, Sander W., Duijn, Cornelia M., Leeuwen, Nienke, van Setten, Jessica, Vanhala, Mauno, Varbo, Anette, Varga, Tibor V., Varma, Rohit, Edwards, Digna R. Velez, Vermeulen, Sita H., Veronesi, Giovanni, Vestergaard, Henrik, Vitart, Veronique, Vogt, Thomas F., Voelker, Uwe, Vuckovic, Dragana, Wagenknecht, Lynne E., Walker, Mark, Wallentin, Lars, Wang, Feijie, Wang, Carol A., Wang, Shuai, Wang, Yiqin, Ware, Erin B., Wareham, Nicholas J., Warren, Helen R., Waterworth, Dawn M., Wessel, Jennifer, White, Harvey D., Willer, Cristen J., Wilson, James G., Witte, Daniel R., Wood, Andrew R., Wu, Ying, Yaghootkar, Hanieh, Yao, Jie, Yao, Pang, Yerges-Armstrong, Laura M., Young, Robin, Zeggini, Eleftheria, Zhan, Xiaowei, Zhang, Weihua, Zhao, Jing Hua, Zhao, Wei, Zhou, Wei, Zondervan, Krina T., Rotter, Jerome I., Pospisilik, John A., Rivadeneira, Fernando, Borecki, Ingrid B., Deloukas, Panos, Frayling, Timothy M., Lettre, Guillaume, North, Kari E., Lindgren, Cecilia M., Hirschhorn, Joel N., Loos, Ruth J. F., Turcot, Valerie, Lu, Yingchang, Highland, Heather M., Schurmann, Claudia, Justice, Anne E., Fine, Rebecca S., Bradfield, Jonathan P., Esko, Tonu, Giri, Ayush, Graff, Mariaelisa, Guo, Xiuqing, Hendricks, Audrey E., Karaderi, Tugce, Lempradl, Adelheid, Locke, Adam E., Mahajan, Anubha, Marouli, Eirini, Sivapalaratnam, Suthesh, Young, Kristin L., Alfred, Tamuno, Feitosa, Mary F., Masca, Nicholas G. D., Manning, Alisa K., Medina-Gomez, Carolina, Mudgal, Poorva, Ng, Maggie C. Y., Reiner, Alex P., Vedantam, Sailaja, Willems, Sara M., Winkler, Thomas W., Abecasis, Goncalo, Aben, Katja K., Alam, Dewan S., Alharthi, Sameer E., Allison, Matthew, Amouyel, Philippe, Asselbergs, Folkert W., Auer, Paul L., Balkau, Beverley, Bang, Lia E., Barroso, Ines, Bastarache, Lisa, Benn, Marianne, Bergmann, Sven, Bielak, Lawrence F., Blueher, Matthias, Boehnke, Michael, Boeing, Heiner, Boerwinkle, Eric, Boeger, Carsten A., Bork-Jensen, Jette, Bots, Michiel L., Bottinger, Erwin P., Bowden, Donald W., Brandslund, Ivan, Breen, Gerome, Brilliant, Murray H., Broer, Linda, Brumat, Marco, Burt, Amber A., Butterworth, Adam S., Campbell, Peter T., Cappellani, Stefania, Carey, David J., Catamo, Eulalia, Caulfield, Mark J., Chambers, John C., Chasman, Daniel I., Chen, Yii-Der I., Chowdhury, Rajiv, Christensen, Cramer, Chu, Audrey Y., Cocca, Massimiliano, Collins, Francis S., Cook, James P., Corley, Janie, Galbany, Jordi Corominas, Cox, Amanda J., Crosslin, David S., Cuellar-Partida, Gabriel, D'Eustacchio, Angela, Danesh, John, Davies, Gail, Bakker, Paul I. W., Groot, Mark C. H., Mutsert, Renee, Deary, Ian J., Dedoussis, George, Demerath, Ellen W., Heijer, Martin, Hollander, Anneke I., Ruijter, Hester M., Dennis, Joe G., Denny, Josh C., Angelantonio, Emanuele, Drenos, Fotios, Du, Mengmeng, Dube, Marie-Pierre, Dunning, Alison M., Easton, Douglas F., Edwards, Todd L., Ellinghaus, David, Ellinor, Patrick T., Elliott, Paul, Evangelou, Evangelos, Farmaki, Aliki-Eleni, Farooqi, I. Sadaf, Faul, Jessica D., Fauser, Sascha, Feng, Shuang, Ferrannini, Ele, Ferrieres, Jean, Florez, Jose C., Ford, Ian, Fornage, Myriam, Franco, Oscar H., Franke, Andre, Franks, Paul W., Friedrich, Nele, Frikke-Schmidt, Ruth, Galesloot, Tessel E., Gan, Wei, Gandin, Ilaria, Gasparini, Paolo, Gibson, Jane, Giedraitis, Vilmantas, Gjesing, Anette P., Gordon-Larsen, Penny, Gorski, Mathias, Grabe, Hans-Joergen, Grant, Struan F. A., Grarup, Niels, Griffiths, Helen L., Grove, Megan L., Gudnason, Vilmundur, Gustafsson, Stefan, Haessler, Jeff, Hakonarson, Hakon, Hammerschlag, Anke R., Hansen, Torben, Harris, Kathleen Mullan, Harris, Tamara B., Hattersley, Andrew T., Have, Christian T., Hayward, Caroline, He, Liang, Heard-Costa, Nancy L., Heath, Andrew C., Heid, Iris M., Helgeland, Oyvind, Hernesniemi, Jussi, Hewitt, Alex W., Holmen, Oddgeir L., Hovingh, G. Kees, Howson, Joanna M. M., Hu, Yao, Huang, Paul L., Huffman, Jennifer E., Ikram, M. Arfan, Ingelsson, Erik, Jackson, Anne U., Jansson, Jan-Hakan, Jarvik, Gail P., Jensen, Gorm B., Jia, Yucheng, Johansson, Stefan, Jorgensen, Marit E., Jorgensen, Torben, Jukema, J. Wouter, Kahali, Bratati, Kahn, Rene S., Kahonen, Mika, Kamstrup, Pia R., Kanoni, Stavroula, Kaprio, Jaakko, Karaleftheri, Maria, Kardia, Sharon L. R., Karpe, Fredrik, Kathiresan, Sekar, Kee, Frank, Kiemeney, Lambertus A., Kim, Eric, Kitajima, Hidetoshi, Komulainen, Pirjo, Kooner, Jaspal S., Kooperberg, Charles, Korhonen, Tellervo, Kovacs, Peter, Kuivaniemi, Helena, Kutalik, Zoltan, Kuulasmaa, Kari, Kuusisto, Johanna, Laakso, Markku, Lakka, Timo A., Lamparter, David, Lange, Ethan M., Lange, Leslie A., Langenberg, Claudia, Larson, Eric B., Lee, Nanette R., Lehtimaki, Terho, Lewis, Cora E., Li, Huaixing, Li, Jin, Li-Gao, Ruifang, Lin, Honghuang, Lin, Keng-Hung, Lin, Li-An, Lin, Xu, Lind, Lars, Lindstrom, Jaana, Linneberg, Allan, Liu, Ching-Ti, Liu, Dajiang J., Liu, Yongmei, Lo, Ken S., Lophatananon, Artitaya, Lotery, Andrew J., Loukola, Anu, Luan, Jian'an, Lubitz, Steven A., Lyytikainen, Leo-Pekka, Mannisto, Satu, Marenne, Gaelle, Mazul, Angela L., McCarthy, Mark I., McKean-Cowdin, Roberta, Medland, Sarah E., Meidtner, Karina, Milani, Lili, Mistry, Vanisha, Mitchell, Paul, Mohlke, Karen L., Moilanen, Leena, Moitry, Marie, Montgomery, Grant W., Mook-Kanamori, Dennis O., Moore, Carmel, Mori, Trevor A., Morris, Andrew D., Morris, Andrew P., Mueller-Nurasyid, Martina, Munroe, Patricia B., Nalls, Mike A., Narisu, Narisu, Nelson, Christopher P., Neville, Matt, Nielsen, Sune F., Nikus, Kjell, Njolstad, Pal R., Nordestgaard, Borge G., Nyholt, Dale R., O'Connel, Jeffrey R., O'Donoghue, Michelle L., Loohuis, Loes M. Olde, Ophoff, Roel A., Owen, Katharine R., Packard, Chris J., Padmanabhan, Sandosh, Palmer, Colin N. A., Palmer, Nicholette D., Pasterkamp, Gerard, Patel, Aniruddh P., Pattie, Alison, Pedersen, Oluf, Peissig, Peggy L., Peloso, Gina M., Pennell, Craig E., Perola, Markus, Perry, James A., Perry, John R. B., Pers, Tune H., Person, Thomas N., Peters, Annette, Petersen, Eva R. B., Peyser, Patricia A., Pirie, Ailith, Polasek, Ozren, Polderman, Tinca J., Puolijoki, Hannu, Raitakari, Olli T., Rasheed, Asif, Rauramaa, Rainer, Reilly, Dermot F., Renstrom, Frida, Rheinberger, Myriam, Ridker, Paul M., Rioux, John D., Rivas, Manuel A., Roberts, David J., Robertson, Neil R., Robino, Antonietta, Rolandsson, Olov, Rudan, Igor, Ruth, Katherine S., Saleheen, Danish, Salomaa, Veikko, Samani, Nilesh J., Sapkota, Yadav, Sattar, Naveed, Schoen, Robert E., Schreiner, Pamela J., Schulze, Matthias B., Scott, Robert A., Segura-Lepe, Marcelo P., Shah, Svati H., Sheu, Wayne H. -H., Sim, Xueling, Slater, Andrew J., Small, Kerrin S., Smith, Albert V., Southam, Lorraine, Spector, Timothy D., Speliotes, Elizabeth K., Starr, John M., Stefansson, Kari, Steinthorsdottir, Valgerdur, Stirrups, Kathleen E., Strauch, Konstantin, Stringham, Heather M., Stumvoll, Michael, Sun, Liang, Surendran, Praveen, Swift, Amy J., Tada, Hayato, Tansey, Katherine E., Tardif, Jean-Claude, Taylor, Kent D., Teumer, Alexander, Thompson, Deborah J., Thorleifsson, Gudmar, Thorsteinsdottir, Unnur, Thuesen, Betina H., Toenjes, Anke, Tromp, Gerard, Trompet, Stella, Tsafantakis, Emmanouil, Tuomilehto, Jaakko, Tybjaerg-Hansen, Anne, Tyrer, Jonathan P., Uher, Rudolf, Uitterlinden, Andre G., Uusitupa, Matti, Laan, Sander W., Duijn, Cornelia M., Leeuwen, Nienke, van Setten, Jessica, Vanhala, Mauno, Varbo, Anette, Varga, Tibor V., Varma, Rohit, Edwards, Digna R. Velez, Vermeulen, Sita H., Veronesi, Giovanni, Vestergaard, Henrik, Vitart, Veronique, Vogt, Thomas F., Voelker, Uwe, Vuckovic, Dragana, Wagenknecht, Lynne E., Walker, Mark, Wallentin, Lars, Wang, Feijie, Wang, Carol A., Wang, Shuai, Wang, Yiqin, Ware, Erin B., Wareham, Nicholas J., Warren, Helen R., Waterworth, Dawn M., Wessel, Jennifer, White, Harvey D., Willer, Cristen J., Wilson, James G., Witte, Daniel R., Wood, Andrew R., Wu, Ying, Yaghootkar, Hanieh, Yao, Jie, Yao, Pang, Yerges-Armstrong, Laura M., Young, Robin, Zeggini, Eleftheria, Zhan, Xiaowei, Zhang, Weihua, Zhao, Jing Hua, Zhao, Wei, Zhou, Wei, Zondervan, Krina T., Rotter, Jerome I., Pospisilik, John A., Rivadeneira, Fernando, Borecki, Ingrid B., Deloukas, Panos, Frayling, Timothy M., Lettre, Guillaume, North, Kari E., Lindgren, Cecilia M., Hirschhorn, Joel N., and Loos, Ruth J. F.

Abstract

Genome-wide association studies (GWAS) have identified >250 loci for body mass index (BMI), implicating pathways related to neuronal biology. Most GWAS loci represent clusters of common, noncoding variants from which pinpointing causal genes remains challenging. Here we combined data from 718,734 individuals to discover rare and low-frequency (minor allele frequency (MAF) < 5%) coding variants associated with BMI. We identified 14 coding variants in 13 genes, of which 8 variants were in genes (ZBTB7B, ACHE, RAPGEF3, RAB21, ZFHX3, ENTPD6, ZFR2 and ZNF169) newly implicated in human obesity, 2 variants were in genes (MC4R and KSR2) previously observed to be mutated in extreme obesity and 2 variants were in GIPR. The effect sizes of rare variants are ~10 times larger than those of common variants, with the largest effect observed in carriers of an MC4R mutation introducing a stop codon (p.Tyr35Ter, MAF = 0.01%), who weighed ~7 kg more than non-carriers. Pathway analyses based on the variants associated with BMI confirm enrichment of neuronal genes and provide new evidence for adipocyte and energy expenditure biology, widening the potential of genetically supported therapeutic targets in obesity., Correction in: Nature Genetics https://doi.org/10.1038/s41588-017-0011-x, published online 22 December 2017. Published online: 3 June 2019https://doi.org/10.1038/s41588-019-0447-2

Published
2018
Full Text
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