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1. Genome-wide analysis identifies genetic effects on reproductive success and ongoing natural selection at the FADS locus

Author

Mathieson, Iain, Day, Felix R, Barban, Nicola, Tropf, Felix C, Brazel, David M, EQTLGen Consortium, BIOS Consortium, Vaez, Ahmad, Van Zuydam, Natalie, Bitarello, Bárbara D, Gardner, Eugene J, Akimova, Evelina T, Azad, Ajuna, Bergmann, Sven, Bielak, Lawrence F, Boomsma, Dorret I, Bosak, Kristina, Brumat, Marco, Buring, Julie E, Cesarini, David, Chasman, Daniel I, Chavarro, Jorge E, Cocca, Massimiliano, Concas, Maria Pina, Davey Smith, George, Davies, Gail, Deary, Ian J, Esko, Tõnu, Faul, Jessica D, FinnGen Study, Franco, Oscar, Ganna, Andrea, Gaskins, Audrey J, Gelemanovic, Andrea, De Geus, Eco JC, Gieger, Christian, Girotto, Giorgia, Gopinath, Bamini, Grabe, Hans Jörgen, Gunderson, Erica P, Hayward, Caroline, He, Chunyan, Van Heemst, Diana, Hill, W David, Hoffmann, Eva R, Homuth, Georg, Hottenga, Jouke Jan, Huang, Hongyang, Hyppӧnen, Elina, Ikram, M Arfan, Jansen, Rick, Johannesson, Magnus, Kamali, Zoha, Kardia, Sharon LR, Kavousi, Maryam, Kifley, Annette, Kiiskinen, Tuomo, Kraft, Peter, Kühnel, Brigitte, Langenberg, Claudia, Liew, Gerald, Lifelines Cohort Study, Lind, Penelope A, Luan, Jian'an, Mägi, Reedik, Magnusson, Patrik KE, Mahajan, Anubha, Martin, Nicholas G, Mbarek, Hamdi, McCarthy, Mark I, McMahon, George, Medland, Sarah E, Meitinger, Thomas, Metspalu, Andres, Mihailov, Evelin, Milani, Lili, Missmer, Stacey A, Mitchell, Paul, Møllegaard, Stine, Mook-Kanamori, Dennis O, Morgan, Anna, Van Der Most, Peter J, De Mutsert, Renée, Nauck, Matthias, Nolte, Ilja M, Noordam, Raymond, Penninx, Brenda WJH, Peters, Annette, Peyser, Patricia A, Polašek, Ozren, Power, Chris, Pribisalic, Ajka, Redmond, Paul, Rich-Edwards, Janet W, Ridker, Paul M, Rietveld, Cornelius A, Ring, Susan M, Rose, Lynda M, Rueedi, Rico, Shukla, Vallari, Smith, Jennifer A, Stankovic, Stasa, Stefánsson, Kári, Stöckl, Doris, Strauch, Konstantin, Swertz, Morris A, Teumer, Alexander, Thorleifsson, Gudmar, Thorsteinsdottir, Unnur, Thurik, A Roy, Timpson, Nicholas J, Turman, Constance, Uitterlinden, André G, Waldenberger, Melanie, Wareham, Nicholas J, Weir, David R, Willemsen, Gonneke, Zhao, Jing Hau, Zhao, Wei, Zhao, Yajie, Snieder, Harold, Den Hoed, Marcel, Ong, Ken K, Mills, Melinda C, Perry, John RB, Mathieson, Iain [0000-0002-4256-3982], Day, Felix R [0000-0003-3789-7651], Vaez, Ahmad [0000-0001-9048-3795], Bitarello, Bárbara D [0000-0001-7676-9367], Gardner, Eugene J [0000-0001-9671-1533], Akimova, Evelina T [0000-0001-8733-3745], Bergmann, Sven [0000-0002-6785-9034], Bielak, Lawrence F [0000-0002-3443-8030], Boomsma, Dorret I [0000-0002-7099-7972], Chasman, Daniel I [0000-0003-3357-0862], Chavarro, Jorge E [0000-0002-4436-9630], Cocca, Massimiliano [0000-0002-1127-7596], Concas, Maria Pina [0000-0003-3598-2537], Davey Smith, George [0000-0002-1407-8314], Davies, Gail [0000-0003-1120-7026], Franco, Oscar [0000-0002-4606-4929], Ganna, Andrea [0000-0002-8147-240X], Gaskins, Audrey J [0000-0001-9195-646X], Gieger, Christian [0000-0001-6986-9554], Girotto, Giorgia [0000-0003-4507-6589], Grabe, Hans Jörgen [0000-0003-3684-4208], Gunderson, Erica P [0000-0002-2039-1964], He, Chunyan [0000-0001-9443-4368], Hoffmann, Eva R [0000-0002-2588-0652], Homuth, Georg [0000-0001-6839-0605], Hottenga, Jouke Jan [0000-0002-5668-2368], Hyppӧnen, Elina [0000-0003-3670-9399], Ikram, M Arfan [0000-0003-0372-8585], Jansen, Rick [0000-0002-3333-6737], Johannesson, Magnus [0000-0001-8759-6393], Kamali, Zoha [0000-0001-6492-5887], Kavousi, Maryam [0000-0001-5976-6519], Kifley, Annette [0000-0002-3764-4905], Kiiskinen, Tuomo [0000-0002-6306-8227], Kraft, Peter [0000-0002-4472-8103], Langenberg, Claudia [0000-0002-5017-7344], Lind, Penelope A [0000-0002-3887-2598], Luan, Jian'an [0000-0003-3137-6337], Magnusson, Patrik KE [0000-0002-7315-7899], Mahajan, Anubha [0000-0001-5585-3420], Mbarek, Hamdi [0000-0002-1108-0371], Metspalu, Andres [0000-0002-3718-796X], Milani, Lili [0000-0002-5323-3102], Møllegaard, Stine [0000-0001-5676-2248], Morgan, Anna [0000-0001-6290-445X], van der Most, Peter J [0000-0001-8450-3518], Nauck, Matthias [0000-0002-6678-7964], Nolte, Ilja M [0000-0001-5047-4077], Noordam, Raymond [0000-0001-7801-809X], Peters, Annette [0000-0001-6645-0985], Peyser, Patricia A [0000-0002-9717-8459], Pribisalic, Ajka [0000-0002-3725-3728], Rietveld, Cornelius A [0000-0003-4053-1861], Ring, Susan M [0000-0003-3103-9330], Smith, Jennifer A [0000-0002-3575-5468], Stankovic, Stasa [0000-0002-6602-1379], Teumer, Alexander [0000-0002-8309-094X], Thurik, A Roy [0000-0002-0242-6908], Timpson, Nicholas J [0000-0002-7141-9189], Uitterlinden, André G [0000-0002-7276-3387], Waldenberger, Melanie [0000-0003-0583-5093], Wareham, Nicholas J [0000-0003-1422-2993], Weir, David R [0000-0002-1661-2402], Zhao, Wei [0000-0001-7388-0692], Zhao, Yajie [0000-0002-2747-0219], Snieder, Harold [0000-0003-1949-2298], den Hoed, Marcel [0000-0001-8081-428X], Ong, Ken K [0000-0003-4689-7530], Mills, Melinda C [0000-0003-1704-0001], Perry, John RB [0000-0001-6483-3771], and Apollo - University of Cambridge Repository

Subjects
Aging, Fertility, Reproduction, Humans, Female, Menopause, Selection, Genetic, FOS: Medical biotechnology, Child
Abstract

Identifying genetic determinants of reproductive success may highlight mechanisms underlying fertility and identify alleles under present-day selection. Using data in 785,604 individuals of European ancestry, we identified 43 genomic loci associated with either number of children ever born (NEB) or childlessness. These loci span diverse aspects of reproductive biology, including puberty timing, age at first birth, sex hormone regulation, endometriosis and age at menopause. Missense variants in ARHGAP27 were associated with higher NEB but shorter reproductive lifespan, suggesting a trade-off at this locus between reproductive ageing and intensity. Other genes implicated by coding variants include PIK3IP1, ZFP82 and LRP4, and our results suggest a new role for the melanocortin 1 receptor (MC1R) in reproductive biology. As NEB is one component of evolutionary fitness, our identified associations indicate loci under present-day natural selection. Integration with data from historical selection scans highlighted an allele in the FADS1/2 gene locus that has been under selection for thousands of years and remains so today. Collectively, our findings demonstrate that a broad range of biological mechanisms contribute to reproductive success.

Published
2023

2. A principal component meta-analysis on multiple anthropometric traits identifies novel loci for body shape

Author

Niina Eklund, Robert C. Kaplan, Niek Verweij, Marcus Richards, Nancy L. Heard-Costa, Angelo Tremblay, Lu Qi, Andres Metspalu, Mark A. Sarzynski, Charleston W. K. Chiang, Tõnu Esko, Jaana Lindström, Pirro G. Hysi, Torben Hansen, James F. Wilson, Serena Sanna, Marie-Claude Vohl, Lynda M. Rose, Daniele Cusi, Megan T. Smith, Anne U. Jackson, Jing Hua Zhao, Anubha Mahajan, Nele Friedrich, Marcel Bruinenberg, Lori L. Bonnycastle, Ilja M. Nolte, Timothy M. Frayling, Weihua Zhang, Lavinia Paternoster, Jenny van Dongen, Torben Jørgensen, Aarno Palotie, Jana V. van Vliet-Ostaptchouk, Martin Farrall, Konstantin Strauch, Jan Smit, Zoltán Kutalik, Anne E. Justice, Elisabeth Widen, Tuomo Rankinen, Timo A. Lakka, Maria Dimitriou, Louis Pérusse, Peter J. van der Most, Yun Ju Sung, George Dedoussis, Caroline Hayward, Tom Wilsgaard, Peter P. Pramstaller, Maria Karaleftheri, Seppo Koskinen, Clive Osmond, Panos Deloukas, David J. Hunter, Kathleen Stirrups, Nicola Glorioso, Andrew T. Hattersley, Hugh Watkins, Sven Bergmann, Eric Boerwinkle, Catharina A. Hartman, Anke Tönjes, Daniel I. Chasman, May E. Montasser, Alan James, Ben A. Oostra, Nigel W. Rayner, Massimo Mangino, Ron T. Gansevoort, Cristina Barlassina, Johanna Kuusisto, Andrew A. Hicks, Roberto Lorbeer, Tomi Laitinen, Narisu Narisu, Stefan R. Bornstein, Gemma Cadby, Johan G. Eriksson, Gudmar Thorleifsson, Erika Salvi, Jari Lahti, Cornelia M. van Duijn, Janina M. Jeff, Heather M. Stringham, Bruce M. Psaty, Thomas W. Winkler, Paul M. Ridker, Unnur Thorsteinsdottir, Lyle J. Palmer, Alexander Teumer, Jürgen Gräßler, Allan Linneberg, Francesca D'Avila, Markku Heliövaara, Harald Grallert, Ivana Kolcic, Kari E. North, Eleftheria Zeggini, James S. Pankow, Alena Standáková, Marjo-Riitta Järvelin, Ozren Polasek, Krista Fischer, Valeriya Lyssenko, Thorkild I. A. Sørensen, André G. Uitterlinden, Stavroula Kanoni, Caroline S. Fox, Sophie R. Wang, Treva Rice, Maria Grazia Pilia, Olli T. Raitakari, Claudia Langenberg, Thomas Sparsø, Emmanouil Tsafantakis, Irene Pichler, Kathy Ryan, Eero Jokinen, Mika Kähönen, Leif Groop, Irene Mateo Leach, Gabriele Müller, Annette Peters, Peter Vollenweider, Oddgeir L. Holmen, David Schlessinger, Paul Knekt, M. Carola Zillikens, Evelin Mihailov, Erkki Vartiainen, Nicholas J. Wareham, Francis S. Collins, Sirkka Keinänen-Kiukaanniemi, Mark I. McCarthy, Joel N. Hirschhorn, Frank B. Hu, Janina S. Ried, Valgerdur Steinthorsdottir, Shapour Jalilzadeh, Peter Kovacs, Anuj Goel, Pim van der Harst, Peter Schwarz, Mathias Gorski, Jorma Viikari, Uwe Völker, Cecilia M. Lindgren, Theodosios Kyriakou, Morris A. Swertz, Inga Prokopenko, Ken K. Ong, Leena Kinnunen, Markus Perola, Kristian Hveem, Matthias Blüher, Rebecca Mills, Albertine J. Oldehinkel, Anders Hamsten, Mattias Lorentzon, Joel Eriksson, Karen L. Mohlke, Rasmus Ribel-Madsen, Pekka Jousilahti, Paolo Manunta, Eva Albrecht, Jeffrey R. O'Connell, Wendy L. McArdle, Amy J. Swift, Dorret I. Boomsma, Harry Campbell, Fracensco Cucca, Aaron Isaacs, Andrew Wong, Georg Homuth, Laura M. Yerges-Armstrong, Carolina Medina-Gomez, Kay-Tee Khaw, Claes Ohlsson, Claude Bouchard, John Blangero, Aliki-Eleni Farmaki, Lorraine Southam, Anette P. Gjesing, Traci M. Bartz, Dabeeru C. Rao, Andrew P. Morris, David P. Strachan, Nita G. Forouhi, Eco J. C. de Geus, Jaakko Tuomilehto, Antti Jula, Ryan W. Walker, Mary F. Feitosa, Reedik Mägi, Aki S. Havulinna, Inger Njølstad, Alan R. Shudiner, Jennifer E. Huffman, Peter Lichtner, Richard N. Bergman, Mariaelisa Graff, Diana Kuh, Tim D. Spector, Robert Luben, Veikko Salomaa, Christian Gieger, Jaspal S. Kooner, Teresa Ferreira, Jennifer L. Bragg-Gresham, Sylvain Sebert, Terho Lehtimäki, Heikki A. Koistinen, Alexandra M. Lewin, Alexessander Couto Alves, Peter S. Chines, Lise Lotte N. Husemoen, Salome Scholtens, Yii-Der Ida Chen, Kati Kristiansson, Barbara McKnight, Sara M. Willems, Rainer Rauramaa, Satu Männistö, Stephan J. L. Bakker, Angela Döring, Audrey Y. Chu, Niels Grarup, Matti Uusitupa, Hannu Puolijoki, L. Adrienne Cupples, Veronique Vitart, Marie Neergaard Harder, Jouke-Jan Hottenga, Kari Stefansson, Alan F. Wright, Igor Rudan, Keri L. Monda, Jian'an Luan, Robert A. Scott, Albert Hofman, Tarunveer S. Ahluwalia, Liesbeth Vandenput, Maija Hassinen, Sarah H. Wild, Iris M. Heid, Brenda W.J.H. Penninx, John C. Chambers, Claire Bellis, Nicholas D. Hastie, Ruth J. F. Loos, Martina Müller-Nurasyid, Johanne Marie Justesen, Gérard Waeber, Jennie Hui, Gonçalo R. Abecasis, Ishminder K. Kooner, Harold Snieder, Judith M. Vonk, Ioanna Tachmazidou, Ronald P. Stolk, Michael Stumvoll, Till Ittermann, Oluf Pedersen, Ingrid B. Borecki, Gonneke Willemsen, Jagvir Grewal, Markku Laakso, Arthur W. Musk, Eero Kajantie, Hans L. Hillege, Michael Boehnke, Cristina Venturini, Lili Milani, John Beilby, Fernando Rivadeneira, Biochemie, RS: FHML MaCSBio, RS: CARIM - R1.06 - Genetic Epidemiology and Genomics of cardiovascular diseases, Goel, Anuj [0000-0003-2307-4021], Jackson, Anne U [0000-0002-9672-2547], Kristiansson, Kati [0000-0003-4688-107X], Medina-Gomez, Carolina [0000-0001-7999-5538], Nolte, Ilja M [0000-0001-5047-4077], Prokopenko, Inga [0000-0003-1624-7457], Teumer, Alexander [0000-0002-8309-094X], Wong, Andrew [0000-0003-2079-4779], Beilby, John [0000-0002-4915-2254], Bergmann, Sven [0000-0002-6785-9034], Strachan, David P [0000-0001-7854-1366], Apollo - University of Cambridge Repository, Life Course Epidemiology (LCE), Cardiovascular Centre (CVC), Groningen Institute for Organ Transplantation (GIOT), Lifestyle Medicine (LM), Groningen Kidney Center (GKC), Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Groningen Energy & Sustainability Programme, Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Groningen Research Institute for Asthma and COPD (GRIAC), Center for Liver, Digestive and Metabolic Diseases (CLDM), Biological Psychology, EMGO+ - Lifestyle, Overweight and Diabetes, Children's Hospital, Lastentautien yksikkö, Clinicum, Institute for Molecular Medicine Finland, Behavioural Sciences, Johan Eriksson / Principal Investigator, Department of General Practice and Primary Health Care, Department of Medicine, Endokrinologian yksikkö, Aarno Palotie / Principal Investigator, Elisabeth Ingrid Maria Widen / Principal Investigator, University of Helsinki, Leif Groop Research Group, Quantitative Genetics, HUS Children and Adolescents, Developmental Psychology Research Group, Complex Disease Genetics, Genomics of Neurological and Neuropsychiatric Disorders, Genomic Discoveries and Clinical Translation, School of Medicine / Clinical Medicine, School of Medicine / Biomedicine,School of Medicine / Clinical Nutrition, Ried, Janina S., Jeff, Janina M., Chu, Audrey Y., Bragg Gresham, Jennifer L., Van Dongen, Jenny, Huffman, Jennifer E., Ahluwalia, Tarunveer S., Cadby, Gemma, Eklund, Niina, Eriksson, Joel, Esko, Toñu, Feitosa, Mary F., Goel, Anuj, Gorski, Mathia, Hayward, Caroline, Heard Costa, Nancy L., Jackson, Anne U., Jokinen, Eero, Kanoni, Stavroula, Kristiansson, Kati, Kutalik, Zoltán, Lahti, Jari, Luan, Jian'An, Mägi, Reedik, Mahajan, Anubha, Mangino, Massimo, Medina Gomez, Carolina, Monda, Keri L., Nolte, Ilja M., Pérusse, Loui, Prokopenko, Inga, Qi, Lu, Rose, Lynda M., Salvi, Erika, Smith, Megan T., Snieder, Harold, Standáková, Alena, Ju Sung, Yun, Tachmazidou, Ioanna, Teumer, Alexander, Thorleifsson, Gudmar, Van Der Harst, Pim, Walker, Ryan W., Wang, Sophie R., Wild, Sarah H., Willems, Sara M., Wong, Andrew, Zhang, Weihua, Albrecht, Eva, Couto Alves, Alexessander, Bakker, Stephan J. L., Barlassina, Cristina, Bartz, Traci M., Beilby, John, Bellis, Claire, Bergman, Richard N., Bergmann, Sven, Blangero, John, Blüher, Matthia, Boerwinkle, Eric, Bonnycastle, Lori L., Bornstein, Stefan R., Bruinenberg, Marcel, Campbell, Harry, Chen, Yii Der Ida, Chiang, Charleston W. K., Chines, Peter S., Collins, Francis S, Cucca, Fracensco, Cupples, L. Adrienne, D'Avila, Francesca, De Geus, Eco J. C., Dedoussis, George, Dimitriou, Maria, Döring, Angela, Eriksson, Johan G., Farmaki, Aliki Eleni, Farrall, Martin, Ferreira, Teresa, Fischer, Krista, Forouhi, Nita G., Friedrich, Nele, Gjesing, Anette Prior, Glorioso, Nicola, Graff, Mariaelisa, Grallert, Harald, Grarup, Niel, Gräßler, Jürgen, Grewal, Jagvir, Hamsten, Ander, Harder, Marie Neergaard, Hartman, Catharina A., Hassinen, Maija, Hastie, Nichola, Hattersley, Andrew Tym, Havulinna, Aki S., Heliövaara, Markku, Hillege, Han, Hofman, Albert, Holmen, Oddgeir, Homuth, Georg, Hottenga, Jouke Jan, Hui, Jennie, Husemoen, Lise Lotte, Hysi, Pirro G., Isaacs, Aaron, Ittermann, Till, Jalilzadeh, Shapour, James, Alan L., Jørgensen, Torben, Jousilahti, Pekka, Jula, Antti, Marie Justesen, Johanne, Justice, Anne E., Kähönen, Mika, Karaleftheri, Maria, Tee Khaw, Kay, Keinanen Kiukaanniemi, Sirkka M., Kinnunen, Leena, Knekt, Paul B., Koistinen, Heikki A., Kolcic, Ivana, Kooner, Ishminder K., Koskinen, Seppo, Kovacs, Peter, Kyriakou, Theodosio, Laitinen, Tomi, Langenberg, Claudia, Lewin, Alexandra M., Lichtner, Peter, Lindgren, Cecilia M., Lindström, Jaana, Linneberg, Allan, Lorbeer, Roberto, Lorentzon, Mattia, Luben, Robert, Lyssenko, Valeriya, Männistö, Satu, Manunta, Paolo, Leach, Irene Mateo, Mcardle, Wendy L., Mcknight, Barbara, Mohlke, Karen L., Mihailov, Evelin, Milani, Lili, Mills, Rebecca, Montasser, May E., Morris, Andrew P., Müller, Gabriele, Musk, Arthur W., Narisu, Narisu, Ong, Ken K., Oostra, Ben A., Osmond, Clive, Palotie, Aarno, Pankow, James S., Paternoster, Lavinia, Penninx, Brenda W., Pichler, Irene, Pilia, Maria G., Polašek, Ozren, Pramstaller, Peter P., Raitakari, Olli T, Rankinen, Tuomo, Rao, D. C., Rayner, Nigel W., Ribel Madsen, Rasmu, Rice, Treva K., Richards, Marcu, Ridker, Paul M., Rivadeneira, Fernando, Ryan, Kathy A., Sanna, Serena, Sarzynski, Mark A., Scholtens, Salome, Scott, Robert A., Sebert, Sylvain, Southam, Lorraine, Sparsø, Thomas Hempel, Steinthorsdottir, Valgerdur, Stirrups, Kathleen, Stolk, Ronald P., Strauch, Konstantin, Stringham, Heather M., Swertz, Morris A., Swift, Amy J., Tönjes, Anke, Tsafantakis, Emmanouil, Van Der Most, Peter J., Van Vliet Ostaptchouk, Jana V., Vandenput, Liesbeth, Vartiainen, Erkki, Venturini, Cristina, Verweij, Niek, Viikari, Jorma S., Vitart, Veronique, Vohl, Marie Claude, Vonk, Judith M., Waeber, Gérard, Widén, Elisabeth, Willemsen, Gonneke, Wilsgaard, Tom, Winkler, Thomas W., Wright, Alan F., Yerges Armstrong, Laura M., Zhao, Jing Hua, Carola Zillikens, M., Boomsma, Dorret I., Bouchard, Claude, Chambers, John C., Chasman, Daniel I., Cusi, Daniele, Gansevoort, Ron T., Gieger, Christian, Hansen, Torben, Hicks, Andrew A., Hu, Frank, Hveem, Kristian, Jarvelin, Marjo Riitta, Kajantie, Eero, Kooner, Jaspal S., Kuh, Diana, Kuusisto, Johanna, Laakso, Markku, Lakka, Timo A., Lehtimäki, Terho, Metspalu, Andre, Njølstad, Inger, Ohlsson, Clae, Oldehinkel, Albertine J., Palmer, Lyle J., Pedersen, Oluf, Perola, Marku, Peters, Annette, Psaty, Bruce M., Puolijoki, Hannu, Rauramaa, Rainer, Rudan, Igor, Salomaa, Veikko, Schwarz, Peter E. H., Shudiner, Alan R., Smit, Jan H., Sørensen, Thorkild I. A., Spector, Timothy D., Stefansson, Kari, Stumvoll, Michael, Tremblay, Angelo, Tuomilehto, Jaakko, Uitterlinden, André G., Uusitupa, Matti, Völker, Uwe, Vollenweider, Peter, Wareham, Nicholas J., Watkins, Hugh, Wilson, James F., Zeggini, Eleftheria, Abecasis, Goncalo R., Boehnke, Michael, Borecki, Ingrid B., Deloukas, Pano, Van Duijn, Cornelia M., Fox, Caroline, Groop, Leif C., Heid, Iris M., Hunter, David J., Kaplan, Robert C., Mccarthy, Mark I., North, Kari E., O'Connell, Jeffrey R., Schlessinger, David, Thorsteinsdottir, Unnur, Strachan, David P., Frayling, Timothy, Hirschhorn, Joel N., Müller Nurasyid, Martina, Loos, Ruth J. F., Internal medicine, Psychiatry, EMGO - Mental health, Public Health, Epidemiology, Surgery, Internal Medicine, Erasmus MC other, and Child and Adolescent Psychiatry / Psychology

Subjects
0301 basic medicine, Netherlands Twin Register (NTR), Statistical methods, General Physics and Astronomy, Genome-wide association study, Genome-wide association studies, Mice, HEIGHT, Body Size, Mass index, 2. Zero hunger, Genetics, Principal Component Analysis, Multidisciplinary, VDP::Medisinske Fag: 700::Helsefag: 800::Samfunnsmedisin, sosialmedisin: 801, Anthropometry, Chemistry (all), Phenotype, Common, gene, body, shape, Multidisciplinary Sciences, Principal component analysis, Trait, Science & Technology - Other Topics, DIET-INDUCED OBESITY, Waist, Genotype, 515 Psychology, Science, EARLY-ONSET, Snp, BIOLOGY, HIP RATIO, Genome-wide association studies Statistical methods, Biology, General Biochemistry, Genetics and Molecular Biology, Article, 03 medical and health sciences, Physics and Astronomy (all), MASS INDEX, DISEASE ASSOCIATIONS, RESOURCE, MD Multidisciplinary, Humans, GENOME-WIDE ASSOCIATION, Biochemistry, Genetics and Molecular Biology (all), Science & Technology, Models, Genetic, ta1184, FAT DISTRIBUTION, General Chemistry, ta3121, 030104 developmental biology, 3121 General medicine, internal medicine and other clinical medicine, 3111 Biomedicine, VDP::Medical disciplines: 700::Health sciences: 800::Community medicine, Social medicine: 801, Body mass index, Genome-Wide Association Study
Abstract

Large consortia have revealed hundreds of genetic loci associated with anthropometric traits, one trait at a time. We examined whether genetic variants affect body shape as a composite phenotype that is represented by a combination of anthropometric traits. We developed an approach that calculates averaged PCs (AvPCs) representing body shape derived from six anthropometric traits (body mass index, height, weight, waist and hip circumference, waist-to-hip ratio). The first four AvPCs explain >99% of the variability, are heritable, and associate with cardiometabolic outcomes. We performed genome-wide association analyses for each body shape composite phenotype across 65 studies and meta-analysed summary statistics. We identify six novel loci: LEMD2 and CD47 for AvPC1, RPS6KA5/C14orf159 and GANAB for AvPC3, and ARL15 and ANP32 for AvPC4. Our findings highlight the value of using multiple traits to define complex phenotypes for discovery, which are not captured by single-trait analyses, and may shed light onto new pathways., published version, peerReviewed

Published
2016
Full Text
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3. 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, Valérie, 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, Tõnu, Vedantam, Sailaja, Giri, Ayush, Lo, Ken Sin, Alfred, Tamuno, Mudgal, Poorva, Ng, Maggie CY, Heard-Costa, Nancy L, Feitosa, Mary F, Manning, Alisa K, Willems, Sara M, Sivapalaratnam, Suthesh, Abecasis, Goncalo, Alam, Dewan S, Allison, Matthew, Amouyel, Philippe, Arzumanyan, Zorayr, Balkau, Beverley, Bastarache, Lisa, Bergmann, Sven, Bielak, Lawrence F, Blüher, Matthias, Boehnke, Michael, Boeing, Heiner, Boerwinkle, Eric, Böger, Carsten A, Bork-Jensen, Jette, Bottinger, Erwin P, Bowden, Donald W, Brandslund, Ivan, Broer, Linda, Burt, Amber A, Butterworth, Adam S, Caulfield, Mark J, Cesana, Giancarlo, Chambers, John C, Chasman, Daniel I, Chen, Yii-Der Ida, Chowdhury, Rajiv, Christensen, Cramer, Chu, Audrey Y, Collins, Francis S, Cook, James P, Cox, Amanda J, Crosslin, David S, Danesh, John, de Bakker, Paul IW, Denus, Simon de, Mutsert, Renée de, Dedoussis, George, Demerath, Ellen W, Dennis, Joe G, Denny, Josh C, Angelantonio, Emanuele Di, Dörr, Marcus, Drenos, Fotios, Dubé, 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, Grove, Megan L, Gustafsson, Stefan, Haessler, Jeff, Hansen, Torben, Hattersley, Andrew T, Hayward, Caroline, Heid, Iris M, Holmen, Oddgeir L, Hovingh, G Kees, Howson, Joanna MM, Hu, Yao, Hung, Yi-Jen, Hveem, Kristian, Ikram, M Arfan, Ingelsson, Erik, Jackson, Anne U, Jarvik, Gail P, Jia, Yucheng, Jørgensen, Torben, 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Mariaelisa, Lu, Yingchang, Turcot, Valérie, 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, Tõnu, 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, Arzumanyan, Zorayr, Balkau, Beverley, Bastarache, Lisa, Bergmann, Sven, Bielak, Lawrence F., Blüher, Matthia, Boehnke, Michael, Boeing, Heiner, Boerwinkle, Eric, Böger, Carsten A., Bork-Jensen, Jette, Bottinger, Erwin P., Bowden, Donald W., Brandslund, Ivan, Broer, Linda, Burt, Amber A., Butterworth, Adam S., Caulfield, Mark J., Cesana, Giancarlo, Chambers, John C., Chasman, Daniel I., Chen, Yii-Der Ida, Chowdhury, Rajiv, Christensen, Cramer, Chu, Audrey Y., Collins, Francis S., Cook, James P., Cox, Amanda J., Crosslin, David S., Danesh, John, de Bakker, Paul I. W., Denus, Simon de, Mutsert, Renée de, Dedoussis, George, Demerath, Ellen W., Dennis, Joe G., Denny, Josh C., Angelantonio, Emanuele Di, Dörr, Marcu, Drenos, Fotio, Dubé, Marie-Pierre, Dunning, Alison M., Easton, Douglas F., Elliott, Paul, Evangelou, Evangelo, 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, Vilmanta, Girotto, Giorgia, Gorski, Mathia, Grallert, Harald, Grarup, Niel, Grove, Megan L., Gustafsson, Stefan, Haessler, Jeff, Hansen, Torben, Hattersley, Andrew T., Hayward, Caroline, Heid, Iris M., Holmen, Oddgeir L., Hovingh, G. Kee, Howson, Joanna M. M., Hu, Yao, Hung, Yi-Jen, Hveem, Kristian, Ikram, M. Arfan, Ingelsson, Erik, Jackson, Anne U., Jarvik, Gail P., Jia, Yucheng, Jørgensen, 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, Krämer, Bernhard K., Kuulasmaa, Kari, Kuusisto, Johanna, Laakso, Markku, Lakka, Timo A., Lamparter, David, Lange, Leslie A., Langenberg, Claudia, Larson, Eric B., Lee, Nanette R., Lee, Wen-Jane, Lehtimäki, Terho, Lewis, Cora E., Li, Huaixing, Li, Jin, Li-Gao, Ruifang, Lin, Li-An, Lin, Xu, Lind, Lar, Lindström, Jaana, Linneberg, Allan, Liu, Ching-Ti, Liu, Dajiang J., Luan, Jian’An, Lyytikäinen, Leo-Pekka, Macgregor, Stuart, Mägi, Reedik, Männistö, Satu, Marenne, Gaëlle, Marten, Jonathan, Masca, Nicholas G. D., Mccarthy, Mark I., Meidtner, Karina, Mihailov, Evelin, Moilanen, Leena, Moitry, Marie, Mook-Kanamori, Dennis O., Morgan, Anna, Morris, Andrew P., Müller-Nurasyid, Martina, Munroe, Patricia B., Narisu, Narisu, Nelson, Christopher P., Neville, Matt, Ntalla, Ioanna, O’Connell, Jeffrey R., Owen, Katharine R., Pedersen, Oluf, Peloso, Gina M., Pennell, Craig E., Perola, Marku, Perry, James A., Perry, John R. B., Pers, Tune H., Ewing, Ailith, Polasek, Ozren, Raitakari, Olli T., 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., Tönjes, Anke, Torres, Mina, Tsafantakis, Emmanouil, Tuomilehto, Jaakko, Uitterlinden, André 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, Lar, Wang, Feijie, Wang, Carol A., Wang, Shuai, Wareham, Nicholas 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, Yerges-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, Pano, Frayling, Timothy M., Lettre, Guillaume, Mohlke, Karen L., Rotter, Jerome I., Kutalik, Zoltán, Hirschhorn, Joel N., Cupples, L. Adrienne, Loos, Ruth J. F., North, Kari E., Lindgren, Cecilia M., APH - Societal Participation & Health, APH - Health Behaviors & Chronic Diseases, APH - Aging & Later Life, Epidemiology and Data Science, and VU University medical center

Subjects
Exome/genetics, Male, ReproGen Consortium, Adipose tissue, Genome-wide association study, Type 2 diabetes, White adipose tissue, Body Mass Index, Animals, Body Fat Distribution, Case-Control Studies, Drosophila, Exome, Female, Gene Frequency, Genetic Predisposition to Disease, Genetic Variation, Genome-Wide Association Study, Homeostasis, Humans, Lipids, Proteins, Risk Factors, Waist-Hip Ratio, 0302 clinical medicine, Hyperlipidemia, Body fat distribution, 2. Zero hunger, Genetics, 0303 health sciences, INSULIN-RESISTANCE, ADIPOCYTE DIFFERENTIATION, CHD Exome+ Consortium, Genetic Predisposition to Disease/genetics, Drosophila/genetics, RS11209026 POLYMORPHISM, KINASE 7, 1184 Genetics, developmental biology, physiology, T2D-Genes Consortium, 11 Medical And Health Sciences, Body Fat Distribution/methods, RECEPTOR ALK7, ADIPOSE-TISSUE, Gene Frequency/genetics, Genetic Variation/genetics, InterAct, Urological cancers Radboud Institute for Health Sciences [Radboudumc 15], genetic association study, RNA splicing, Proteins/genetics, Genome-Wide Association Study/methods, Lipid particle, ExomeBP Consortium, WAIST CIRCUMFERENCE, Waist-Hip Ratio/methods, Biology, EPIC-CVD Consortium, Article, MAGIC Investigators, 03 medical and health sciences, Homeostasis/genetics, Lipids/genetics, All institutes and research themes of the Radboud University Medical Center, medicine, Global Lipids Genetic Consortium, Risk factor, GENOME-WIDE ASSOCIATION, ABDOMINAL ADIPOSITY, Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) Consortium, Gene, 030304 developmental biology, 06 Biological Sciences, medicine.disease, Minor allele frequency, GoT2D Genes Consortium, genetics research, TYPE-2 DIABETES SUSCEPTIBILITY, 3111 Biomedicine, Body mass index, 030217 neurology & neurosurgery, Developmental Biology
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 9 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., Editorial summary: A trans-ethnic exome-wide association study for body fat distribution identifies protein-coding variants that are significantly associated with waist-to-hip ratio adjusted for body mass index.

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