%0 Journal Article %J Nat Genet %D 2011 %T Genome-wide association and large-scale follow up identifies 16 new loci influencing lung function. %A Soler Artigas, Maria %A Loth, Daan W %A Wain, Louise V %A Gharib, Sina A %A Obeidat, Ma'en %A Tang, Wenbo %A Zhai, Guangju %A Zhao, Jing Hua %A Smith, Albert Vernon %A Huffman, Jennifer E %A Albrecht, Eva %A Jackson, Catherine M %A Evans, David M %A Cadby, Gemma %A Fornage, Myriam %A Manichaikul, Ani %A Lopez, Lorna M %A Johnson, Toby %A Aldrich, Melinda C %A Aspelund, Thor %A Barroso, Inês %A Campbell, Harry %A Cassano, Patricia A %A Couper, David J %A Eiriksdottir, Gudny %A Franceschini, Nora %A Garcia, Melissa %A Gieger, Christian %A Gislason, Gauti Kjartan %A Grkovic, Ivica %A Hammond, Christopher J %A Hancock, Dana B %A Harris, Tamara B %A Ramasamy, Adaikalavan %A Heckbert, Susan R %A Heliövaara, Markku %A Homuth, Georg %A Hysi, Pirro G %A James, Alan L %A Jankovic, Stipan %A Joubert, Bonnie R %A Karrasch, Stefan %A Klopp, Norman %A Koch, Beate %A Kritchevsky, Stephen B %A Launer, Lenore J %A Liu, Yongmei %A Loehr, Laura R %A Lohman, Kurt %A Loos, Ruth J F %A Lumley, Thomas %A Al Balushi, Khalid A %A Ang, Wei Q %A Barr, R Graham %A Beilby, John %A Blakey, John D %A Boban, Mladen %A Boraska, Vesna %A Brisman, Jonas %A Britton, John R %A Brusselle, Guy G %A Cooper, Cyrus %A Curjuric, Ivan %A Dahgam, Santosh %A Deary, Ian J %A Ebrahim, Shah %A Eijgelsheim, Mark %A Francks, Clyde %A Gaysina, Darya %A Granell, Raquel %A Gu, Xiangjun %A Hankinson, John L %A Hardy, Rebecca %A Harris, Sarah E %A Henderson, John %A Henry, Amanda %A Hingorani, Aroon D %A Hofman, Albert %A Holt, Patrick G %A Hui, Jennie %A Hunter, Michael L %A Imboden, Medea %A Jameson, Karen A %A Kerr, Shona M %A Kolcic, Ivana %A Kronenberg, Florian %A Liu, Jason Z %A Marchini, Jonathan %A McKeever, Tricia %A Morris, Andrew D %A Olin, Anna-Carin %A Porteous, David J %A Postma, Dirkje S %A Rich, Stephen S %A Ring, Susan M %A Rivadeneira, Fernando %A Rochat, Thierry %A Sayer, Avan Aihie %A Sayers, Ian %A Sly, Peter D %A Smith, George Davey %A Sood, Akshay %A Starr, John M %A Uitterlinden, André G %A Vonk, Judith M %A Wannamethee, S Goya %A Whincup, Peter H %A Wijmenga, Cisca %A Williams, O Dale %A Wong, Andrew %A Mangino, Massimo %A Marciante, Kristin D %A McArdle, Wendy L %A Meibohm, Bernd %A Morrison, Alanna C %A North, Kari E %A Omenaas, Ernst %A Palmer, Lyle J %A Pietiläinen, Kirsi H %A Pin, Isabelle %A Pola Sbreve Ek, Ozren %A Pouta, Anneli %A Psaty, Bruce M %A Hartikainen, Anna-Liisa %A Rantanen, Taina %A Ripatti, Samuli %A Rotter, Jerome I %A Rudan, Igor %A Rudnicka, Alicja R %A Schulz, Holger %A Shin, So-Youn %A Spector, Tim D %A Surakka, Ida %A Vitart, Veronique %A Völzke, Henry %A Wareham, Nicholas J %A Warrington, Nicole M %A Wichmann, H-Erich %A Wild, Sarah H %A Wilk, Jemma B %A Wjst, Matthias %A Wright, Alan F %A Zgaga, Lina %A Zemunik, Tatijana %A Pennell, Craig E %A Nyberg, Fredrik %A Kuh, Diana %A Holloway, John W %A Boezen, H Marike %A Lawlor, Debbie A %A Morris, Richard W %A Probst-Hensch, Nicole %A Kaprio, Jaakko %A Wilson, James F %A Hayward, Caroline %A Kähönen, Mika %A Heinrich, Joachim %A Musk, Arthur W %A Jarvis, Deborah L %A Gläser, Sven %A Jarvelin, Marjo-Riitta %A Ch Stricker, Bruno H %A Elliott, Paul %A O'Connor, George T %A Strachan, David P %A London, Stephanie J %A Hall, Ian P %A Gudnason, Vilmundur %A Tobin, Martin D %K Child %K European Continental Ancestry Group %K Genome-Wide Association Study %K Humans %K Pulmonary Disease, Chronic Obstructive %K Respiratory Function Tests %X

Pulmonary function measures reflect respiratory health and are used in the diagnosis of chronic obstructive pulmonary disease. We tested genome-wide association with forced expiratory volume in 1 second and the ratio of forced expiratory volume in 1 second to forced vital capacity in 48,201 individuals of European ancestry with follow up of the top associations in up to an additional 46,411 individuals. We identified new regions showing association (combined P < 5 × 10(-8)) with pulmonary function in or near MFAP2, TGFB2, HDAC4, RARB, MECOM (also known as EVI1), SPATA9, ARMC2, NCR3, ZKSCAN3, CDC123, C10orf11, LRP1, CCDC38, MMP15, CFDP1 and KCNE2. Identification of these 16 new loci may provide insight into the molecular mechanisms regulating pulmonary function and into molecular targets for future therapy to alleviate reduced lung function.

%B Nat Genet %V 43 %P 1082-90 %8 2011 Sep 25 %G eng %N 11 %1 http://www.ncbi.nlm.nih.gov/pubmed/21946350?dopt=Abstract %R 10.1038/ng.941 %0 Journal Article %J Nature %D 2012 %T FTO genotype is associated with phenotypic variability of body mass index. %A Yang, Jian %A Loos, Ruth J F %A Powell, Joseph E %A Medland, Sarah E %A Speliotes, Elizabeth K %A Chasman, Daniel I %A Rose, Lynda M %A Thorleifsson, Gudmar %A Steinthorsdottir, Valgerdur %A Mägi, Reedik %A Waite, Lindsay %A Smith, Albert Vernon %A Yerges-Armstrong, Laura M %A Monda, Keri L %A Hadley, David %A Mahajan, Anubha %A Li, Guo %A Kapur, Karen %A Vitart, Veronique %A Huffman, Jennifer E %A Wang, Sophie R %A Palmer, Cameron %A Esko, Tõnu %A Fischer, Krista %A Zhao, Jing Hua %A Demirkan, Ayse %A Isaacs, Aaron %A Feitosa, Mary F %A Luan, Jian'an %A Heard-Costa, Nancy L %A White, Charles %A Jackson, Anne U %A Preuss, Michael %A Ziegler, Andreas %A Eriksson, Joel %A Kutalik, Zoltán %A Frau, Francesca %A Nolte, Ilja M %A van Vliet-Ostaptchouk, Jana V %A Hottenga, Jouke-Jan %A Jacobs, Kevin B %A Verweij, Niek %A Goel, Anuj %A Medina-Gómez, Carolina %A Estrada, Karol %A Bragg-Gresham, Jennifer Lynn %A Sanna, Serena %A Sidore, Carlo %A Tyrer, Jonathan %A Teumer, Alexander %A Prokopenko, Inga %A Mangino, Massimo %A Lindgren, Cecilia M %A Assimes, Themistocles L %A Shuldiner, Alan R %A Hui, Jennie %A Beilby, John P %A McArdle, Wendy L %A Hall, Per %A Haritunians, Talin %A Zgaga, Lina %A Kolcic, Ivana %A Polasek, Ozren %A Zemunik, Tatijana %A Oostra, Ben A %A Junttila, M Juhani %A Grönberg, Henrik %A Schreiber, Stefan %A Peters, Annette %A Hicks, Andrew A %A Stephens, Jonathan %A Foad, Nicola S %A Laitinen, Jaana %A Pouta, Anneli %A Kaakinen, Marika %A Willemsen, Gonneke %A Vink, Jacqueline M %A Wild, Sarah H %A Navis, Gerjan %A Asselbergs, Folkert W %A Homuth, Georg %A John, Ulrich %A Iribarren, Carlos %A Harris, Tamara %A Launer, Lenore %A Gudnason, Vilmundur %A O'Connell, Jeffrey R %A Boerwinkle, Eric %A Cadby, Gemma %A Palmer, Lyle J %A James, Alan L %A Musk, Arthur W %A Ingelsson, Erik %A Psaty, Bruce M %A Beckmann, Jacques S %A Waeber, Gérard %A Vollenweider, Peter %A Hayward, Caroline %A Wright, Alan F %A Rudan, Igor %A Groop, Leif C %A Metspalu, Andres %A Khaw, Kay Tee %A van Duijn, Cornelia M %A Borecki, Ingrid B %A Province, Michael A %A Wareham, Nicholas J %A Tardif, Jean-Claude %A Huikuri, Heikki V %A Cupples, L Adrienne %A Atwood, Larry D %A Fox, Caroline S %A Boehnke, Michael %A Collins, Francis S %A Mohlke, Karen L %A Erdmann, Jeanette %A Schunkert, Heribert %A Hengstenberg, Christian %A Stark, Klaus %A Lorentzon, Mattias %A Ohlsson, Claes %A Cusi, Daniele %A Staessen, Jan A %A van der Klauw, Melanie M %A Pramstaller, Peter P %A Kathiresan, Sekar %A Jolley, Jennifer D %A Ripatti, Samuli %A Jarvelin, Marjo-Riitta %A de Geus, Eco J C %A Boomsma, Dorret I %A Penninx, Brenda %A Wilson, James F %A Campbell, Harry %A Chanock, Stephen J %A van der Harst, Pim %A Hamsten, Anders %A Watkins, Hugh %A Hofman, Albert %A Witteman, Jacqueline C %A Zillikens, M Carola %A Uitterlinden, André G %A Rivadeneira, Fernando %A Zillikens, M Carola %A Kiemeney, Lambertus A %A Vermeulen, Sita H %A Abecasis, Goncalo R %A Schlessinger, David %A Schipf, Sabine %A Stumvoll, Michael %A Tönjes, Anke %A Spector, Tim D %A North, Kari E %A Lettre, Guillaume %A McCarthy, Mark I %A Berndt, Sonja I %A Heath, Andrew C %A Madden, Pamela A F %A Nyholt, Dale R %A Montgomery, Grant W %A Martin, Nicholas G %A McKnight, Barbara %A Strachan, David P %A Hill, William G %A Snieder, Harold %A Ridker, Paul M %A Thorsteinsdottir, Unnur %A Stefansson, Kari %A Frayling, Timothy M %A Hirschhorn, Joel N %A Goddard, Michael E %A Visscher, Peter M %K Alpha-Ketoglutarate-Dependent Dioxygenase FTO %K Body Height %K Body Mass Index %K Co-Repressor Proteins %K Female %K Genetic Variation %K Genome-Wide Association Study %K Humans %K Male %K Nerve Tissue Proteins %K Phenotype %K Polymorphism, Single Nucleotide %K Proteins %K Repressor Proteins %X

There is evidence across several species for genetic control of phenotypic variation of complex traits, such that the variance among phenotypes is genotype dependent. Understanding genetic control of variability is important in evolutionary biology, agricultural selection programmes and human medicine, yet for complex traits, no individual genetic variants associated with variance, as opposed to the mean, have been identified. Here we perform a meta-analysis of genome-wide association studies of phenotypic variation using ∼170,000 samples on height and body mass index (BMI) in human populations. We report evidence that the single nucleotide polymorphism (SNP) rs7202116 at the FTO gene locus, which is known to be associated with obesity (as measured by mean BMI for each rs7202116 genotype), is also associated with phenotypic variability. We show that the results are not due to scale effects or other artefacts, and find no other experiment-wise significant evidence for effects on variability, either at loci other than FTO for BMI or at any locus for height. The difference in variance for BMI among individuals with opposite homozygous genotypes at the FTO locus is approximately 7%, corresponding to a difference of ∼0.5 kilograms in the standard deviation of weight. Our results indicate that genetic variants can be discovered that are associated with variability, and that between-person variability in obesity can partly be explained by the genotype at the FTO locus. The results are consistent with reported FTO by environment interactions for BMI, possibly mediated by DNA methylation. Our BMI results for other SNPs and our height results for all SNPs suggest that most genetic variants, including those that influence mean height or mean BMI, are not associated with phenotypic variance, or that their effects on variability are too small to detect even with samples sizes greater than 100,000.

%B Nature %V 490 %P 267-72 %8 2012 Oct 11 %G eng %N 7419 %1 http://www.ncbi.nlm.nih.gov/pubmed/22982992?dopt=Abstract %R 10.1038/nature11401 %0 Journal Article %J Nat Genet %D 2013 %T Genome-wide meta-analysis identifies 11 new loci for anthropometric traits and provides insights into genetic architecture. %A Berndt, Sonja I %A Gustafsson, Stefan %A Mägi, Reedik %A Ganna, Andrea %A Wheeler, Eleanor %A Feitosa, Mary F %A Justice, Anne E %A Monda, Keri L %A Croteau-Chonka, Damien C %A Day, Felix R %A Esko, Tõnu %A Fall, Tove %A Ferreira, Teresa %A Gentilini, Davide %A Jackson, Anne U %A Luan, Jian'an %A Randall, Joshua C %A Vedantam, Sailaja %A Willer, Cristen J %A Winkler, Thomas W %A Wood, Andrew R %A Workalemahu, Tsegaselassie %A Hu, Yi-Juan %A Lee, Sang Hong %A Liang, Liming %A Lin, Dan-Yu %A Min, Josine L %A Neale, Benjamin M %A Thorleifsson, Gudmar %A Yang, Jian %A Albrecht, Eva %A Amin, Najaf %A Bragg-Gresham, Jennifer L %A Cadby, Gemma %A den Heijer, Martin %A Eklund, Niina %A Fischer, Krista %A Goel, Anuj %A Hottenga, Jouke-Jan %A Huffman, Jennifer E %A Jarick, Ivonne %A Johansson, Asa %A Johnson, Toby %A Kanoni, Stavroula %A Kleber, Marcus E %A König, Inke R %A Kristiansson, Kati %A Kutalik, Zoltán %A Lamina, Claudia %A Lecoeur, Cécile %A Li, Guo %A Mangino, Massimo %A McArdle, Wendy L %A Medina-Gómez, Carolina %A Müller-Nurasyid, Martina %A Ngwa, Julius S %A Nolte, Ilja M %A Paternoster, Lavinia %A Pechlivanis, Sonali %A Perola, Markus %A Peters, Marjolein J %A Preuss, Michael %A Rose, Lynda M %A Shi, Jianxin %A Shungin, Dmitry %A Smith, Albert Vernon %A Strawbridge, Rona J %A Surakka, Ida %A Teumer, Alexander %A Trip, Mieke D %A Tyrer, Jonathan %A van Vliet-Ostaptchouk, Jana V %A Vandenput, Liesbeth %A Waite, Lindsay L %A Zhao, Jing Hua %A Absher, Devin %A Asselbergs, Folkert W %A Atalay, Mustafa %A Attwood, Antony P %A Balmforth, Anthony J %A Basart, Hanneke %A Beilby, John %A Bonnycastle, Lori L %A Brambilla, Paolo %A Bruinenberg, Marcel %A Campbell, Harry %A Chasman, Daniel I %A Chines, Peter S %A Collins, Francis S %A Connell, John M %A Cookson, William O %A de Faire, Ulf %A de Vegt, Femmie %A Dei, Mariano %A Dimitriou, Maria %A Edkins, Sarah %A Estrada, Karol %A Evans, David M %A Farrall, Martin %A Ferrario, Marco M %A Ferrieres, Jean %A Franke, Lude %A Frau, Francesca %A Gejman, Pablo V %A Grallert, Harald %A Grönberg, Henrik %A Gudnason, Vilmundur %A Hall, Alistair S %A Hall, Per %A Hartikainen, Anna-Liisa %A Hayward, Caroline %A Heard-Costa, Nancy L %A Heath, Andrew C %A Hebebrand, Johannes %A Homuth, Georg %A Hu, Frank B %A Hunt, Sarah E %A Hyppönen, Elina %A Iribarren, Carlos %A Jacobs, Kevin B %A Jansson, John-Olov %A Jula, Antti %A Kähönen, Mika %A Kathiresan, Sekar %A Kee, Frank %A Khaw, Kay-Tee %A Kivimaki, Mika %A Koenig, Wolfgang %A Kraja, Aldi T %A Kumari, Meena %A Kuulasmaa, Kari %A Kuusisto, Johanna %A Laitinen, Jaana H %A Lakka, Timo A %A Langenberg, Claudia %A Launer, Lenore J %A Lind, Lars %A Lindström, Jaana %A Liu, Jianjun %A Liuzzi, Antonio %A Lokki, Marja-Liisa %A Lorentzon, Mattias %A Madden, Pamela A %A Magnusson, Patrik K %A Manunta, Paolo %A Marek, Diana %A März, Winfried %A Mateo Leach, Irene %A McKnight, Barbara %A Medland, Sarah E %A Mihailov, Evelin %A Milani, Lili %A Montgomery, Grant W %A Mooser, Vincent %A Mühleisen, Thomas W %A Munroe, Patricia B %A Musk, Arthur W %A Narisu, Narisu %A Navis, Gerjan %A Nicholson, George %A Nohr, Ellen A %A Ong, Ken K %A Oostra, Ben A %A Palmer, Colin N A %A Palotie, Aarno %A Peden, John F %A Pedersen, Nancy %A Peters, Annette %A Polasek, Ozren %A Pouta, Anneli %A Pramstaller, Peter P %A Prokopenko, Inga %A Pütter, Carolin %A Radhakrishnan, Aparna %A Raitakari, Olli %A Rendon, Augusto %A Rivadeneira, Fernando %A Rudan, Igor %A Saaristo, Timo E %A Sambrook, Jennifer G %A Sanders, Alan R %A Sanna, Serena %A Saramies, Jouko %A Schipf, Sabine %A Schreiber, Stefan %A Schunkert, Heribert %A Shin, So-Youn %A Signorini, Stefano %A Sinisalo, Juha %A Skrobek, Boris %A Soranzo, Nicole %A Stančáková, Alena %A Stark, Klaus %A Stephens, Jonathan C %A Stirrups, Kathleen %A Stolk, Ronald P %A Stumvoll, Michael %A Swift, Amy J %A Theodoraki, Eirini V %A Thorand, Barbara %A Trégouët, David-Alexandre %A Tremoli, Elena %A van der Klauw, Melanie M %A van Meurs, Joyce B J %A Vermeulen, Sita H %A Viikari, Jorma %A Virtamo, Jarmo %A Vitart, Veronique %A Waeber, Gérard %A Wang, Zhaoming %A Widen, Elisabeth %A Wild, Sarah H %A Willemsen, Gonneke %A Winkelmann, Bernhard R %A Witteman, Jacqueline C M %A Wolffenbuttel, Bruce H R %A Wong, Andrew %A Wright, Alan F %A Zillikens, M Carola %A Amouyel, Philippe %A Boehm, Bernhard O %A Boerwinkle, Eric %A Boomsma, Dorret I %A Caulfield, Mark J %A Chanock, Stephen J %A Cupples, L Adrienne %A Cusi, Daniele %A Dedoussis, George V %A Erdmann, Jeanette %A Eriksson, Johan G %A Franks, Paul W %A Froguel, Philippe %A Gieger, Christian %A Gyllensten, Ulf %A Hamsten, Anders %A Harris, Tamara B %A Hengstenberg, Christian %A Hicks, Andrew A %A Hingorani, Aroon %A Hinney, Anke %A Hofman, Albert %A Hovingh, Kees G %A Hveem, Kristian %A Illig, Thomas %A Jarvelin, Marjo-Riitta %A Jöckel, Karl-Heinz %A Keinanen-Kiukaanniemi, Sirkka M %A Kiemeney, Lambertus A %A Kuh, Diana %A Laakso, Markku %A Lehtimäki, Terho %A Levinson, Douglas F %A Martin, Nicholas G %A Metspalu, Andres %A Morris, Andrew D %A Nieminen, Markku S %A Njølstad, Inger %A Ohlsson, Claes %A Oldehinkel, Albertine J %A Ouwehand, Willem H %A Palmer, Lyle J %A Penninx, Brenda %A Power, Chris %A Province, Michael A %A Psaty, Bruce M %A Qi, Lu %A Rauramaa, Rainer %A Ridker, Paul M %A Ripatti, Samuli %A Salomaa, Veikko %A Samani, Nilesh J %A Snieder, Harold %A Sørensen, Thorkild I A %A Spector, Timothy D %A Stefansson, Kari %A Tönjes, Anke %A Tuomilehto, Jaakko %A Uitterlinden, André G %A Uusitupa, Matti %A van der Harst, Pim %A Vollenweider, Peter %A Wallaschofski, Henri %A Wareham, Nicholas J %A Watkins, Hugh %A Wichmann, H-Erich %A Wilson, James F %A Abecasis, Goncalo R %A Assimes, Themistocles L %A Barroso, Inês %A Boehnke, Michael %A Borecki, Ingrid B %A Deloukas, Panos %A Fox, Caroline S %A Frayling, Timothy %A Groop, Leif C %A Haritunian, Talin %A Heid, Iris M %A Hunter, David %A Kaplan, Robert C %A Karpe, Fredrik %A Moffatt, Miriam F %A Mohlke, Karen L %A O'Connell, Jeffrey R %A Pawitan, Yudi %A Schadt, Eric E %A Schlessinger, David %A Steinthorsdottir, Valgerdur %A Strachan, David P %A Thorsteinsdottir, Unnur %A van Duijn, Cornelia M %A Visscher, Peter M %A Di Blasio, Anna Maria %A Hirschhorn, Joel N %A Lindgren, Cecilia M %A Morris, Andrew P %A Meyre, David %A Scherag, Andre %A McCarthy, Mark I %A Speliotes, Elizabeth K %A North, Kari E %A Loos, Ruth J F %A Ingelsson, Erik %K Anthropometry %K Body Height %K Body Mass Index %K Case-Control Studies %K European Continental Ancestry Group %K Genetic Predisposition to Disease %K Genome-Wide Association Study %K Genotype %K Humans %K Meta-Analysis as Topic %K Obesity %K Phenotype %K Polymorphism, Single Nucleotide %K Quantitative Trait Loci %K Waist-Hip Ratio %X

Approaches exploiting trait distribution extremes may be used to identify loci associated with common traits, but it is unknown whether these loci are generalizable to the broader population. In a genome-wide search for loci associated with the upper versus the lower 5th percentiles of body mass index, height and waist-to-hip ratio, as well as clinical classes of obesity, including up to 263,407 individuals of European ancestry, we identified 4 new loci (IGFBP4, H6PD, RSRC1 and PPP2R2A) influencing height detected in the distribution tails and 7 new loci (HNF4G, RPTOR, GNAT2, MRPS33P4, ADCY9, HS6ST3 and ZZZ3) for clinical classes of obesity. Further, we find a large overlap in genetic structure and the distribution of variants between traits based on extremes and the general population and little etiological heterogeneity between obesity subgroups.

%B Nat Genet %V 45 %P 501-12 %8 2013 May %G eng %N 5 %1 http://www.ncbi.nlm.nih.gov/pubmed/23563607?dopt=Abstract %R 10.1038/ng.2606 %0 Journal Article %J Am J Hum Genet %D 2014 %T Gene-age interactions in blood pressure regulation: a large-scale investigation with the CHARGE, Global BPgen, and ICBP Consortia. %A Simino, Jeannette %A Shi, Gang %A Bis, Joshua C %A Chasman, Daniel I %A Ehret, Georg B %A Gu, Xiangjun %A Guo, Xiuqing %A Hwang, Shih-Jen %A Sijbrands, Eric %A Smith, Albert V %A Verwoert, Germaine C %A Bragg-Gresham, Jennifer L %A Cadby, Gemma %A Chen, Peng %A Cheng, Ching-Yu %A Corre, Tanguy %A de Boer, Rudolf A %A Goel, Anuj %A Johnson, Toby %A Khor, Chiea-Chuen %A Lluís-Ganella, Carla %A Luan, Jian'an %A Lyytikäinen, Leo-Pekka %A Nolte, Ilja M %A Sim, Xueling %A Sõber, Siim %A van der Most, Peter J %A Verweij, Niek %A Zhao, Jing Hua %A Amin, Najaf %A Boerwinkle, Eric %A Bouchard, Claude %A Dehghan, Abbas %A Eiriksdottir, Gudny %A Elosua, Roberto %A Franco, Oscar H %A Gieger, Christian %A Harris, Tamara B %A Hercberg, Serge %A Hofman, Albert %A James, Alan L %A Johnson, Andrew D %A Kähönen, Mika %A Khaw, Kay-Tee %A Kutalik, Zoltán %A Larson, Martin G %A Launer, Lenore J %A Li, Guo %A Liu, Jianjun %A Liu, Kiang %A Morrison, Alanna C %A Navis, Gerjan %A Ong, Rick Twee-Hee %A Papanicolau, George J %A Penninx, Brenda W %A Psaty, Bruce M %A Raffel, Leslie J %A Raitakari, Olli T %A Rice, Kenneth %A Rivadeneira, Fernando %A Rose, Lynda M %A Sanna, Serena %A Scott, Robert A %A Siscovick, David S %A Stolk, Ronald P %A Uitterlinden, André G %A Vaidya, Dhananjay %A van der Klauw, Melanie M %A Vasan, Ramachandran S %A Vithana, Eranga Nishanthie %A Völker, Uwe %A Völzke, Henry %A Watkins, Hugh %A Young, Terri L %A Aung, Tin %A Bochud, Murielle %A Farrall, Martin %A Hartman, Catharina A %A Laan, Maris %A Lakatta, Edward G %A Lehtimäki, Terho %A Loos, Ruth J F %A Lucas, Gavin %A Meneton, Pierre %A Palmer, Lyle J %A Rettig, Rainer %A Snieder, Harold %A Tai, E Shyong %A Teo, Yik-Ying %A van der Harst, Pim %A Wareham, Nicholas J %A Wijmenga, Cisca %A Wong, Tien Yin %A Fornage, Myriam %A Gudnason, Vilmundur %A Levy, Daniel %A Palmas, Walter %A Ridker, Paul M %A Rotter, Jerome I %A van Duijn, Cornelia M %A Witteman, Jacqueline C M %A Chakravarti, Aravinda %A Rao, Dabeeru C %K Adolescent %K Adult %K Age Factors %K Aged %K Blood Pressure %K Cohort Studies %K Humans %K Middle Aged %K Young Adult %X

Although age-dependent effects on blood pressure (BP) have been reported, they have not been systematically investigated in large-scale genome-wide association studies (GWASs). We leveraged the infrastructure of three well-established consortia (CHARGE, GBPgen, and ICBP) and a nonstandard approach (age stratification and metaregression) to conduct a genome-wide search of common variants with age-dependent effects on systolic (SBP), diastolic (DBP), mean arterial (MAP), and pulse (PP) pressure. In a two-staged design using 99,241 individuals of European ancestry, we identified 20 genome-wide significant (p ≤ 5 × 10(-8)) loci by using joint tests of the SNP main effect and SNP-age interaction. Nine of the significant loci demonstrated nominal evidence of age-dependent effects on BP by tests of the interactions alone. Index SNPs in the EHBP1L1 (DBP and MAP), CASZ1 (SBP and MAP), and GOSR2 (PP) loci exhibited the largest age interactions, with opposite directions of effect in the young versus the old. The changes in the genetic effects over time were small but nonnegligible (up to 1.58 mm Hg over 60 years). The EHBP1L1 locus was discovered through gene-age interactions only in whites but had DBP main effects replicated (p = 8.3 × 10(-4)) in 8,682 Asians from Singapore, indicating potential interethnic heterogeneity. A secondary analysis revealed 22 loci with evidence of age-specific effects (e.g., only in 20 to 29-year-olds). Age can be used to select samples with larger genetic effect sizes and more homogenous phenotypes, which may increase statistical power. Age-dependent effects identified through novel statistical approaches can provide insight into the biology and temporal regulation underlying BP associations.

%B Am J Hum Genet %V 95 %P 24-38 %8 2014 Jul 03 %G eng %N 1 %1 http://www.ncbi.nlm.nih.gov/pubmed/24954895?dopt=Abstract %R 10.1016/j.ajhg.2014.05.010 %0 Journal Article %J Nat Commun %D 2016 %T A principal component meta-analysis on multiple anthropometric traits identifies novel loci for body shape. %A Ried, Janina S %A Jeff M, Janina %A Chu, Audrey Y %A Bragg-Gresham, Jennifer L %A van Dongen, Jenny %A Huffman, Jennifer E %A Ahluwalia, Tarunveer S %A Cadby, Gemma %A Eklund, Niina %A Eriksson, Joel %A Esko, Tõnu %A Feitosa, Mary F %A Goel, Anuj %A Gorski, Mathias %A Hayward, Caroline %A Heard-Costa, Nancy L %A Jackson, Anne U %A Jokinen, Eero %A Kanoni, Stavroula %A Kristiansson, Kati %A Kutalik, Zoltán %A Lahti, Jari %A Luan, Jian'an %A Mägi, Reedik %A Mahajan, Anubha %A Mangino, Massimo %A Medina-Gómez, Carolina %A Monda, Keri L %A Nolte, Ilja M %A Perusse, Louis %A Prokopenko, Inga %A Qi, Lu %A Rose, Lynda M %A Salvi, Erika %A Smith, Megan T %A Snieder, Harold %A Stančáková, Alena %A Ju Sung, Yun %A Tachmazidou, Ioanna %A Teumer, Alexander %A Thorleifsson, Gudmar %A van der Harst, Pim %A Walker, Ryan W %A Wang, Sophie R %A Wild, Sarah H %A Willems, Sara M %A Wong, Andrew %A Zhang, Weihua %A Albrecht, Eva %A Couto Alves, Alexessander %A Bakker, Stephan J L %A Barlassina, Cristina %A Bartz, Traci M %A Beilby, John %A Bellis, Claire %A Bergman, Richard N %A Bergmann, Sven %A Blangero, John %A Blüher, Matthias %A Boerwinkle, Eric %A Bonnycastle, Lori L %A Bornstein, Stefan R %A Bruinenberg, Marcel %A Campbell, Harry %A Chen, Yii-Der Ida %A Chiang, Charleston W K %A Chines, Peter S %A Collins, Francis S %A Cucca, Fracensco %A Cupples, L Adrienne %A D'Avila, Francesca %A de Geus, Eco J C %A Dedoussis, George %A Dimitriou, Maria %A Döring, Angela %A Eriksson, Johan G %A Farmaki, Aliki-Eleni %A Farrall, Martin %A Ferreira, Teresa %A Fischer, Krista %A Forouhi, Nita G %A Friedrich, Nele %A Gjesing, Anette Prior %A Glorioso, Nicola %A Graff, Mariaelisa %A Grallert, Harald %A Grarup, Niels %A Gräßler, Jürgen %A Grewal, Jagvir %A Hamsten, Anders %A Harder, Marie Neergaard %A Hartman, Catharina A %A Hassinen, Maija %A Hastie, Nicholas %A Hattersley, Andrew Tym %A Havulinna, Aki S %A Heliövaara, Markku %A Hillege, Hans %A Hofman, Albert %A Holmen, Oddgeir %A Homuth, Georg %A Hottenga, Jouke-Jan %A Hui, Jennie %A Husemoen, Lise Lotte %A Hysi, Pirro G %A Isaacs, Aaron %A Ittermann, Till %A Jalilzadeh, Shapour %A James, Alan L %A Jørgensen, Torben %A Jousilahti, Pekka %A Jula, Antti %A Marie Justesen, Johanne %A Justice, Anne E %A Kähönen, Mika %A Karaleftheri, Maria %A Tee Khaw, Kay %A Keinanen-Kiukaanniemi, Sirkka M %A Kinnunen, Leena %A Knekt, Paul B %A Koistinen, Heikki A %A Kolcic, Ivana %A Kooner, Ishminder K %A Koskinen, Seppo %A Kovacs, Peter %A Kyriakou, Theodosios %A Laitinen, Tomi %A Langenberg, Claudia %A Lewin, Alexandra M %A Lichtner, Peter %A Lindgren, Cecilia M %A Lindström, Jaana %A Linneberg, Allan %A Lorbeer, Roberto %A Lorentzon, Mattias %A Luben, Robert %A Lyssenko, Valeriya %A Männistö, Satu %A Manunta, Paolo %A Leach, Irene Mateo %A McArdle, Wendy L %A McKnight, Barbara %A Mohlke, Karen L %A Mihailov, Evelin %A Milani, Lili %A Mills, Rebecca %A Montasser, May E %A Morris, Andrew P %A Müller, Gabriele %A Musk, Arthur W %A Narisu, Narisu %A Ong, Ken K %A Oostra, Ben A %A Osmond, Clive %A Palotie, Aarno %A Pankow, James S %A Paternoster, Lavinia %A Penninx, Brenda W %A Pichler, Irene %A Pilia, Maria G %A Polasek, Ozren %A Pramstaller, Peter P %A Raitakari, Olli T %A Rankinen, Tuomo %A Rao, D C %A Rayner, Nigel W %A Ribel-Madsen, Rasmus %A Rice, Treva K %A Richards, Marcus %A Ridker, Paul M %A Rivadeneira, Fernando %A Ryan, Kathy A %A Sanna, Serena %A Sarzynski, Mark A %A Scholtens, Salome %A Scott, Robert A %A Sebert, Sylvain %A Southam, Lorraine %A Sparsø, Thomas Hempel %A Steinthorsdottir, Valgerdur %A Stirrups, Kathleen %A Stolk, Ronald P %A Strauch, Konstantin %A Stringham, Heather M %A Swertz, Morris A %A Swift, Amy J %A Tönjes, Anke %A Tsafantakis, Emmanouil %A van der Most, Peter J %A van Vliet-Ostaptchouk, Jana V %A Vandenput, Liesbeth %A Vartiainen, Erkki %A Venturini, Cristina %A Verweij, Niek %A Viikari, Jorma S %A Vitart, Veronique %A Vohl, Marie-Claude %A Vonk, Judith M %A Waeber, Gérard %A Widen, Elisabeth %A Willemsen, Gonneke %A Wilsgaard, Tom %A Winkler, Thomas W %A Wright, Alan F %A Yerges-Armstrong, Laura M %A Hua Zhao, Jing %A Zillikens, M Carola %A Boomsma, Dorret I %A Bouchard, Claude %A Chambers, John C %A Chasman, Daniel I %A Cusi, Daniele %A Gansevoort, Ron T %A Gieger, Christian %A Hansen, Torben %A Hicks, Andrew A %A Hu, Frank %A Hveem, Kristian %A Jarvelin, Marjo-Riitta %A Kajantie, Eero %A Kooner, Jaspal S %A Kuh, Diana %A Kuusisto, Johanna %A Laakso, Markku %A Lakka, Timo A %A Lehtimäki, Terho %A Metspalu, Andres %A Njølstad, Inger %A Ohlsson, Claes %A Oldehinkel, Albertine J %A Palmer, Lyle J %A Pedersen, Oluf %A Perola, Markus %A Peters, Annette %A Psaty, Bruce M %A Puolijoki, Hannu %A Rauramaa, Rainer %A Rudan, Igor %A Salomaa, Veikko %A Schwarz, Peter E H %A Shudiner, Alan R %A Smit, Jan H %A Sørensen, Thorkild I A %A Spector, Timothy D %A Stefansson, Kari %A Stumvoll, Michael %A Tremblay, Angelo %A Tuomilehto, Jaakko %A Uitterlinden, André G %A Uusitupa, Matti %A Völker, Uwe %A Vollenweider, Peter %A Wareham, Nicholas J %A Watkins, Hugh %A Wilson, James F %A Zeggini, Eleftheria %A Abecasis, Goncalo R %A Boehnke, Michael %A Borecki, Ingrid B %A Deloukas, Panos %A van Duijn, Cornelia M %A Fox, Caroline %A Groop, Leif C %A Heid, Iris M %A Hunter, David J %A Kaplan, Robert C %A McCarthy, Mark I %A North, Kari E %A O'Connell, Jeffrey R %A Schlessinger, David %A Thorsteinsdottir, Unnur %A Strachan, David P %A Frayling, Timothy %A Hirschhorn, Joel N %A Müller-Nurasyid, Martina %A Loos, Ruth J F %K Anthropometry %K Body Size %K Genome-Wide Association Study %K Genotype %K Humans %K Models, Genetic %K Principal Component Analysis %X

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.

%B Nat Commun %V 7 %P 13357 %8 2016 11 23 %G eng %R 10.1038/ncomms13357