| Literature DB >> 36224396 |
Loïc Yengo1, Sailaja Vedantam2,3, Eirini Marouli4, Julia Sidorenko5, Eric Bartell2,3,6, Saori Sakaue3,7,8,9, Marielisa Graff10, Anders U Eliasen11,12, Yunxuan Jiang13, Sridharan Raghavan14,15, Jenkai Miao2,3, Joshua D Arias16, Sarah E Graham17, Ronen E Mukamel3,18,19, Cassandra N Spracklen20,21, Xianyong Yin22, Shyh-Huei Chen23, Teresa Ferreira24, Heather H Highland10, Yingjie Ji25, Tugce Karaderi26,27, Kuang Lin28, Kreete Lüll29, Deborah E Malden28, Carolina Medina-Gomez30, Moara Machado16, Amy Moore31, Sina Rüeger32,33, Xueling Sim34, Scott Vrieze35, Tarunveer S Ahluwalia36,37, Masato Akiyama7,38, Matthew A Allison39, Marcus Alvarez40, Mette K Andersen41, Alireza Ani42,43, Vivek Appadurai44, Liubov Arbeeva45, Seema Bhaskar46, Lawrence F Bielak47, Sailalitha Bollepalli48, Lori L Bonnycastle49, Jette Bork-Jensen41, Jonathan P Bradfield50,51, Yuki Bradford52, Peter S Braund53,54, Jennifer A Brody55, Kristoffer S Burgdorf56,57, Brian E Cade6,58, Hui Cai59, Qiuyin Cai59, Archie Campbell60, Marisa Cañadas-Garre61, Eulalia Catamo62, Jin-Fang Chai34, Xiaoran Chai63,64, Li-Ching Chang65, Yi-Cheng Chang65,66,67, Chien-Hsiun Chen65, Alessandra Chesi68,69, Seung Hoan Choi70, Ren-Hua Chung71, Massimiliano Cocca62, Maria Pina Concas62, Christian Couture72, Gabriel Cuellar-Partida13,73, Rebecca Danning74, E Warwick Daw75, Frauke Degenhard76, Graciela E Delgado77, Alessandro Delitala78, Ayse Demirkan79,80, Xuan Deng81, Poornima Devineni82, Alexander Dietl83,84, Maria Dimitriou85, Latchezar Dimitrov86, Rajkumar Dorajoo87,88, Arif B Ekici89, Jorgen E Engmann90, Zammy Fairhurst-Hunter28, Aliki-Eleni Farmaki85, Jessica D Faul91, Juan-Carlos Fernandez-Lopez92, Lukas Forer93, Margherita Francescatto94, Sandra Freitag-Wolf95, Christian Fuchsberger96, Tessel E Galesloot97, Yan Gao98, Zishan Gao99,100,101, Frank Geller102, Olga Giannakopoulou4, Franco Giulianini74, Anette P Gjesing41, Anuj Goel27,103, Scott D Gordon104, Mathias Gorski83, Jakob Grove105,106,107, Xiuqing Guo108, Stefan Gustafsson109, Jeffrey Haessler110, Thomas F Hansen44,57,111, Aki S Havulinna48,112, Simon J Haworth113,114, Jing He59, Nancy Heard-Costa115,116, Prashantha Hebbar117, George Hindy3,118, Yuk-Lam A Ho119, Edith Hofer120,121, Elizabeth Holliday122, Katrin Horn123,124, Whitney E Hornsby17, Jouke-Jan Hottenga125, Hongyan Huang126, Jie Huang127,128, Alicia Huerta-Chagoya129,130,131, Jennifer E Huffman119, Yi-Jen Hung132, Shaofeng Huo133, Mi Yeong Hwang134, Hiroyuki Iha135, Daisuke D Ikeda135, Masato Isono136, Anne U Jackson22, Susanne Jäger137,138, Iris E Jansen139,140, Ingegerd Johansson141,142, Jost B Jonas143,144,145,146, Anna Jonsson41, Torben Jørgensen147,148, Ioanna-Panagiota Kalafati85, Masahiro Kanai3,7,8, Stavroula Kanoni4, Line L Kårhus147, Anuradhani Kasturiratne149, Tomohiro Katsuya150, Takahisa Kawaguchi151, Rachel L Kember152, Katherine A Kentistou153,154, Han-Na Kim155,156, Young Jin Kim134, Marcus E Kleber77,157, Maria J Knol79, Azra Kurbasic158, Marie Lauzon108, Phuong Le159,160, Rodney Lea161, Jong-Young Lee162, Hampton L Leonard163,164,165, Shengchao A Li16,166, Xiaohui Li108, Xiaoyin Li167,168, Jingjing Liang167, Honghuang Lin169, Shih-Yi Lin170, Jun Liu28,79, Xueping Liu102, Ken Sin Lo171, Jirong Long59, Laura Lores-Motta172, Jian'an Luan173, Valeriya Lyssenko174,175, Leo-Pekka Lyytikäinen176,177,178, Anubha Mahajan27,179, Vasiliki Mamakou180, Massimo Mangino181,182, Ani Manichaikul183, Jonathan Marten184, Manuel Mattheisen105,185,186, Laven Mavarani187, Aaron F McDaid32,33, Karina Meidtner137,138, Tori L Melendez17, Josep M Mercader19,129,188,189, Yuri Milaneschi190, Jason E Miller191,192, Iona Y Millwood28,193, Pashupati P Mishra176,177, Ruth E Mitchell113,194, Line T Møllehave147, Anna Morgan62, Soeren Mucha195, Matthias Munz195, Masahiro Nakatochi196, Christopher P Nelson53,54, Maria Nethander197,198, Chu Won Nho199, Aneta A Nielsen200, Ilja M Nolte42, Suraj S Nongmaithem46,201, Raymond Noordam202, Ioanna Ntalla4, Teresa Nutile203, Anita Pandit22, Paraskevi Christofidou181, Katri Pärna29,42, Marc Pauper172, Eva R B Petersen204, Liselotte V Petersen106,205, Niina Pitkänen206,207, Ozren Polašek208,209, Alaitz Poveda158, Michael H Preuss210,211, Saiju Pyarajan6,58,82, Laura M Raffield20, Hiromi Rakugi150, Julia Ramirez4,212,213, Asif Rasheed214, Dennis Raven215, Nigel W Rayner27,201,216,217, Carlos Riveros218,219, Rebecca Rohde10, Daniela Ruggiero203,220, Sanni E Ruotsalainen48, Kathleen A Ryan221,222, Maria Sabater-Lleal223,224, Richa Saxena3,189, Markus Scholz123,124, Anoop Sendamarai82, Botong Shen225, Jingchunzi Shi13, Jae Hun Shin226, Carlo Sidore227, Colleen M Sitlani55, Roderick C Slieker228,229,230, Roelof A J Smit210,231, Albert V Smith47,232, Jennifer A Smith47,91, Laura J Smyth61, Lorraine Southam216,233, Valgerdur Steinthorsdottir234, Liang Sun133, Fumihiko Takeuchi136, Divya Sri Priyanka Tallapragada46,235, Kent D Taylor108, Bamidele O Tayo236, Catherine Tcheandjieu237,238, Natalie Terzikhan79, Paola Tesolin94, Alexander Teumer239,240, Elizabeth Theusch241, Deborah J Thompson242,243, Gudmar Thorleifsson234, Paul R H J Timmers153,184, Stella Trompet202,244, Constance Turman126, Simona Vaccargiu227, Sander W van der Laan245, Peter J van der Most42, Jan B van Klinken246,247,248, Jessica van Setten249, Shefali S Verma68, Niek Verweij250, Yogasudha Veturi52, Carol A Wang218,219, Chaolong Wang87,251, Lihua Wang75, Zhe Wang210, Helen R Warren4,252, Wen Bin Wei253, Ananda R Wickremasinghe149, Matthias Wielscher254,255, Kerri L Wiggins55, Bendik S Winsvold256,257, Andrew Wong258, Yang Wu5, Matthias Wuttke259,260, Rui Xia261, Tian Xie42, Ken Yamamoto262, Jingyun Yang263,264, Jie Yao108, Hannah Young35, Noha A Yousri265,266, Lei Yu263,264, Lingyao Zeng267, Weihua Zhang268,269, Xinyuan Zhang52, Jing-Hua Zhao270, Wei Zhao47, Wei Zhou3,271,272,273, Martina E Zimmermann83, Magdalena Zoledziewska227, Linda S Adair274,275, Hieab H H Adams276,277,278, Carlos A Aguilar-Salinas279,280, Fahd Al-Mulla117, Donna K Arnett281, Folkert W Asselbergs249,282,283, Bjørn Olav Åsvold284,285,286, John Attia122, Bernhard Banas287, Stefania Bandinelli288, David A Bennett263,264, Tobias Bergler287, Dwaipayan Bharadwaj289, Ginevra Biino290, Hans Bisgaard11, Eric Boerwinkle291, Carsten A Böger287,292,293, Klaus Bønnelykke11, Dorret I Boomsma125, Anders D Børglum105,106,294,295, Judith B Borja296,297, Claude Bouchard298, Donald W Bowden86,299, Ivan Brandslund300,301, Ben Brumpton284,302, Julie E Buring6,74, Mark J Caulfield4,252, John C Chambers268,269,303,304, Giriraj R Chandak46,305, Stephen J Chanock16, Nish Chaturvedi258, Yii-Der Ida Chen108, Zhengming Chen28,193, Ching-Yu Cheng63,306, Ingrid E Christophersen307,308, Marina Ciullo203,220, John W Cole309,310, Francis S Collins49, Richard S Cooper236, Miguel Cruz311, Francesco Cucca227,312, L Adrienne Cupples81,116, Michael J Cutler313, Scott M Damrauer52,314,315, Thomas M Dantoft147, Gert J de Borst316, Lisette C P G M de Groot317, Philip L De Jager3,318, Dominique P V de Kleijn316, H Janaka de Silva149, George V Dedoussis85, Anneke I den Hollander172, Shufa Du274,275, Douglas F Easton242,319, Petra J M Elders320, A Heather Eliassen58,126,321, Patrick T Ellinor70,322,323, Sölve Elmståhl324, Jeanette Erdmann195, Michele K Evans225, Diane Fatkin325,326,327, Bjarke Feenstra102, Mary F Feitosa75, Luigi Ferrucci328, Ian Ford329, Myriam Fornage261,330, Andre Franke76, Paul W Franks158,321,331, Barry I Freedman332, Paolo Gasparini62,94, Christian Gieger100,138, Giorgia Girotto62,94, Michael E Goddard333,334, Yvonne M Golightly10,45,335,336, Clicerio Gonzalez-Villalpando337, Penny Gordon-Larsen274,275, Harald Grallert100,138, Struan F A Grant50,338,339,340, Niels Grarup41, Lyn Griffiths161, Vilmundur Gudnason232,341, Christopher Haiman342, Hakon Hakonarson50,338,343,344, Torben Hansen41, Catharina A Hartman215, Andrew T Hattersley345, Caroline Hayward184, Susan R Heckbert346, Chew-Kiat Heng347,348, Christian Hengstenberg349, Alex W Hewitt350,351,352, Haretsugu Hishigaki135, Carel B Hoyng172, Paul L Huang6,323,353, Wei Huang354, Steven C Hunt265,355, Kristian Hveem284,285, Elina Hyppönen356,357, William G Iacono35, Sahoko Ichihara358, M Arfan Ikram79, Carmen R Isasi359, Rebecca D Jackson360, Marjo-Riitta Jarvelin254,361,362,363, Zi-Bing Jin146,364, Karl-Heinz Jöckel187, Peter K Joshi154, Pekka Jousilahti112, J Wouter Jukema244,365,366, Mika Kähönen367,368, Yoichiro Kamatani7,369, Kui Dong Kang370, Jaakko Kaprio48, Sharon L R Kardia47, Fredrik Karpe217,371, Norihiro Kato136, Frank Kee61, Thorsten Kessler267,372, Amit V Khera3,189, Chiea Chuen Khor87, Lambertus A L M Kiemeney97,373, Bong-Jo Kim134, Eung Kweon Kim374,375, Hyung-Lae Kim376, Paulus Kirchhof377,378,379,380, Mika Kivimaki381, Woon-Puay Koh382, Heikki A Koistinen112,383,384, Genovefa D Kolovou385, Jaspal S Kooner268,304,386,387, Charles Kooperberg110, Anna Köttgen259, Peter Kovacs388, Adriaan Kraaijeveld249, Peter Kraft126, Ronald M Krauss241, Meena Kumari389, Zoltan Kutalik32,33, Markku Laakso390, Leslie A Lange391, Claudia Langenberg173,392, Lenore J Launer225, Loic Le Marchand393, Hyejin Lee394, Nanette R Lee296, Terho Lehtimäki176,177, Huaixing Li133, Liming Li395,396, Wolfgang Lieb397, Xu Lin133,398, Lars Lind109, Allan Linneberg147,399, Ching-Ti Liu81, Jianjun Liu87, Markus Loeffler123,124, Barry London400, Steven A Lubitz70,322,323, Stephen J Lye401, David A Mackey350,352, Reedik Mägi29, Patrik K E Magnusson402, Gregory M Marcus403, Pedro Marques Vidal404,405, Nicholas G Martin104, Winfried März77,406,407, Fumihiko Matsuda151, Robert W McGarrah408,409, Matt McGue35, Amy Jayne McKnight61, Sarah E Medland410, Dan Mellström197,411, Andres Metspalu29, Braxton D Mitchell221,222,412, Paul Mitchell413, Dennis O Mook-Kanamori231,414, Andrew D Morris415, Lorelei A Mucci126, Patricia B Munroe4,252, Mike A Nalls163,164,165, Saman Nazarian416, Amanda E Nelson45,417, Matt J Neville217,371, Christopher Newton-Cheh189,323, Christopher S Nielsen418,419, Markus M Nöthen420, Claes Ohlsson197,421, Albertine J Oldehinkel215, Lorena Orozco422, Katja Pahkala206,207,423, Päivi Pajukanta40,424, Colin N A Palmer425, Esteban J Parra160, Cristian Pattaro96, Oluf Pedersen41, Craig E Pennell218,219, Brenda W J H Penninx190, Louis Perusse72,426, Annette Peters101,138,427, Patricia A Peyser47, David J Porteous60, Danielle Posthuma139, Chris Power428, Peter P Pramstaller96, Michael A Province75, Qibin Qi359, Jia Qu364, Daniel J Rader52,429, Olli T Raitakari206,207,430, Sarju Ralhan431, Loukianos S Rallidis432, Dabeeru C Rao433, Susan Redline6,58, Dermot F Reilly434, Alexander P Reiner110,435, Sang Youl Rhee436, Paul M Ridker6,74, Michiel Rienstra250, Samuli Ripatti3,48,437, Marylyn D Ritchie52, Dan M Roden438, Frits R Rosendaal231, Jerome I Rotter108, Igor Rudan153, Femke Rutters439, Charumathi Sabanayagam63,306, Danish Saleheen214,440, Veikko Salomaa112, Nilesh J Samani53,54, Dharambir K Sanghera441,442,443,444, Naveed Sattar445, Börge Schmidt187, Helena Schmidt446, Reinhold Schmidt120, Matthias B Schulze137,138,447, Heribert Schunkert448, Laura J Scott22, Rodney J Scott449, Peter Sever387, Eric J Shiroma225, M Benjamin Shoemaker450, Xiao-Ou Shu59, Eleanor M Simonsick328, Mario Sims98, Jai Rup Singh451, Andrew B Singleton163, Moritz F Sinner372,452, J Gustav Smith453,454,455, Harold Snieder42, Tim D Spector181, Meir J Stampfer58,126,321, Klaus J Stark83, David P Strachan456, Leen M 't Hart228,229,230,457, Yasuharu Tabara151, Hua Tang458, Jean-Claude Tardif171,459, Thangavel A Thanaraj117, Nicholas J Timpson113,194, Anke Tönjes388, Angelo Tremblay72,426, Tiinamaija Tuomi48,175,460,461, Jaakko Tuomilehto112,462,463, Maria-Teresa Tusié-Luna464,465, Andre G Uitterlinden30, Rob M van Dam34,466,467, Pim van der Harst249,250, Nathalie Van der Velde30,468, Cornelia M van Duijn28,79, Natasja M van Schoor469, Veronique Vitart184, Uwe Völker240,470, Peter Vollenweider404,405, Henry Völzke239,240, Niels H Wacher-Rodarte471, Mark Walker472, Ya Xing Wang146, Nicholas J Wareham173, Richard M Watanabe473,474,475, Hugh Watkins27,103, David R Weir91, Thomas M Werge44,399,476, Elisabeth Widen48, Lynne R Wilkens393, Gonneke Willemsen125, Walter C Willett126,321, James F Wilson153,184, Tien-Yin Wong63,306, Jeong-Taek Woo436, Alan F Wright184, Jer-Yuarn Wu65,477, Huichun Xu221,222, Chittaranjan S Yajnik478, Mitsuhiro Yokota479, Jian-Min Yuan480,481, Eleftheria Zeggini216,233,482, Babette S Zemel52,69,340,343, Wei Zheng59, Xiaofeng Zhu167, Joseph M Zmuda481, Alan B Zonderman225, John-Anker Zwart256,483, Daniel I Chasman6,74, Yoon Shin Cho226, Iris M Heid83, Mark I McCarthy27,217,484, Maggie C Y Ng86,485, Christopher J O'Donnell6,58,486, Fernando Rivadeneira30, Unnur Thorsteinsdottir234,341, Yan V Sun487,488, E Shyong Tai34,466, Michael Boehnke22, Panos Deloukas4,489, Anne E Justice10,490, Cecilia M Lindgren3,24,27, Ruth J F Loos41,210,211,491, Karen L Mohlke20, Kari E North10, Kari Stefansson234,341, Robin G Walters28,193, Thomas W Winkler83, Kristin L Young10, Po-Ru Loh3,18,19, Jian Yang5,492,493, Tõnu Esko29, Themistocles L Assimes237,238, Adam Auton13, Goncalo R Abecasis22, Cristen J Willer17,271,494, Adam E Locke495, Sonja I Berndt16, Guillaume Lettre171,459, Timothy M Frayling25, Yukinori Okada496,497,498,499,500,501, Andrew R Wood502, Peter M Visscher503, Joel N Hirschhorn504,505,506.
Abstract
Common single-nucleotide polymorphisms (SNPs) are predicted to collectively explain 40-50% of phenotypic variation in human height, but identifying the specific variants and associated regions requires huge sample sizes1. Here, using data from a genome-wide association study of 5.4 million individuals of diverse ancestries, we show that 12,111 independent SNPs that are significantly associated with height account for nearly all of the common SNP-based heritability. These SNPs are clustered within 7,209 non-overlapping genomic segments with a mean size of around 90 kb, covering about 21% of the genome. The density of independent associations varies across the genome and the regions of increased density are enriched for biologically relevant genes. In out-of-sample estimation and prediction, the 12,111 SNPs (or all SNPs in the HapMap 3 panel2) account for 40% (45%) of phenotypic variance in populations of European ancestry but only around 10-20% (14-24%) in populations of other ancestries. Effect sizes, associated regions and gene prioritization are similar across ancestries, indicating that reduced prediction accuracy is likely to be explained by linkage disequilibrium and differences in allele frequency within associated regions. Finally, we show that the relevant biological pathways are detectable with smaller sample sizes than are needed to implicate causal genes and variants. Overall, this study provides a comprehensive map of specific genomic regions that contain the vast majority of common height-associated variants. Although this map is saturated for populations of European ancestry, further research is needed to achieve equivalent saturation in other ancestries.Entities:
Year: 2022 PMID: 36224396 DOI: 10.1038/s41586-022-05275-y
Source DB: PubMed Journal: Nature ISSN: 0028-0836 Impact factor: 69.504