10 research outputs found
RIESGOS PSICOSOCIALES
- Publication venue
- 'Universidad de Zaragoza'
- Publication date
- 01/01/2014
- Field of study
Enfermedades profesionales psicosociales en el ámbito del trabajo y metodología para la realización de esta evaluación
A saturated map of common genetic variants associated with human height
- Author
- Ahluwalia Tarunveer S.
- Akiyama Masato
- Allison Matthew A.
- Alvarez Marcus
- Andersen Mette K.
- Ani Alireza
- Appadurai Vivek
- Arbeeva Liubov
- Arias Joshua D.
- Bartell Eric
- Bhaskar Seema
- Bielak Lawrence F.
- Bollepalli Sailalitha
- Bonnycastle Lori L.
- Bork-Jensen Jette
- Bradfield Jonathan P.
- Bradford Yuki
- Braund Peter S.
- Brody Jennifer A.
- Burgdorf Kristoffer S.
- Cade Brian E.
- Cai Hui
- Cai Qiuyin
- Campbell Archie
- Catamo Eulalia
- Cañadas-Garre Marisa
- Chai Jin Fang
- Chai Xiaoran
- Chang Li Ching
- Chang Yi Cheng
- Chen Chien Hsiun
- Chen Shyh Huei
- Chesi Alessandra
- Choi Seung Hoan
- Christofidou Paraskevi
- Chung Ren Hua
- Cocca Massimiliano
- Cole John W.
- Concas Maria Pina
- Couture Christian
- Cuellar-Partida Gabriel
- Danning Rebecca
- Daw E. Warwick
- Degenhard Frauke
- Delgado Graciela E.
- Delitala Alessandro
- Demirkan Ayse
- Deng Xuan
- Devineni Poornima
- Dietl Alexander
- Dimitriou Maria
- Dimitrov Latchezar
- Dorajoo Rajkumar
- Ekici Arif B.
- Eliasen Anders U.
- Engmann Jorgen E.
- Fairhurst-Hunter Zammy
- Farmaki Aliki Eleni
- Faul Jessica D.
- Fernandez-Lopez Juan Carlos
- Ferreira Teresa
- Forer Lukas
- Francescatto Margherita
- Franks Paul W.
- Freitag-Wolf Sandra
- Fuchsberger Christian
- Galesloot Tessel E.
- Gao Yan
- Gao Zishan
- Geller Frank
- Giannakopoulou Olga
- Giulianini Franco
- Gjesing Anette P.
- Goel Anuj
- Gordon Scott D.
- Gorski Mathias
- Graff Marielisa
- Graham Sarah E.
- Griffiths Lyn
- Grove Jakob
- Guo Xiuqing
- Gustafsson Stefan
- Haessler Jeffrey
- Hansen Thomas F.
- Havulinna Aki S.
- Haworth Simon J.
- He Jing
- Heard-Costa Nancy
- Hebbar Prashantha
- Highland Heather H.
- Hindy George
- Ho Yuk Lam A.
- Hofer Edith
- Holliday Elizabeth
- Horn Katrin
- Hornsby Whitney E.
- Hottenga Jouke Jan
- Huang Hongyan
- Huang Jie
- Huang Wei
- Huerta-Chagoya Alicia
- Huffman Jennifer E.
- Hung Yi Jen
- Huo Shaofeng
- Hwang Mi Yeong
- Iha Hiroyuki
- Ikeda Daisuke D.
- Isono Masato
- Jackson Anne U.
- Jansen Iris E.
- Ji Yingjie
- Jiang Yunxuan
- Johansson Ingegerd
- Jonas Jost B.
- Jonsson Anna
- Jäger Susanne
- Jørgensen Torben
- Kalafati Ioanna Panagiota
- Kanai Masahiro
- Kanoni Stavroula
- Karaderi Tugce
- Kasturiratne Anuradhani
- Katsuya Tomohiro
- Kawaguchi Takahisa
- Kember Rachel L.
- Kentistou Katherine A.
- Kim Han Na
- Kim Young Jin
- Kleber Marcus E.
- Knol Maria J.
- Kurbasic Azra
- Kårhus Line L.
- Lauzon Marie
- Le Phuong
- Lea Rodney
- Lee Jong Young
- Leonard Hampton L.
- Li Shengchao A.
- Li Xiaohui
- Li Xiaoyin
- Liang Jingjing
- Lin Honghuang
- Lin Kuang
- Lin Shih Yi
- Liu Jun
- Liu Xueping
- Lo Ken Sin
- Long Jirong
- Lores-Motta Laura
- Luan Jian’an
- Lyssenko Valeriya
- Lyytikäinen Leo Pekka
- Lüll Kreete
- Machado Moara
- Mahajan Anubha
- Malden Deborah E.
- Mamakou Vasiliki
- Mangino Massimo
- Manichaikul Ani
- Marouli Eirini
- Marten Jonathan
- Martin Nicholas G.
- Mattheisen Manuel
- Mavarani Laven
- McDaid Aaron F.
- Medina-Gomez Carolina
- Medland Sarah E.
- Meidtner Karina
- Melendez Tori L.
- Mercader Josep M.
- Miao Jenkai
- Milaneschi Yuri
- Miller Jason E.
- Millwood Iona Y.
- Mishra Pashupati P.
- Mitchell Ruth E.
- Moore Amy
- Morgan Anna
- Morris Andrew D.
- Mucha Soeren
- Mukamel Ronen E.
- Munz Matthias
- Møllehave Line T.
- Nakatochi Masahiro
- Nelson Christopher P.
- Nethander Maria
- Nho Chu Won
- Nielsen Aneta A.
- Nolte Ilja M.
- Nongmaithem Suraj S.
- Noordam Raymond
- Ntalla Ioanna
- Nutile Teresa
- other and
- Pandit Anita
- Pauper Marc
- Petersen Eva R.B.
- Petersen Liselotte V.
- Pitkänen Niina
- Polašek Ozren
- Poveda Alaitz
- Preuss Michael H.
- Pyarajan Saiju
- Pärna Katri
- Raffield Laura M.
- Raghavan Sridharan
- Rakugi Hiromi
- Ramirez Julia
- Rasheed Asif
- Raven Dennis
- Rayner Nigel W.
- Riveros Carlos
- Rohde Rebecca
- Ruggiero Daniela
- Ruotsalainen Sanni E.
- Ryan Kathleen A.
- Rüeger Sina
- Sabater-Lleal Maria
- Sakaue Saori
- Saxena Richa
- Scholz Markus
- Sendamarai Anoop
- Shen Botong
- Shi Jingchunzi
- Shin Jae Hun
- Sidore Carlo
- Sidorenko Julia
- Sim Xueling
- Sitlani Colleen M.
- Slieker Roderick C.
- Smit Roelof A.J.
- Smith Albert V.
- Smith Jennifer A.
- Smyth Laura J.
- Southam Lorraine
- Spracklen Cassandra N.
- Sun Yan
- Sun Yan V.
- Vedantam Sailaja
- Visscher Peter M.
- Vrieze Scott
- Walker Mark
- Wang Zhe
- Warren Helen R.
- Wong Andrew
- Wood Andrew R.
- Yengo Loïc
- Yin Xianyong
- Young Hannah
- Zhao Jing Hua
- Zheng Wei
- Publication venue
- Nature Publishing Group
- Publication date
- 27/10/2022
- Field of study
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.</p
A saturated map of common genetic variants associated with human height
- Author
- Abecasis Goncalo R.
- Adair Linda S.
- Adams Hieab H. H.
- Aguilar-Salinas Carlos A.
- Ahluwalia Tarunveer S.
- Akiyama Masato
- Al-Mulla Fahd
- Allison Matthew A.
- Alvarez Marcus
- Andersen Mette K.
- Ani Alireza
- Appadurai Vivek
- Arbeeva Liubov
- Arias Joshua D.
- Arnett Donna K.
- Asselbergs Folkert W.
- Assimes Themistocles L.
- Attia John
- Auton Adam
- Banas Bernhard
- Bandinelli Stefania
- Bartell Eric
- Bennett David A.
- Bergler Tobias
- Berndt Sonja I.
- Bharadwaj Dwaipayan
- Bhaskar Seema
- Bielak Lawrence F.
- Biino Ginevra
- Bin Wei Wen
- Bisgaard Hans
- Boehnke Michael
- Boerwinkle Eric
- Bollepalli Sailalitha
- Bonnycastle Lori L.
- Boomsma Dorret I.
- Borja Judith B.
- Bork-Jensen Jette
- Bouchard Claude
- Bowden Donald W.
- Bradfield Jonathan P.
- Bradford Yuki
- Brandslund Ivan
- Braund Peter S.
- Brody Jennifer A.
- Brumpton Ben Michael
- Burgdorf Kristoffer S.
- Buring Julie E.
- Böger Carsten A.
- Bønnelykke Klaus
- Børglum Anders D.
- Cade Brian E.
- Cai Hui
- Cai Qiuyin
- Campbell Archie
- Catamo Eulalia
- Caulfield Mark J.
- Cañadas-Garre Marisa
- Chai Jin-Fang
- Chai Xiaoran
- Chambers John C.
- Chandak Giriraj R.
- Chang Li-Ching
- Chang Yi-Cheng
- Chanock Stephen
- Chanock Stephen J.
- Chasman Daniel I.
- Chaturvedi Nish
- Chen Chien-Hsiun
- Chen Shyh-Huei
- Chen Yii-Der Ida
- Chen Zhengming
- Cheng Ching-Yu
- Chesi Alessandra
- Cho Yoon Shin
- Choi Seung Hoan
- Christofidou Paraskevi
- Christophersen Ingrid E.
- Chung Ren-Hua
- Ciullo Marina
- Cocca Massimiliano
- Cole John W.
- Collins Francis S.
- Concas Maria Pina
- Cooper Richard S.
- Couture Christian
- Croteau-Chonka Damien
- Cruz Miguel
- Cucca Francesco
- Cuellar-Partida Gabriel
- Cupples L. Adrienne
- Cutler Michael J.
- Damrauer Scott M.
- Danning Rebecca
- Dantoft Thomas M.
- Daw E. Warwick
- de Borst Gert J.
- de Groot Lisette C. P. G. M.
- De Jager Philip L.
- de Kleijn Dominique P. V.
- Dedoussis George V.
- Degenhard Frauke
- Delgado Graciela E.
- Delitala Alessandro
- Deloukas Panos
- Demirkan Ayse
- den Hollander Anneke I.
- Deng Xuan
- Devineni Poornima
- Dietl Alexander
- Dimitriou Maria
- Dimitrov Latchezar
- Dorajoo Rajkumar
- Du Shufa
- Easton Douglas F.
- Ekici Arif B.
- Elders Petra J. M.
- Eliasen Anders U.
- Eliassen A. Heather
- Ellinor Patrick T.
- Elmståhl Sölve
- Engmann Jorgen E.
- Erdmann Jeanette
- Esko Tõnu
- Evans Michele K.
- Fairhurst-Hunter Zammy
- Farmaki Aliki-Eleni
- Fatkin Diane
- Faul Jessica D.
- Feenstra Bjarke
- Feitosa Mary F.
- Fernandez-Lopez Juan-Carlos
- Ferreira Teresa
- Ferrucci Luigi
- Ford Ian
- Forer Lukas
- Fornage Myriam
- Francescatto Margherita
- Franke Andre
- Franks Paul W.
- Frayling Timothy M.
- Freedman Barry I.
- Freitag-Wolf Sandra
- Fuchsberger Christian
- Galesloot Tessel E.
- Gao Yan
- Gao Zishan
- Gasparini Paolo
- Geller Frank
- Giannakopoulou Olga
- Gieger Christian
- Girotto Giorgia
- Giulianini Franco
- Gjesing Anette P.
- Goddard Michael E.
- Goel Anuj
- Golightly Yvonne M.
- Gonzalez-Villalpando Clicerio
- Gordon Scott D.
- Gordon-Larsen Penny
- Gorski Mathias
- Graff Marielisa
- Graham Sarah E.
- Grallert Harald
- Grant Struan F. A.
- Grarup Niels
- Griffiths Lyn
- Grove Jakob
- Gudnason Vilmundur
- Guo Xiuqing
- Gustafsson Stefan
- Haessler Jeffrey
- Haiman Christopher
- Hakonarson Hakon
- Hansen Thomas
- Hansen Torben
- Hartman Catharina A.
- Hattersley Andrew T.
- Havulinna Aki S.
- Haworth Simon J.
- Hayward Caroline
- He Jing
- Heard-Costa Nancy
- Hebbar Prashantha
- Heckbert Susan R.
- Heid Iris M.
- Heng Chew-Kiat
- Hengstenberg Christian
- Hewitt Alex W.
- Highland Heather H.
- Hindy George
- Hirschhorn Joel N.
- Hishigaki Haretsugu
- Ho Yuk-Lam A.
- Hofer Edith
- Holliday Elizabeth
- Horn Katrin
- Hornsby Whitney E.
- Hottenga Jouke-Jan
- Hoyng Carel B.
- Huang Hongyan
- Huang Jie
- Huang Paul L.
- Huang Wei
- Huerta-Chagoya Alicia
- Huffman Jennifer E.
- Hung Yi-Jen
- Hunt Steven C.
- Huo Shaofeng
- Hveem Kristian
- Hwang Mi Yeong
- Hyppönen Elina
- Iacono William G.
- Ichihara Sahoko
- Iha Hiroyuki
- Ikeda Daisuke D.
- Ikram M. Arfan
- Isasi Carmen R.
- Isono Masato
- Jackson Anne U.
- Jackson Rebecca D.
- Janaka de Silva de
- Jansen Iris E.
- Jarvelin Marjo-Riitta
- Ji Yingjie
- Jiang Yunxuan
- Jin Zi-Bing
- Johansson Ingegerd
- Jonas Jost B.
- Jonsson Anna
- Joshi Peter K.
- Jousilahti Pekka
- Jukema J. Wouter
- Justice Anne E.
- Jäger Susanne
- Jöckel Karl-Heinz
- Jørgensen Torben
- Kalafati Ioanna-Panagiota
- Kamatani Yoichiro
- Kanai Masahiro
- Kang Kui Dong
- Kanoni Stavroula
- Kaprio Jaakko
- Karaderi Tugce
- Kardia Sharon L. R.
- Karpe Fredrik
- Kasturiratne Anuradhani
- Kato Norihiro
- Katsuya Tomohiro
- Kawaguchi Takahisa
- Kee Frank
- Kember Rachel L.
- Kentistou Katherine A.
- Kessler Thorsten
- Khera Amit V.
- Khor Chiea Chuen
- Kiemeney Lambertus A. L. M.
- Kim Bong-Jo
- Kim Eung Kweon
- Kim Han-Na
- Kim Hyung-Lae
- Kim Young Jin
- Kirchhof Paulus
- Kivimaki Mika
- Kleber Marcus E.
- Knol Maria J.
- Koh Woon-Puay
- Koistinen Heikki A.
- Kolovou Genovefa D.
- Kooner Jaspal S.
- Kooperberg Charles
- Kovacs Peter
- Kraaijeveld Adriaan
- Kraft Peter
- Krauss Ronald M.
- Kumari Meena
- Kurbasic Azra
- Kutalik Zoltan
- Kähönen Mika
- Kårhus Line L.
- Köttgen Anna
- Laakso Markku
- Lange Leslie A.
- Langenberg Claudia
- Launer Lenore J.
- Lauzon Marie
- Le Marchand Loic
- Le Marchand Loic
- Le Phuong
- Lea Rodney
- Lee Hyejin
- Lee Jong-Young
- Lee Nanette R.
- Lehtimäki Terho
- Leonard Hampton L.
- Lettre Guillaume
- Li Huaixing
- Li Liming
- Li Shengchao A.
- Li Xiaohui
- Li Xiaoyin
- Liang Jingjing
- Lieb Wolfgang
- Lin Honghuang
- Lin Kuang
- Lin Shih-Yi
- Lin Xu
- Lind Lars
- Lindgren Cecilia M.
- Linneberg Allan
- Liu Ching-Ti
- Liu Jianjun
- Liu Jun
- Liu Xueping
- Lo Ken Sin
- Locke Adam E.
- Loeffler Markus
- Loh Po-Ru
- London Barry
- Long Jirong
- Loos Ruth J. F.
- Lores-Motta Laura
- Luan Jian’an
- Lubitz Steven A.
- Lye Stephen J.
- Lyssenko Valeriya
- Lyytikäinen Leo-Pekka
- Lüll Kreete
- Machado Moara
- Mackey David A.
- Magnusson Patrik K. E.
- Mahajan Anubha
- Malden Deborah E.
- Mamakou Vasiliki
- Mangino Massimo
- Manichaikul Ani
- Marcus Gregory M.
- Marouli Eirini
- Marten Jonathan
- Martin Nicholas G.
- Matsuda Fumihiko
- Mattheisen Manuel
- Mavarani Laven
- McCarthy Mark I.
- McDaid Aaron F.
- McGarrah Robert W.
- McGue Matt
- McKnight Amy Jayne
- Medina-Gomez Carolina
- Medland Sarah E.
- Meidtner Karina
- Melendez Tori L.
- Mellström Dan
- Mercader Josep M.
- Metspalu Andres
- Miao Jenkai
- Milaneschi Yuri
- Miller Jason E.
- Millwood Iona Y.
- Mishra Pashupati P.
- Mitchell Braxton D.
- Mitchell Paul
- Mitchell Ruth E.
- Mohlke Karen L.
- Mook-Kanamori Dennis O.
- Moore Amy
- Morgan Anna
- Morris Andrew D.
- Mucci Lorelei A.
- Mucha Soeren
- Mukamel Ronen E.
- Munroe Patricia B.
- Munz Matthias
- Mägi Reedik
- März Winfried
- Møllehave Line T.
- Nakatochi Masahiro
- Nalls Mike A.
- Nazarian Saman
- Nelson Amanda E.
- Nelson Christopher P.
- Nethander Maria
- Neville Matt J.
- Newton-Cheh Christopher
- Ng Maggie C. Y.
- Nho Chu Won
- Nielsen Aneta A.
- Nielsen Christopher Sivert
- Nolte Ilja M.
- Nongmaithem Suraj S.
- Noordam Raymond
- North Kari E.
- Ntalla Ioanna
- Nutile Teresa
- Nöthen Markus M.
- Ohlsson Claes
- Okada Yukinori
- Oldehinkel Albertine J.
- Orozco Lorena
- O’Donnell Christopher J.
- Pahkala Katja
- Pajukanta Päivi
- Palmer Colin N. A.
- Pandit Anita
- Parra Esteban J.
- Partida Gabriel Cuellar
- Pattaro Cristian
- Pauper Marc
- Pedersen Oluf
- Pennell Craig E.
- Penninx Brenda W. J. H.
- Perusse Louis
- Peters Annette
- Petersen Eva R. B.
- Petersen Liselotte V.
- Peyser Patricia A.
- Pitkänen Niina
- Polašek Ozren
- Porteous David J.
- Posthuma Danielle
- Poveda Alaitz
- Power Chris
- Pramstaller Peter P.
- Preuss Michael H.
- Province Michael A.
- Pyarajan Saiju
- Pärna Katri
- Qi Qibin
- Qu Jia
- Rader Daniel J.
- Raffield Laura M.
- Raghavan Sridharan
- Raitakari Olli T.
- Rakugi Hiromi
- Ralhan Sarju
- Rallidis Loukianos S.
- Ramirez Julia
- Rao Dabeeru C.
- Rasheed Asif
- Raven Dennis
- Rayner Nigel W.
- Redline Susan
- Reilly Dermot F.
- Reiner Alexander P.
- Rhee Sang Youl
- Ridker Paul M.
- Rienstra Michiel
- Ripatti Samuli
- Ritchie Marylyn D.
- Rivadeneira Fernando
- Riveros Carlos
- Roden Dan M.
- Rohde Rebecca
- Rosendaal Frits Richard
- Rotter Jerome I.
- Rudan Igor
- Ruggiero Daniela
- Ruotsalainen Sanni E.
- Rutters Femke
- Ryan Kathleen A.
- Rüeger Sina
- Sabanayagam Charumathi
- Sabater-Lleal Maria
- Sakaue Saori
- Saleheen Danish
- Salomaa Veikko
- Samani Nilesh J.
- Sanghera Dharambir K.
- Sattar Naveed
- Saxena Richa
- Schmidt Börge
- Schmidt Helena
- Schmidt Reinhold
- Scholz Markus
- Schulze Matthias B.
- Schunkert Heribert
- Scott Laura J.
- Scott Rodney J.
- Sendamarai Anoop
- Sever Peter
- Shen Botong
- Shi Jingchunzi
- Shin Jae Hun
- Shiroma Eric J.
- Shoemaker M. Benjamin
- Shu Xiao-Ou
- Sidore Carlo
- Sidorenko Julia
- Sim Xueling
- Simonsick Eleanor M.
- Sims Mario
- Singh Jai Rup
- Singleton Andrew B.
- Sinner Moritz F.
- Sitlani Colleen M.
- Slieker Roderick C.
- Smit Roelof A. J.
- Smith Albert V.
- Smith J. Gustav
- Smith Jennifer A.
- Smyth Laura J.
- Snieder Harold
- Southam Lorraine
- Spector Tim D.
- Spracklen Cassandra N.
- Stampfer Meir J.
- Stark Klaus J.
- Stefansson Kari
- Steinthorsdottir Valgerdur
- Strachan David P.
- Sun Liang
- Sun Yan
- Sun Yan V.
- Tabara Yasuharu
- Tai E. Shyong
- Takeuchi Fumihiko
- Tallapragada Divya Sri Priyanka
- Tang Hua
- Tardif Jean-Claude
- Taylor Kent D.
- Tayo Bamidele O.
- Tcheandjieu Catherine
- Terzikhan Natalie
- Tesolin Paola
- Teumer Alexander
- Thanaraj Thangavel A.
- Theusch Elizabeth
- Thompson Deborah J.
- Thorleifsson Gudmar
- Thorsteinsdottir Unnur
- Timmers Paul R. H. J.
- Timpson Nicholas J.
- Tremblay Angelo
- Trompet Stella
- Tuomi Tiinamaija
- Tuomilehto Jaakko
- Turman Constance
- Tusié-Luna Maria-Teresa
- Tönjes Anke
- Uitterlinden Andre G.
- Vaccargiu Simona
- van Dam Rob M.
- van der Harst Pim
- van der Laan Sander W.
- van der Most Peter J.
- Van der Velde Nathalie
- van Duijn Cornelia M.
- van Klinken Jan B.
- van Schoor Natasja M.
- van Setten Jessica
- Vedantam Sailaja
- Verma Shefali S.
- Verweij Niek
- Veturi Yogasudha
- Vidal Pedro Marques
- Visscher Peter M.
- Vitart Veronique
- Vollenweider Peter
- Vonk Judith M.
- Vrieze Scott
- Völker Uwe
- Völzke Henry
- Wacher-Rodarte Niels H.
- Walker Mark
- Walters Robin G.
- Wang Carol A.
- Wang Chaolong
- Wang Lihua
- Wang Ya Xing
- Wang Zhe
- Wareham Nicholas J.
- Warren Helen R.
- Watanabe Richard M.
- Watkins Hugh
- Weir David R.
- Werge Thomas M.
- Wickremasinghe Ananda R.
- Widen Elisabeth
- Wielscher Matthias
- Wiggins Kerri L.
- Wilkens Lynne R.
- Willemsen Gonneke
- Willer Cristen J.
- Willett Walter C.
- Wilson James F.
- Winkler Thomas W.
- Winsvold Bendik K S
- Wong Andrew
- Wong Tien-Yin
- Woo Jeong-Taek
- Wood Andrew R.
- Wright Alan F.
- Wu Jer-Yuarn
- Wu Yang
- Wuttke Matthias
- Xia Rui
- Xie Tian
- Xu Huichun
- Yajnik Chittaranjan S.
- Yamamoto Ken
- Yang Jian
- Yang Jingyun
- Yao Jie
- Yengo Loïc
- Yin Xianyong
- Yokota Mitsuhiro
- Young Hannah
- Young Kristin L.
- Yousri Noha A.
- Yu Lei
- Yuan Jian-Min
- Zeggini Eleftheria
- Zemel Babette S.
- Zeng Lingyao
- Zhang Weihua
- Zhang Xinyuan
- Zhao Jing-Hua
- Zhao Wei
- Zheng Wei
- Zhou Wei
- Zhu Xiaofeng
- Zimmermann Martina E.
- Zmuda Joseph M.
- Zoledziewska Magdalena
- Zonderman Alan B.
- Zwart John Anker Henrik
- Åsvold Bjørn Olav
- ‘t Hart Leen M.
- Publication venue
- Publication date
- 01/01/2022
- Field of study
A saturated map of common genetic variants associated with human height
- Author
- Abecasis Goncalo R.
- Adair Linda S.
- Adams Hieab H. H.
- Aguilar-Salinas Carlos A.
- Ahluwalia Tarunveer S.
- Akiyama Masato
- Al-Mulla Fahd
- Allison Matthew A.
- Alvarez Marcus
- Andersen Mette K.
- Ani Alireza
- Appadurai Vivek
- Arbeeva Liubov
- Arias Joshua D.
- Arnett Donna K.
- Asselbergs Folkert W.
- Assimes Themistocles L.
- Attia John
- Auton Adam
- Banas Bernhard
- Bandinelli Stefania
- Bartell Eric
- Bennett David A.
- Bergler Tobias
- Berndt Sonja I.
- Bharadwaj Dwaipayan
- Bhaskar Seema
- Bielak Lawrence F.
- Biino Ginevra
- Bin Wei Wen
- Bisgaard Hans
- Boehnke Michael
- Boerwinkle Eric
- Bollepalli Sailalitha
- Bonnycastle Lori L.
- Boomsma Dorret I.
- Borja Judith B.
- Bork-Jensen Jette
- Bouchard Claude
- Bowden Donald W.
- Bradfield Jonathan P.
- Bradford Yuki
- Brandslund Ivan
- Braund Peter S.
- Brody Jennifer A.
- Brumpton Ben Michael
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- Chen Chien-Hsiun
- Chen Shyh-Huei
- Chen Yii-Der Ida
- Chen Zhengming
- Cheng Ching-Yu
- Chesi Alessandra
- Cho Yoon Shin
- Choi Seung Hoan
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- Collins Francis S.
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- Dedoussis George V.
- Degenhard Frauke
- Delgado Graciela E.
- Delitala Alessandro
- Deloukas Panos
- Demirkan Ayse
- den Hollander Anneke I.
- Deng Xuan
- Devineni Poornima
- Dietl Alexander
- Dimitriou Maria
- Dimitrov Latchezar
- Dorajoo Rajkumar
- Du Shufa
- Easton Douglas F.
- Ekici Arif B.
- Elders Petra J. M.
- Eliasen Anders U.
- Eliassen A. Heather
- Ellinor Patrick T.
- Elmståhl Sölve
- Engmann Jorgen E.
- Erdmann Jeanette
- Esko Tõnu
- Evans Michele K.
- Fairhurst-Hunter Zammy
- Farmaki Aliki-Eleni
- Fatkin Diane
- Faul Jessica D.
- Feenstra Bjarke
- Feitosa Mary F.
- Fernandez-Lopez Juan-Carlos
- Ferreira Teresa
- Ferrucci Luigi
- Ford Ian
- Forer Lukas
- Fornage Myriam
- Francescatto Margherita
- Franke Andre
- Franks Paul W.
- Frayling Timothy M.
- Freedman Barry I.
- Freitag-Wolf Sandra
- Fuchsberger Christian
- Galesloot Tessel E.
- Gao Yan
- Gao Zishan
- Gasparini Paolo
- Geller Frank
- Giannakopoulou Olga
- Gieger Christian
- Girotto Giorgia
- Giulianini Franco
- Gjesing Anette P.
- Goddard Michael E.
- Goel Anuj
- Golightly Yvonne M.
- Gonzalez-Villalpando Clicerio
- Gordon Scott D.
- Gordon-Larsen Penny
- Gorski Mathias
- Graff Marielisa
- Graham Sarah E.
- Grallert Harald
- Grant Struan F. A.
- Grarup Niels
- Griffiths Lyn
- Grove Jakob
- Gudnason Vilmundur
- Guo Xiuqing
- Gustafsson Stefan
- Haessler Jeffrey
- Haiman Christopher
- Hakonarson Hakon
- Hansen Thomas
- Hansen Torben
- Hartman Catharina A.
- Hattersley Andrew T.
- Havulinna Aki S.
- Haworth Simon J.
- Hayward Caroline
- He Jing
- Heard-Costa Nancy
- Hebbar Prashantha
- Heckbert Susan R.
- Heid Iris M.
- Heng Chew-Kiat
- Hengstenberg Christian
- Hewitt Alex W.
- Highland Heather H.
- Hindy George
- Hirschhorn Joel N.
- Hishigaki Haretsugu
- Ho Yuk-Lam A.
- Hofer Edith
- Holliday Elizabeth
- Horn Katrin
- Hornsby Whitney E.
- Hottenga Jouke-Jan
- Hoyng Carel B.
- Huang Hongyan
- Huang Jie
- Huang Paul L.
- Huang Wei
- Huerta-Chagoya Alicia
- Huffman Jennifer E.
- Hung Yi-Jen
- Hunt Steven C.
- Huo Shaofeng
- Hveem Kristian
- Hwang Mi Yeong
- Hyppönen Elina
- Iacono William G.
- Ichihara Sahoko
- Iha Hiroyuki
- Ikeda Daisuke D.
- Ikram M. Arfan
- Isasi Carmen R.
- Isono Masato
- Jackson Anne U.
- Jackson Rebecca D.
- Janaka de Silva de
- Jansen Iris E.
- Jarvelin Marjo-Riitta
- Ji Yingjie
- Jiang Yunxuan
- Jin Zi-Bing
- Johansson Ingegerd
- Jonas Jost B.
- Jonsson Anna
- Joshi Peter K.
- Jousilahti Pekka
- Jukema J. Wouter
- Justice Anne E.
- Jäger Susanne
- Jöckel Karl-Heinz
- Jørgensen Torben
- Kalafati Ioanna-Panagiota
- Kamatani Yoichiro
- Kanai Masahiro
- Kang Kui Dong
- Kanoni Stavroula
- Kaprio Jaakko
- Karaderi Tugce
- Kardia Sharon L. R.
- Karpe Fredrik
- Kasturiratne Anuradhani
- Kato Norihiro
- Katsuya Tomohiro
- Kawaguchi Takahisa
- Kee Frank
- Kember Rachel L.
- Kentistou Katherine A.
- Kessler Thorsten
- Khera Amit V.
- Khor Chiea Chuen
- Kiemeney Lambertus A. L. M.
- Kim Bong-Jo
- Kim Eung Kweon
- Kim Han-Na
- Kim Hyung-Lae
- Kim Young Jin
- Kirchhof Paulus
- Kivimaki Mika
- Kleber Marcus E.
- Knol Maria J.
- Koh Woon-Puay
- Koistinen Heikki A.
- Kolovou Genovefa D.
- Kooner Jaspal S.
- Kooperberg Charles
- Kovacs Peter
- Kraaijeveld Adriaan
- Kraft Peter
- Krauss Ronald M.
- Kumari Meena
- Kurbasic Azra
- Kutalik Zoltan
- Kähönen Mika
- Kårhus Line L.
- Köttgen Anna
- Laakso Markku
- Lange Leslie A.
- Langenberg Claudia
- Launer Lenore J.
- Lauzon Marie
- Le Marchand Loic
- Le Marchand Loic
- Le Phuong
- Lea Rodney
- Lee Hyejin
- Lee Jong-Young
- Lee Nanette R.
- Lehtimäki Terho
- Leonard Hampton L.
- Lettre Guillaume
- Li Huaixing
- Li Liming
- Li Shengchao A.
- Li Xiaohui
- Li Xiaoyin
- Liang Jingjing
- Lieb Wolfgang
- Lin Honghuang
- Lin Kuang
- Lin Shih-Yi
- Lin Xu
- Lind Lars
- Lindgren Cecilia M.
- Linneberg Allan
- Liu Ching-Ti
- Liu Jianjun
- Liu Jun
- Liu Xueping
- Lo Ken Sin
- Locke Adam E.
- Loeffler Markus
- Loh Po-Ru
- London Barry
- Long Jirong
- Loos Ruth J. F.
- Lores-Motta Laura
- Luan Jian’an
- Lubitz Steven A.
- Lye Stephen J.
- Lyssenko Valeriya
- Lyytikäinen Leo-Pekka
- Lüll Kreete
- Machado Moara
- Mackey David A.
- Magnusson Patrik K. E.
- Mahajan Anubha
- Malden Deborah E.
- Mamakou Vasiliki
- Mangino Massimo
- Manichaikul Ani
- Marcus Gregory M.
- Marouli Eirini
- Marten Jonathan
- Martin Nicholas G.
- Matsuda Fumihiko
- Mattheisen Manuel
- Mavarani Laven
- McCarthy Mark I.
- McDaid Aaron F.
- McGarrah Robert W.
- McGue Matt
- McKnight Amy Jayne
- Medina-Gomez Carolina
- Medland Sarah E.
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- Melendez Tori L.
- Mellström Dan
- Mercader Josep M.
- Metspalu Andres
- Miao Jenkai
- Milaneschi Yuri
- Miller Jason E.
- Millwood Iona Y.
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- Mägi Reedik
- März Winfried
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- Nakatochi Masahiro
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- Nelson Christopher P.
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- Nielsen Christopher Sivert
- Nolte Ilja M.
- Nongmaithem Suraj S.
- Noordam Raymond
- North Kari E.
- Ntalla Ioanna
- Nutile Teresa
- Nöthen Markus M.
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- Okada Yukinori
- Oldehinkel Albertine J.
- Orozco Lorena
- O’Donnell Christopher J.
- Pahkala Katja
- Pajukanta Päivi
- Palmer Colin N. A.
- Pandit Anita
- Parra Esteban J.
- Partida Gabriel Cuellar
- Pattaro Cristian
- Pauper Marc
- Pedersen Oluf
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- Perusse Louis
- Peters Annette
- Petersen Eva R. B.
- Petersen Liselotte V.
- Peyser Patricia A.
- Pitkänen Niina
- Polašek Ozren
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- Posthuma Danielle
- Poveda Alaitz
- Power Chris
- Pramstaller Peter P.
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- Pyarajan Saiju
- Pärna Katri
- Qi Qibin
- Qu Jia
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- Raghavan Sridharan
- Raitakari Olli T.
- Rakugi Hiromi
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- Rao Dabeeru C.
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- Ryan Kathleen A.
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- Schmidt Helena
- Schmidt Reinhold
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- Schulze Matthias B.
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- Scott Rodney J.
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- Shen Botong
- Shi Jingchunzi
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- Slieker Roderick C.
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- Steinthorsdottir Valgerdur
- Strachan David P.
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- Sun Yan
- Sun Yan V.
- Tabara Yasuharu
- Tai E. Shyong
- Takeuchi Fumihiko
- Tallapragada Divya Sri Priyanka
- Tang Hua
- Tardif Jean-Claude
- Taylor Kent D.
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- Tcheandjieu Catherine
- Terzikhan Natalie
- Tesolin Paola
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- Thanaraj Thangavel A.
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- Thorleifsson Gudmar
- Thorsteinsdottir Unnur
- Timmers Paul R. H. J.
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- Tuomi Tiinamaija
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- Tusié-Luna Maria-Teresa
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- Uitterlinden Andre G.
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- van Dam Rob M.
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- van der Laan Sander W.
- van der Most Peter J.
- Van der Velde Nathalie
- van Duijn Cornelia M.
- van Klinken Jan B.
- van Schoor Natasja M.
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- Verma Shefali S.
- Verweij Niek
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- Vonk Judith M.
- Vrieze Scott
- Völker Uwe
- Völzke Henry
- Wacher-Rodarte Niels H.
- Walker Mark
- Walters Robin G.
- Wang Carol A.
- Wang Chaolong
- Wang Lihua
- Wang Ya Xing
- Wang Zhe
- Wareham Nicholas J.
- Warren Helen R.
- Watanabe Richard M.
- Watkins Hugh
- Weir David R.
- Werge Thomas M.
- Wickremasinghe Ananda R.
- Widen Elisabeth
- Wielscher Matthias
- Wiggins Kerri L.
- Wilkens Lynne R.
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- Willer Cristen J.
- Willett Walter C.
- Wilson James F.
- Winkler Thomas W.
- Winsvold Bendik K S
- Wong Andrew
- Wong Tien-Yin
- Woo Jeong-Taek
- Wood Andrew R.
- Wright Alan F.
- Wu Jer-Yuarn
- Wu Yang
- Wuttke Matthias
- Xia Rui
- Xie Tian
- Xu Huichun
- Yajnik Chittaranjan S.
- Yamamoto Ken
- Yang Jian
- Yang Jingyun
- Yao Jie
- Yengo Loïc
- Yin Xianyong
- Yokota Mitsuhiro
- Young Hannah
- Young Kristin L.
- Yousri Noha A.
- Yu Lei
- Yuan Jian-Min
- Zeggini Eleftheria
- Zemel Babette S.
- Zeng Lingyao
- Zhang Weihua
- Zhang Xinyuan
- Zhao Jing-Hua
- Zhao Wei
- Zheng Wei
- Zhou Wei
- Zhu Xiaofeng
- Zimmermann Martina E.
- Zmuda Joseph M.
- Zoledziewska Magdalena
- Zonderman Alan B.
- Zwart John Anker Henrik
- Åsvold Bjørn Olav
- ‘t Hart Leen M.
- Publication venue
- 'The Nature Conservancy'
- Publication date
- 01/01/2022
- Field of study
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
A saturated map of common genetic variants associated with human height.
- Author
- 't Hart Leen M
- 23andMe Research Team
- Abecasis Goncalo R
- Adair Linda S
- Adams Hieab HH
- Aguilar-Salinas Carlos A
- Ahluwalia Tarunveer S
- Akiyama Masato
- Al-Mulla Fahd
- Allison Matthew A
- Alvarez Marcus
- Andersen Mette K
- Ani Alireza
- Appadurai Vivek
- Arbeeva Liubov
- Arias Joshua D
- Arnett Donna K
- Asselbergs Folkert W
- Assimes Themistocles L
- Attia John
- Auton Adam
- Banas Bernhard
- Bandinelli Stefania
- Bartell Eric
- Bennett David A
- Bergler Tobias
- Berndt Sonja I
- Bharadwaj Dwaipayan
- Bhaskar Seema
- Bielak Lawrence F
- Biino Ginevra
- Bin Wei Wen
- Bisgaard Hans
- Boehnke Michael
- Boerwinkle Eric
- Bollepalli Sailalitha
- Bonnycastle Lori L
- Boomsma Dorret I
- Borja Judith B
- Bork-Jensen Jette
- Bouchard Claude
- Bowden Donald W
- Bradfield Jonathan P
- Bradford Yuki
- Brandslund Ivan
- Braund Peter S
- Brody Jennifer A
- Brumpton Ben
- Burgdorf Kristoffer S
- Buring Julie E
- Böger Carsten A
- Bønnelykke Klaus
- Børglum Anders D
- Cade Brian E
- Cai Hui
- Cai Qiuyin
- Campbell Archie
- Catamo Eulalia
- Caulfield Mark J
- Cañadas-Garre Marisa
- Chai Jin-Fang
- Chai Xiaoran
- Chambers John C
- Chandak Giriraj R
- Chang Li-Ching
- Chang Yi-Cheng
- Chanock Stephen J
- Chasman Daniel I
- Chaturvedi Nish
- Chen Chien-Hsiun
- Chen Shyh-Huei
- Chen Yii-Der Ida
- Chen Zhengming
- Cheng Ching-Yu
- Chesi Alessandra
- Cho Yoon Shin
- Choi Seung Hoan
- Christofidou Paraskevi
- Christophersen Ingrid E
- Chung Ren-Hua
- Ciullo Marina
- Cocca Massimiliano
- Cole John W
- Collins Francis S
- Concas Maria Pina
- Cooper Richard S
- Couture Christian
- Cruz Miguel
- Cucca Francesco
- Cuellar-Partida Gabriel
- Cupples L Adrienne
- Cutler Michael J
- Damrauer Scott M
- Danning Rebecca
- Dantoft Thomas M
- Daw E Warwick
- de Borst Gert J
- de Groot Lisette CPGM
- De Jager Philip L
- de Kleijn Dominique PV
- Dedoussis George V
- Degenhard Frauke
- Delgado Graciela E
- Delitala Alessandro
- Deloukas Panos
- Demirkan Ayse
- den Hollander Anneke I
- Deng Xuan
- Devineni Poornima
- Dietl Alexander
- Dimitriou Maria
- Dimitrov Latchezar
- DiscovEHR (DiscovEHR and MyCode Community Health Initiative)
- Dorajoo Rajkumar
- Du Shufa
- Easton Douglas F
- Ekici Arif B
- Elders Petra JM
- Eliasen Anders U
- Eliassen A Heather
- Ellinor Patrick T
- Elmståhl Sölve
- eMERGE (Electronic Medical Records and Genomics Network)
- Engmann Jorgen E
- Erdmann Jeanette
- Esko Tõnu
- Evans Michele K
- Fairhurst-Hunter Zammy
- Farmaki Aliki-Eleni
- Fatkin Diane
- Faul Jessica D
- Feenstra Bjarke
- Feitosa Mary F
- Fernandez-Lopez Juan-Carlos
- Ferreira Teresa
- Ferrucci Luigi
- Ford Ian
- Forer Lukas
- Fornage Myriam
- Francescatto Margherita
- Franke Andre
- Franks Paul W
- Frayling Timothy M
- Freedman Barry I
- Freitag-Wolf Sandra
- Fuchsberger Christian
- Galesloot Tessel E
- Gao Yan
- Gao Zishan
- Gasparini Paolo
- Geller Frank
- Giannakopoulou Olga
- Gieger Christian
- Girotto Giorgia
- Giulianini Franco
- Gjesing Anette P
- Goddard Michael E
- Goel Anuj
- Golightly Yvonne M
- Gonzalez-Villalpando Clicerio
- Gordon Scott D
- Gordon-Larsen Penny
- Gorski Mathias
- Graff Marielisa
- Graham Sarah E
- Grallert Harald
- Grant Struan FA
- Grarup Niels
- Griffiths Lyn
- Grove Jakob
- Gudnason Vilmundur
- Guo Xiuqing
- Gustafsson Stefan
- Haessler Jeffrey
- Haiman Christopher
- Hakonarson Hakon
- Hansen Thomas F
- Hansen Torben
- Hartman Catharina A
- Hattersley Andrew T
- Havulinna Aki S
- Haworth Simon J
- Hayward Caroline
- He Jing
- Heard-Costa Nancy
- Hebbar Prashantha
- Heckbert Susan R
- Heid Iris M
- Heng Chew-Kiat
- Hengstenberg Christian
- Hewitt Alex W
- Highland Heather H
- Hindy George
- Hirschhorn Joel N
- Hishigaki Haretsugu
- Ho Yuk-Lam A
- Hofer Edith
- Holliday Elizabeth
- Horn Katrin
- Hornsby Whitney E
- Hottenga Jouke-Jan
- Hoyng Carel B
- Huang Hongyan
- Huang Jie
- Huang Paul L
- Huang Wei
- Huerta-Chagoya Alicia
- Huffman Jennifer E
- Hung Yi-Jen
- Hunt Steven C
- Huo Shaofeng
- Hveem Kristian
- Hwang Mi Yeong
- Hyppönen Elina
- Iacono William G
- Ichihara Sahoko
- Iha Hiroyuki
- Ikeda Daisuke D
- Ikram M Arfan
- Isasi Carmen R
- Isono Masato
- Jackson Anne U
- Jackson Rebecca D
- Janaka de Silva H
- Jansen Iris E
- Jarvelin Marjo-Riitta
- Ji Yingjie
- Jiang Yunxuan
- Jin Zi-Bing
- Johansson Ingegerd
- Jonas Jost B
- Jonsson Anna
- Joshi Peter K
- Jousilahti Pekka
- Jukema J Wouter
- Justice Anne E
- Jäger Susanne
- Jöckel Karl-Heinz
- Jørgensen Torben
- Kalafati Ioanna-Panagiota
- Kamatani Yoichiro
- Kanai Masahiro
- Kang Kui Dong
- Kanoni Stavroula
- Kaprio Jaakko
- Karaderi Tugce
- Kardia Sharon LR
- Karpe Fredrik
- Kasturiratne Anuradhani
- Kato Norihiro
- Katsuya Tomohiro
- Kawaguchi Takahisa
- Kee Frank
- Kember Rachel L
- Kentistou Katherine A
- Kessler Thorsten
- Khera Amit V
- Khor Chiea Chuen
- Kiemeney Lambertus ALM
- Kim Bong-Jo
- Kim Eung Kweon
- Kim Han-Na
- Kim Hyung-Lae
- Kim Young Jin
- Kirchhof Paulus
- Kivimaki Mika
- Kleber Marcus E
- Knol Maria J
- Koh Woon-Puay
- Koistinen Heikki A
- Kolovou Genovefa D
- Kooner Jaspal S
- Kooperberg Charles
- Kovacs Peter
- Kraaijeveld Adriaan
- Kraft Peter
- Krauss Ronald M
- Kumari Meena
- Kurbasic Azra
- Kutalik Zoltan
- Kähönen Mika
- Kårhus Line L
- Köttgen Anna
- Laakso Markku
- Lange Leslie A
- Langenberg Claudia
- Launer Lenore J
- Lauzon Marie
- Le Marchand Loic
- Le Phuong
- Lea Rodney
- Lee Hyejin
- Lee Jong-Young
- Lee Nanette R
- Lehtimäki Terho
- Leonard Hampton L
- Lettre Guillaume
- Li Huaixing
- Li Liming
- Li Shengchao A
- Li Xiaohui
- Li Xiaoyin
- Liang Jingjing
- Lieb Wolfgang
- Lifelines Cohort Study
- Lin Honghuang
- Lin Kuang
- Lin Shih-Yi
- Lin Xu
- Lind Lars
- Lindgren Cecilia M
- Linneberg Allan
- Liu Ching-Ti
- Liu Jianjun
- Liu Jun
- Liu Xueping
- Lo Ken Sin
- Locke Adam E
- Loeffler Markus
- Loh Po-Ru
- London Barry
- Long Jirong
- Loos Ruth JF
- Lores-Motta Laura
- Luan Jian'an
- Lubitz Steven A
- Lye Stephen J
- Lyssenko Valeriya
- Lyytikäinen Leo-Pekka
- Lüll Kreete
- Machado Moara
- Mackey David A
- Magnusson Patrik KE
- Mahajan Anubha
- Malden Deborah E
- Mamakou Vasiliki
- Mangino Massimo
- Manichaikul Ani
- Marcus Gregory M
- Marouli Eirini
- Marten Jonathan
- Martin Nicholas G
- Matsuda Fumihiko
- Mattheisen Manuel
- Mavarani Laven
- McCarthy Mark I
- McDaid Aaron F
- McGarrah Robert W
- McGue Matt
- McKnight Amy Jayne
- Medina-Gomez Carolina
- Medland Sarah E
- Meidtner Karina
- Melendez Tori L
- Mellström Dan
- Mercader Josep M
- Metspalu Andres
- Miao Jenkai
- Milaneschi Yuri
- Miller Jason E
- Millwood Iona Y
- Mishra Pashupati P
- Mitchell Braxton D
- Mitchell Paul
- Mitchell Ruth E
- Mohlke Karen L
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- Xu Huichun
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- Yamamoto Ken
- Yang Jian
- Yang Jingyun
- Yao Jie
- Yengo Loïc
- Yin Xianyong
- Yokota Mitsuhiro
- Young Hannah
- Young Kristin L
- Yousri Noha A
- Yu Lei
- Yuan Jian-Min
- Zeggini Eleftheria
- Zemel Babette S
- Zeng Lingyao
- Zhang Weihua
- Zhang Xinyuan
- Zhao Jing-Hua
- Zhao Wei
- Zheng Wei
- Zhou Wei
- Zhu Xiaofeng
- Zimmermann Martina E
- Zmuda Joseph M
- Zoledziewska Magdalena
- Zonderman Alan B
- Zwart John-Anker
- Åsvold Bjørn Olav
- Publication venue
- Nature
- Publication date
- 01/01/2022
- Field of study
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
The power of genetic diversity in genome-wide association studies of lipids
- Author
- Aadahl M. (Mette)
- Abbas S. (Shahid)
- Abecasis G. (Goncalo)
- Adair L. S. (Linda S.)
- Adams H. H. (Hieab H. H.)
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- Ahmed M. (Meraj)
- Akiyama M. (Masato)
- Al-Mulla F. (Fahd)
- Arbeeva L. (Liubov)
- Arendt M. (Marina)
- Arnett D. K. (Donna K.)
- Asselbergs F. W. (Folkert W.)
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- Attia J. (John)
- Bandinelli S. (Stefania)
- Baras A. (Aris)
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- Benjamins J. W. (Jan W.)
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- Timpson N. J. (Nicholas J.)
- Tonjes A. (Anke)
- Trembath R. C. (Richard C.)
- Trivedi B. (Bhavi)
- Trompet S. (Stella)
- Tsao P. S. (Philip S.)
- Turman C. (Constance)
- Tusie-Luna T. (Teresa)
- Vaccargiu S. (Simona)
- van Dam R. M. (Rob M.)
- van der Harst P. (Pim)
- van Der Laan S. W. (Sander W.)
- van der Most P. J. (Peter J.)
- van Dijk K. W. (Ko Willems)
- van Duijn C. M. (Cornelia M.)
- van Heel D. A. (David A.)
- van Meurs J. B. (Joyce B. J.)
- van Setten J. (Jessica)
- Vedantam S. (Sailaja)
- Verma A. (Anurag)
- Verweij N. (Niek)
- Vestergaard H. (Henrik)
- Veturi Y. (Yogasudha)
- Villalpando C. G. (Clicerio Gonzalez)
- Vitart V. (Veronique)
- Volzke H. (Henry)
- Walker M. (Mark)
- Walters R. G. (Robin G.)
- Wang C. (Chaolong)
- Wang C. A. (Carol A.)
- Wang J.-S. (Jun-Sing)
- Wang Y. X. (Ya Xing)
- Wareham N. J. (Nicholas J.)
- Warner S. C. (Sophie C.)
- Warren H. R. (Helen R.)
- Watkins H. (Hugh)
- Wei W. B. (Wen B.)
- Wei W.-Q. (Wei-Qi)
- Weir D. R. (David R.)
- Weiss S. (Stefan)
- Whitfield J. B. (John B.)
- Wickremasinghe A. R. (Ananda R.)
- Widen E. (Elisabeth)
- Wielscher M. (Matthias)
- Wild S. H. (Sarah H.)
- Willemsen G. (Gonneke)
- Willer C. J. (Cristen J.)
- Wilson J. F. (James F.)
- Wilson J. G. (James G.)
- Wilson P. (Peter)
- Winkler T. W. (Thomas W.)
- Wojczynski M. K. (Mary K.)
- Wong A. (Andrew)
- Wong T.-Y. (Tien-Yin)
- Woo J.-T. (Jeong-Taek)
- Wood A. R. (Andrew R.)
- Wu J.-Y. (Jer-Yuarn)
- Wu K. H. (Kuan-Han H.)
- Xia R. (Rui)
- Xue C. (Chao)
- Yajnik C. S. (Chittaranjan S.)
- Yamamoto M. (Masayuki)
- Yang B. (Bin)
- Yang J. (Jian)
- Yang J. (Jingyun)
- Yao J. (Jie)
- Yin X. (Xianyong)
- Yokota M. (Mitsuhiro)
- Yoon K. (Kyungheon)
- Young K. L. (Kristin L.)
- Yu K. (Ketian)
- Yuan J.-M. (Jian-Min)
- Zajac G. J. (Greg J. M.)
- Zeggini E. (Eleftheria)
- Zeng L. (Lingyao)
- Zhang J. (Jifeng)
- Zhang W. (Weihua)
- Zhao J.-H. (Jing-Hua)
- Zhao W. (Wei)
- Zheng W. (Wei)
- Zhou W. (Wei)
- Zhu X. (Xiang)
- Zhu X. (Xiaofeng)
- Zilhao N. R. (Nuno R.)
- Zimmermann M. E. (Martina E.)
- Zmuda J. M. (Joseph M.)
- Zonderman A. B. (Alan B.)
- Publication venue
- Springer Nature
- Publication date
- 01/01/2021
- Field of study
Abstract
Increased blood lipid levels are heritable risk factors of cardiovascular disease with varied prevalence worldwide owing to different dietary patterns and medication use1. Despite advances in prevention and treatment, in particular through reducing low-density lipoprotein cholesterol levels2, heart disease remains the leading cause of death worldwide3. Genome-wideassociation studies (GWAS) of blood lipid levels have led to important biological and clinical insights, as well as new drug targets, for cardiovascular disease. However, most previous GWAS4‐23 have been conducted in European ancestry populations and may have missed genetic variants that contribute to lipid-level variation in other ancestry groups. These include differences in allele frequencies, effect sizes and linkage-disequilibrium patterns24. Here we conduct a multi-ancestry, genome-wide genetic discovery meta-analysis of lipid levels in approximately 1.65 million individuals, including 350,000 of non-European ancestries. We quantify the gain in studying non-European ancestries and provide evidence to support the expansion of recruitment of additional ancestries, even with relatively small sample sizes. We find that increasing diversity rather than studying additional individuals of European ancestry results in substantial improvements in fine-mapping functional variants and portability of polygenic prediction (evaluated in approximately 295,000 individuals from 7 ancestry groupings). Modest gains in the number of discovered loci and ancestry-specific variants were also achieved. As GWAS expand emphasis beyond the identification of genes and fundamental biology towards the use of genetic variants for preventive and precision medicine25, we anticipate that increased diversity of participants will lead to more accurate and equitable26 application of polygenic scores in clinical practice
A saturated map of common genetic variants associated with human height
- Author
- Abecasis Goncalo R.
- Adair Linda S.
- Adams Hieab H. H.
- Aguilar-Salinas Carlos A.
- Ahluwalia Tarunveer S.
- Akiyama Masato
- Al-Mulla Fahd
- Allison Matthew A.
- Alvarez Marcus
- Andersen Mette K.
- Ani Alireza
- Appadurai Vivek
- Arbeeva Liubov
- Arias Joshua D.
- Arnett Donna K.
- Asselbergs Folkert W.
- Assimes Themistocles L.
- Asvold Bjorn Olav
- Attia John
- Auton Adam
- Banas Bernhard
- Bandinelli Stefania
- Bartell Eric
- Bennett David A.
- Bergler Tobias
- Berndt Sonja, I
- Bharadwaj Dwaipayan
- Bhaskar Seema
- Bielak Lawrence F.
- Biino Ginevra
- Bisgaard Hans
- Boehnke Michael
- Boerwinkle Eric
- Boger Carsten A.
- Bollepalli Sailalitha
- Bonnelykke Klaus
- Bonnycastle Lori L.
- Boomsma Dorret, I
- Borglum Anders D.
- Borja Judith B.
- Bork-Jensen Jette
- Bouchard Claude
- Bowden Donald W.
- Bradfield Jonathan P.
- Bradford Yuki
- Brandslund Ivan
- Braund Peter S.
- Brody Jennifer A.
- Brumpton Ben
- Burgdorf Kristoffer S.
- Buring Julie E.
- Cade Brian E.
- Cai Hui
- Cai Qiuyin
- Campbell Archie
- Canadas-Garre Marisa
- Catamo Eulalia
- Caulfield Mark J.
- Chai Jin-Fang
- Chai Xiaoran
- Chambers John C.
- Chandak Giriraj R.
- Chang Li-Ching
- Chang Yi-Cheng
- Chanock Stephen J.
- Chasman Daniel, I
- Chaturvedi Nish
- Chen Chien-Hsiun
- Chen Shyh-Huei
- Chen Yii-Der Ida
- Chen Zhengming
- Cheng Ching-Yu
- Chesi Alessandra
- Cho Yoon Shin
- Choi Seung Hoan
- Christofidou Paraskevi
- Christophersen Ingrid E.
- Chung Ren-Hua
- Ciullo Marina
- Cocca Massimiliano
- Cole John W.
- Collins Francis S.
- Concas Maria Pina
- Cooper Richard S.
- Couture Christian
- Cruz Miguel
- Cucca Francesco
- Cuellar-Partida Gabriel
- Cupples L. Adrienne
- Cutler Michael J.
- Damrauer Scott M.
- Danning Rebecca
- Dantoft Thomas M.
- Daw E. Warwick
- de Borst Gert J.
- de Groot Lisette C. P. G. M.
- De Jager Philip L.
- de Kleijn Dominique P., V
- de Silva H. Janaka
- Dedoussis George, V
- Degenhard Frauke
- Delgado Graciela E.
- Delitala Alessandro
- Deloukas Panos
- Demirkan Ayse
- den Hollander Anneke, I
- Deng Xuan
- Devineni Poornima
- Dietl Alexander
- Dimitriou Maria
- Dimitrov Latchezar
- Dorajoo Rajkumar
- Du Shufa
- Easton Douglas F.
- Ekici Arif B.
- Elders Petra J. M.
- Eliasen Anders U.
- Eliassen A. Heather
- Ellinor Patrick T.
- Elmstahl Solve
- Engmann Jorgen E.
- Erdmann Jeanette
- Esko Tonu
- Evans Michele K.
- Fairhurst-Hunter Zammy
- Farmaki Aliki-Eleni
- Fatkin Diane
- Faul Jessica D.
- Feenstra Bjarke
- Feitosa Mary F.
- Fernandez-Lopez Juan-Carlos
- Ferreira Teresa
- Ferrucci Luigi
- Ford Ian
- Forer Lukas
- Fornage Myriam
- Francescatto Margherita
- Franke Andre
- Franks Paul W.
- Frayling Timothy M.
- Freedman Barry, I
- Freitag-Wolf Sandra
- Fuchsberger Christian
- Galesloot Tessel E.
- Gao Yan
- Gao Zishan
- Gasparini Paolo
- Geller Frank
- Giannakopoulou Olga
- Gieger Christian
- Girotto Giorgia
- Giulianini Franco
- Gjesing Anette P.
- Goddard Michael E.
- Goel Anuj
- Golightly Yvonne M.
- Gonzalez-Villalpando Clicerio
- Gordon Scott D.
- Gordon-Larsen Penny
- Gorski Mathias
- Graff Marielisa
- Graham Sarah E.
- Grallert Harald
- Grant Struan F. A.
- Grarup Niels
- Griffiths Lyn
- Grove Jakob
- Gudnason Vilmundur
- Guo Xiuqing
- Gustafsson Stefan
- Haessler Jeffrey
- Haiman Christopher
- Hakonarson Hakon
- Hansen Thomas F.
- Hansen Torben
- Hartman Catharina A.
- Hattersley Andrew T.
- Havulinna Aki S.
- Haworth Simon J.
- Hayward Caroline
- He Jing
- Heard-Costa Nancy
- Hebbar Prashantha
- Heckbert Susan R.
- Heid Iris M.
- Heng Chew-Kiat
- Hengstenberg Christian
- Hewitt Alex W.
- Highland Heather H.
- Hindy George
- Hirschhorn Joel N.
- Hishigaki Haretsugu
- Ho Yuk-Lam A.
- Hofer Edith
- Holliday Elizabeth
- Horn Katrin
- Hornsby Whitney E.
- Hottenga Jouke-Jan
- Hoyng Carel B.
- Huang Hongyan
- Huang Jie
- Huang Paul L.
- Huang Wei
- Huerta-Chagoya Alicia
- Huffman Jennifer E.
- Hung Yi-Jen
- Hunt Steven C.
- Huo Shaofeng
- Hveem Kristian
- Hwang Mi Yeong
- Hypponen Elina
- Iacono William G.
- Ichihara Sahoko
- Iha Hiroyuki
- Ikeda Daisuke D.
- Ikram M. Arfan
- Isasi Carmen R.
- Isono Masato
- Jackson Anne U.
- Jackson Rebecca D.
- Jager Susanne
- Jansen Iris E.
- Jarvelin Marjo-Riitta
- Ji Yingjie
- Jiang Yunxuan
- Jin Zi-Bing
- Jockel Karl-Heinz
- Johansson Ingegerd
- Jonas Jost B.
- Jonsson Anna
- Jorgensen Torben
- Joshi Peter K.
- Jousilahti Pekka
- Jukema J. Wouter
- Justice Anne E.
- Kahonen Mika
- Kalafati Ioanna-Panagiota
- Kamatani Yoichiro
- Kanai Masahiro
- Kang Kui Dong
- Kanoni Stavroula
- Kaprio Jaakko
- Karaderi Tugce
- Kardia Sharon L. R.
- Karhus Line L.
- Karpe Fredrik
- Kasturiratne Anuradhani
- Kato Norihiro
- Katsuya Tomohiro
- Kawaguchi Takahisa
- Kee Frank
- Kember Rachel L.
- Kentistou Katherine A.
- Kessler Thorsten
- Khera Amit, V
- Khor Chiea Chuen
- Kiemeney Lambertus A. L. M.
- Kim Bong-Jo
- Kim Eung Kweon
- Kim Han-Na
- Kim Hyung-Lae
- Kim Young Jin
- Kirchhof Paulus
- Kivimaki Mika
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- Knol Maria J.
- Koh Woon-Puay
- Koistinen Heikki A.
- Kolovou Genovefa D.
- Kooner Jaspal S.
- Kooperberg Charles
- Kottgen Anna
- Kovacs Peter
- Kraaijeveld Adriaan
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- Krauss Ronald M.
- Kumari Meena
- Kurbasic Azra
- Kutalik Zoltan
- Laakso Markku
- Lange Leslie A.
- Langenberg Claudia
- Launer Lenore J.
- Lauzon Marie
- Le Marchand Loic
- Le Phuong
- Lea Rodney
- Lee Hyejin
- Lee Jong-Young
- Lee Nanette R.
- Lehtimaki Terho
- Leonard Hampton L.
- Lettre Guillaume
- Li Huaixing
- Li Liming
- Li Shengchao A.
- Li Xiaohui
- Li Xiaoyin
- Liang Jingjing
- Lieb Wolfgang
- Lin Honghuang
- Lin Kuang
- Lin Shih-Yi
- Lin Xu
- Lind Lars
- Lindgren Cecilia M.
- Linneberg Allan
- Liu Ching-Ti
- Liu Jianjun
- Liu Jun
- Liu Xueping
- Lo Ken Sin
- Locke Adam E.
- Loeffler Markus
- Loh Po-Ru
- London Barry
- Long Jirong
- Loos Ruth J. F.
- Lores-Motta Laura
- Luan Jian'an
- Lubitz Steven A.
- Lull Kreete
- Lye Stephen J.
- Lyssenko Valeriya
- Lyytikainen Leo-Pekka
- Machado Moara
- Mackey David A.
- Magi Reedik
- Magnusson Patrik K. E.
- Mahajan Anubha
- Malden Deborah E.
- Mamakou Vasiliki
- Mangino Massimo
- Manichaikul Ani
- Marcus Gregory M.
- Marouli Eirini
- Marten Jonathan
- Martin Nicholas G.
- Marz Winfried
- Matsuda Fumihiko
- Mattheisen Manuel
- Mavarani Laven
- McCarthy Mark, I
- McDaid Aaron F.
- McGarrah Robert W.
- McGue Matt
- McKnight Amy Jayne
- Medina-Gomez Carolina
- Medland Sarah E.
- Meidtner Karina
- Melendez Tori L.
- Mellstrom Dan
- Mercader Josep M.
- Metspalu Andres
- Miao Jenkai
- Milaneschi Yuri
- Miller Jason E.
- Millwood Iona Y.
- Mishra Pashupati P.
- Mitchell Braxton D.
- Mitchell Paul
- Mitchell Ruth E.
- Mohlke Karen L.
- Mollehave Line T.
- Mook-Kanamori Dennis O.
- Moore Amy
- Morgan Anna
- Morris Andrew D.
- Mucci Lorelei A.
- Mucha Soeren
- Mukamel Ronen E.
- Munroe Patricia B.
- Munz Matthias
- Nakatochi Masahiro
- Nalls Mike A.
- Nazarian Saman
- Nelson Amanda E.
- Nelson Christopher P.
- Nethander Maria
- Neville Matt J.
- Newton-Cheh Christopher
- Ng Maggie C. Y.
- Nho Chu Won
- Nielsen Aneta A.
- Nielsen Christopher S.
- Nolte Ilja M.
- Nongmaithem Suraj S.
- Noordam Raymond
- North Kari E.
- Nothen Markus M.
- Ntalla Ioanna
- Nutile Teresa
- O'Donnell Christopher J.
- Ohlsson Claes
- Okada Yukinori
- Oldehinkel Albertine J.
- Orozco Lorena
- Pahkala Katja
- Pajukanta Paivi
- Palmer Colin N. A.
- Pandit Anita
- Parna Katri
- Parra Esteban J.
- Pattaro Cristian
- Pauper Marc
- Pedersen Oluf
- Pennell Craig E.
- Penninx Brenda W. J. H.
- Perusse Louis
- Peters Annette
- Petersen Eva R. B.
- Petersen Liselotte, V
- Peyser Patricia A.
- Pitkanen Niina
- Polasek Ozren
- Porteous David J.
- Posthuma Danielle
- Poveda Alaitz
- Power Chris
- Pramstaller Peter P.
- Preuss Michael H.
- Province Michael A.
- Pyarajan Saiju
- Qi Qibin
- Qu Jia
- Rader Daniel J.
- Raffield Laura M.
- Raghavan Sridharan
- Raitakari Olli T.
- Rakugi Hiromi
- Ralhan Sarju
- Rallidis Loukianos S.
- Ramirez Julia
- Rao Dabeeru C.
- Rasheed Asif
- Raven Dennis
- Rayner Nigel W.
- Redline Susan
- Reilly Dermot F.
- Reiner Alexander P.
- Rhee Sang Youl
- Ridker Paul M.
- Rienstra Michiel
- Ripatti Samuli
- Ritchie Marylyn D.
- Rivadeneira Fernando
- Riveros Carlos
- Roden Dan M.
- Rohde Rebecca
- Rosendaal Frits R.
- Rotter Jerome, I
- Rudan Igor
- Rueger Sina
- Ruggiero Daniela
- Ruotsalainen Sanni E.
- Rutters Femke
- Ryan Kathleen A.
- Sabanayagam Charumathi
- Sabater-Lleal Maria
- Sakaue Saori
- Saleheen Danish
- Salomaa Veikko
- Samani Nilesh J.
- Sanghera Dharambir K.
- Sattar Naveed
- Saxena Richa
- Schmidt Borge
- Schmidt Helena
- Schmidt Reinhold
- Scholz Markus
- Schulze Matthias B.
- Schunkert Heribert
- Scott Laura J.
- Scott Rodney J.
- Sendamarai Anoop
- Sever Peter
- Shen Botong
- Shi Jingchunzi
- Shin Jae Hun
- Shiroma Eric J.
- Shoemaker M. Benjamin
- Shu Xiao-Ou
- Sidore Carlo
- Sidorenko Julia
- Sim Xueling
- Simonsick Eleanor M.
- Sims Mario
- Singh Jai Rup
- Singleton Andrew B.
- Sinner Moritz F.
- Sitlani Colleen M.
- Slieker Roderic K. C.
- Smit Roelof A. J.
- Smith Albert, V
- Smith J. Gustav
- Smith Jennifer A.
- Smyth Laura J.
- Snieder Harold
- Southam Lorrain E.
- Spector Tim D.
- Spracklen Cassandra N.
- Stampfer Meir J.
- Stark Klaus J.
- Stefansson Kari
- Steinthorsdottir Valgerdur
- Strachan David P.
- Sun Liang
- Sun Yan, V
- t' Hart Leen M.
- Tabara Yasuharu
- Tai E. Shyong
- Takeuchi Fumihiko
- Tallapragada Divyasripriyanka
- Tang Hua
- Tardif Jean-Claude
- Taylor Kent D.
- Tayo Bamidele O.
- Tcheandjieu Catherine
- Terzikhan Natalie
- Tesolin Paola
- Teumer Alexander
- Thanaraj Thangavel A.
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- Thompson Deborah J.
- Thorleifsson Gudmar
- Thorsteinsdottir Unnur
- Timmers Paul R. H. J.
- Timpson Nicholas J.
- Tonjes Anke
- Tremblay Angelo
- Trompet Stella
- Tuomi Tiinamaija
- Tuomilehto Jaakko
- Turman Constance
- Tusie-Luna Maria-Teresa
- Uitterlinden Andre G.
- Vaccargiu Simona
- van Dam Rob M.
- van der Harst Pim
- van der Laan Sander W.
- van der Most Peter J.
- Van der Velde Nathalie
- van Duijn Cornelia M.
- van Klinken Jan B.
- van Schoor Natasja M.
- van Setten Jessica
- Vedantam Sailaja
- Verma Shefali S.
- Verweij Niek
- Veturi Yogasudha
- Vidal Pedro Marques
- Visscher Peter M.
- Vitart Veronique
- Volker Uwe
- Vollenweider Peter
- Volzke Henry
- Vrieze Scott
- Wacher-Rodarte Niels H.
- Walker Mark
- Walters Robin G.
- Wang Carol A.
- Wang Chaolong
- Wang Lihua
- Wang Ya Xing
- Wang Zhe
- Wareham Nicholas J.
- Warren Helen R.
- Watanabe Richard M.
- Watkins Hugh
- Wei Wen Bin
- Weir David R.
- Werge Thomas M.
- Wickremasinghe Ananda R.
- Widen Elisabeth
- Wielscher Matthias
- Wiggins Kerri L.
- Wilkens Lynne R.
- Willemsen Gonneke
- Willer Cristen J.
- Willett Walter C.
- Wilson James F.
- Winkler Thomas W.
- Winsvold Bendik S.
- Wong Andrew
- Wong Tien-Yin
- Woo Jeong-Taek
- Wood Andrew R.
- Wright Alan F.
- Wu Jer-Yuarn
- Wu Yang
- Wuttke Matthias
- Xia Rui
- Xie Tian
- Xu Huichun
- Yajnik Chittaranjan S.
- Yamamoto Ken
- Yang Jian
- Yang Jingyun
- Yao Jie
- Yengo Loic
- Yin Xianyong
- Yokota Mitsuhiro
- Young Hannah
- Young Kristin L.
- Yousri Noha A.
- Yu Lei
- Yuan Jian-Min
- Zeggini Eleftheria
- Zemel Babette S.
- Zeng Lingyao
- Zhang Weihua
- Zhang Xinyuan
- Zhao Jing-Hua
- Zhao Wei
- Zheng Wei
- Zhou Wei
- Zhu Xiaofeng
- Zimmermann Martina E.
- Zmuda Joseph M.
- Zoledziewska Magdalena
- Zonderman Alan B.
- Zwart John-Anker
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- Field of study
Implicating genes, pleiotropy, and sexual dimorphism at blood lipid loci through multi-ancestry meta-analysis
- Author
- Aadahl Mette
- Abbas Shahid
- Abecasis Goncalo
- Adair Linda S.
- Adams Hieab H. H.
- Adeyemo Adebowale A.
- Aguilar-Salinas Carlos A.
- Akiyama Masato
- Al-Mulla Fahd
- Arbeeva Liubov
- Arnett Donna K.
- Asselbergs Folkert W.
- Assimes Themistocles L.
- Asvold Bjorn Olav
- Attia John
- Banas Bernhard
- Bandinelli Stefania
- Baras Aris
- Bayyana Swati
- Bechayda Sonny Augustin
- Benjamins Jan W.
- Bennett David A.
- Bentley Amy R.
- Beulens Joline W. J.
- Bharadwaj Dwaipayan
- Bhatti Konain Fatima
- Bielak Lawrence F.
- Biino Ginevra
- Bis Joshua C.
- Bjerregaard Anne A.
- Black Corri
- Boehnke Michael
- Boger Carsten A.
- Bollepalli Sailalitha
- Boomsma Dorret, I
- Bork-Jensen Jette
- Bouchard Claude
- Bradfeld Jonathan P.
- Bradford Yuki
- Brandslund Ivan
- Braund Peter S.
- Brody Jennifer A.
- Brown Christopher D.
- Brown Michael R.
- Brown Morris
- Brumpton Ben M.
- Buring Julie E.
- Burtt Noel P.
- Cade Brian E.
- Cai Qiuyin
- Campbell Archie
- Campbell Harry
- Canadas-Garre Marisa
- Caulfeld Mark J.
- Chai Jin Fang
- Chambers John C.
- Chandak Giriraj R.
- Chang Kyong-Mi
- Chasman Daniel, I
- Chaturvedi Nish
- Chen Shufeng
- Chen Y. Eugene
- Chen Yii-Der Ida
- Chen Zhengming
- Cheng Ching-Yu
- Chitrala Kumaraswamy Naidu
- Cho Kelly
- Cho Yoon Shin
- Choi Hyeok Sun
- Choudhury Ananyo
- Christensen Henry
- Christensen Kaare
- Christofdou Paraskevi
- Chuang Lee-Ming
- Ciullo Marina
- Clarke Shoa L.
- Concas Maria Pina
- Correa Adolfo
- Costanzo Maria C.
- Couture Christian
- Cruz Miguel
- Cuellar-Partida Gabriel
- Cupples LAdrienne
- Damrauer Scott M.
- Dantoft Thomas M.
- Daviglus Martha
- Daw EWarwick
- de Borst Gert J.
- de Graaf Jacqueline
- De Jager Philip L.
- de Kleijn Dominique
- de Silva H. Janaka
- de Vries Paul S.
- Dedoussis George
- Delgado Graciela E.
- Deloukas Panos
- Demirkan Ayse
- Dorajoo Rajkumar
- Doumatey Ayo P.
- Elders Petra J. M.
- Engmann Jorgen
- Erdmann Jeanette
- Evans Michele K.
- Farmaki Aliki-Eleni
- Faul Jessica D.
- Feitosa Mary F.
- Feng QiPing
- Fernandez-Lopez Juan Carlos
- Forer Lukas
- Fornage Myriam
- Francesco Cucca
- Frank Mirjam
- Franke Andre
- Franks Paul W.
- Frayling Timothy M.
- Freitag-Wolf Sandra
- Fuchsberger Christian
- Galesloot Tessel E.
- Gao Zishan
- Gaziano John M.
- Ghanbari Mohsen
- Giannakopoulou Olga
- Giardoglou Tota
- Gieger Christian
- Girotto Giorgia
- Giulianini Franco
- Goel Anuj
- Golightly Yvonne M.
- Gordon-Larsen Penny
- Graf Mariaelisa
- Graham Sarah E.
- Grant Struan F. A.
- Grarup Niels
- Gu Dongfeng
- Gudbjartsson Daniel F.
- Gudnason Vilmundur
- Guo Xiuqing
- Gustafsson Stefan
- Haessler Jefrey
- Hakonarson Hakon
- Han Sohee
- Hansen Torben
- Hattersley Andrew T.
- Havulinna Aki S.
- Haworth Simon
- Hayes M. Geofrey
- Hayward Caroline
- Hazelhurst Scott
- Hebbar Prashantha
- Heid Iris M.
- Helgadottir Anna
- Heng Chew-Kiat
- Hewitt Alex W.
- Hidalgo Bertha
- Hilliard Austin T.
- Hindy George
- Hirschhorn Joel N.
- Hishigaki Haretsugu
- Ho Yuk-Lam
- Hoefer Imo E.
- Hofer Edith
- Hollander Anneke Iden
- Holm Hilma
- Holmes Michael, V
- Homuth Georg
- Hottenga Jouke Jan
- Huang Hongyan
- Huang Jianfeng
- Huang Wei
- Huerta-Chagoya Alicia
- Hui Qin
- Hung Yi-Jen
- Hunt Karen A.
- Hunt Steven C.
- Huo Shaofeng
- Hutri-Kahonen Nina
- Hveem Kristian
- Hwang Mi Yeong
- Hwu Chii-Min
- Ichihara Sahoko
- Iha Hiroyuki
- Ikeda Daisuke D.
- Ikram M. Arfan
- Ingelsson Erik
- Irvin Marguerite R.
- Jackson Rebecca D.
- Jager Susanne
- Jang Dongkeun
- Jang Hye-Mi
- Jarvelin Marjo-Riitta
- Jarvik Gail P.
- Ji Yingji
- Jin Zi-Bing
- Jockel Karl-Heinz
- Jonas Jost B.
- Joshi Peter K.
- Jousilahti Pekka
- Jukema J. Wouter
- Jung Bettina
- Justice Anne E.
- Kahonen Mika
- Kamatani Yoichiro
- Kanai Masahiro
- Kanoni Stavroula
- Kaprio Jaakko
- Kardia Sharon L. R.
- Karhus Line L.
- Karpe Fredrik
- Kathiresan Sekar
- Kato Norihiro
- Katsuya Tomohiro
- Kawaguchi Takahisa
- Kee Frank
- Kentistou Katherine A.
- Khera Amit, V
- Khor Chiea Chuen
- Kiemeney Lambertus A. L. M.
- Kim Bong-Jo
- Kim Eung Kweon
- Kim Han-Na
- Kim Hyung-Lae
- Kim Young Jin
- Kivimaki Mika
- Klarin Derek
- Kleber Marcus E.
- Koh Woon-Puay
- Koistinen Heikki A.
- Kolcic Ivana
- Kooner Jaspal S.
- Kooperberg Charles
- Kovacs Peter
- Kraaijeveld Adriaan O.
- Kraft Peter
- Krauss Ronald M.
- Kronenberg Florian
- Kubo Michiaki
- Kullo Iftikhar J.
- Kumari Meena
- Kurbasic Azra
- Kutalik Zoltan
- Kuusisto Johanna
- Laakso Markku
- Lamina Claudia
- Lange Leslie A.
- Langenberg Claudia
- Launer Lenore J.
- Le Phuong
- Lee Hyejin
- Lee Jong Young
- Lehtimaki Terho
- Leonard Hampton L.
- Lettre Guillaume
- Li Hengtong
- Li Huaixing
- Li Liming
- Li Xiaohui
- Li Xiaoyin
- Liang Jingjing
- Lieb Wolfgang
- Lin Kuang
- Lin Maoxuan
- Lin Shih-Yi
- Lin Xu
- Lind Lars
- Lingren Todd
- Linneberg Allan
- Liu Fangchao
- Liu Jianjun
- Liu Jun
- Lo Ken Sin
- Locke Adam E.
- Loefer Markus
- Long Jirong
- Loos Ruth J. F.
- Lores-Motta Laura
- Loukola Anu
- Lu Xiangfeng
- Luan Jian'an
- Lynch Julie A.
- Lyssenko Valeriya
- Lyytikainen Leo-Pekka
- Magnusson Patrik K. E.
- Mahajan Anubha
- Mamakou Vasiliki
- Mangino Massimo
- Manichaikul Ani
- Mannikko Minna
- Marouli Eirini
- Marques-Vidal Pedro
- Marten Jonathan
- Martin Hilary C.
- Martin Lisa Warsinger
- Martin Nicholas G.
- Marz Winfried
- Matsuda Fumihiko
- Matteo Floris
- Mauro Pala
- McCarthy Mark, I
- McDaid Aaron F.
- McKnight Amy Jayne
- Medina-Gomez Carolina
- Meidtner Karina
- Mellstrom Dan
- Mercader Josep M.
- Miller Jason E.
- Millwood Iona Y.
- Mitchell Jonathan S.
- Mitchell Paul
- Mitchell Ruth E.
- Mohlke Karen L.
- Mollehave Line T.
- Mook-Kanamori Dennis O.
- Mori Trevor A.
- Morris Andrew P.
- Morrison Alanna C.
- Munroe Patricia B.
- Munz Matthias
- Murakami Yoshinori
- Nabika Toru
- Nakatochi Masahiro
- Nalls Mike A.
- Namjou Bahram
- Nardone Giuseppe Giovanni
- Narita Akira
- Natarajan Pradeep
- Nelson Amanda E.
- Nelson Christopher P.
- Nethander Maria
- Neville Matt J.
- Nielsen Aneta A.
- Niinikoski Harri
- Nikus Kjell
- Nongmaithem Suraj S.
- Noordam Raymond
- North Kari E.
- Ntalla Ioanna
- Nutile Teresa
- O'Donnell Christopher J.
- Obura Morgan O.
- Ohlsson Claes
- Okada Yukinori
- Olafsson Isleifur
- Oldehinkel Albertine J.
- Oldmeadow Christopher
- Orozco Lorena
- Pacheco Jennifer Allen
- Pahkala Katja
- Pajukanta Paivi
- Palmer Colin N. A.
- Pandit Anita
- Parra Esteban J.
- Pasterkamp Gerard
- Pauper Marc
- Pedersen Nancy L.
- Pedersen Oluf
- Peloso Gina M.
- Pennell Craig E.
- Penninx Brenda
- Perusse Louis
- Peters Annette
- Petersen Eva R. B.
- Peyser Patricia A.
- Pitkanen Niina
- Pitsillides Achilleas
- Polasek Ozren
- Poulter Neil
- Poveda Alaitz
- Pramstaller Peter P.
- Prasad Gauri
- Preuss Michael H.
- Province Michael A.
- Psaty Bruce M.
- Qu Jia
- Rader Daniel J.
- Raitakari Olli T.
- Rallidis Loukianos S.
- Ramdas Shweta
- Ramirez Julia
- Ramsay Michele
- Rao D. C.
- Rasheed Asif
- Rasheed Humaira
- Rayner Nigel W.
- Redline Susan
- Reilly Dermot F.
- Reiner Alexander P.
- Rhee Sang Youl
- Ridker Paul M.
- Ripatti Samuli
- Ritchie Marylyn D.
- Rosenthal Elisabeth A.
- Rotimi Charles N.
- Rotter Jerome, I
- Ruggiero Daniela
- Ruotsalainen Sanni E.
- Ryu Seungho
- Sabanayagam Charumathi
- Sabater-Lleal Maria
- Sakaue Saori
- Saleheen Danish
- Salomaa Veikko
- Samani Nilesh J.
- Sattar Naveed
- Schmidt Borge
- Schmidt Ellen M.
- Schmidt Helena
- Schmidt Reinhold
- Scholz Markus
- Schulze Matthias B.
- Schunkert Heribert
- Scott Rodney J.
- Sengupta Dhriti
- Sever Peter
- Shin Jae Hun
- Shu Xiao-Ou
- Sim Xueling
- Simonsick Eleanor
- Slieker Roderick C.
- Smith Blair H.
- Smith Jennifer A.
- Smyth Laura J.
- Snieder Harold
- Southam Lorraine
- Spector Tim D.
- Spracklen Cassandra N.
- Stark Klaus J.
- Stefansson Kari
- Strachan David P.
- Stringham Heather M.
- Sun Yan, V
- Sung Yun Ju
- Surakka Ida
- t Hart Leen M.
- Tabara Yasuharu
- Tai EShyong
- Takayama Jun
- Takeuchi Fumihiko
- Tamiya Gen
- Tang Hua
- Tardif Jean-Claude
- Terao Chikashi
- Terzikhan Natalie
- Thanaraj Thangavel Alphonse
- Theusch Elizabeth
- Thiery Joachim
- Thorleifsson Gudmar
- Thorsteinsdottir Unnur
- Timmers Paul R. H. J.
- Timpson Nicholas J.
- Tonjes Anke
- Trembath Richard C.
- Trivedi Bhavi
- Trompet Stella
- Tsao Noah L.
- Tsao Philip S.
- Turman Constance
- Tusie-Luna Teresa
- Vaccargiu Simona
- van Dam Rob M.
- van der Harst Pim
- van der Laan Sander W.
- van der Most Peter J.
- van Dijk Ko Willems
- van Duijn Cornelia M.
- van Heel David A.
- van Meurs Joyce B. J.
- van Setten Jessica
- Vazquez-Moreno Miguel
- Vedantam Sailaja
- Verma Anurag
- Verweij Niek
- Vestergaard Henrik
- Veturi Yogasudha
- Villalpando Clicerio Gonzalez
- Vitart Veronique
- Volzke Henry
- Walker Mark
- Walters Robin G.
- Wang Carol A.
- Wang Chaolong
- Wang Jun-Sing
- Wang Ya Xing
- Wang Yuxuan
- Wang Zeyuan
- Wang Zhe
- Wareham Nicholas J.
- Warner Sophie C.
- Warren Helen R.
- Watkins Hugh
- Wei Wei-Qi
- Wei Wen B.
- Weir David R.
- Weiss Stefan
- Whitfeld John B.
- Wickremasinghe Ananda R.
- Widen Elisabeth
- Wielscher Matthias
- Wild Sarah H.
- Willemsen Allegonda H. M.
- Willer Cristen J.
- Wilson James F.
- Wilson James G.
- Wilson Peter W. F.
- Winkler Thomas W.
- Wojczynski Mary K.
- Wong Andrew
- Wong Tien-Yin
- Woo Jeong-Taek
- Wood Andrew R.
- Wu Jer-Yuarn
- Wu Kuan-Han H.
- Xia Rui
- Xue Chao
- Yamamoto Masayuki
- Yang Bin
- Yang Jian
- Yang Jingyun
- Yao Jie
- Yin Xianyong
- Yokota Mitsuhiro
- Yoon Kyungheon
- Yousri Noha A.
- Yu Ketian
- Yuan Jian-Min
- Zajac Greg J. M.
- Zeggini Eleftheria
- Zeng Lingyao
- Zhang Jifeng
- Zhang Weihua
- Zhao Jing-Hua
- Zhao Wei
- Zheng Wei
- Zhou Wei
- Zhu Xiang
- Zhu Xiaofeng
- Zilhao Nuno R.
- Zimmermann Martina E.
- Zmuda Joseph M.
- Zonderman Alan B.
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- Field of study
A multi-layer functional genomic analysis to understand noncoding genetic variation in lipids
- Author
- Aadahl Mette
- Abbas Shahid
- Abecasis Goncalo
- Adair Linda S.
- Adams Hieab H. H.
- Adeyemo Adebowale A.
- Aguilar-Salinas Carlos A.
- Akiyama Masato
- Al-Mulla Fahd
- Arbeeva Liubov
- Arnett Donna K.
- Asselbergs Folkert W.
- Assimes Themistocles L.
- Asvold Bjorn Olav
- Attia John
- Banas Bernhard
- Bandinelli Stefania
- Baras Aris
- Bechayda Sonny Augustin
- Benjamins Jan W.
- Bennett David A.
- Bentley Amy R.
- Beulens Joline W. J.
- Bharadwaj Dwaipayan
- Bhatti Konain Fatima
- Bielak Lawrence F.
- Biino Ginevra
- Bis Joshua C.
- Bjerregaard Anne A.
- Black Corri
- Boehnke Michael
- Boger Carsten A.
- Bollepalli Sailalitha
- Boomsma Dorret, I
- Bork-Jensen Jette
- Bouchard Claude
- Bradfield Jonathan P.
- Bradford Yuki
- Brandslund Ivan
- Braund Peter S.
- Brody Jennifer A.
- Brown Christopher D.
- Brown Michael R.
- Brown Morris
- Brumpton Ben M.
- Buring Julie E.
- Cade Brian E.
- Cai Qiuyin
- Campbell Archie
- Campbell Harry
- Canadas-Garre Marisa
- Caulfield Mark J.
- Chai Jin Fang
- Chambers John C.
- Chandak Giriraj R.
- Chang Kyong-Mi
- Chasman Daniel, I
- Chaturvedi Nish
- Chen Shufeng
- Chen Y. Eugene
- Chen Yii-Der Ida
- Chen Zhengming
- Cheng Ching-Yu
- Chesi Alessandra
- Chitrala Kumaraswamy Naidu
- Cho Kelly
- Cho Yoon Shin
- Choi Hyeok Sun
- Choudhury Ananyo
- Christensen Henry
- Christensen Kaare
- Christofidou Paraskevi
- Ciullo Marina
- Clarke Shoa L.
- Concas Maria Pina
- Correa Adolfo
- Couture Christian
- Cruz Miguel
- Cuellar-Partida Gabriel
- Cupples L. Adrienne
- Damrauer Scott M.
- Dantoft Thomas M.
- Daviglus Martha
- Daw E. Warwick
- de Borst Gert J.
- de Geus Eco J. C.
- de Graaf Jacqueline
- De Jager Philip L.
- de Kleijn Dominique
- de Silva H. Janaka
- de Vries Paul S.
- Dedoussis George
- Delgado Graciela E.
- Deloukas Panos
- Demirkan Ayse
- den Hollander Anneke, I
- Dorajoo Rajkumar
- Doumatey Ayo P.
- Elders Petra J. M.
- Emmel Carina
- Engmann Jorgen
- Erdmann Jeanette
- Evans Michele K.
- Farmaki Aliki-Eleni
- Faul Jessica D.
- Feitosa Mary F.
- Feng QiPing
- Fernandez-Lopez Juan Carlos
- Forer Lukas
- Fornage Myriam
- Francesco Cucca
- Franke Andre
- Franks Paul W.
- Frayling Timothy M.
- Freitag-Wolf Sandra
- Fuchsberger Christian
- Galesloot Tessel E.
- Gao Zishan
- Gaziano John M.
- Ghanbari Mohsen
- Giannakopoulou Olga
- Giardoglou Tota
- Gieger Christian
- Girotto Giorgia
- Giulianini Franco
- Goel Anuj
- Golightly Yvonne M.
- Gordon-Larsen Penny
- Graff Mariaelisa
- Graham Sarah E.
- Grant Struan
- Grant Struan F. A.
- Grarup Niels
- Gu Dongfeng
- Gudbjartsson Daniel F.
- Gudnason Vilmundur
- Guo Xiuqing
- Gustafsson Stefan
- Haessler Jeffrey
- Hakonarson Hakon
- Han Sohee
- Hansen Torben
- Hart Leen M. T.
- Hattersley Andrew T.
- Havulinna Aki S.
- Haworth Simon
- Hayes M. Geoffrey
- Hayward Caroline
- Hazelhurst Scott
- He Karen Y.
- Hebbar Prashantha
- Heid Iris M.
- Helgadottir Anna
- Hemerich Daiane
- Heng Chew-Kiat
- Hewitt Alex W.
- Hidalgo Bertha
- Hilliard Austin T.
- Hindy George
- Hirschhorn Joel N.
- Hishigaki Haretsugu
- Ho Yuk-Lam
- Hoefer Imo E.
- Hofer Edith
- Holm Hilma
- Holmes Michael, V
- Homuth Georg
- Hottenga Jouke Jan
- Hsiung Chao Agnes
- Huang Hongyan
- Huang Jianfeng
- Huang Wei
- Huerta-Chagoya Alicia
- Hui Qin
- Hunt Karen A.
- Huo Shaofeng
- Hutri-Kahonen Nina
- Hveem Kristian
- Hwang Mi Yeong
- Ichihara Sahoko
- Iha Hiroyuki
- Ikeda Daisuke D.
- Ikram Arfan
- Ikram M. Arfan
- Ingelsson Erik
- Irvin Marguerite R.
- Jackson Rebecca D.
- Jager Susanne
- Jang Hye-Mi
- Jarvelin Marjo-Riitta
- Jarvik Gail P.
- Ji Yingji
- Jin Zi-Bing
- Jockel Karl-Heinz
- Jonas Jost B.
- Joshi Peter K.
- Jousilahti Pekka
- Judd Jonathan
- Jukema J. Wouter
- Jung Bettina
- Justice Anne E.
- Kahonen Mika
- Kamatani Yoichiro
- Kanai Masahiro
- Kanoni Stavroula
- Kaprio Jaakko
- Karhus Line L.
- Karpe Fredrik
- Kathiresan Sekar
- Kato Norihiro
- Katsuya Tomohiro
- Kawaguchi Takahisa
- Kee Frank
- Kentistou Katherine A.
- Khera Amit, V
- Khor Chiea Chuen
- Kiemeney Lambertus
- Kim Bong-Jo
- Kim Eung Kweon
- Kim Han-Na
- Kim Hyung-Lae
- Kim Young Jin
- Kivimaki Mika
- Klarin Derek
- Kleber Marcus E.
- Koh Woon-Puay
- Koistinen Heikki A.
- Kolcic Ivana
- Kooner Jaspal S.
- Kooperberg Charles
- Kovacs Peter
- Kraaijeveld Adriaan O.
- Kraft Peter
- Krauss Ronald M.
- Kronenberg Florian
- Kubo Michiaki
- Kullo Iftikhar J.
- Kumari Meena
- Kurbasic Azra
- Kutalik Zoltan
- Kuusisto Johanna
- Laakso Markku
- Lange Leslie A.
- Langenberg Claudia
- Launer Lenore J.
- Le Phuong
- Lee Hyejin
- Lee Jong Young
- Lee Wen-Jane
- Lehtimaki Terho
- Leonard Hampton L.
- Lettre Guillaume
- Li Hengtong
- Li Huaixing
- Li Liming
- Li Xiaohui
- Lieb Wolfgang
- Lin Kuang
- Lin Maoxuan
- Lin Shih-Yi
- Lin Xu
- Lind Lars
- Lingren Todd
- Linneberg Allan
- Liu Fangchao
- Liu Jianjun
- Liu Jun
- Lo Ken Sin
- Locke Adam E.
- Loeffler Markus
- Long Jirong
- Loos Ruth J. F.
- Lores-Motta Laura
- Loukola Anu
- Lu Fan
- Lu Xiangfeng
- Luan Jian'an
- Lynch Julie A.
- Lyssenko Valeriya
- Lyytikainen Leo-Pekka
- Magnusson Patrik K. E.
- Mahajan Anubha
- Mamakou Vasiliki
- Mangino Massimo
- Manichaikul Ani
- Mannikko Minna
- Marouli Eirini
- Marques-Vidal Pedro
- Marten Jonathan
- Martin Hilary C.
- Martin Lisa Warsinger
- Martin Nicholas G.
- Marz Winfried
- Matsuda Fumihiko
- Matteo Floris
- Mauro Pala
- McCarthy Mark, I
- McDaid Aaron F.
- McKnight Amy Jayne
- Medina-Gomez Carolina
- Meidtner Karina
- Mellstrom Dan
- Mercader Josep M.
- Miller Jason E.
- Millwood Iona Y.
- Mitchell Jonathan S.
- Mitchell Paul
- Mitchell Ruth E.
- Mohlke Karen L.
- Mollehave Line T.
- Mook-Kanamori Dennis O.
- Morgan Anna
- Mori Trevor A.
- Morris Andrew P.
- Morrison Alanna C.
- Munroe Patricia B.
- Munz Matthias
- Murakami Yoshinori
- Nabika Toru
- Nakatochi Masahiro
- Nalls Mike A.
- Namjou Bahram
- Narita Akira
- Natarajan Pradeep
- Nelson Amanda E.
- Nelson Christopher P.
- Nethander Maria
- Neville Matt J.
- Nielsen Aneta A.
- Niinikoski Harri
- Nikus Kjell
- Noah Tsao L.
- Nongmaithem Suraj S.
- Noordam Raymond
- North Kari E.
- Ntalla Ioanna
- Nutile Teresa
- O'Donnell Christopher J.
- Obura Morgan O.
- Ohlsson Claes
- Okada Yukinori
- Olafsson Isleifur
- Oldehinkel Albertine J.
- Oldmeadow Christopher
- Orozco Lorena
- Pacheco Jennifer Allen
- Pahkala Katja
- Pajukanta Paivi
- Palmer Colin N. A.
- Pandit Anita
- Parra Esteban J.
- Pasterkamp Gerard
- Pauper Marc
- Pedersen Nancy L.
- Pedersen Oluf
- Peloso Gina
- Pennell Craig E.
- Penninx Brenda
- Perusse Louis
- Peters Annette
- Petersen Eva R. B.
- Peyser Patricia A.
- Pitkanen Niina
- Pitsillides Achilleas
- Polasek Ozren
- Poulter Neil
- Poveda Alaitz
- Pramstaller Peter P.
- Prasad Gauri
- Preuss Michael
- Province Michael A.
- Psaty Bruce M.
- Rader Daniel J.
- Raitakari Olli T.
- Rallidis Loukianos S.
- Ramdas Shweta
- Ramirez Julia
- Ramsay Michele
- Rao D. C.
- Rasheed Asif
- Rasheed Humaira
- Rayner Nigel W.
- Redline Susan
- Reilly Dermot F.
- Reiner Alexander P.
- Rhee Sang Youl
- Ridker Paul M.
- Ripatti Samuli
- Ritchie Marylyn D.
- Rosenthal Elisabeth A.
- Rotimi Charles N.
- Rotter Jerome, I
- Ruggiero Daniela
- Ruotsalainen Sanni E.
- Ryu Seungho
- Sabanayagam Charumathi
- Sabater-Lleal Maria
- Sakaue Saori
- Saleheen Danish
- Salomaa Veikko
- Samani Nilesh J.
- Sankareswaran Alagu
- Sattar Naveed
- Schmidt Borge
- Schmidt Ellen M.
- Schmidt Helena
- Schmidt Reinhold
- Scholz Markus
- Schonherr Sebastian
- Schulze Matthias B.
- Schunkert Heribert
- Scott Laura J.
- Scott Rodney J.
- Sengupta Dhriti
- Sever Peter
- Sheu Wayne Huey-Herng
- Shin Jae Hun
- Shu Xiao-Ou
- Sim Xueling
- Simonsick Eleanor
- Slieker Roderick C.
- Smith Blair H.
- Smith Jennifer A.
- Smyth Laura J.
- Snieder Harold
- Southam Lorraine
- Spector Tim D.
- Spracklen Cassandra N.
- Stark Klaus J.
- Stefansson Kari
- Strachan David P.
- Sun Yan, V
- Sung Yun Ju
- Surakka Ida
- Tabara Yasuharu
- Tai E. Shyong
- Takayama Jun
- Takeuchi Fumihiko
- Tamiya Gen
- Tang Hua
- Tardif Jean-Claude
- Terao Chikashi
- Terzikhan Natalie
- Thanaraj Thangavel Alphonse
- Theusch Elizabeth
- Thiery Joachim
- Thorleifsson Gudmar
- Thorsteinsdottir Unnur
- Timmers Paul R. H. J.
- Timpson Nicholas J.
- Tonjes Anke
- Trembath Richard C.
- Trivedi Bhavi
- Trompet Stella
- Tsao Philip S.
- Tuomilehto Jaakko
- Turman Constance
- Tusie-Luna Teresa
- Vaccargiu Simona
- van Dam Rob M.
- van der Harst Pim
- van der Laan Sander W.
- van der Most Peter J.
- van Dijk Ko Willems
- van Duijn Cornelia M.
- van Heel David A.
- van Meurs Joyce B. J.
- van Setten Jessica
- Vedantam Sailaja
- Verma Anurag
- Verweij Niek
- Vestergaard Henrik
- Veturi Yogasudha
- Villalpando Clicerio Gonzalez
- Vitart Veronique
- Volzke Henry
- Walker Mark
- Walters Robin G.
- Wang Carol A.
- Wang Chaolong
- Wang Jun-Sing
- Wang Ya Xing
- Wang Yuxuan
- Wang Zeyuan
- Wareham Nicholas J.
- Warner Sophie C.
- Warren Helen R.
- Watkins Hugh
- Wei Wei-Qi
- Wei Wen B.
- Weir David R.
- Weiss Stefan
- Wells Andrew
- Wenz Brandon
- Whitfield John B.
- Wickremasinghe Ananda R.
- Widen Elisabeth
- Wielscher Matthias
- Wild Sarah H.
- Willer Cristen J.
- Wilson James F.
- Wilson James G.
- Wilson Peter
- Winkler Thomas W.
- Wojczynski Mary K.
- Wong Andrew
- Wong Tien-Yin
- Woo Jeong-Taek
- Wood Andrew R.
- Wu Jer-Yuarn
- Wu Kuan-Han H.
- Xia Rui
- Xue Chao
- Yamamoto Masayuki
- Yang Bin
- Yang Jian
- Yang Jingyun
- Yao Jie
- Yin Xianyong
- Yokota Mitsuhiro
- Yoon Kyungheon
- Yu Ketian
- Yuan Jian-Min
- Zajac Greg J. M.
- Zeggini Eleftheria
- Zeng Lingyao
- Zhang Jifeng
- Zhang Weihua
- Zhao Jing-Hua
- Zhao Wei
- Zheng Wei
- Zhou Wei
- Zhu Xiang
- Zhu Xiaofeng
- Zilhao Nuno R.
- Zimmermann Martina E.
- Zmuda Joseph M.
- Zonderman Alan B.
- Publication venue
- 'Elsevier BV'
- Publication date
- Field of study
The power of genetic diversity in genome-wide association studies of lipids (Author Correction: vol 600, pg 675, 2021)
- Author
- 't Hart Leen M.
- Aadahl Mette
- Abbas Shahid
- Abecasis Goncalo
- Adair Linda S.
- Adams Hieab H. H.
- Aguilar-Salinas Carlos A.
- Ahmed Meraj
- Akiyama Masato
- Al-Mulla Fahd
- Arbeeva Liubov
- Arendt Marina
- Arnett Donna K.
- Asselbergs Folkert W.
- Assimes Themistocles L.
- Asvold Bjorn Olav
- Attia John
- Bandinelli Stefania
- Baras Aris
- Bechayda Sonny Augustin
- Benjamins Jan W.
- Bennett David A.
- Bentley Amy R.
- Beulens Joline W. J.
- Bharadwaj Dwaipayan
- Bhatti Konain Fatima
- Bielak Lawrence F.
- Biino Ginevra
- Bis Joshua C.
- Black Corri
- Boeger Carsten A.
- Boehnke Michael
- Bollepalli Sailalitha
- Boomsma Dorret I.
- Bork-Jensen Jette
- Bouchard Claude
- Bradfield Jonathan P.
- Bradford Yuki
- Brandslund Ivan
- Braund Peter S.
- Brody Jennifer A.
- Brown Christopher D.
- Brown Michael R.
- Brown Morris
- Brumat Marco
- Brumpton Ben M.
- Buring Julie E.
- Cade Brian E.
- Cai Qiuyin
- Campbell Archie
- Campbell Harry
- Canadas-Garre Marisa
- Caulfield Mark J.
- Chai Jin Fang
- Chai Xiaoran
- Chambers John C.
- Chandak Giriraj R.
- Chang Kyong-Mi
- Chasman Daniel I.
- Chaturvedi Nish
- Chen Shufeng
- Chen Y. Eugene
- Chen Yii-Der Ida
- Chen Zhengming
- Cheng Ching-Yu
- Chitrala Kumaraswamy Naidu
- Cho Kelly
- Cho Yoon Shin
- Choi Hyeok Sun
- Choudhury Ananyo
- Christensen Henry
- Christensen Kaare
- Christofidou Paraskevi
- Ciullo Marina
- Clarke Shoa L.
- Concas Maria Pina
- Correa Adolfo
- Couture Christian
- Cruz Miguel
- Cucca Francesco
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- Cupples L. Adrienne
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- Delgado Graciela E.
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- Freitag-Wolf Sandra
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- Huo Shaofeng
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- Hwang Mi Yeong
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- Ikeda Daisuke D.
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- Lettre Guillaume
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- Li Xiaohui
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- Lieb Wolfgang
- Lin Kuang
- Lin Maoxuan
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- Lin Xu
- Lind Lars
- Lingren Todd
- Linneberg Allan
- Liu Fangchao
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- Loeffler Markus
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- Loos Ruth J. F.
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- Lu Fan
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- Lyssenko Valeriya
- Lyytikainen Leo-Pekka
- Maerz Winfried
- Magnusson Patrik K. E.
- Mahajan Anubha
- Mamakou Vasiliki
- Mangino Massimo
- Manichaikul Ani
- Mannikko Minna
- Marouli Eirini
- Marques-Vidal Pedro
- Marten Jonathan
- Martin Hilary C.
- Martin Lisa Warsinger
- Martin Nicholas G.
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- McDaid Aaron F.
- McKnight Amy Jayne
- Medina-Gomez Carolina
- Meidtner Karina
- Mellstrom Dan
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- Murakami Yoshinori
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- Narita Akira
- Natarajan Pradeep
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- Ntalla Ioanna
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- Penninx Brenda
- Perusse Louis
- Peters Annette
- Pitkanen Niina
- Pitsillides Achilleas
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- Saleheen Danish
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- Surakka Ida
- Tabara Yasuharu
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- Tamiya Gen
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- Terao Chikashi
- Terzikhan Natalie
- Thanaraj Thangavel Alphonse
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- Thorleifsson Gudmar
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- Timpson Nicholas J.
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- Trompet Stella
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- Verma Anurag
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- Veturi Yogasudha
- Villalpando Clicerio Gonzalez
- Vitart Veronique
- Voelzke Henry
- Walker Mark
- Walters Robin G.
- Wang Carol A.
- Wang Chaolong
- Wang Jun-Sing
- Wang Ya Xing
- Wareham Nicholas J.
- Warner Sophie C.
- Warren Helen R.
- Watkins Hugh
- Wei Wei-Qi
- Wei Wen B.
- Weir David R.
- Weiss Stefan
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- Widen Elisabeth
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- Xia Rui
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- Yajnik Chittaranjan S.
- Yamamoto Masayuki
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- Yang Jian
- Yang Jingyun
- Yao Jie
- Yin Xianyong
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- Zeggini Eleftheria
- Zeng Lingyao
- Zhang Jifeng
- Zhang Weihua
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