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A saturated map of common genetic variants associated with human height.


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.

SUBMITTER: Yengo L 

PROVIDER: S-EPMC9605867 | biostudies-literature | 2022 Oct

REPOSITORIES: biostudies-literature

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A saturated map of common genetic variants associated with human height.

Yengo Loïc L   Vedantam Sailaja S   Marouli Eirini E   Sidorenko Julia J   Bartell Eric E   Sakaue Saori S   Graff Marielisa M   Eliasen Anders U AU   Jiang Yunxuan Y   Raghavan Sridharan S   Miao Jenkai J   Arias Joshua D JD   Graham Sarah E SE   Mukamel Ronen E RE   Spracklen Cassandra N CN   Yin Xianyong X   Chen Shyh-Huei SH   Ferreira Teresa T   Highland Heather H HH   Ji Yingjie Y   Karaderi Tugce T   Lin Kuang K   Lüll Kreete K   Malden Deborah E DE   Medina-Gomez Carolina C   Machado Moara M   Moore Amy A   Rüeger Sina S   Sim Xueling X   Vrieze Scott S   Ahluwalia Tarunveer S TS   Akiyama Masato M   Allison Matthew A MA   Alvarez Marcus M   Andersen Mette K MK   Ani Alireza A   Appadurai Vivek V   Arbeeva Liubov L   Bhaskar Seema S   Bielak Lawrence F LF   Bollepalli Sailalitha S   Bonnycastle Lori L LL   Bork-Jensen Jette J   Bradfield Jonathan P JP   Bradford Yuki Y   Braund Peter S PS   Brody Jennifer A JA   Burgdorf Kristoffer S KS   Cade Brian E BE   Cai Hui H   Cai Qiuyin Q   Campbell Archie A   Cañadas-Garre Marisa M   Catamo Eulalia E   Chai Jin-Fang JF   Chai Xiaoran X   Chang Li-Ching LC   Chang Yi-Cheng YC   Chen Chien-Hsiun CH   Chesi Alessandra A   Choi Seung Hoan SH   Chung Ren-Hua RH   Cocca Massimiliano M   Concas Maria Pina MP   Couture Christian C   Cuellar-Partida Gabriel G   Danning Rebecca R   Daw E Warwick EW   Degenhard Frauke F   Delgado Graciela E GE   Delitala Alessandro A   Demirkan Ayse A   Deng Xuan X   Devineni Poornima P   Dietl Alexander A   Dimitriou Maria M   Dimitrov Latchezar L   Dorajoo Rajkumar R   Ekici Arif B AB   Engmann Jorgen E JE   Fairhurst-Hunter Zammy Z   Farmaki Aliki-Eleni AE   Faul Jessica D JD   Fernandez-Lopez Juan-Carlos JC   Forer Lukas L   Francescatto Margherita M   Freitag-Wolf Sandra S   Fuchsberger Christian C   Galesloot Tessel E TE   Gao Yan Y   Gao Zishan Z   Geller Frank F   Giannakopoulou Olga O   Giulianini Franco F   Gjesing Anette P AP   Goel Anuj A   Gordon Scott D SD   Gorski Mathias M   Grove Jakob J   Guo Xiuqing X   Gustafsson Stefan S   Haessler Jeffrey J   Hansen Thomas F TF   Havulinna Aki S AS   Haworth Simon J SJ   He Jing J   Heard-Costa Nancy N   Hebbar Prashantha P   Hindy George G   Ho Yuk-Lam A YA   Hofer Edith E   Holliday Elizabeth E   Horn Katrin K   Hornsby Whitney E WE   Hottenga Jouke-Jan JJ   Huang Hongyan H   Huang Jie J   Huerta-Chagoya Alicia A   Huffman Jennifer E JE   Hung Yi-Jen YJ   Huo Shaofeng S   Hwang Mi Yeong MY   Iha Hiroyuki H   Ikeda Daisuke D DD   Isono Masato M   Jackson Anne U AU   Jäger Susanne S   Jansen Iris E IE   Johansson Ingegerd I   Jonas Jost B JB   Jonsson Anna A   Jørgensen Torben T   Kalafati Ioanna-Panagiota IP   Kanai Masahiro M   Kanoni Stavroula S   Kårhus Line L LL   Kasturiratne Anuradhani A   Katsuya Tomohiro T   Kawaguchi Takahisa T   Kember Rachel L RL   Kentistou Katherine A KA   Kim Han-Na HN   Kim Young Jin YJ   Kleber Marcus E ME   Knol Maria J MJ   Kurbasic Azra A   Lauzon Marie M   Le Phuong P   Lea Rodney R   Lee Jong-Young JY   Leonard Hampton L HL   Li Shengchao A SA   Li Xiaohui X   Li Xiaoyin X   Liang Jingjing J   Lin Honghuang H   Lin Shih-Yi SY   Liu Jun J   Liu Xueping X   Lo Ken Sin KS   Long Jirong J   Lores-Motta Laura L   Luan Jian'an J   Lyssenko Valeriya V   Lyytikäinen Leo-Pekka LP   Mahajan Anubha A   Mamakou Vasiliki V   Mangino Massimo M   Manichaikul Ani A   Marten Jonathan J   Mattheisen Manuel M   Mavarani Laven L   McDaid Aaron F AF   Meidtner Karina K   Melendez Tori L TL   Mercader Josep M JM   Milaneschi Yuri Y   Miller Jason E JE   Millwood Iona Y IY   Mishra Pashupati P PP   Mitchell Ruth E RE   Møllehave Line T LT   Morgan Anna A   Mucha Soeren S   Munz Matthias M   Nakatochi Masahiro M   Nelson Christopher P CP   Nethander Maria M   Nho Chu Won CW   Nielsen Aneta A AA   Nolte Ilja M IM   Nongmaithem Suraj S SS   Noordam Raymond R   Ntalla Ioanna I   Nutile Teresa T   Pandit Anita A   Christofidou Paraskevi P   Pärna Katri K   Pauper Marc M   Petersen 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Turman Constance C   Vaccargiu Simona S   van der Laan Sander W SW   van der Most Peter J PJ   van Klinken Jan B JB   van Setten Jessica J   Verma Shefali S SS   Verweij Niek N   Veturi Yogasudha Y   Wang Carol A CA   Wang Chaolong C   Wang Lihua L   Wang Zhe Z   Warren Helen R HR   Bin Wei Wen W   Wickremasinghe Ananda R AR   Wielscher Matthias M   Wiggins Kerri L KL   Winsvold Bendik S BS   Wong Andrew A   Wu Yang Y   Wuttke Matthias M   Xia Rui R   Xie Tian T   Yamamoto Ken K   Yang Jingyun J   Yao Jie J   Young Hannah H   Yousri Noha A NA   Yu Lei L   Zeng Lingyao L   Zhang Weihua W   Zhang Xinyuan X   Zhao Jing-Hua JH   Zhao Wei W   Zhou Wei W   Zimmermann Martina E ME   Zoledziewska Magdalena M   Adair Linda S LS   Adams Hieab H H HHH   Aguilar-Salinas Carlos A CA   Al-Mulla Fahd F   Arnett Donna K DK   Asselbergs Folkert W FW   Åsvold Bjørn Olav BO   Attia John J   Banas Bernhard B   Bandinelli Stefania S   Bennett David A DA   Bergler Tobias T   Bharadwaj Dwaipayan D   Biino Ginevra G   Bisgaard Hans H   Boerwinkle Eric E   Böger Carsten A CA   Bønnelykke Klaus K   Boomsma Dorret I DI   Børglum Anders D AD   Borja Judith B JB   Bouchard Claude C   Bowden Donald W DW   Brandslund Ivan I   Brumpton Ben B   Buring Julie E JE   Caulfield Mark J MJ   Chambers John C JC   Chandak Giriraj R GR   Chanock Stephen J SJ   Chaturvedi Nish N   Chen Yii-Der Ida YI   Chen Zhengming Z   Cheng Ching-Yu CY   Christophersen Ingrid E IE   Ciullo Marina M   Cole John W JW   Collins Francis S FS   Cooper Richard S RS   Cruz Miguel M   Cucca Francesco F   Cupples L Adrienne LA   Cutler Michael J MJ   Damrauer Scott M SM   Dantoft Thomas M TM   de Borst Gert J GJ   de Groot Lisette C P G M LCPGM   De Jager Philip L PL   de Kleijn Dominique P V DPV   Janaka de Silva H H   Dedoussis George V GV   den Hollander Anneke I AI   Du Shufa S   Easton Douglas F DF   Elders Petra J M PJM   Eliassen A Heather AH   Ellinor Patrick T PT   Elmståhl Sölve S   Erdmann Jeanette J   Evans Michele K MK   Fatkin Diane D   Feenstra Bjarke B   Feitosa Mary F MF   Ferrucci Luigi L   Ford Ian I   Fornage Myriam M   Franke Andre A   Franks Paul W PW   Freedman Barry I BI   Gasparini Paolo P   Gieger Christian C   Girotto Giorgia G   Goddard Michael E ME   Golightly Yvonne M YM   Gonzalez-Villalpando Clicerio C   Gordon-Larsen Penny P   Grallert Harald H   Grant Struan F A SFA   Grarup Niels N   Griffiths Lyn L   Gudnason Vilmundur V   Haiman Christopher C   Hakonarson Hakon H   Hansen Torben T   Hartman Catharina A CA   Hattersley Andrew T AT   Hayward Caroline C   Heckbert Susan R SR   Heng Chew-Kiat CK   Hengstenberg Christian C   Hewitt Alex W AW   Hishigaki Haretsugu H   Hoyng Carel B CB   Huang Paul L PL   Huang Wei W   Hunt Steven C SC   Hveem Kristian K   Hyppönen Elina E   Iacono William G WG   Ichihara Sahoko S   Ikram M Arfan MA   Isasi Carmen R CR   Jackson Rebecca D RD   Jarvelin Marjo-Riitta MR   Jin Zi-Bing ZB   Jöckel Karl-Heinz KH   Joshi Peter K PK   Jousilahti Pekka P 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Magnusson Patrik K E PKE   Marcus Gregory M GM   Vidal Pedro Marques PM   Martin Nicholas G NG   März Winfried W   Matsuda Fumihiko F   McGarrah Robert W RW   McGue Matt M   McKnight Amy Jayne AJ   Medland Sarah E SE   Mellström Dan D   Metspalu Andres A   Mitchell Braxton D BD   Mitchell Paul P   Mook-Kanamori Dennis O DO   Morris Andrew D AD   Mucci Lorelei A LA   Munroe Patricia B PB   Nalls Mike A MA   Nazarian Saman S   Nelson Amanda E AE   Neville Matt J MJ   Newton-Cheh Christopher C   Nielsen Christopher S CS   Nöthen Markus M MM   Ohlsson Claes C   Oldehinkel Albertine J AJ   Orozco Lorena L   Pahkala Katja K   Pajukanta Päivi P   Palmer Colin N A CNA   Parra Esteban J EJ   Pattaro Cristian C   Pedersen Oluf O   Pennell Craig E CE   Penninx Brenda W J H BWJH   Perusse Louis L   Peters Annette A   Peyser Patricia A PA   Porteous David J DJ   Posthuma Danielle D   Power Chris C   Pramstaller Peter P PP   Province Michael A MA   Qi Qibin Q   Qu Jia J   Rader Daniel J DJ   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Thanaraj Thangavel A TA   Timpson Nicholas J NJ   Tönjes Anke A   Tremblay Angelo A   Tuomi Tiinamaija T   Tuomilehto Jaakko J   Tusié-Luna Maria-Teresa MT   Uitterlinden Andre G AG   van Dam Rob M RM   van der Harst Pim P   Van der Velde Nathalie N   van Duijn Cornelia M CM   van Schoor Natasja M NM   Vitart Veronique V   Völker Uwe U   Vollenweider Peter P   Völzke Henry H   Wacher-Rodarte Niels H NH   Walker Mark M   Wang Ya Xing YX   Wareham Nicholas J NJ   Watanabe Richard M RM   Watkins Hugh H   Weir David R DR   Werge Thomas M TM   Widen Elisabeth E   Wilkens Lynne R LR   Willemsen Gonneke G   Willett Walter C WC   Wilson James F JF   Wong Tien-Yin TY   Woo Jeong-Taek JT   Wright Alan F AF   Wu Jer-Yuarn JY   Xu Huichun H   Yajnik Chittaranjan S CS   Yokota Mitsuhiro M   Yuan Jian-Min JM   Zeggini Eleftheria E   Zemel Babette S BS   Zheng Wei W   Zhu Xiaofeng X   Zmuda Joseph M JM   Zonderman Alan B AB   Zwart John-Anker JA   Chasman Daniel I DI   Cho Yoon Shin YS   Heid Iris M IM   McCarthy Mark I MI   Ng Maggie C Y MCY   O'Donnell Christopher J CJ   Rivadeneira Fernando F   Thorsteinsdottir Unnur U   Sun Yan V YV   Tai E Shyong ES   Boehnke Michael M   Deloukas Panos P   Justice Anne E AE   Lindgren Cecilia M CM   Loos Ruth J F RJF   Mohlke Karen L KL   North Kari E KE   Stefansson Kari K   Walters Robin G RG   Winkler Thomas W TW   Young Kristin L KL   Loh Po-Ru PR   Yang Jian J   Esko Tõnu T   Assimes Themistocles L TL   Auton Adam A   Abecasis Goncalo R GR   Willer Cristen J CJ   Locke Adam E AE   Berndt Sonja I SI   Lettre Guillaume G   Frayling Timothy M TM   Okada Yukinori Y   Wood Andrew R AR   Visscher Peter M PM   Hirschhorn Joel N JN  

Nature 20221012 7933


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 sizes<sup>1</sup>. 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 clus  ...[more]

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