Skip to main content

Citation

Yengo, Loïc; Vedantam, Sailaja; Marouli, Eirini; Sidorenko, Julia; Bartell, Eric; Sakaue, Saori; Graff, Mariaelisa; Eliasen, Anders U.; Jiang, Yunxuan; & Raghavan, Sridharan, et al. (2022). A Saturated Map of Common Genetic Variants Associated with Human Height. Nature, 610, 704-712. PMCID: PMC9605867

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 sizes(1). 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 panel(2)) 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.

URL

http://dx.doi.org/10.1038/s41586-022-05275-y

Reference Type

Journal Article

Year Published

2022

Journal Title

Nature

Author(s)

Yengo, Loïc
Vedantam, Sailaja
Marouli, Eirini
Sidorenko, Julia
Bartell, Eric
Sakaue, Saori
Graff, Mariaelisa
Eliasen, Anders U.
Jiang, Yunxuan
Raghavan, Sridharan
Miao, Jenkai
Arias, Joshua D.
Graham, Sarah E.
Mukamel, Ronen E.
Spracklen, Cassandra N.
Yin, Xianyong
Chen, Shyh-Huei
Ferreira, Teresa
Highland, Heather H.
Ji, Yingjie
Karaderi, Tugce
Lin, Kuang
Lüll, Kreete
Malden, Deborah E.
Medina-Gomez, Carolina
Machado, Moara
Moore, Amy
Rüeger, Sina
Sim, Xueling
Vrieze, Scott
Ahluwalia, Tarunveer S.
Akiyama, Masato
Allison, Matthew A.
Alvarez, Marcus
Andersen, Mette K.
Ani, Alireza
Appadurai, Vivek
Arbeeva, Liubov
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
Cañadas-Garre, Marisa
Catamo, Eulalia
Chai, Jin Fang
Chai, Xiaoran
Chang, Li-Ching
Chang, Yi-Cheng
Chen, Chien-Hsiun
Chesi, Alessandra
Choi, Seung Hoan
Chung, Ren-Hua
Cocca, Massimiliano
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.
Engmann, Jorgen E.
Fairhurst-Hunter, Zammy
Farmaki, Aliki-Eleni
Faul, Jessica D.
Fernandez-Lopez, Juan Carlos
Forer, Lukas
Francescatto, Margherita
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
Grove, Jakob
Guo, Xiuqing
Gustafsson, Stefan
Haessler, Jeffrey
Hansen, Thomas F.
Havulinna, Aki S.
Haworth, Simon J.
He, Jing
Heard-Costa, Nancy L.
Hebbar, Prashantha
Hindy, George
Ho, Yuk-Lam A.
Hofer, Edith
Holliday, Elizabeth G.
Horn, Katrin
Hornsby, Whitney E.
Hottenga, Jouke-Jan
Huang, Hongyan
Huang, Jie
Huerta-Chagoya, Alicia
Huffman, Jennifer E.
Hung, Yi-Jen
Huo, Shaofeng
Hwang, Mi Yeong
Iha, Hiroyuki
Ikeda, Daisuke D.
Isono, Masato
Jackson, Anne U.
Jäger, Susanne
Jansen, Iris E.
Johansson, Ingegerd
Jonas, Jost B.
Jonsson, Anna
Jørgensen, Torben
Kalafati, Ioanna-Panagiota
Kanai, Masahiro
Kanoni, Stavroula
Kårhus, Line L.
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
Lauzon, Marie
Le, Phuong
Lea, Rodney
Lee, Jong-Young
Leonard, Hampton L.
Li, Shengchao A.
Li, Xiaohui
Li, Xiaoyin
Liang, Jingjing
Lin, Honghuang
Lin, Shih-Yi
Liu, Jun
Liu, Xueping
Lo, Ken Sin
Long, Jirong
Lores-Motta, Laura
Luan, Jian'an
Lyssenko, Valeriya
Lyytikäinen, Leo-Pekka
Mahajan, Anubha
Mamakou, Vasiliki
Mangino, Massimo
Manichaikul, Ani
Marten, Jonathan
Mattheisen, Manuel
Mavarani, Laven
McDaid, Aaron F.
Meidtner, Karina
Melendez, Tori L.
Mercader, Josep M.
Milaneschi, Yuri
Miller, Jason E.
Millwood, Iona Y.
Mishra, Pashupati P.
Mitchell, Ruth E.
Møllehave, Line T.
Morgan, Anna
Mucha, Soeren
Munz, Matthias
Nakatochi, Masahiro
Nelson, Christopher P.
Nethander, Maria
Nho, Chu W.
Nielsen, Aneta A.
Nolte, Ilja M.
Nongmaithem, Suraj S.
Noordam, Raymond
Ntalla, Ioanna
Nutile, Teresa
Pandit, Anita
Christofidou, Paraskevi
Pärna, Katri
Pauper, Marc
Petersen, Eva R. B.
Petersen, Liselotte V.
Pitkänen, Niina
Pola
šek, Ozren
Poveda, Alaitz
Preuss, Michael H.
Pyarajan, Saiju
Raffield, Laura M.
Rakugi, Hiromi
Ramirez, Julia
Rasheed, Asif
Raven, Dennis
Rayner, Nigel W.
Riveros, Carlos
Rohde, Rebecca
Ruggiero, Daniela
Ruotsalainen, Sanni E.
Ryan, Kathleen A.
Sabater-Lleal, Maria
Saxena, Richa
Scholz, Markus
Sendamarai, Anoop
Shen, Botong
Shi, Jingchunzi
Shin, Jae H.
Sidore, Carlo
Sitlani, Colleen M.
Slieker, Roderick C.
Smit, Roelof A. J.
Smith, Albert V.
Smith, Jennifer A.
Smyth, Laura J.
Southam, Lorraine
Steinthorsdottir, Valgerdur
Sun, Liang
Takeuchi, Fumihiko
Tallapragada, Divya Sri P.
Taylor, Kent D.
Tayo, Bamidele O.
Tcheandjieu, Catherine
Terzikhan, Natalie
Tesolin, Paola
Teumer, Alexander
Theusch, Elizabeth
Thompson, Deborah J.
Thorleifsson, Gudmar
Timmers, Paul R. H. J.
Trompet, Stella
Turman, Constance
Vaccargiu, Simona
van der Laan, Sander W.
van der Most, Peter J.
van Klinken, Jan B.
van Setten, Jessica
Verma, Shefali S.
Verweij, Niek
Veturi, Yogasudha
Wang, Carol A.
Wang, Chaolong
Wang, Lihua
Wang, Zhe
Warren, Helen R.
Bin Wei, Wen
Wickremasinghe, Ananda R.
Wielscher, Matthias
Wiggins, Kerri L.
Winsvold, Bendik S.
Wong, Andrew
Wu, Yang
Wuttke, Matthias
Xia, Rui
Xie, Tian
Yamamoto, Ken
Yang, Jingyun
Yao, Jie
Young, Hannah
Yousri, Noha A.
Yu, Lei
Zeng, Lingyao
Zhang, Weihua
Zhang, Xinyuan
Zhao, Jing-Hua
Zhao, Wei
Zhou, Wei
Zimmermann, Martina E.
Zoledziewska, Magdalena
Adair, Linda S.
Adams, Hieab H. H.
Aguilar-Salinas, Carlos A.
Al-Mulla, Fahd
Arnett, Donna K.
Asselbergs, Folkert W.
Åsvold, Bjørn Olav
Attia, John R.
Banas, Bernhard
Bandinelli, Stefania
Bennett, David A.
Bergler, Tobias
Bharadwaj, Dwaipayan
Biino, Ginevra
Bisgaard, Hans
Boerwinkle, Eric A.
Böger, Carsten A.
Bønnelykke, Klaus
Boomsma, Dorret I.
Børglum, Anders D.
Borja, Judith B.
Bouchard, Claude
Bowden, Donald W.
Brandslund, Ivan
Brumpton, Ben M.
Buring, Julie E.
Caulfield, Mark J.
Chambers, John C.
Chandak, Giriraj R.
Chanock, Stephen J.
Chaturvedi, Nish
Chen, Yii-Der Ida
Chen, Zhengming
Cheng, Ching-Yu
Christophersen, Ingrid E.
Ciullo, Marina
Cole, John W.
Collins, Francis S.
Cooper, Richard S.
Cruz, Miguel
Cucca, Francesco
Cupples, L. Adrienne
Cutler, Michael J.
Damrauer, Scott M.
Dantoft, Thomas M.
de Borst, Gert J.
de Groot, Lisette C. P. G. M.
De Jager, Philip L.
de Kleijn, Dominique
Janaka de Silva, H.
Dedoussis, George
den Hollander, Anneke I.
Du, Shufa
Easton, Douglas F.
Elders, Petra J. M.
Eliassen, A. Heather
Ellinor, Patrick T.
Elmståhl, Sölve
Erdmann, Jeanette
Evans, Michele K.
Fatkin, Diane
Feenstra, Bjarke
Feitosa, Mary F.
Ferrucci, Luigi
Ford, Ian
Fornage, Myriam
Franke, Andre
Franks, Paul W.
Freedman, Barry I.
Gasparini, Paolo
Gieger, Christian
Girotto, Giorgia
Goddard, Michael E.
Golightly, Yvonne M.
Gonzalez-Villalpando, Clicerio
Gordon-Larsen, Penny
Grallert, Harald
Grant, Struan F. A.
Grarup, Niels
Griffiths, Lyn
Gudnason, Vilmundur G.
Haiman, Christopher A.
Hakonarson, Hakon
Hansen, Torben
Hartman, Catharina A.
Hattersley, Andrew T.
Hayward, Caroline
Heckbert, Susan R.
Heng, Chew-Kiat
Hengstenberg, Christian
Hewitt, Alex W.
Hishigaki, Haretsugu
Hoyng, Carel B.
Huang, Paul L.
Huang, Wei
Hunt, Steven C.
Hveem, Kristian
Hyppönen, Elina
Iacono, William G.
Ichihara, Sahoko
Ikram, M. Arfan
Isasi, Carmen R.
Jackson, Rebecca D.
Jarvelin, Marjo-Riitta
Jin, Zi-Bing
Jöckel, Karl-Heinz
Joshi, Peter K.
Jousilahti, Pekka
Jukema, J. Wouter
Kähönen, Mika
Kamatani, Yoichiro
Kang, Kui D.
Kaprio, Jaakko
Kardia, Sharon L. R.
Karpe, Fredrik
Kato, Norihiro
Kee, Frank
Kessler, Thorsten
Khera, Amit V.
Khor, Chiea Chuen
Kiemeney, Lambertus A. L. M.
Kim, Bong-Jo
Kim, Eung K.
Kim, Hyung-Lae
Kirchhof, Paulus
Kivimaki, Mika
Koh, Woon-Puay
Koistinen, Heikki A.
Kolovou, Genovefa D.
Kooner, Jaspal S.
Kooperberg, Charles
Köttgen, Anna
Kovacs, Peter
Kraaijeveld, Adriaan O.
Kraft, Peter
Krauss, Ronald M.
Kumari, Meena
Kutalik, Zoltan
Laakso, Markku
Lange, Leslie A.
Langenberg, Claudia
Launer, Lenore J.
Le Marchand, Loic
Lee, Hyejin
Lee, Nanette R.
Lehtimäki, Terho
Li, Huaixing
Li, Liming
Lieb, Wolfgang
Lin, Xu
Lind, Lars
Linneberg, Allan
Liu, Ching-Ti
Liu, Jianjun
Loeffler, Markus
London, Barry
Lubitz, Steven A.
Lye, Stephen J.
Mackey, David A.
Mägi, Reedik
Magnusson, Patrik K. E.
Marcus, Gregory M.
Vidal, Pedro M.
Martin, Nicholas G.
März, Winfried
Matsuda, Fumihiko
McGarrah, Robert W.
McGue, Matt
McKnight, Amy Jayne
Medland, Sarah E.
Mellström, Dan
Metspalu, Andres
Mitchell, Braxton D.
Mitchell, Paul
Mook-Kanamori, Dennis O.
Morris, Andrew D.
Mucci, Lorelei A.
Munroe, Patricia B.
Nalls, Mike A.
Nazarian, Saman
Nelson, Amanda E.
Neville, Matt J.
Newton-Cheh, Christopher H.
Nielsen, Christopher S.
Nöthen, Markus M.
Ohlsson, Claes
Oldehinkel, Albertine J.
Orozco, Lorena
Pahkala, Katja
Pajukanta, Päivi
Palmer, Colin N. A.
Parra, Esteban J.
Pattaro, Cristian
Pedersen, Oluf
Pennell, Craig E.
Penninx, Brenda W. J. H. W.
Perusse, Louis
Peters, Annette
Peyser, Patricia A.
Porteous, David J.
Posthuma, Danielle
Power, Chris
Pramstaller, Peter P.
Province, Michael A.
Qi, Qibin
Qu, Jia
Rader, Daniel J.
Raitakari, Olli T.
Ralhan, Sarju
Rallidis, Loukianos S.
Rao, Dabeeru C.
Redline, Susan S.
Reilly, Dermot F.
Reiner, Alexander P.
Rhee, Sang Youl
Ridker, Paul M.
Rienstra, Michiel
Ripatti, Samuli
Ritchie, Marylyn D.
Roden, Dan M.
Rosendaal, Frits R.
Rotter, Jerome I.
Rudan, Igor
Rutters, Femke
Sabanayagam, Charumathi
Saleheen, Danish
Salomaa, Veikko
Samani, Nilesh J.
Sanghera, Dharambir K.
Sattar, Naveed
Schmidt, Börge
Schmidt, Helena
Schmidt, Reinhold
Schulze, Matthias B.
Schunkert, Heribert
Scott, Laura J.
Scott, Rodney J.
Sever, Peter
Shiroma, Eric J.
Shoemaker, M. Benjamin
Shu, Xiao-Ou
Simonsick, Eleanor M.
Sims, Mario
Singh, Jai Rup
Singleton, Andrew B.
Sinner, Moritz F.
Smith, J. Gustav
Snieder, Harold
Spector, Tim D.
Stampfer, Meir J.
Stark, Klaus J.
Strachan, David P.
't Hart, Leen M.
Tabara, Yasuharu
Tang, Hua
Tardif, Jean-Claude
Thanaraj, Thangavel A.
Timpson, Nicholas J.
Tönjes, Anke
Tremblay, Angelo
Tuomi, Tiinamaija
Tuomilehto, Jaakko
Tusié-Luna, Maria-Teresa
Uitterlinden, Andre G.
van Dam, Rob M.
van der Harst, Pim
Van der Velde, Nathalie
van Duijn, Cornelia M.
van Schoor, Natasja M.
Vitart, Veronique
Völker, Uwe
Vollenweider, Peter
Völzke, Henry
Wacher-Rodarte, Niels H.
Walker, Mark
Wang, Ya Xing
Wareham, Nicholas J.
Watanabe, Richard M.
Watkins, Hugh
Weir, David R.
Werge, Thomas M.
Widen, Elisabeth
Wilkens, Lynne R.
Willemsen, Gonneke
Willett, Walter C.
Wilson, James F.
Wong, Tien-Yin
Woo, Jeong-Taek
Wright, Alan F.
Wu, Jer-Yuarn
Xu, Huichun
Yajnik, Chittaranjan S.
Yokota, Mitsuhiro
Yuan, Jian-Min
Zeggini, Eleftheria
Zemel, Babette S.
Zheng, Wei
Zhu, Xiaofeng
Zmuda, Joseph M.
Zonderman, Alan B.
Zwart, John-Anker
Chasman, Daniel I.
Cho, Yoon Shin
Heid, Iris M.
McCarthy, Mark I.
Ng, Maggie C. Y.
O'Donnell, Christopher J.
Rivadeneira, Fernando
Thorsteinsdottir, Unnur
Sun, Yan V.
Tai, E. Shyong
Boehnke, Michael
Deloukas, Panos
Justice, Anne E.
Lindgren, Cecilia M.
Loos, Ruth J. F.
Mohlke, Karen L.
North, Kari E.
Stefansson, Kari
Walters, Robin G.
Winkler, Thomas W.
Young, Kristin L.
Loh, Po-Ru
Yang, Jian
Esko, Tõnu
Assimes, Themistocles L.
Auton, Adam
Abecasis, Goncalo R.
Willer, Cristen J.
Locke, Adam E.
Berndt, Sonja I.
Lettre, Guillaume
Frayling, Timothy M.
Okada, Yukinori
Wood, Andrew R.
Visscher, Peter M.
Hirschhorn, Joel N.

Article Type

Regular

PMCID

PMC9605867

Continent/Country

Nonspecific

Race/Ethnicity

European Ancestry
Hispanic Ancestry
African Ancestry
South Asian Ancestry

ORCiD

Adair - 0000-0002-3670-8073