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Record W4205505245 · doi:10.1101/2022.01.07.475305

A Saturated Map of Common Genetic Variants Associated with Human Height from 5.4 Million Individuals of Diverse Ancestries

2022· preprint· en· W4205505245 on OpenAlexafffund
Loïc Yengo, Sailaja Vedantam, Eirini Marouli, Julia Sidorenko, Eric Bartell, Saori Sakaue, Marielisa Graff, Anders Eliasen, Yunxuan Jiang, Sridharan Raghavan, Jenkai Miao, Joshua Arias, Ronen E. Mukamel, Cassandra N. Spracklen, Xianyong Yin, Shyh‐Huei Chen, Teresa Ferreira, Yingjie Ji, Tugce Karedera, Kreete Lüll, Kuang Lin, Deborah E. Malden, Carolina Medina‐Gómez, Moara Machado, Amy Moore, Sina Rüeger, Tarunveer S. Ahluwalia, Masato Akiyama, Matthew Allison, Marcus Alvarez, Mette K. Andersen, Alireza Ani, Vivek Appadurai, Liubov Arbeeva, Seema Bhaskar, Lawrence F. Bielak, Sailalitha Bollepalli, Lori L. Bonnycastle, Jette Bork‐Jensen, Jonathan P. Bradfield, Yuki Bradford, Peter S. Braund, Jennifer A. Brody, Kristoffer Sølvsten Burgdorf, Brian E. Cade, Hui Cai, Qiuyin Cai, Archie Campbell, Marisa Cañadas‐Garre, Eulalia Catamo, Jin Fang Chai, Xiaoran Chai, Li-Ching Chang, Yi‐Cheng Chang, Chien-Hsiun Chen, Alessandra Chesi, Seung Hoan Choi, Ren‐Hua Chung, Massimiliano Cocca, Maria Pina Concas, Christian Couture, Gabriel Cuéllar-Partida, Rebecca Danning, E. Warwick Daw, Frauke Degenhard, Graciela E. Delgado, Alessandro Delitala, Ayşe Demirkan, Xuan Deng, Poornima Devineni, Alexander Dietl, Maria Dimitriou, Latchezar Dimitrov, Rajkumar Dorajoo, Arif B. Ekici, Jorgen Engmann, Zammy Fairhurst-Hunter, Aliki‐Eleni Farmaki, Jessica D. Faul, Juan-Carlos Fernandez-Lopez, Lukas Forer, Margherita Francescatto, Sandra Freitag-Wolf, Christian Fuchsberger, Tessel E. Galesloot, Yan Gao, Zishan Gao, Frank Geller, Olga Giannakopoulou, Franco Giulianini, Anette P. Gjesing, Anuj Goel, Scott D. Gordon, Mathias Gorski, Sarah E. Graham, Jakob Grove, Xiuqing Guo, Stefan Gustafsson, Jeffrey Haessler, Thomas Folkmann Hansen, Aki S. Havulinna, Simon Haworth, Jing He, Nancy L. Heard‐Costa, Prashantha Hebbar, George Hindy, Yuk‐Lam Ho, Edith Hofer, Katrin Horn, Whitney Hornsby, Jouke‐Jan Hottenga, Hongyan Huang, Jie Huang, Alicia Huerta‐Chagoya, Jennifer E. Huffman, Yi‐Jen Hung, Shaofeng Huo, Mi Yeong Hwang, Hiroyuki Iha, Daisuke D. Ikeda, Masato Isono, Anne Jackson, Susanne Jäger, Iris E. Jansen, Ingegerd Johansson, Jost B. Jonas, Anna Jonsson, Torben Jørgensen, Ioanna Panagiota Kalafati, Masahiro Kanai, Stavroula Kanoni, Line Lund Kårhus, Anuradhani Kasturiratne, Tomohiro Katsuya, Takahisa Kawaguchi, Rachel L. Kember, Katherine A. Kentistou, Han‐Na Kim, Young Jin Kim, Marcus E. Kleber, Maria J. Knol, Azra Kurbasic, Marie Lauzon, Phuong Le, Rod A. Lea, Jong‐Young Lee, Hampton L. Leonard, Shengchao A. Li, Xiaohui Li, Xiaoyin Li, Jingjing Liang, Honghuang Lin, Shih-Yi Lin, Jun Liu, Xueping Liu, Ken Sin Lo, Jirong Long, Laura Lorés‐Motta, Jian’an Luan, Valeriya Lyssenko, Leo-Pekka Lyytikäinen, Anubha Mahajan, Vasiliki Mamakou, Massimo Mangino, Ani Manichaikul, Jonathan Marten, Manuel Mattheisen, Laven Mavarani, Aaron F. McDaid, Karina Meidtner, Tori L. Melendez, Josep M. Mercader, Yuri Milaneschi, Jason E. Miller, Iona Y. Millwood, Pashupati P. Mishra, Ruth E. Mitchell, Line T. Møllehave, Anna Morgan, Matthias Munz, Masahiro Nakatochi, Christopher P. Nelson, Maria Nethander, Chu Won Nho, Aneta Aleksandra Nielsen, Ilja M. Nolte, Suraj S. Nongmaithem, Raymond Noordam, Ioanna Ntalla, Teresa Nutile, Anita Pandit, Paraskevi Christofidou, Katri Pärna, Marc Pauper, Annette Peters, Liselotte Petersen, Niina Pitkänen, Ozren Polašek, Alaitz Poveda, Michael Preuß, Saiju Pyarajan, Laura M. Raffield, Hiromi Rakugi, Julia Ramírez, Asif Rasheed, Dennis Raven, Nigel W. Rayner, Carlos Riveros, Rebecca L. Rohde, Daniela Ruggiero, Sanni Ruotsalainen, Kathleen A. Ryan, Maria Sabater‐Lleal, Richa Saxena, Markus Scholz, Anoop K. Sendamarai, Botong Shen, Jingchunzi Shi, Jae Hun Shin, Carlo Sidore, Xueling Sim, Colleen M. Sitlani, Roderick C. Slieker, Roelof A. J. Smit, Albert V. Smith, Jennifer A. Smith, Laura J. Smyth, Lorraine Southam, Valgerður Steinthórsdóttir, Liang Sun, Fumihiko Takeuchi, Divya Sri Priyanka Tallapragada, Kent D. Taylor, Bamidele O. Tayo, Catherine Tcheandjieu, Natalie Terzikhan, Paola Tesolin, Alexander Teumer, Elizabeth Theusch, Deborah J. Thompson, Guðmar Þorleifsson, Paul R. H. J. Timmers, Stella Trompet, Constance Turman, Simona Vaccargiu, Sander W. van der Laan, Peter J. van der Most, Jan B. van Klinken, Jessica van Setten, Shefali S. Verma, Niek Verweij, Yogasudha Veturi, Carol A. Wang, Chaolong Wang, Lihua Wang, Zhe Wang, Helen R. Warren, Wen Bin Wei, Ananda R. Wickremasinghe, Matthias Wielscher, Kerri L. Wiggins, Bendik S. Winsvold, Andrew Wong, Yang‐Chang Wu, Matthias Wuttke, Rui Xia, Tian Xie, Ken Yamamoto, Jingyun Yang, Jie Yao, Hannah Young, Noha A. Yousri, Lei Yu, Lingyao Zeng, Weihua Zhang, Xinyuan Zhang, Jinghua Zhao, Wei Zhao, Wei Zhou, Martina E. Zimmermann, Magdalena Żołędziewska, Linda S. Adair, Hieab H.H. Adams, Carlos A. Aguilar‐Salinas, Fahd Al-Mulla, Donna K. Arnett, Folkert W. Asselbergs, Bjørn Olav Åsvold, John Attia, Bernhard Banas, Stefania Bandinelli, David A. Bennett, Tobias Bergler, Dwaipayan Bharadwaj, Ginevra Biino, Hans Bisgaard, Eric Boerwinkle, Carsten A. Böger, Klaus Bønnelykke, Dorret I. Boomsma, Anders D. Børglum, Judith B. Borja, Claude Bouchard, Donald W. Bowden, Ivan Brandslund, Ben Brumpton, Julie E. Buring, Mark J. Caulfield, John C. Chambers, Giriraj R. Chandak, Stephen J. Chanock, Nish Chaturvedi, Yii‐Der Ida Chen, Zhengming Chen, Ching‐Yu Cheng, Ingrid E. Christophersen, Marina Ciullo, John W. Cole, Francis S. Collins, Miguel Cruz, Francesco Cucca, L. Adrienne Cupples, Michael J. Cutler, Scott M. Damrauer, Thomas Meinertz Dantoft, Gert J. de Borst, Lisette C. P. G. M. de Groot, Philip L. De Jager, Dominique P.V. de Kleijn, H. Janaka de Silva, George Dedoussis, Anneke I. den Hollander, Shufa Du, Douglas F. Easton, Petra J. M. Elders, A. Heather Eliassen, Patrick T. Ellinor, Sölve Elmståhl, Jeanette Erdmann, Michele K. Evans, Diane Fatkin, Bjarke Feenstra, Mary F. Feitosa, Luigi Ferrucci, Ian Ford, Myriam Fornage, André Franke, Paul W. Franks, Barry I. Freedman, Paolo Gasparini, Christian Gieger, Giorgia Girotto, Michael E. Goddard, Yvonne M. Golightly, Clicerio González‐Villalpando, Penny Gordon‐Larsen, Harald Grallert, Struan F.A. Grant, Niels Grarup, Lyn R. Griffiths, Vilmundur Guðnason, Christopher A. Haiman, Håkon Håkonarson, Torben Hansen, Catharina A. Hartman, Andrew T. Hattersley, Caroline Hayward, Susan R. Heckbert, Chew‐Kiat Heng, Christian Hengstenberg, Alex W. Hewitt, Haretsugu Hishigaki, Carel B. Hoyng, Paul L. Huang, Wei Huang, Steven C. Hunt, Kristian Hveem, Elina Hyppönen, William G. Iacono, Sahoko Ichihara, M. Arfan Ikram, Carmen R. Isasi, Rebecca D. Jackson, Marjo‐Riitta Järvelin, Zi‐Bing Jin, Karl‐Heinz Jöckel, Peter K. Joshi, Pekka Jousilahti, J. Wouter Jukema, Mika Kähönen, Kui Dong Kang, Jaakko Kaprio, Sharon L. R. Kardia, Fredrik Karpe, Norihiro Kato, Frank Kee, Thorsten Kessler, Amit V. Khera, Chiea Chuen Khor, Lambertus A. Kiemeney, Bong-Jo Kim, Eung Kweon Kim, Hyung‐Lae Kim, Paulus Kirchhof, Mika Kivimäki, Woon-Puay Koh, Heikki A. Koistinen, Genovefa Kolovou, Jaspal S. Kooner, Charles Kooperberg, Anna Köttgen, Péter Kovács, Adriaan O. Kraaijeveld, Peter Kraft, Ronald M. Krauss, Meena Kumari, Zoltán Kutalik, Markku Laakso, Leslie A. Lange, Claudia Langenberg, Lenore J. Launer, Loı̈c Le Marchand, Hyejin Lee, Nanette R. Lee, Terho Lehtimäki, Huaixing Li, Liming Li, Wolfgang Lieb, Lin Xu, Lars Lind, Allan Linneberg, Ching‐Ti Liu, Jianjun Liu, Markus Loeffler, Barry London, Steven A. Lubitz, Stephen J. Lye, David A. Mackey, Reedik Mägi, Patrik K. E. Magnusson, Gregory M. Marcus, Pedro Marques‐Vidal, Nicholas G. Martin, Winfried März, Fumihiko Matsuda, Robert W. McGarrah, Matt McGue, Amy Jayne McKnight, Sarah E. Medland, Dan Mellström, Andres Metspalu, Braxton D. Mitchell, Paul Mitchell, Dennis O. Mook‐Kanamori, Andrew D. Morris, Lorelei A. Mucci, Patricia B. Munroe, Mike A. Nalls, Saman Nazarian, Amanda E. Nelson, Matt J. Neville, Christopher Newton‐Cheh, Christopher Sivert Nielsen, Markus M. Nöthen, Claes Ohlsson, Albertine J. Oldehinkel, Lorena Orozco, Katja Pahkala, Päivi Pajukanta, Esteban J. Parra, Cristian Pattaro, Oluf Pedersen, Craig E. Pennell, Brenda W.J.H. Penninx, Louis Përusse, Patricia A. Peyser, David J. Porteous, Daniëlle Posthuma, Chris Power, Peter P. Pramstaller, Michael A. Province, Qibin Qi, Jia Qu, Daniel J. Rader, Olli T. Raitakari, Sarju Ralhan, Loukianos S. Rallidis, D. C. Rao, Susan Redline, Dermot F. Reilly, Alex P. Reiner, Sang Youl Rhee, Paul M. Ridker, Michiel Rienstra, Samuli Ripatti, Marylyn D. Ritchie, Dan M. Roden, Frits R. Rosendaal, Jerome I. Rotter, Igor Rudan, Femke Rutters, Charumathi Sabanayagam, Danish Saleheen, Veikko Salomaa, Nilesh J. Samani, Dharambir K. Sanghera, Naveed Sattar, Börge Schmidt, Helena Schmidt, Reinhold Schmidt, Matthias B. Schulze, Heribert Schunkert, Laura J. Scott, Rodney J. Scott, Peter Sever, Eric J. Shiroma, M. Benjamin Shoemaker, Xiao‐Ou Shu, Eleanor M. Simonsick, Mario Sims, Jai Rup Singh, Andrew B. Singleton, Moritz F. Sinner, J. Gustav Smith, Harold Snieder, Tim D. Spector, Meir J. Stampfer, Klaus J. Stark, David P. Strachan, Leen M. ‘t Hart, Yasuharu Tabara, Hua Tang, Jean‐Claude Tardif, Thangavel Alphonse Thanaraj, Nicholas J. Timpson, Anke Tönjes, Angelo Tremblay, Jaakko Tuomilehto, Maria-Teresa Tusié-Luna, André G. Uitterlinden, Rob M. van Dam, Pim van der Harst, Nathalie van der Velde, Cornelia M. van Duijn, Natasja M. van Schoor, Véronique Vitart, Uwe Völker, Péter Vollenweider, Henry Völzke, Scott Vrieze, Niels Wacher-Rodarte, Mark S. Walker, Ya Xing Wang, Nicholas J. Wareham, Richard M. Watanabe, Hugh Watkins, David R. Weir, Thomas Werge, Elisabeth Widén, Lynne R. Wilkens, Gonneke Willemsen, Walter C. Willett, James F. Wilson, Tien Yin Wong, Jeong‐Taek Woo, Alan F. Wright, Jer‐Yuarn Wu, Huichun Xu, Chittaranjan S. Yajnik, Mitsuhiro Yokota, Jian-Min Yuan, Eleftheria Zeggini, Babette S. Zemel, Wei Zheng, Xiaofeng Zhu, Joseph M. Zmuda, Alan B. Zonderman, John‐Anker Zwart, Daniel I. Chasman, Yoon Shin Cho, Iris M. Heid, Mark I. McCarthy, Maggie Ng, Christopher J. O’Donnell, Fernando Rivadeneira, Unnur Þorsteinsdóttir, Yan V. Sun, E. Shyong Tai, Michael Boehnke, Panos Deloukas, Anne E. Justice, Cecilia M. Lindgren, Ruth J. F. Loos, Karen L. Mohlke, K.E. North, Kāri Stefánsson, Robin Walters, Thomas W. Winkler, Kristin L. Young, Po‐Ru Loh, Jian Yang, Tõnu Esko, Themistocles L. Assimes, Adam Auton, Gonçalo R. Abecasis, Cristen J. Willer, Adam E. Locke, Sonja I. Berndt, Guillaume Lettre, Timothy M. Frayling, Yukinori Okada, Andrew R. Wood, Peter M. Visscher, Joel N. Hirschhorn

Bibliographic record

VenuebioRxiv (Cold Spring Harbor Laboratory) · 2022
Typepreprint
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicGenetic Associations and Epidemiology
Canadian institutionsSinai Health SystemLunenfeld-Tanenbaum Research InstituteUniversity of TorontoCentre for Global Health ResearchDalhousie UniversityMontreal Heart InstituteUniversité de MontréalUniversité Laval
FundersNational Key Research and Development Program of ChinaKorea National Institute of HealthCancer Council TasmaniaCancer Council VictoriaEconomic and Social Research CouncilForsknings- og InnovationsstyrelsenPerelman School of Medicine, University of PennsylvaniaFundación Marqués de ValdecillaBiosense WebsterDiabetesforeningenXarxa de Bancs de Tumors de CatalunyaNational University of SingaporeSkånes universitetssjukhusTrygFondenDepartment of Health, Government of Western AustraliaMenzies Institute for Medical ResearchCenter for Translational Molecular MedicineAcademia SinicaDeutsche KrebshilfeWageningen University and ResearchHelsefondenMedizinische Universität WienNovo NordiskUniversitätsklinikum RegensburgMovember FoundationFondation ARC pour la Recherche sur le CancerGovernment of Western AustraliaKarolinska InstitutetNederlandse Organisatie voor Wetenschappelijk OnderzoekNational Research Foundation SingaporeRegione CampaniaLundbeckfondenMinistero della SaluteFonds Wetenschappelijk OnderzoekUniversität WienCanadian Institutes of Health ResearchKnut och Alice Wallenbergs StiftelseEuropean CommissionNederlandse Zuivel OrganisatieElse Kröner-Fresenius-StiftungMinisterie van Volksgezondheid, Welzijn en SportInstitut National Du CancerNierstichtingTranslational Genomics Research InstituteDeutsche HerzstiftungMinisterio de Ciencia e InnovaciónGeneralitat de CatalunyaSafe Work AustraliaCancer Research InstituteNorthShore University HealthSystemRegion HovedstadenNational Medical Research CouncilStockholms Läns LandstingKU LeuvenNational Science CouncilNational Research Foundation of KoreaCanadian Cancer Society Research InstituteKompetenznetz VorhofflimmernNational Natural Science Foundation of ChinaEdith Cowan UniversitySundhed og Sygdom, Det Frie ForskningsrådMurdoch UniversityChildren's Hospital of PhiladelphiaStiftelsen för Strategisk ForskningRijksuniversiteit GroningenUniversity of WashingtonCurtin University of TechnologyCouncil of Scientific and Industrial Research, IndiaBroad InstituteAustralian GovernmentVlaamse regeringNational Research FoundationMedical Research CouncilHjärt-LungfondenCancer AustraliaMinisterie van Economische Zaken, Landbouw en InnovatieDiabetestutkimussäätiöHeinz Nixdorf StiftungStrategiske ForskningsrådGovernment of CanadaUniversity of Notre Dame AustraliaDepartament d'Universitats, Recerca i Societat de la InformacióEuropean Federation of Pharmaceutical Industries and AssociationsH. Lundbeck A/SRosetrees TrustCotswold FoundationFinska LäkaresällskapetMinisteriet Sundhed ForebyggelseDanish Agency for Science and Higher EducationGenome CanadaRaine Medical Research FoundationChina-Japan Friendship HospitalDeutsche ForschungsgemeinschaftUniversity of ExeterInstituto de Salud Carlos IIINational Institute for Nutrition and HealthNational Cancer Research InstituteNational University Health SystemUniversity of PennsylvaniaFondation de FranceCancer Council QueenslandSanofiUniversitair Medisch Centrum GroningenDeutsches Zentrum für Herz-KreislaufforschungPancreatic Cancer UKHáskóli ÍslandsWomen and Infants Research FoundationAgence Nationale de Sécurité Sanitaire de l’Alimentation, de l’Environnement et du TravailBoettcher FoundationSwedish Cancer FoundationHjerteforeningenUniversity of Notre DameTaichung Veterans General HospitalFondation du cancer du sein du QuébecHelsingin ja Uudenmaan SairaanhoitopiiriVrije Universiteit AmsterdamVictor Chang Cardiac Research InstituteAustralian Research CouncilVelux Stiftung
KeywordsSingle-nucleotide polymorphismLinkage disequilibriumGenome-wide association studyGeneticsBiologyHeritabilityGenetic associationMissing heritability problemHuman genomeSNPGeneGenomeGenotype

Abstract

fetched live from OpenAlex

ABSTRACT Common 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. Here we show, using GWAS data from 5.4 million individuals of diverse ancestries, 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 median size of ~90 kb, covering ~21% of the genome. The density of independent associations varies across the genome and the regions of elevated density are enriched for biologically relevant genes. In out-of-sample estimation and prediction, the 12,111 SNPs account for 40% of phenotypic variance in European ancestry populations but only ~10%-20% in other ancestries. Effect sizes, associated regions, and gene prioritization are similar across ancestries, indicating that reduced prediction accuracy is likely explained by linkage disequilibrium and allele frequency differences within associated regions. Finally, we show that the relevant biological pathways are detectable with smaller sample sizes than needed to implicate causal genes and variants. Overall, this study, the largest GWAS to date, provides an unprecedented saturated map of specific genomic regions containing the vast majority of common height-associated variants.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.413
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.017
GPT teacher head0.237
Teacher spread0.220 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations18
Published2022
Admission routes2
Has abstractyes

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Same venuebioRxiv (Cold Spring Harbor Laboratory)Same topicGenetic Associations and EpidemiologyFrench-language works237,207