Polygenic prediction of body mass index and obesity through the life course and across ancestries
- Authors
- Goncalo R Abecasis
- Linda S Adair
- Hieab HH Adams
- Carlos A Aguilar-Salinas
- Masato Akiyama
- Fahd Al-Mulla
- Matthew A Allison
- Marcus Alvarez
- Mette K Andersen
- Vivek Appadurai
- Liubov Arbeeva
- Joshua D Arias
- Donna K Arnett
- Folkert W Asselbergs
- Themistocles L Assimes
- John Attia
- Adam Auton
- Bernhard Banas
- Stefania Bandinelli
- Eric Bartell
- Lawrence J Beilin
- David A Bennett
- Tobias Bergler
- Sonja I Berndt
- Dwaipayan Bharadwaj
- Seema Bhaskar
- Lawrence F Bielak
- Ginevra Biino
- Wen Bin Wei
- Joshua C Bis
- Michael Boehnke
- Eric Boerwinkle
- Sailalitha Bollepalli
- Judith B Borja
- Jette Bork-Jensen
- Claude Bouchard
- Donald W Bowden
- Jonathan P Bradfield
- Yuki Bradford
- Caroline Brandl
- Ivan Brandslund
- Peter S Braund
- Jennifer A Brody
- Ulrich Broeckel
- Ben Brumpton
- Victoria L Buchanan
- Kristoffer S Burgdorf
- Julie E Buring
- Carsten A Böger
- Brian E Cade
- Qiuyin Cai
- Silvia Camarda
- Archie Campbell
- Mark J Caulfield
- Marisa Cañadas-Garre
- Jin-Fang Chai
- John C Chambers
- Giriraj R Chandak
- Stephen J Chanock
- Daniel I Chasman
- Nish Chaturvedi
- Shyh-Huei Chen
- Zhengming Chen
- Ching-Yu Cheng
- Alessandra Chesi
- Geetha Chittoor
- Yoon Shin Cho
- Seung Hoan Choi
- Kaare Christensen
- Malene R Christiansen
- Paraskevi Christofidou
- Ingrid E Christophersen
- Marina Ciullo
- John W Cole
- Francis S Collins
- Maria Pina Concas
- Richard S Cooper
- Christian Couture
- Miguel Cruz
- Francesco Cucca
- Gabriel Cuellar-Partida
- Michael J Cutler
- Scott M Damrauer
- Rebecca Danning
- Thomas M Dantoft
- Gert J de Borst
- Eco JC de Geus
- Lisette CPGM de Groot
- Philip L De Jager
- Dominique PV de Kleijn
- H Janaka de Silva
- George V Dedoussis
- Frauke Degenhardt
- Graciela E Delgado
- Alessandro Delitala
- Panos Deloukas
- Ayşe Demirkan
- Anneke I den Hollander
- Xuan Deng
- Alexander Dietl
- Maria Dimitriou
- Latchezar Dimitrov
- Rajkumar Dorajoo
- Shufa Du
- Douglas F Easton
- Kai-Uwe Eckardt
- Fabian Eichelmann
- Petra JM Elders
- Anders U Eliasen
- A Heather Eliassen
- Patrick T Ellinor
- Sölve Elmståhl
- Jorgen E Engmann
- Jeanette Erdmann
- Michael R Erdos
- Tõnu Esko
- Michele K Evans
- Zammy Fairhurst-Hunter
- Aliki-Eleni Farmaki
- Diane Fatkin
- Segun Fatumo
- Jessica D Faul
- Bjarke Feenstra
- Mary F Feitosa
- Juan-Carlos Fernandez-Lopez
- Teresa Ferreira
- Luigi Ferrucci
- Jose C Florez
- Ian Ford
- Lukas Forer
- Myriam Fornage
- Mirjam Frank
- Andre Franke
- Paul W Franks
- Timothy M Frayling
- Barry I Freedman
- Sandra Freitag-Wolf
- Lars G Fritsche
- Christian Fuchsberger
- Tessel E Galesloot
- Yan Gao
- Frank Geller
- Olga Giannakopoulou
- Christian Gieger
- Giorgia Girotto
- Franco Giulianini
- Anette P Gjesing
- Anuj Goel
- Yvonne M Golightly
- Clicerio Gonzalez-Villalpando
- Scott D Gordon
- Penny Gordon-Larsen
- Mathias Gorski
- Marielisa Graff
- Sarah E Graham
- Harald Grallert
- Struan FA Grant
- Niels Grarup
- Lyn Griffiths
- Jakob Grove
- Vilmundur Gudnason
- Marta Guindo-Martínez
- Xiuqing Guo
- Stefan Gustafsson
- Jeffrey Haessler
- Christopher Haiman
- Hakon Hakonarson
- Thomas F Hansen
- Torben Hansen
- Catharina A Hartman
- Andrew T Hattersley
- Aki S Havulinna
- Simon J Haworth
- Caroline Hayward
- Nancy Heard-Costa
- Iris M Heid
- Daiane Hemerich
- Chew-Kiat Heng
- Christian Hengstenberg
- Karl-Heinz Herzig
- Alex W Hewitt
- Heather M Highland
- George Hindy
- Joel N Hirschhorn
- Haretsugu Hishigaki
- Yuk-Lam Ho
- Edith Hofer
- Elizabeth Holliday
- Katrin Horn
- Whitney E Hornsby
- Jouke-Jan Hottenga
- David M Hougaard
- Carel B Hoyng
- Hongyan Huang
- Jie Huang
- Paul L Huang
- Wei Huang
- Wen-Yi Huang
- Alicia Huerta-Chagoya
- Jennifer E Huffman
- Qin Hui
- Steven C Hunt
- Shaofeng Huo
- Nina Hutri
- Kristian Hveem
- Mi Yeong Hwang
- Chii-Min Hwu
- Elina Hyppönen
- William G Iacono
- Sahoko Ichihara
- Yii-Der Ida Chen
- Hiroyuki Iha
- Daisuke D Ikeda
- M Arfan Ikram
- Carmen R Isasi
- Masato Isono
- Anne U Jackson
- Iris E Jansen
- Marjo-Riitta Jarvelin
- Yingjie Ji
- Yunxuan Jiang
- Zi-Bing Jin
- Ingegerd Johansson
- Jost B Jonas
- Anna Jonsson
- Peter K Joshi
- Pekka Jousilahti
- J Wouter Jukema
- Anne E Justice
- Karl-Heinz Jöckel
- Torben Jørgensen
- Ioanna P Kalafati
- Yoichiro Kamatani
- Masahiro Kanai
- Kui Dong Kang
- Stavroula Kanoni
- Jaakko Kaprio
- Tugce Karaderi
- Sharon LR Kardia
- Fredrik Karpe
- Anuradhani Kasturiratne
- Norihiro Kato
- Tomohiro Katsuya
- Maryam Kavousi
- Takahisa Kawaguchi
- Frank Kee
- Rachel L Kember
- Katherine A Kentistou
- Thorsten Kessler
- Amit V Khera
- Chiea Chuen Khor
- Lambertus ALM Kiemeney
- Tuomas O Kilpeläinen
- Bong-Jo Kim
- Daeeun Kim
- Eung Kweon Kim
- Han-Na Kim
- Hyung-Lae Kim
- Young Jin Kim
- Paulus Kirchhof
- Mika Kivimaki
- Marcus E Kleber
- Maria J Knol
- Woon-Puay Koh
- Heikki A Koistinen
- Alexander Kokkinos
- Jaspal S Kooner
- Charles Kooperberg
- Peter Kovacs
- Adriaan Kraaijeveld
- Peter Kraft
- Ronald M Krauss
- Meena Kumari
- Azra Kurbasic
- Zoltan Kutalik
- Mika Kähönen
- Line L Kårhus
- Markku Laakso
- Leslie A Lange
- Claudia Langenberg
- Lenore J Launer
- Marie Lauzon
- Phuong Le
- Rodney Lea
- Hyejin Lee
- Jong-Young Lee
- Nanette R Lee
- Wen-Jane Lee
- Terho Lehtimäki
- Rozenn N Lemaitre
- Hampton L Leonard
- Guillaume Lettre
- Hengtong Li
- Huaixing Li
- Liming Li
- Shengchao A Li
- Xiaohui Li
- Xiaoyin Li
- Jingjing Liang
- Wolfgang Lieb
- Honghuang Lin
- Kuang Lin
- Xu Lin
- Lars Lind
- Cecilia M Lindgren
- Allan Linneberg
- Ching-Ti Liu
- Jianjun Liu
- Jun Liu
- Xueping Liu
- Ken Sin Lo
- Adam E Locke
- Markus Loeffler
- Barry London
- Jirong Long
- Ruth JF Loos
- Laura Lores-Motta
- Fan Lu
- Yingchang Lu
- Jian’an Luan
- Steven A Lubitz
- Valeriya Lyssenko
- Leo-Pekka Lyytikäinen
- Kreete Lüll
- Moara Machado
- David A Mackey
- Patrik KE Magnusson
- Anubha Mahajan
- Deborah E Malden
- Md Zubbair Malik
- Vasiliki Mamakou
- Massimo Mangino
- Ani Manichaikul
- JoAnn E Manson
- Gregory M Marcus
- Eirini Marouli
- Pedro Marques Vidal
- Jonathan Marten
- Nicholas G Martin
- Fumihiko Matsuda
- Manuel Mattheisen
- Jeanne M McCaffery
- Mark I McCarthy
- Aaron F McDaid
- Robert W McGarrah
- Matt McGue
- Amy Jayne McKnight
- Carolina Medina-Gomez
- Sarah E Medland
- Quanshun Mei
- Heike Meiselbach
- Tori L Melendez
- Dan Mellström
- Andres Metspalu
- Yuri Milaneschi
- Jason E Miller
- Iona Y Millwood
- Pashupati P Mishra
- Braxton D Mitchell
- Paul Mitchell
- Ruth E Mitchell
- Karen L Mohlke
- Nina Mononen
- Dennis O Mook-Kanamori
- Amy Moore
- Trevor A Mori
- Andrew D Morris
- Lorelei A Mucci
- Sören Mucha
- Patricia B Munroe
- Matthias Munz
- Juha Mykkänen
- Winfried März
- Line T Møllehave
- Mariam Nakabuye
- Masahiro Nakatochi
- Mike A Nalls
- Giuseppe Giovanni Nardone
- Saman Nazarian
- Amanda E Nelson
- Christopher P Nelson
- Maria Nethander
- Matt J Neville
- Christopher Newton-Cheh
- Maggie CY Ng
- Chu Won Nho
- Aneta A Nielsen
- Christopher S Nielsen
- Harri Niinikoski
- Kjell Nikus
- Ilja M Nolte
- Suraj S Nongmaithem
- Raymond Noordam
- Kari E North
- Ioanna Ntalla
- Teresa Nutile
- Markus M Nöthen
- Adesola Ogunniyi
- Claes Ohlsson
- Yukinori Okada
- Albertine J Oldehinkel
- Lorena Orozco
- Christopher J O’Donnell
- Katja Pahkala
- Päivi Pajukanta
- Colin NA Palmer
- Anita Pandit
- Esteban J Parra
- Cristian Pattaro
- Marc Pauper
- Oluf Pedersen
- Craig E Pennell
- Brenda WJH Penninx
- Louis Perusse
- Annette Peters
- Eva RB Petersen
- Liselotte V Petersen
- Patricia A Peyser
- Francesco Piluso
- Ozren Polašek
- David J Porteous
- Danielle Posthuma
- Alaitz Poveda
- Chris Power
- Peter P Pramstaller
- Michael H Preuss
- Michael A Province
- Bruce M Psaty
- Saiju Pyarajan
- Qibin Qi
- Jia Qu
- Daniel J Rader
- Laura M Raffield
- Olli T Raitakari
- Hiromi Rakugi
- Loukianos S Rallidis
- Julia Ramirez
- Dabeeru C Rao
- Asif Rasheed
- Dennis Raven
- Nigel W Rayner
- Susan Redline
- Dermot F Reilly
- Alexander P Reiner
- Sang Youl Rhee
- Paul M Ridker
- Michiel Rienstra
- Samuli Ripatti
- Marylyn D Ritchie
- Fernando Rivadeneira
- Carlos Riveros
- Ghislain Rocheleau
- Dan M Roden
- Rebecca Rohde
- Frits R Rosendaal
- Jerome I Rotter
- Igor Rudan
- Daniela Ruggiero
- Sanni E Ruotsalainen
- Femke Rutters
- Kathleen A Ryan
- Seungho Ryu
- Sina Rüeger
- Charumathi Sabanayagam
- Maria Sabater-Lleal
- Saori Sakaue
- Babatunde Salako
- Danish Saleheen
- Veikko Salomaa
- Nilesh J Samani
- Dharambir K Sanghera
- Aurora Santin
- Naveed Sattar
- Richa Saxena
- Börge Schmidt
- Helena Schmidt
- Reinhold Schmidt
- Markus Scholz
- Matthias B Schulze
- Heribert Schunkert
- Laura J Scott
- Rodney J Scott
- Peter Sever
- Botong Shen
- Wayne HH Sheu
- Jingchunzi Shi
- Jae Hun Shin
- M Benjamin Shoemaker
- Xiao-Ou Shu
- Carlo Sidore
- Julia Sidorenko
- Xueling Sim
- Eleanor M Simonsick
- Mario Sims
- Andrew B Singleton
- Moritz F Sinner
- Roderick C Slieker
- Roelof AJ Smit
- Albert V Smith
- J Gustav Smith
- Jennifer A Smith
- Laura J Smyth
- Harold Snieder
- Lorraine Southam
- Tim D Spector
- Beatrice Spedicati
- Cassandra N Spracklen
- Meir J Stampfer
- Klaus J Stark
- Kari Stefansson
- Valgerdur Steinthorsdottir
- David P Strachan
- Liang Sun
- Yan V Sun
- Yasuharu Tabara
- E Shyong Tai
- Fumihiko Takeuchi
- Hua Tang
- Jean-Claude Tardif
- Kent D Taylor
- Bamidele O Tayo
- Catherine Tcheandjieu
- Natalie Terzikhan
- Paola Tesolin
- Alexander Teumer
- Thangavel A Thanaraj
- Elizabeth Theusch
- Deborah J Thompson
- Gudmar Thorleifsson
- Unnur Thorsteinsdottir
- Paul RHJ Timmers
- Nicholas J Timpson
- Stella Trompet
- Tiinamaija Tuomi
- Jaakko Tuomilehto
- Constance Turman
- Maria-Teresa Tusié-Luna
- Anke Tönjes
- Simona Vaccargiu
- Rob M van Dam
- Pim van der Harst
- Sander W van der Laan
- Peter J van der Most
- Nathalie Van der Velde
- Cornelia M van Duijn
- Jan B van Klinken
- Natasja M van Schoor
- Jessica van Setten
- Sailaja Vedantam
- Shefali S Verma
- Niek Verweij
- Yogasudha Veturi
- Peter M Visscher
- Veronique Vitart
- Marie-Claude Vohl
- Peter Vollenweider
- Scott Vrieze
- Uwe Völker
- Henry Völzke
- Niels H Wacher-Rodarte
- Kaitlin H Wade
- Mark Walker
- Robin G Walters
- Gurpreet S Wander
- Carol A Wang
- Chaolong Wang
- Jun-Sing Wang
- Lihua Wang
- Ya Xing Wang
- Zhe Wang
- Nicholas J Wareham
- Helen R Warren
- Richard M Watanabe
- Hugh Watkins
- David R Weir
- Wanqing Wen
- Thomas M Werge
- William A Wheeler
- Ananda R Wickremasinghe
- Elisabeth Widen
- Matthias Wielscher
- Gonneke Willemsen
- Cristen J Willer
- Walter C Willett
- Emma P Wilson
- James F Wilson
- Peter WF Wilson
- Thomas W Winkler
- Bendik S Winsvold
- Andrew Wong
- Tien Y Wong
- Jeong-Taek Woo
- Andrew R Wood
- Alan F Wright
- Matthias Wuttke
- Rui Xia
- Huichun Xu
- Chittaranjan S Yajnik
- Ken Yamamoto
- Jian Yang
- Jingyun Yang
- Jie Yao
- Loic Yengo
- Xianyong Yin
- Mitsuhiro Yokota
- Hannah Young
- Kristin L Young
- Noha A Yousri
- Lei Yu
- Jian-Min Yuan
- Eleftheria Zeggini
- Babette S Zemel
- Lingyao Zeng
- Weihua Zhang
- Xinyuan Zhang
- Jing-Hua Zhao
- Wei Zhao
- Wei Zheng
- Wei Zhou
- Xiaofeng Zhu
- M Carola Zillikens
- Martina E Zimmermann
- Magdalena Zoledziewska
- Alan B Zonderman
- John-Anker Zwart
- Bjørn Olav Åsvold
- Leen M ‘t Hart
- Publication date
- 1 January 2025
- Publisher
- Nature Research
- Doi
Abstract
Polygenic scores (PGSs) for body mass index (BMI) may guide early prevention and targeted treatment of obesity. Using genetic data from up to 5.1 million people (4.6% African ancestry, 14.4% American ancestry, 8.4% East Asian ancestry, 71.1% European ancestry and 1.5% South Asian ancestry) from the GIANT consortium and 23andMe, Inc., we developed ancestry-specific and multi-ancestry PGSs. The multi-ancestry score explained 17.6% of BMI variation among UK Biobank participants of European ancestry. For other populations, this ranged from 16% in East Asian-Americans to 2.2% in rural Ugandans. In the ALSPAC study, children with higher PGSs showed accelerated BMI gain from age 2.5 years to adolescence, with earlier adiposity rebound. Adding the PGS to predictors available at birth nearly doubled explained variance for BMI from age 5 onward (for example, from 11% to 21% at age 8). Up to age 5, adding the PGS to early-life BMI improved prediction of BMI at age 18 (for example, from 22% to 35% at age 5). Higher PGSs were associated with greater adult weight gain. In intensive lifestyle intervention trials, individuals with higher PGSs lost modestly more weight in the first year (0.55 kg per s.d.) but were more likely to regain it. Overall, these data show that PGSs have the potential to improve obesity prediction, particularly when implemented early in lifeSimilar works
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