Smit Roelof A J, Wade Kaitlin H, Hui Qin, Arias Joshua D, Yin Xianyong, Christiansen Malene R, Yengo Loic, Preuss Michael H, Nakabuye Mariam, Rocheleau Ghislain, Graham Sarah E, Buchanan Victoria L, Chittoor Geetha, Graff Marielisa, Guindo-Martínez Marta, Lu Yingchang, Marouli Eirini, Sakaue Saori, Spracklen Cassandra N, Vedantam Sailaja, Wilson Emma P, Chen Shyh-Huei, Ferreira Teresa, Ji Yingjie, Karaderi Tugce, Lüll Kreete, Machado Moara, Malden Deborah E, Medina-Gomez Carolina, Moore Amy, Rüeger Sina, Akiyama Masato, Allison Matthew A, Alvarez Marcus, Andersen Mette K, Appadurai Vivek, Arbeeva Liubov, Bartell Eric, Bhaskar Seema, Bielak Lawrence F, Bis Joshua C, Bollepalli Sailalitha, Bork-Jensen Jette, Bradfield Jonathan P, Bradford Yuki, Brandl Caroline, Braund Peter S, Brody Jennifer A, Broeckel Ulrich, Burgdorf Kristoffer S, Cade Brian E, Cai Qiuyin, Camarda Silvia, Campbell Archie, Cañadas-Garre Marisa, Chai Jin-Fang, Chesi Alessandra, Choi Seung Hoan, Christofidou Paraskevi, Couture Christian, Cuellar-Partida Gabriel, Danning Rebecca, Degenhardt Frauke, Delgado Graciela E, Delitala Alessandro, Demirkan Ayşe, Deng Xuan, Dietl Alexander, Dimitriou Maria, Dimitrov Latchezar, Dorajoo Rajkumar, Eichelmann Fabian, Eliasen Anders U, Engmann Jorgen E, Erdos Michael R, Fairhurst-Hunter Zammy, Farmaki Aliki-Eleni, Faul Jessica D, Fernandez-Lopez Juan-Carlos, Forer Lukas, Frank Mirjam, Freitag-Wolf Sandra, Fritsche Lars G, Fuchsberger Christian, Galesloot Tessel E, Gao Yan, 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, Heard-Costa Nancy, Hemerich Daiane, Highland Heather M, Hindy George, Ho Yuk-Lam, Hofer Edith, Holliday Elizabeth, Horn Katrin, Hornsby Whitney E, Hottenga Jouke-Jan, Huang Hongyan, Huang Jie, Huerta-Chagoya Alicia, Huo Shaofeng, Hwang Mi Yeong, Hwu Chii-Min, Iha Hiroyuki, Ikeda Daisuke D, Isono Masato, Jackson Anne U, Jansen Iris E, Jiang Yunxuan, Johansson Ingegerd, Jonsson Anna, Jørgensen Torben, Kalafati Ioanna P, Kanai Masahiro, Kanoni Stavroula, Kårhus Line L, Kasturiratne Anuradhani, Katsuya Tomohiro, Kawaguchi Takahisa, Kember Rachel L, Kentistou Katherine A, Kim Daeeun, Kim Han-Na, Kim Young Jin, Kleber Marcus E, Knol Maria J, Kurbasic Azra, Lauzon Marie, Le Phuong, Lea Rodney, Lee Jong-Young, Lee Wen-Jane, Leonard Hampton L, Li Hengtong, Li Shengchao A, Li Xiaohui, Li Xiaoyin, Liang Jingjing, Lin Honghuang, Lin Kuang, Liu Jun, Liu Xueping, Lo Ken Sin, Long Jirong, Lores-Motta Laura, Luan Jian'an, Lyssenko Valeriya, Lyytikäinen Leo-Pekka, Mahajan Anubha, Malik Md Zubbair, Mamakou Vasiliki, Mangino Massimo, Manichaikul Ani, Marten Jonathan, Mattheisen Manuel, McDaid Aaron F, Mei Quanshun, Meiselbach Heike, Melendez Tori L, Milaneschi Yuri, Miller Jason E, Millwood Iona Y, Mishra Pashupati P, Mitchell Ruth E, Møllehave Line T, Mononen Nina, Mucha Sören, Munz Matthias, Mykkänen Juha, Nakatochi Masahiro, Nardone Giuseppe Giovanni, Nelson Christopher P, Nethander Maria, Nho Chu Won, Nielsen Aneta A, Nolte Ilja M, Nongmaithem Suraj S, Noordam Raymond, Ntalla Ioanna, Nutile Teresa, Pandit Anita, Pauper Marc, Petersen Eva R B, Petersen Liselotte V, Piluso Francesco, Polašek Ozren, Poveda Alaitz, 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, Santin Aurora, Saxena Richa, Scholz Markus, Shen Botong, Shi Jingchunzi, Shin Jae Hun, Sidore Carlo, Sidorenko Julia, Sim Xueling, Slieker Roderick C, Smith Albert V, Smith Jennifer A, Smyth Laura J, Southam Lorraine, Steinthorsdottir Valgerdur, Sun Liang, Takeuchi Fumihiko, 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 Jun-Sing, Wang Lihua, Wang Ya Xing, Wang Zhe, Warren Helen R, Bin Wei Wen, Wen Wanqing, Wheeler William A, Wickremasinghe Ananda R, Wielscher Matthias, Winsvold Bendik S, Wong Andrew, Wuttke Matthias, Xia Rui, 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, 't Hart Leen M, 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, Banas Bernhard, Bandinelli Stefania, Beilin Lawrence J, Bennett David A, Bergler Tobias, Bharadwaj Dwaipayan, Biino Ginevra, Boerwinkle Eric, Böger Carsten A, Borja Judith B, Bouchard Claude, Bowden Donald W, Brandslund Ivan, Brumpton Ben, Buring Julie E, Caulfield Mark J, Chambers John C, Chandak Giriraj R, Chanock Stephen J, Chaturvedi Nish, Ida Chen Yii-Der, Chen Zhengming, Cheng Ching-Yu, Cho Yoon Shin, Christensen Kaare, Christophersen Ingrid E, Ciullo Marina, Cole John W, Collins Francis S, Concas Maria Pina, Cooper Richard S, Cruz Miguel, Cucca Francesco, Cutler Michael J, Damrauer Scott M, Dantoft Thomas M, de Borst Gert J, de Geus Eco J C, de Groot Lisette C P G M, De Jager Philip L, de Kleijn Dominique P V, de Silva H Janaka, Dedoussis George V, den Hollander Anneke I, Du Shufa, Easton Douglas F, Eckardt Kai-Uwe, 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, Florez Jose C, Ford Ian, Fornage Myriam, Franke Andre, Franks Paul W, Freedman Barry I, Gieger Christian, Girotto Giorgia, Golightly Yvonne M, Gonzalez-Villalpando Clicerio, Gordon-Larsen Penny, Grallert Harald, Grant Struan F A, Grarup Niels, Griffiths Lyn, Gudnason Vilmundur, Haiman Christopher, Hakonarson Hakon, Hansen Torben, Hartman Catharina A, Hattersley Andrew T, Hayward Caroline, Heid Iris M, Heng Chew-Kiat, Hengstenberg Christian, Herzig Karl-Heinz, Hewitt Alex W, Hishigaki Haretsugu, Hougaard David M, Hoyng Carel B, Huang Paul L, Huang Wei, Huang Wen-Yi, Huffman Jennifer E, Hunt Steven C, Hutri Nina, Hveem Kristian, Hyppönen Elina, Iacono William G, Ichihara Sahoko, Ikram M Arfan, Isasi Carmen R, Jarvelin Marjo-Riitta, Jin Zi-Bing, Jöckel Karl-Heinz, Jonas Jost B, Joshi Peter K, Jousilahti Pekka, Jukema J Wouter, Kähönen Mika, Kamatani Yoichiro, Kang Kui Dong, Kaprio Jaakko, Kardia Sharon L R, Karpe Fredrik, Kato Norihiro, Kavousi Maryam, Kee Frank, Kessler Thorsten, Khera Amit V, Khor Chiea Chuen, Kiemeney Lambertus A L M, Kim Bong-Jo, Kim Eung Kweon, Kim Hyung-Lae, Kirchhof Paulus, Kivimaki Mika, Koh Woon-Puay, Koistinen Heikki A, Kokkinos Alexander, Kooner Jaspal S, Kooperberg Charles, Kovacs Peter, Kraaijeveld Adriaan, Kraft Peter, Krauss Ronald M, Kumari Meena, Kutalik Zoltan, Laakso Markku, Lange Leslie A, Langenberg Claudia, Launer Lenore J, Lee Hyejin, Lee Nanette R, Lehtimäki Terho, Lemaitre Rozenn N, Li Huaixing, Li Liming, Lieb Wolfgang, Lin Xu, Lind Lars, Linneberg Allan, Liu Ching-Ti, Liu Jianjun, Loeffler Markus, London Barry, Lu Fan, Lubitz Steven A, Mackey David A, Magnusson Patrik K E, Manson JoAnn E, Marcus Gregory M, Marques Vidal Pedro, Martin Nicholas G, März Winfried, Matsuda Fumihiko, McCarthy Mark I, McGarrah Robert W, McGue Matt, McKnight Amy Jayne, Medland Sarah E, Mellström Dan, Metspalu Andres, Mitchell Braxton D, Mitchell Paul, Mook-Kanamori Dennis O, Mori Trevor A, Morris Andrew D, Mucci Lorelei A, Munroe Patricia B, Nalls Mike A, Nazarian Saman, Nelson Amanda E, Neville Matt J, Newton-Cheh Christopher, Nielsen Christopher S, Niinikoski Harri, Nikus Kjell, Nöthen Markus M, Ogunniyi Adesola, 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, Perusse Louis, Peters Annette, Peyser Patricia A, Porteous David J, Posthuma Danielle, Power Chris, Pramstaller Peter P, Province Michael A, Psaty Bruce M, Qi Qibin, Qu Jia, Rader Daniel J, Raitakari Olli T, Rallidis Loukianos S, Rao Dabeeru C, Redline Susan, Reilly Dermot F, Reiner Alexander P, Rhee Sang Youl, Ridker Paul M, Rienstra Michiel, Ripatti Samuli, Ritchie Marylyn D, Rivadeneira Fernando, Roden Dan M, Rosendaal Frits R, Rotter Jerome I, Rudan Igor, Rutters Femke, Ryu Seungho, Sabanayagam Charumathi, Salako Babatunde, 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, Sheu Wayne H H, Shoemaker M Benjamin, Shu Xiao-Ou, Simonsick Eleanor M, Sims Mario, Singleton Andrew B, Sinner Moritz F, Smith J Gustav, Snieder Harold, Spector Tim D, Spedicati Beatrice, Stampfer Meir J, Stark Klaus J, Strachan David P, Tabara Yasuharu, Tai E Shyong, Tang Hua, Tardif Jean-Claude, Thanaraj Thangavel A, Tönjes Anke, Tuomi Tiinamaija, Tuomilehto Jaakko, Tusié-Luna Maria-Teresa, van Dam Rob M, van der Harst Pim, Van der Velde Nathalie, van Duijn Cornelia M, van Schoor Natasja M, Vitart Veronique, Vohl Marie-Claude, Völker Uwe, Vollenweider Peter, Völzke Henry, Vrieze Scott, Wacher-Rodarte Niels H, Walker Mark, Wander Gurpreet S, Wareham Nicholas J, Watanabe Richard M, Watkins Hugh, Weir David R, Werge Thomas M, Widen Elisabeth, Willemsen Gonneke, Willett Walter C, Wilson James F, Wilson Peter W F, Wong Tien Y, Woo Jeong-Taek, Wright Alan F, Xu Huichun, Yajnik Chittaranjan S, Yang Jian, Yokota Mitsuhiro, Yuan Jian-Min, Zeggini Eleftheria, Zemel Babette S, Zheng Wei, Zhu Xiaofeng, Zillikens M Carola, Zonderman Alan B, Zwart John-Anker, Abecasis Goncalo R, Assimes Themistocles L, Auton Adam, Boehnke Michael, Chasman Daniel I, Esko Tõnu, Stefansson Kari, Lettre Guillaume, Lindgren Cecilia M, Ng Maggie C Y, O'Donnell Christopher J, Thorsteinsdottir Unnur, Visscher Peter M, Walters Robin G, Winkler Thomas W, Wood Andrew R, Deloukas Panos, Frayling Timothy M, Justice Anne E, Kilpeläinen Tuomas O, Locke Adam E, Mohlke Karen L, North Kari E, Okada Yukinori, Willer Cristen J, Young Kristin L, Fatumo Segun, McCaffery Jeanne M, Timpson Nicholas J, Hirschhorn Joel N, Sun Yan V, Berndt Sonja I, Loos Ruth J F
The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands.
Nat Med. 2025 Jul 21. doi: 10.1038/s41591-025-03827-z.
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 life.
体重指数(BMI)的多基因评分(PGS)可能有助于肥胖症的早期预防和针对性治疗。利用来自GIANT联盟和23andMe公司的多达510万人的基因数据(4.6%为非洲血统,14.4%为美洲血统,8.4%为东亚血统,71.1%为欧洲血统,1.5%为南亚血统),我们开发了特定血统和多血统的PGS。多血统评分解释了欧洲血统的英国生物银行参与者中17.6%的BMI变异。对于其他人群,这一比例在东亚裔美国人中为16%,在乌干达农村地区为2.2%。在阿冯纵向父母与儿童发育研究(ALSPAC)中,PGS较高的儿童在2.5岁至青春期期间BMI增长加速,脂肪反弹更早。将PGS添加到出生时可用的预测因素中,从5岁起BMI的解释方差几乎增加了一倍(例如,8岁时从11%增加到21%)。在5岁之前,将PGS添加到早期BMI中可改善对18岁时BMI的预测(例如,5岁时从22%提高到35%)。较高的PGS与更大的成年体重增加有关。在强化生活方式干预试验中,PGS较高的个体在第一年体重减轻略多(每标准差0.55千克),但更有可能反弹。总体而言,这些数据表明PGS有改善肥胖预测的潜力,尤其是在生命早期实施时。
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