| 제목 | Polygenic prediction of body mass index and obesity through the life course and across ancestries | ||
|---|---|---|---|
| 작성자 | 관리자 | 등록일 | 2025-08-08 |
내용
Polygenic prediction of body mass index and obesity through the life course and across ancestries
Roelof A J Smit 1 2 3 4, Kaitlin H Wade 5 6, Qin Hui 7 8, Joshua D Arias 9, Xianyong Yin 10 11, Malene R Christiansen 3, Loic Yengo 12, Michael H Preuss 1 4, Mariam Nakabuye 13, Ghislain Rocheleau 1 14 15, Sarah E Graham 16, Victoria L Buchanan 17, Geetha Chittoor 18, Marielisa Graff 19, Marta Guindo-Martínez 1 3, Yingchang Lu 20, Eirini Marouli 21 22, Saori Sakaue 23 24 25 26, Cassandra N Spracklen 27 28, Sailaja Vedantam 25 29, Emma P Wilson 27, Shyh-Huei Chen 30, Teresa Ferreira 31, Yingjie Ji 32, Tugce Karaderi 33 34, Kreete Lüll 35, Moara Machado 9, Deborah E Malden 31, Carolina Medina-Gomez 36, Amy Moore 37, Sina Rüeger 38 39, Masato Akiyama 23 40, Matthew A Allison 41, Marcus Alvarez 42, Mette K Andersen 3, Vivek Appadurai 43, Liubov Arbeeva 44, Eric Bartell 25 29 45, Seema Bhaskar 46, Lawrence F Bielak 47, Joshua C Bis 48, Sailalitha Bollepalli 49, Jette Bork-Jensen 3, Jonathan P Bradfield 50 51, Yuki Bradford 52, Caroline Brandl 53 54, Peter S Braund 55 56, Jennifer A Brody 48, Ulrich Broeckel 57, Kristoffer S Burgdorf 3 58 59, Brian E Cade 45 60, Qiuyin Cai 61, Silvia Camarda 62, Archie Campbell 63 64, Marisa Cañadas-Garre 65, Jin-Fang Chai 66, Alessandra Chesi 67 68, Seung Hoan Choi 69, Paraskevi Christofidou 70, Christian Couture 71, Gabriel Cuellar-Partida 72 73, Rebecca Danning 74, Frauke Degenhardt 75, Graciela E Delgado 76, Alessandro Delitala 77, Ay?e Demirkan 78 79, Xuan Deng 80, Alexander Dietl 53 81, Maria Dimitriou 82 83, Latchezar Dimitrov 84, Rajkumar Dorajoo 85 86, Fabian Eichelmann 87 88, Anders U Eliasen 25 89 90, Jorgen E Engmann 91, Michael R Erdos 92, Zammy Fairhurst-Hunter 31, Aliki-Eleni Farmaki 83, Jessica D Faul 93, Juan-Carlos Fernandez-Lopez 94, Lukas Forer 95, Mirjam Frank 96, Sandra Freitag-Wolf 97, Lars G Fritsche 11 98, Christian Fuchsberger 99, Tessel E Galesloot 100, Yan Gao 101, Frank Geller 102, Olga Giannakopoulou 21, Franco Giulianini 74, Anette P Gjesing 3, Anuj Goel 34 103, Scott D Gordon 104, Mathias Gorski 53, Jakob Grove 105 106 107, Xiuqing Guo 108, Stefan Gustafsson 109, Jeffrey Haessler 110, Thomas F Hansen 111 112 113, Aki S Havulinna 49 114, Simon J Haworth 5 115, Nancy Heard-Costa 116 117, Daiane Hemerich 1, Heather M Highland 19, George Hindy 25 118, Yuk-Lam Ho 119, Edith Hofer 120 121, Elizabeth Holliday 122, Katrin Horn 123 124, Whitney E Hornsby 16, Jouke-Jan Hottenga 125, Hongyan Huang 126, Jie Huang 127 128, Alicia Huerta-Chagoya 129 130, Shaofeng Huo 131, Mi Yeong Hwang 132, Chii-Min Hwu 133, Hiroyuki Iha 134, Daisuke D Ikeda 134, Masato Isono 135, Anne U Jackson 11, Iris E Jansen 136 137, Yunxuan Jiang 73, Ingegerd Johansson 138 139, Anna Jonsson 3, Torben Jørgensen 140 141, Ioanna P Kalafati 83 142, Masahiro Kanai 23 24 25, Stavroula Kanoni 21, Line L Kårhus 140, Anuradhani Kasturiratne 143, Tomohiro Katsuya 144, Takahisa Kawaguchi 145, Rachel L Kember 146 147, Katherine A Kentistou 148 149, Daeeun Kim 19 27, Han-Na Kim 150 151, Young Jin Kim 132, Marcus E Kleber 76 152, Maria J Knol 78, Azra Kurbasic 153, Marie Lauzon 108, Phuong Le 154 155, Rodney Lea 156, Jong-Young Lee 157, Wen-Jane Lee 158, Hampton L Leonard 159 160 161, Hengtong Li 162 163, Shengchao A Li 9 164, Xiaohui Li 108, Xiaoyin Li 165 166, Jingjing Liang 165, Honghuang Lin 167, Kuang Lin 31, Jun Liu 31 78, Xueping Liu 102, Ken Sin Lo 168, Jirong Long 61, Laura Lores-Motta 169, Jian'an Luan 170, Valeriya Lyssenko 171 172, Leo-Pekka Lyytikäinen 173 174 175, Anubha Mahajan 34, Md Zubbair Malik 176, Vasiliki Mamakou 177, Massimo Mangino 70 178, Ani Manichaikul 179, Jonathan Marten 180, Manuel Mattheisen 105 181 182, Aaron F McDaid 38 39, Quanshun Mei 80, Heike Meiselbach 183, Tori L Melendez 16, Yuri Milaneschi 184, Jason E Miller 185 186, Iona Y Millwood 31, Pashupati P Mishra 173 174, Ruth E Mitchell 5 6, Line T Møllehave 140, Nina Mononen 174 187, Sören Mucha 188 189, Matthias Munz 188, Juha Mykkänen 190 191, Masahiro Nakatochi 192, Giuseppe Giovanni Nardone 62, Christopher P Nelson 55 56, Maria Nethander 193 194, Chu Won Nho 195, Aneta A Nielsen 196, Ilja M Nolte 197, Suraj S Nongmaithem 46 198, Raymond Noordam 2 199, Ioanna Ntalla 21, Teresa Nutile 200, Anita Pandit 11, Marc Pauper 169, Eva R B Petersen 201, Liselotte V Petersen 106 202, Francesco Piluso 62, Ozren Polašek 203 204, Alaitz Poveda 153, Saiju Pyarajan 45 60 205, Laura M Raffield 27, Hiromi Rakugi 144, Julia Ramirez 21, Asif Rasheed 206, Dennis Raven 207, Nigel W Rayner 208, Carlos Riveros 209, Rebecca Rohde 19, Daniela Ruggiero 200, Sanni E Ruotsalainen 49, Kathleen A Ryan 210 211, Maria Sabater-Lleal 212 213 214, Aurora Santin 62 215, Richa Saxena 25 216, Markus Scholz 123 124, Botong Shen 217, Jingchunzi Shi 73, Jae Hun Shin 218, Carlo Sidore 219, Julia Sidorenko 12, Xueling Sim 66, Roderick C Slieker 220 221, Albert V Smith 222 223, Jennifer A Smith 47 93, Laura J Smyth 65, Lorraine Southam 208, Valgerdur Steinthorsdottir 224, Liang Sun 131, Fumihiko Takeuchi 135, Kent D Taylor 108, Bamidele O Tayo 225, Catherine Tcheandjieu 226 227, Natalie Terzikhan 78, Paola Tesolin 62 215, Alexander Teumer 228 229, Elizabeth Theusch 230, Deborah J Thompson 231, Gudmar Thorleifsson 224, Paul R H J Timmers 148 180, Stella Trompet 232 233, Constance Turman 126, Simona Vaccargiu 219, Sander W van der Laan 234 235, Peter J van der Most 197, Jan B van Klinken 236 237 238, Jessica van Setten 239, Shefali S Verma 67, Niek Verweij 240, Yogasudha Veturi 241, Carol A Wang 122 209, Chaolong Wang 242, Jun-Sing Wang 243, Lihua Wang 244, Ya Xing Wang 245, Zhe Wang 1 246, Helen R Warren 21 247, Wen Bin Wei 248, Wanqing Wen 61, William A Wheeler 249, Ananda R Wickremasinghe 143, Matthias Wielscher 250 251, Bendik S Winsvold 252 253, Andrew Wong 254, Matthias Wuttke 255 256, Rui Xia 257, Ken Yamamoto 258, Jingyun Yang 259 260, Jie Yao 108, Hannah Young 261, Noha A Yousri 262 263, Lei Yu 259 260, Lingyao Zeng 264, Weihua Zhang 265, Xinyuan Zhang 52, Jing-Hua Zhao 266 267, Wei Zhao 47 93, Wei Zhou 25 268 269 270, Martina E Zimmermann 53, Magdalena Zoledziewska 219, Leen M 't Hart 220 221 271 272, Linda S Adair 273 274, Hieab H H Adams 275 276, Carlos A Aguilar-Salinas 277 278, Fahd Al-Mulla 176, Donna K Arnett 279, Folkert W Asselbergs 280 281 282, Bjørn Olav Åsvold 283 284 285, John Attia 122, Bernhard Banas 286, Stefania Bandinelli 287, Lawrence J Beilin 288, David A Bennett 259 260, Tobias Bergler 286, Dwaipayan Bharadwaj 289, Ginevra Biino 290, Eric Boerwinkle 291, Carsten A Böger 286 292 293, Judith B Borja 294 295, Claude Bouchard 296, Donald W Bowden 84, Ivan Brandslund 201 297, Ben Brumpton 283 298, Julie E Buring 45 74, Mark J Caulfield 21 247, John C Chambers 265 299 300 301, Giriraj R Chandak 46 302, Stephen J Chanock 9, Nish Chaturvedi 254, Yii-Der Ida Chen 108, Zhengming Chen 31, Ching-Yu Cheng 162 303 304, Yoon Shin Cho 218, Kaare Christensen 305, Ingrid E Christophersen 306 307, Marina Ciullo 200 308, John W Cole 309 310, Francis S Collins 92, Maria Pina Concas 215, Richard S 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156, Vilmundur Gudnason 223 343, Christopher Haiman 344, Hakon Hakonarson 50 340 342 345, Torben Hansen 3, Catharina A Hartman 207, Andrew T Hattersley 346, Caroline Hayward 63 180, Iris M Heid 53, Chew-Kiat Heng 86 347, Christian Hengstenberg 348, Karl-Heinz Herzig 349 350, Alex W Hewitt 351 352 353, Haretsugu Hishigaki 134, David M Hougaard 58 106, Carel B Hoyng 169, Paul L Huang 45 325 354, Wei Huang 355, Wen-Yi Huang 9, Jennifer E Huffman 119, Steven C Hunt 356, Nina Hutri 357 358, Kristian Hveem 283 284, Elina Hyppönen 359 360, William G Iacono 261, Sahoko Ichihara 361, M Arfan Ikram 78, Carmen R Isasi 362, Marjo-Riitta Jarvelin 250 363 364 365, Zi-Bing Jin 245 366, Karl-Heinz Jöckel 96, Jost B Jonas 367 368 369 370, Peter K Joshi 148, Pekka Jousilahti 114, J Wouter Jukema 233 371 372, Mika Kähönen 373 374, Yoichiro Kamatani 23 375, Kui Dong Kang 376, Jaakko Kaprio 49, Sharon L R Kardia 47, Fredrik Karpe 377 378, Norihiro Kato 135, Maryam Kavousi 78, Frank Kee 65, Thorsten Kessler 264 379, Amit V Khera 45 380 381, Chiea Chuen Khor 85, Lambertus A L M Kiemeney 100 382, Bong-Jo Kim 132, Eung Kweon Kim 383 384, Hyung-Lae Kim 385, Paulus Kirchhof 386 387 388 389, Mika Kivimaki 390 391, Woon-Puay Koh 392, Heikki A Koistinen 114 393 394, Alexander Kokkinos 395, Jaspal S Kooner 300 301 396 397, Charles Kooperberg 110, Peter Kovacs 398, Adriaan Kraaijeveld 239, Peter Kraft 126, Ronald M Krauss 230, Meena Kumari 399, Zoltan Kutalik 38 39, Markku Laakso 400, Leslie A Lange 401, Claudia Langenberg 170 402 403, Lenore J Launer 217, Hyejin Lee 404, Nanette R Lee 294, Terho Lehtimäki 173 174, Rozenn N Lemaitre 48, Huaixing Li 131, Liming Li 405 406, Wolfgang Lieb 407, Xu Lin 131 408, Lars Lind 109, Allan Linneberg 140 409, Ching-Ti Liu 80, Jianjun Liu 85, Markus Loeffler 123 124, Barry London 410, Fan Lu 366, Steven A Lubitz 69 324 325, David A Mackey 351 353, Patrik K E Magnusson 411, JoAnn E Manson 45 60 74, Gregory M Marcus 412, Pedro Marques Vidal 413 414, Nicholas G Martin 104, Winfried März 76 415 416, Fumihiko Matsuda 145, Mark I McCarthy 34 377, Robert W McGarrah 417 418, Matt McGue 261, Amy Jayne McKnight 65, Sarah E Medland 419, Dan Mellström 193 420, Andres Metspalu 35, Braxton D Mitchell 210 211 335, Paul Mitchell 421, Dennis O Mook-Kanamori 2 422, Trevor A Mori 288, Andrew D Morris 423, Lorelei A Mucci 126, Patricia B Munroe 21 247, Mike A Nalls 159 160 424, Saman Nazarian 425, Amanda E Nelson 44 426, Matt J Neville 377 378, Christopher Newton-Cheh 216 325, Christopher S Nielsen 427 428, Harri Niinikoski 190 191, Kjell Nikus 175 429, Markus M Nöthen 430, Adesola Ogunniyi 431, Claes Ohlsson 193 432, Albertine J Oldehinkel 207, Lorena Orozco 433, Katja Pahkala 190 191 434, Päivi Pajukanta 42 435, Colin N A Palmer 436, Esteban J Parra 155, Cristian Pattaro 99, Oluf Pedersen 3, Craig E Pennell 122 209, Brenda W J H Penninx 184, Louis Perusse 71 437, Annette Peters 88 438 439, Patricia A Peyser 47, David J Porteous 63, Danielle Posthuma 136, Chris Power 440, Peter P Pramstaller 99, Michael A Province 244, Bruce M Psaty 48 441 442, Qibin Qi 362, Jia Qu 366, Daniel J Rader 52 443, Olli T Raitakari 190 191 444 445, Loukianos S Rallidis 446, Dabeeru C Rao 447, Susan Redline 45 60, Dermot F Reilly 448, Alexander P Reiner 110 441, Sang Youl Rhee 449, Paul M Ridker 45 74, Michiel Rienstra 240, Samuli Ripatti 25 49 450, Marylyn D Ritchie 52, Fernando Rivadeneira 36, Dan M Roden 451, Frits R Rosendaal 2, Jerome I Rotter 108, Igor Rudan 148, Femke Rutters 221, Seungho Ryu 150 452 453, Charumathi Sabanayagam 304 454, Babatunde Salako 455, Danish Saleheen 206 456, Veikko Salomaa 114, Nilesh J Samani 55 56, Dharambir K Sanghera 457 458 459 460, Naveed Sattar 461, Börge Schmidt 96, Helena Schmidt 462, Reinhold Schmidt 120, Matthias B Schulze 87 88 463, Heribert Schunkert 464, Laura J Scott 11, Rodney J Scott 465, Peter Sever 397, Wayne H H Sheu 466, M Benjamin Shoemaker 467, Xiao-Ou Shu 61, Eleanor M Simonsick 329, Mario Sims 468, 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- PMID: 40691366
- DOI: 10.1038/s41591-025-03827-z
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 life.
