Skip to search
Skip to main content
Back to Search
Start Over
Implicating genes, pleiotropy, and sexual dimorphism at blood lipid loci through multi-ancestry meta-analysis
Authors :
Stavroula Kanoni Sarah E. Graham Yuxuan Wang Ida Surakka Shweta Ramdas Xiang Zhu Shoa L. Clarke Konain Fatima Bhatti Sailaja Vedantam Thomas W. Winkler Adam E. Locke Eirini Marouli Greg J. M. Zajac Kuan-Han H. Wu Ioanna Ntalla Qin Hui Derek Klarin Austin T. Hilliard Zeyuan Wang Chao Xue Gudmar Thorleifsson Anna Helgadottir Daniel F. Gudbjartsson Hilma Holm Isleifur Olafsson Mi Yeong Hwang Sohee Han Masato Akiyama Saori Sakaue Chikashi Terao Masahiro Kanai Wei Zhou Ben M. Brumpton Humaira Rasheed Aki S. Havulinna Yogasudha Veturi Jennifer Allen Pacheco Elisabeth A. Rosenthal Todd Lingren QiPing Feng Iftikhar J. Kullo Akira Narita Jun Takayama Hilary C. Martin Karen A. Hunt Bhavi Trivedi Jeffrey Haessler Franco Giulianini Yuki Bradford Jason E. Miller Archie Campbell Kuang Lin Iona Y. Millwood Asif Rasheed George Hindy Jessica D. Faul Wei Zhao David R. Weir Constance Turman Hongyan Huang Mariaelisa Graff Ananyo Choudhury Dhriti Sengupta Anubha Mahajan Michael R. Brown Weihua Zhang Ketian Yu Ellen M. Schmidt Anita Pandit Stefan Gustafsson Xianyong Yin Jian’an Luan Jing-Hua Zhao Fumihiko Matsuda Hye-Mi Jang Kyungheon Yoon Carolina Medina-Gomez Achilleas Pitsillides Jouke Jan Hottenga Andrew R. Wood Yingji Ji Zishan Gao Simon Haworth Noha A. Yousri Ruth E. Mitchell Jin Fang Chai Mette Aadahl Anne A. Bjerregaard Jie Yao Ani Manichaikul Chii-Min Hwu Yi-Jen Hung Helen R. Warren Julia Ramirez Jette Bork-Jensen Line L. Kårhus Anuj Goel Maria Sabater-Lleal Raymond Noordam Pala Mauro Floris Matteo Aaron F. McDaid Pedro Marques-Vidal Matthias Wielscher Stella Trompet Naveed Sattar Line T. Møllehave Matthias Munz Lingyao Zeng Jianfeng Huang Bin Yang Alaitz Poveda Azra Kurbasic Claudia Lamina Lukas Forer Markus Scholz Tessel E. Galesloot Jonathan P. Bradfield Sanni E. Ruotsalainen EWarwick Daw Joseph M. Zmuda Jonathan S. Mitchell Christian Fuchsberger Henry Christensen Jennifer A. Brody Miguel Vazquez-Moreno Mary F. Feitosa Mary K. Wojczynski Zhe Wang Michael H. Preuss Massimo Mangino Paraskevi Christofidou Niek Verweij Jan W. Benjamins Jorgen Engmann Noah L. Tsao Anurag Verma Roderick C. Slieker Ken Sin Lo Nuno R. Zilhao Phuong Le Marcus E. Kleber Graciela E. Delgado Shaofeng Huo Daisuke D. Ikeda Hiroyuki Iha Jian Yang Jun Liu Ayşe Demirkan Hampton L. Leonard Jonathan Marten Mirjam Frank Börge Schmidt Laura J. Smyth Marisa Cañadas-Garre Chaolong Wang Masahiro Nakatochi Andrew Wong Nina Hutri-Kähönen Xueling Sim Rui Xia Alicia Huerta-Chagoya Juan Carlos Fernandez-Lopez Valeriya Lyssenko Suraj S. Nongmaithem Swati Bayyana Heather M. Stringham Marguerite R. Irvin Christopher Oldmeadow Han-Na Kim Seungho Ryu Paul R. H. J. Timmers Liubov Arbeeva Rajkumar Dorajoo Leslie A. Lange Gauri Prasad Laura Lorés-Motta Marc Pauper Jirong Long Xiaohui Li Elizabeth Theusch Fumihiko Takeuchi Cassandra N. Spracklen Anu Loukola Sailalitha Bollepalli Sophie C. Warner Ya Xing Wang Wen B. Wei Teresa Nutile Daniela Ruggiero Yun Ju Sung Shufeng Chen Fangchao Liu Jingyun Yang Katherine A. Kentistou Bernhard Banas Giuseppe Giovanni Nardone Karina Meidtner Lawrence F. Bielak Jennifer A. Smith Prashantha Hebbar Aliki-Eleni Farmaki Edith Hofer Maoxuan Lin Maria Pina Concas Simona Vaccargiu Peter J. van der Most Niina Pitkänen Brian E. Cade Sander W. van der Laan Kumaraswamy Naidu Chitrala Stefan Weiss Amy R. Bentley Ayo P. Doumatey Adebowale A. Adeyemo Jong Young Lee Eva R. B. Petersen Aneta A. Nielsen Hyeok Sun Choi Maria Nethander Sandra Freitag-Wolf Lorraine Southam Nigel W. Rayner Carol A. Wang Shih-Yi Lin Jun-Sing Wang Christian Couture Leo-Pekka Lyytikäinen Kjell Nikus Gabriel Cuellar-Partida Henrik Vestergaard Bertha Hidalgo Olga Giannakopoulou Qiuyin Cai Morgan O. Obura Jessica van Setten Xiaoyin Li Jingjing Liang Hua Tang Natalie Terzikhan Jae Hun Shin Rebecca D. Jackson Alexander P. Reiner Lisa Warsinger Martin Zhengming Chen Liming Li Takahisa Kawaguchi Joachim Thiery Joshua C. Bis Lenore J. Launer Huaixing Li Mike A. Nalls Olli T. Raitakari Sahoko Ichihara Sarah H. Wild Christopher P. Nelson Harry Campbell Susanne Jäger Toru Nabika Fahd Al-Mulla Harri Niinikoski Peter S. Braund Ivana Kolcic Peter Kovacs Tota Giardoglou Tomohiro Katsuya Dominique de Kleijn Gert J. de Borst Eung Kweon Kim Hieab H. H. Adams M. Arfan Ikram Xiaofeng Zhu Folkert W. Asselbergs Adriaan O. Kraaijeveld Joline W. J. Beulens Xiao-Ou Shu Loukianos S. Rallidis Oluf Pedersen Torben Hansen Paul Mitchell Alex W. Hewitt Mika Kähönen Louis Pérusse Claude Bouchard Anke Tönjes Yii-Der Ida Chen Craig E. Pennell Trevor A. Mori Wolfgang Lieb Andre Franke Claes Ohlsson Dan Mellström Yoon Shin Cho Hyejin Lee Jian-Min Yuan Woon-Puay Koh Sang Youl Rhee Jeong-Taek Woo Iris M. Heid Klaus J. Stark Martina E. Zimmermann Henry Völzke Georg Homuth Michele K. Evans Alan B. Zonderman Ozren Polasek Gerard Pasterkamp Imo E. Hoefer Susan Redline Katja Pahkala Albertine J. Oldehinkel Harold Snieder Ginevra Biino Reinhold Schmidt Helena Schmidt Stefania Bandinelli George Dedoussis Thangavel Alphonse Thanaraj Sharon L. R. Kardia Patricia A. Peyser Norihiro Kato Matthias B. Schulze Giorgia Girotto Carsten A. Böger Bettina Jung Peter K. Joshi David A. Bennett Philip L. De Jager Xiangfeng Lu Vasiliki Mamakou Morris Brown Mark J. Caulfield Patricia B. Munroe Xiuqing Guo Marina Ciullo Jost B. Jonas Nilesh J. Samani Jaakko Kaprio Päivi Pajukanta Teresa Tusié-Luna Carlos A. Aguilar-Salinas Linda S. Adair Sonny Augustin Bechayda H. Janaka de Silva Ananda R. Wickremasinghe Ronald M. Krauss Jer-Yuarn Wu Wei Zheng Anneke Iden Hollander Dwaipayan Bharadwaj Adolfo Correa James G. Wilson Lars Lind Chew-Kiat Heng Amanda E. Nelson Yvonne M. Golightly James F. Wilson Brenda Penninx Hyung-Lae Kim John Attia Rodney J. Scott D. C. Rao Donna K. Arnett Steven C. Hunt Mark Walker Heikki A. Koistinen Giriraj R. Chandak Josep M. Mercader Maria C. Costanzo Dongkeun Jang Noël P. Burtt Clicerio Gonzalez Villalpando Lorena Orozco Myriam Fornage EShyong Tai Rob M. van Dam Terho Lehtimäki Nish Chaturvedi Mitsuhiro Yokota Jianjun Liu Dermot F. Reilly Amy Jayne McKnight Frank Kee Karl-Heinz Jöckel Mark I. McCarthy Colin N. A. Palmer Veronique Vitart Caroline Hayward Eleanor Simonsick Cornelia M. van Duijn Zi-Bing Jin Jia Qu Haretsugu Hishigaki Xu Lin Winfried März Vilmundur Gudnason Jean-Claude Tardif Guillaume Lettre Leen M.‘t Hart Petra J. M. Elders Scott M. Damrauer Meena Kumari Mika Kivimaki Pim van der Harst Tim D. Spector Ruth J. F. Loos Michael A. Province Esteban J. Parra Miguel Cruz Bruce M. Psaty Ivan Brandslund Peter P. Pramstaller Charles N. Rotimi Kaare Christensen Samuli Ripatti Elisabeth Widén Hakon Hakonarson Struan F. A. Grant Lambertus A. L. M. Kiemeney Jacqueline de Graaf Markus Loeffler Florian Kronenberg Dongfeng Gu Jeanette Erdmann Heribert Schunkert Paul W. Franks Allan Linneberg J. Wouter Jukema Amit V. Khera Minna Männikkö Marjo-Riitta Jarvelin Zoltan Kutalik Cucca Francesco Dennis O. Mook-Kanamori Ko Willems van Dijk Hugh Watkins David P. Strachan Niels Grarup Peter Sever Neil Poulter Lee-Ming Chuang Jerome I. Rotter Thomas M. Dantoft Fredrik Karpe Matt J. Neville Nicholas J. Timpson Ching-Yu Cheng Tien-Yin Wong Chiea Chuen Khor Hengtong Li Charumathi Sabanayagam Annette Peters Christian Gieger Andrew T. Hattersley Nancy L. Pedersen Patrik K. E. Magnusson Dorret I. Boomsma Allegonda H. M. Willemsen LAdrienne Cupples Joyce B. J. van Meurs Mohsen Ghanbari Penny Gordon-Larsen Wei Huang Young Jin Kim Yasuharu Tabara Nicholas J. Wareham Claudia Langenberg Eleftheria Zeggini Johanna Kuusisto Markku Laakso Erik Ingelsson Goncalo Abecasis John C. Chambers Jaspal S. Kooner Paul S. de Vries Alanna C. Morrison Scott Hazelhurst Michèle Ramsay Kari E. North Martha Daviglus Peter Kraft Nicholas G. Martin John B. Whitfield Shahid Abbas Danish Saleheen Robin G. Walters Michael V. Holmes Corri Black Blair H. Smith Aris Baras Anne E. Justice Julie E. Buring Paul M. Ridker Daniel I. Chasman Charles Kooperberg Gen Tamiya Masayuki Yamamoto David A. van Heel Richard C. Trembath Wei-Qi Wei Gail P. Jarvik Bahram Namjou M. Geoffrey Hayes Marylyn D. Ritchie Pekka Jousilahti Veikko Salomaa Kristian Hveem Bjørn Olav Åsvold Michiaki Kubo Yoichiro Kamatani Yukinori Okada Yoshinori Murakami Bong-Jo Kim Unnur Thorsteinsdottir Kari Stefansson Jifeng Zhang YEugene Chen Yuk-Lam Ho Julie A. Lynch Daniel J. Rader Philip S. Tsao Kyong-Mi Chang Kelly Cho Christopher J. O’Donnell John M. Gaziano Peter W. F. Wilson Timothy M. Frayling Joel N. Hirschhorn Sekar Kathiresan Karen L. Mohlke Yan V. Sun Andrew P. Morris Michael Boehnke Christopher D. Brown Pradeep Natarajan Panos Deloukas Cristen J. Willer Themistocles L. Assimes Gina M. Peloso
Source :
Genome Biology, Vol 23, Iss 1, Pp 1-42 (2022)
Publication Year :
2022
Publisher :
BMC, 2022.
Abstract
Abstract Background Genetic variants within nearly 1000 loci are known to contribute to modulation of blood lipid levels. However, the biological pathways underlying these associations are frequently unknown, limiting understanding of these findings and hindering downstream translational efforts such as drug target discovery. Results To expand our understanding of the underlying biological pathways and mechanisms controlling blood lipid levels, we leverage a large multi-ancestry meta-analysis (N = 1,654,960) of blood lipids to prioritize putative causal genes for 2286 lipid associations using six gene prediction approaches. Using phenome-wide association (PheWAS) scans, we identify relationships of genetically predicted lipid levels to other diseases and conditions. We confirm known pleiotropic associations with cardiovascular phenotypes and determine novel associations, notably with cholelithiasis risk. We perform sex-stratified GWAS meta-analysis of lipid levels and show that 3–5% of autosomal lipid-associated loci demonstrate sex-biased effects. Finally, we report 21 novel lipid loci identified on the X chromosome. Many of the sex-biased autosomal and X chromosome lipid loci show pleiotropic associations with sex hormones, emphasizing the role of hormone regulation in lipid metabolism. Conclusions Taken together, our findings provide insights into the biological mechanisms through which associated variants lead to altered lipid levels and potentially cardiovascular disease risk.
Details
Language :
English
ISSN :
1474760X
Volume :
23
Issue :
1
Database :
Directory of Open Access Journals
Journal :
Genome Biology
Publication Type :
Academic Journal
Accession number :
edsdoj.9cd978d7630d4adaa824100bc31d1ef2
Document Type :
article
Full Text :
https://doi.org/10.1186/s13059-022-02837-1