Implicating genes, pleiotropy and sexual dimorphism at blood lipid loci through multi-ancestry meta-analysis

Author:

Kanoni StavroulaORCID,Graham Sarah E,Wang YuxuanORCID,Surakka Ida,Ramdas Shweta,Zhu Xiang,Clarke Shoa L,Bhatti Konain Fatima,Vedantam Sailaja,Winkler Thomas W,Locke Adam E,Marouli EiriniORCID,Zajac Greg JM,Wu Kuan-Han HORCID,Ntalla Ioanna,Hui Qin,Klarin Derek,Hilliard Austin T,Wang Zeyuan,Xue Chao,Thorleifsson Gudmar,Helgadottir Anna,Gudbjartsson Daniel F,Holm Hilma,Olafsson Isleifur,Hwang Mi Yeong,Han Sohee,Akiyama Masato,Sakaue SaoriORCID,Terao ChikashiORCID,Kanai MasahiroORCID,Zhou Wei,Brumpton Ben M,Rasheed Humaira,Havulinna Aki S,Veturi Yogasudha,Pacheco Jennifer Allen,Rosenthal Elisabeth A,Lingren Todd,Feng QiPing,Kullo Iftikhar J.,Narita Akira,Takayama Jun,Martin Hilary C,Hunt Karen A,Trivedi Bhavi,Haessler Jeffrey,Giulianini Franco,Bradford Yuki,Miller Jason E,Campbell Archie,Lin Kuang,Millwood Iona Y,Rasheed Asif,Hindy George,Faul Jessica D,Zhao Wei,Weir David R,Turman Constance,Huang Hongyan,Graff Mariaelisa,Choudhury Ananyo,Sengupta Dhriti,Mahajan Anubha,Brown Michael R,Zhang Weihua,Yu Ketian,Schmidt Ellen M,Pandit Anita,Gustafsson Stefan,Yin Xianyong,Luan Jian’an,Zhao Jing-Hua,Matsuda Fumihiko,Jang Hye-Mi,Yoon Kyungheon,Medina-Gomez Carolina,Pitsillides Achilleas,Hottenga Jouke Jan,Wood Andrew R,Ji Yingji,Gao Zishan,Haworth Simon,Mitchell Ruth EORCID,Chai Jin Fang,Aadahl Mette,Bjerregaard Anne A,Yao Jie,Manichaikul Ani,Hwu Chii-Min,Hung Yi-Jen,Warren Helen R,Ramirez Julia,Bork-Jensen Jette,Kårhus Line L,Goel Anuj,Sabater-Lleal MariaORCID,Noordam Raymond,Mauro Pala,Matteo Floris,McDaid Aaron F,Marques-Vidal Pedro,Wielscher Matthias,Trompet Stella,Sattar Naveed,Møllehave Line T,Munz Matthias,Zeng Lingyao,Huang Jianfeng,Yang Bin,Poveda Alaitz,Kurbasic Azra,Lamina Claudia,Forer Lukas,Scholz Markus,Galesloot Tessel E.,Bradfield Jonathan P.,Ruotsalainen Sanni E,Daw E Warwick,Zmuda Joseph M,Mitchell Jonathan S,Fuchsberger Christian,Christensen Henry,Brody Jennifer AORCID,Vazquez-Moreno Miguel,Feitosa Mary F,Wojczynski Mary K,Wang Zhe,Preuss Michael,Mangino Massimo,Christofidou Paraskevi,Verweij NiekORCID,Benjamins Jan W,Engmann Jorgen,Tsao Noah L.,Verma Anurag,Slieker Roderick C,Lo Ken Sin,Zilhao Nuno R,Le Phuong,Kleber Marcus EORCID,Delgado Graciela E,Huo Shaofeng,Ikeda Daisuke D,Iha Hiroyuki,Yang JianORCID,Liu JunORCID,Demirkan Ayşe,Leonard Hampton LORCID,Marten Jonathan,Frank Mirjam,Schmidt Börge,Smyth Laura J,Cañadas-Garre Marisa,Wang ChaolongORCID,Nakatochi MasahiroORCID,Wong Andrew,Hutri-Kähönen Nina,Sim Xueling,Xia Rui,Huerta-Chagoya Alicia,Fernandez-Lopez Juan Carlos,Lyssenko Valeriya,Nongmaithem Suraj S,Bayyana Swati,Stringham Heather M,Irvin Marguerite R,Oldmeadow Christopher,Kim Han-Na,Ryu Seungho,Timmers Paul RHJORCID,Arbeeva Liubov,Dorajoo Rajkumar,Lange Leslie A,Prasad Gauri,Lorés-Motta Laura,Pauper Marc,Long Jirong,Li Xiaohui,Theusch Elizabeth,Takeuchi FumihikoORCID,Spracklen Cassandra NORCID,Loukola Anu,Bollepalli Sailalitha,Warner Sophie C,Wang Ya Xing,Wei Wen B.,Nutile Teresa,Ruggiero Daniela,Sung Yun Ju,Chen Shufeng,Liu Fangchao,Yang Jingyun,Kentistou Katherine A,Banas Bernhard,Nardone Giuseppe Giovanni,Meidtner Karina,Bielak Lawrence F,Smith Jennifer AORCID,Hebbar Prashantha,Farmaki Aliki-Eleni,Hofer Edith,Lin Maoxuan,Concas Maria Pina,Vaccargiu Simona,van der Most Peter J,Pitkänen Niina,Cade Brian E,van der Laan Sander W.ORCID,Chitrala Kumaraswamy Naidu,Weiss Stefan,Bentley Amy R,Doumatey Ayo PORCID,Adeyemo Adebowale A,Lee Jong Young,Petersen Eva RB,Nielsen Aneta A,Choi Hyeok Sun,Nethander Maria,Freitag-Wolf Sandra,Southam Lorraine,Rayner Nigel W,Wang Carol A,Lin Shih-Yi,Wang Jun-Sing,Couture Christian,Lyytikäinen Leo-Pekka,Nikus Kjell,Cuellar-Partida Gabriel,Vestergaard Henrik,Hidalgo Bertha,Giannakopoulou Olga,Cai Qiuyin,Obura Morgan O,van Setten Jessica,Liang Jingjing,Tang Hua,Terzikhan Natalie,Shin Jae Hun,Jackson Rebecca D,Reiner Alexander P,Martin Lisa Warsinger,Chen Zhengming,Li Liming,Kawaguchi Takahisa,Thiery Joachim,Bis Joshua C,Launer Lenore J,Li Huaixing,Nalls Mike A,Raitakari Olli T,Ichihara Sahoko,Wild Sarah H,Nelson Christopher P,Campbell Harry,Jäger Susanne,Nabika Toru,Al-Mulla Fahd,Niinikoski Harri,Braund Peter S,Kolcic Ivana,Kovacs Peter,Giardoglou Tota,Katsuya Tomohiro,de Kleijn Dominique,de Borst Gert J.,Kim Eung Kweon,Adams Hieab H.H.,Ikram M. Arfan,Zhu Xiaofeng,Asselbergs Folkert WORCID,Kraaijeveld Adriaan O,Beulens Joline WJ,Shu Xiao-Ou,Rallidis Loukianos S,Pedersen Oluf,Hansen Torben,Mitchell Paul,Hewitt Alex W,Kähönen Mika,Pérusse Louis,Bouchard Claude,Tönjes Anke,Chen Yii-Der Ida,Pennell Craig E,Mori Trevor A,Lieb WolfgangORCID,Franke AndreORCID,Ohlsson Claes,Mellström Dan,Cho Yoon Shin,Lee Hyejin,Yuan Jian-Min,Koh Woon-Puay,Rhee Sang Youl,Woo Jeong-Taek,Heid Iris M,Stark Klaus J,Zimmermann Martina E,Völzke Henry,Homuth Georg,Evans Michele K,Zonderman Alan B,Polasek Ozren,Pasterkamp Gerard,Hoefer Imo E,Redline Susan,Pahkala Katja,Oldehinkel Albertine J,Snieder Harold,Biino Ginevra,Schmidt Reinhold,Schmidt Helena,Bandinelli Stefania,Dedoussis George,Thanaraj Thangavel Alphonse,Kardia Sharon LR,Peyser A,Kato Norihiro,Schulze Matthias B,Girotto Giorgia,Böger Carsten A,Jung Bettina,Joshi Peter KORCID,Bennett David A,De Jager Philip LORCID,Lu Xiangfeng,Mamakou Vasiliki,Brown Morris,Caulfield Mark J,Munroe Patricia B,Guo Xiuqing,Ciullo Marina,Jonas Jost B.,Samani Nilesh J,Kaprio JaakkoORCID,Pajukanta Päivi,Tusié-Luna Teresa,Aguilar-Salinas Carlos A,Adair Linda S,Bechayda Sonny Augustin,de Silva H. Janaka,Wickremasinghe Ananda R,Krauss Ronald M,Wu Jer-Yuarn,Zheng Wei,den Hollander Anneke I,Bharadwaj DwaipayanORCID,Correa AdolfoORCID,Wilson James G,Lind Lars,Heng Chew-Kiat,Nelson Amanda E,Golightly Yvonne M,Wilson James F,Penninx Brenda,Kim Hyung-Lae,Attia John,Scott Rodney J,Rao D C,Arnett Donna K,Walker Mark,Koistinen Heikki A,Chandak Giriraj RORCID,Mercader Josep MORCID,Tusie-Luna Teresa,Aguilar-Salinas Carlos,Villalpando Clicerio Gonzalez,Orozco Lorena,Fornage MyriamORCID,Tai E Shyong,van Dam Rob M,Lehtimäki Terho,Chaturvedi Nish,Yokota Mitsuhiro,Liu Jianjun,Reilly Dermot F,McKnight Amy Jayne,Kee Frank,Jöckel Karl-Heinz,McCarthy Mark I,Palmer Colin NA,Vitart Veronique,Hayward Caroline,Simonsick Eleanor,van Duijn Cornelia M,Jin Zi-Bing,Qu Jia,Hishigaki Haretsugu,Lin Xu,März Winfried,Gudnason Vilmundur,Tardif Jean-Claude,Lettre Guillaume,‘t Hart Leen M,Elders Petra JM,Rader Daniel JORCID,Damrauer Scott M,Kumari Meena,Kivimaki MikaORCID,van der Harst PimORCID,Spector Tim D,Loos Ruth J.F.,Province Michael A,Parra Esteban J,Cruz Miguel,Psaty Bruce M,Brandslund IvanORCID,Pramstaller Peter P,Rotimi Charles N,Christensen KaareORCID,Ripatti Samuli,Widén Elisabeth,Hakonarson Hakon,Grant Struan F.A.,Kiemeney Lambertus ALM,de Graaf Jacqueline,Loeffler Markus,Kronenberg Florian,Gu Dongfeng,Erdmann Jeanette,Schunkert Heribert,Franks Paul W,Linneberg Allan,Jukema J. Wouter,Khera Amit V,Männikkö Minna,Jarvelin Marjo-Riitta,Kutalik Zoltan,Francesco Cucca,Mook-Kanamori Dennis O,van Dijk Ko Willems,Watkins Hugh,Strachan David P,Grarup Niels,Sever Peter,Poulter Neil,Chuang Lee-Ming,Rotter Jerome I,Dantoft Thomas M,Karpe Fredrik,Neville Matt J,Timpson Nicholas J,Cheng Ching-Yu,Wong Tien-Yin,Khor Chiea Chuen,Li Hengtong,Sabanayagam Charumathi,Peters AnnetteORCID,Gieger Christian,Hattersley Andrew TORCID,Pedersen Nancy L,Magnusson Patrik KE,Boomsma Dorret I,Willemsen Allegonda HM,Cupples L Adrienne,van Meurs Joyce B.J.,Ikram Arfan,Ghanbari MohsenORCID,Gordon-Larsen Penny,Huang Wei,Kim Young Jin,Tabara Yasuharu,Wareham Nicholas JORCID,Langenberg Claudia,Zeggini EleftheriaORCID,Kuusisto Johanna,Laakso Markku,Ingelsson Erik,Abecasis Goncalo,Chambers John C,Kooner Jaspal S,de Vries Paul S,Morrison Alanna C,Hazelhurst ScottORCID,Ramsay Michèle,North Kari E.,Daviglus Martha,Kraft PeterORCID,Martin Nicholas G,Whitfield John B,Abbas Shahid,Saleheen Danish,Walters Robin GORCID,Holmes Michael VORCID,Black Corri,Smith Blair H,Baras Aris,Justice Anne EORCID,Buring Julie E,Ridker Paul M,Chasman Daniel IORCID,Kooperberg Charles,Tamiya Gen,Yamamoto Masayuki,van Heel David AORCID,Trembath Richard C,Wei Wei-Qi,Jarvik Gail P,Namjou Bahram,Hayes M. Geoffrey,Ritchie Marylyn D,Jousilahti Pekka,Salomaa Veikko,Hveem Kristian,Åsvold Bjørn OlavORCID,Kubo Michiaki,Kamatani Yoichiro,Okada YukinoriORCID,Murakami Yoshinori,Kim Bong-Jo,Thorsteinsdottir Unnur,Stefansson Kari,Zhang Jifeng,Chen Y Eugene,Ho Yuk-Lam,Lynch Julie AORCID,Rader DanielORCID,Tsao Philip S,Chang Kyong-MiORCID,Cho Kelly,O’Donnell Christopher J,Gaziano John M,Wilson Peter,Frayling Timothy M,Hirschhorn Joel N,Kathiresan Sekar,Mohlke Karen L,Sun Yan VORCID,Morris Andrew P,Boehnke Michael,Brown Christopher D,Natarajan Pradeep,Deloukas Panos,Willer Cristen JORCID,Assimes Themistocles LORCID,Peloso Gina M, ,

Abstract

ABSTRACTGenetic variants within nearly 1,000 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. 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 2,286 lipid associations by combining six gene prediction methods and assigning a confidence score. We assign, most confidently, 118 candidate causal genes and identify potential drug targets including bona-fide (PCSK9) and putative (PNLIP and ARF6) genes. 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. Taken together, our findings provide insights into the mechanisms through which associated variants lead to altered lipid levels and potentially cardiovascular disease risk.

Publisher

Cold Spring Harbor Laboratory

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