Implicating genes, pleiotropy, and sexual dimorphism at blood lipid loci through multi-ancestry meta-analysis
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Date
2022-12-01Author
Kanoni, StavroulaGraham, Sarah E.
Wang, Yuxuan
Surakka, Ida
Ramdas, Shweta
Zhu, Xiang
Clarke, Shoa L.
Bhatti, Konain Fatima
Vedantam, Sailaja
Winkler, Thomas W.
Locke, Adam E.
Marouli, Eirini
Zajac, Greg J.M.
Wu, Kuan Han H.
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, Saori
Terao, Chikashi
Kanai, Masahiro
Zhou, Wei
Brumpton, Ben M.
Rasheed, Humaira
Havulinna, Aki S.
Veturi, Yogasudha
Pacheco, Jennifer Allen
Rosenthal, Elisabeth A.
Lingren, Todd
Feng, Qi Ping
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
Yousri, Noha A.
Mitchell, Ruth E.
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, Maria
Noordam, Raymond
Mauro, Pala
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Show full item recordAbstract
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.
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