IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v14y2023i1d10.1038_s41467-023-41271-0.html
   My bibliography  Save this article

Multi-trait discovery and fine-mapping of lipid loci in 125,000 individuals of African ancestry

Author

Listed:
  • Abram Bunya Kamiza

    (MRC/UVRI and LSHTM
    Malawi Epidemiology and Intervention Research Unit
    University of the Witwatersrand)

  • Sounkou M. Touré

    (MRC/UVRI and LSHTM
    University of Sciences, Techniques and Technologies of Bamako)

  • Feng Zhou

    (University of Cambridge)

  • Opeyemi Soremekun

    (MRC/UVRI and LSHTM)

  • Cheickna Cissé

    (University of Sciences, Techniques and Technologies of Bamako
    University of Sciences, Techniques and Technologies of Bamako)

  • Mamadou Wélé

    (Malawi Epidemiology and Intervention Research Unit
    University of Sciences, Techniques and Technologies of Bamako)

  • Aboubacrine M. Touré

    (University of Sciences, Techniques and Technologies of Bamako)

  • Oyekanmi Nashiru

    (Center for Genomics Research and Innovation, NABDA/FMST)

  • Manuel Corpas

    (University of Westminster)

  • Moffat Nyirenda

    (Medical Research Council/Uganda Virus Research Institute and London School of Hygiene & Tropical Medicine Uganda Research Unit)

  • Amelia Crampin

    (Malawi Epidemiology and Intervention Research Unit)

  • Jeffrey Shaffer

    (Tulane University)

  • Seydou Doumbia

    (University of Sciences, Techniques and Technologies of Bamako
    University of Sciences, Techniques and Technologies of Bamako)

  • Eleftheria Zeggini

    (Helmholtz Zentrum München - German Research Center for Environmental Health
    Technical University of Munich and Klinikum Rechts der Isar)

  • Andrew P. Morris

    (University of Manchester)

  • Jennifer L. Asimit

    (University of Cambridge)

  • Tinashe Chikowore

    (University of the Witwatersrand
    Brigham and Women’s Hospital
    Harvard Medical School
    University of the Witwatersrand)

  • Segun Fatumo

    (MRC/UVRI and LSHTM
    Center for Genomics Research and Innovation, NABDA/FMST
    Helmholtz Zentrum München - German Research Center for Environmental Health
    London School of Hygiene and Tropical Medicine)

Abstract

Most genome-wide association studies (GWAS) for lipid traits focus on the separate analysis of lipid traits. Moreover, there are limited GWASs evaluating the genetic variants associated with multiple lipid traits in African ancestry. To further identify and localize loci with pleiotropic effects on lipid traits, we conducted a genome-wide meta-analysis, multi-trait analysis of GWAS (MTAG), and multi-trait fine-mapping (flashfm) in 125,000 individuals of African ancestry. Our meta-analysis and MTAG identified four and 14 novel loci associated with lipid traits, respectively. flashfm yielded an 18% mean reduction in the 99% credible set size compared to single-trait fine-mapping with JAM. Moreover, we identified more genetic variants with a posterior probability of causality >0.9 with flashfm than with JAM. In conclusion, we identified additional novel loci associated with lipid traits, and flashfm reduced the 99% credible set size to identify causal genetic variants associated with multiple lipid traits in African ancestry.

Suggested Citation

  • Abram Bunya Kamiza & Sounkou M. Touré & Feng Zhou & Opeyemi Soremekun & Cheickna Cissé & Mamadou Wélé & Aboubacrine M. Touré & Oyekanmi Nashiru & Manuel Corpas & Moffat Nyirenda & Amelia Crampin & Jef, 2023. "Multi-trait discovery and fine-mapping of lipid loci in 125,000 individuals of African ancestry," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-41271-0
    DOI: 10.1038/s41467-023-41271-0
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-023-41271-0
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-023-41271-0?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Ananyo Choudhury & Jean-Tristan Brandenburg & Tinashe Chikowore & Dhriti Sengupta & Palwende Romuald Boua & Nigel J. Crowther & Godfred Agongo & Gershim Asiki & F. Xavier Gómez-Olivé & Isaac Kisiangan, 2022. "Meta-analysis of sub-Saharan African studies provides insights into genetic architecture of lipid traits," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    2. Karoline Kuchenbaecker & Nikita Telkar & Theresa Reiker & Robin G. Walters & Kuang Lin & Anders Eriksson & Deepti Gurdasani & Arthur Gilly & Lorraine Southam & Emmanouil Tsafantakis & Maria Karalefthe, 2019. "The transferability of lipid loci across African, Asian and European cohorts," Nature Communications, Nature, vol. 10(1), pages 1-10, December.
    3. Yiwei Gao & Shuai Xu & Xiaoli Cui & Hao Xu & Yunlong Qiu & Yiqing Wei & Yanli Dong & Boling Zhu & Chao Peng & Shiqi Liu & Xuejun Cai Zhang & Jianyuan Sun & Zhuo Huang & Yan Zhao, 2023. "Molecular insights into the gating mechanisms of voltage-gated calcium channel CaV2.3," Nature Communications, Nature, vol. 14(1), pages 1-12, December.
    4. Sarah E. Graham & Shoa L. Clarke & Kuan-Han H. Wu & Stavroula Kanoni & Greg J. M. Zajac & Shweta Ramdas & Ida Surakka & Ioanna Ntalla & Sailaja Vedantam & Thomas W. Winkler & Adam E. Locke & Eirini Ma, 2021. "The power of genetic diversity in genome-wide association studies of lipids," Nature, Nature, vol. 600(7890), pages 675-679, December.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Ananyo Choudhury & Jean-Tristan Brandenburg & Tinashe Chikowore & Dhriti Sengupta & Palwende Romuald Boua & Nigel J. Crowther & Godfred Agongo & Gershim Asiki & F. Xavier Gómez-Olivé & Isaac Kisiangan, 2022. "Meta-analysis of sub-Saharan African studies provides insights into genetic architecture of lipid traits," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    2. Qin Qin Huang & Neneh Sallah & Diana Dunca & Bhavi Trivedi & Karen A. Hunt & Sam Hodgson & Samuel A. Lambert & Elena Arciero & John Wright & Chris Griffiths & Richard C. Trembath & Harry Hemingway & M, 2022. "Transferability of genetic loci and polygenic scores for cardiometabolic traits in British Pakistani and Bangladeshi individuals," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    3. Michael G. Levin & Noah L. Tsao & Pankhuri Singhal & Chang Liu & Ha My T. Vy & Ishan Paranjpe & Joshua D. Backman & Tiffany R. Bellomo & William P. Bone & Kiran J. Biddinger & Qin Hui & Ozan Dikilitas, 2022. "Genome-wide association and multi-trait analyses characterize the common genetic architecture of heart failure," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    4. Nicole Deflaux & Margaret Sunitha Selvaraj & Henry Robert Condon & Kelsey Mayo & Sara Haidermota & Melissa A. Basford & Chris Lunt & Anthony A. Philippakis & Dan M. Roden & Joshua C. Denny & Anjene Mu, 2023. "Demonstrating paths for unlocking the value of cloud genomics through cross cohort analysis," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
    5. Isabelle Austin-Zimmerman & Daniel F. Levey & Olga Giannakopoulou & Joseph D. Deak & Marco Galimberti & Keyrun Adhikari & Hang Zhou & Spiros Denaxas & Haritz Irizar & Karoline Kuchenbaecker & Andrew M, 2023. "Genome-wide association studies and cross-population meta-analyses investigating short and long sleep duration," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    6. Xiaofeng Zhu & Yihe Yang & Noah Lorincz-Comi & Gen Li & Amy R. Bentley & Paul S. de Vries & Michael Brown & Alanna C. Morrison & Charles N. Rotimi & W. James Gauderman & Dabeeru C. Rao & Hugues Aschar, 2024. "An approach to identify gene-environment interactions and reveal new biological insight in complex traits," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
    7. Injeong Shim & Hiroyuki Kuwahara & NingNing Chen & Mais O. Hashem & Lama AlAbdi & Mohamed Abouelhoda & Hong-Hee Won & Pradeep Natarajan & Patrick T. Ellinor & Amit V. Khera & Xin Gao & Fowzan S. Alkur, 2023. "Clinical utility of polygenic scores for cardiometabolic disease in Arabs," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
    8. Danielle Rasooly & Gina M. Peloso & Alexandre C. Pereira & Hesam Dashti & Claudia Giambartolomei & Eleanor Wheeler & Nay Aung & Brian R. Ferolito & Maik Pietzner & Eric H. Farber-Eger & Quinn Stanton , 2023. "Genome-wide association analysis and Mendelian randomization proteomics identify drug targets for heart failure," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    9. Mingxuan Cai & Zhiwei Wang & Jiashun Xiao & Xianghong Hu & Gang Chen & Can Yang, 2023. "XMAP: Cross-population fine-mapping by leveraging genetic diversity and accounting for confounding bias," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    10. Linda Ottensmann & Rubina Tabassum & Sanni E. Ruotsalainen & Mathias J. Gerl & Christian Klose & Elisabeth Widén & Kai Simons & Samuli Ripatti & Matti Pirinen, 2023. "Genome-wide association analysis of plasma lipidome identifies 495 genetic associations," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    11. Tzu-Ting Chen & Jaeyoung Kim & Max Lam & Yi-Fang Chuang & Yen-Ling Chiu & Shu-Chin Lin & Sang-Hyuk Jung & Beomsu Kim & Soyeon Kim & Chamlee Cho & Injeong Shim & Sanghyeon Park & Yeeun Ahn & Aysu Okbay, 2024. "Shared genetic architectures of educational attainment in East Asian and European populations," Nature Human Behaviour, Nature, vol. 8(3), pages 562-575, March.
    12. Surina Singh & Ananyo Choudhury & Scott Hazelhurst & Nigel J. Crowther & Palwendé R. Boua & Hermann Sorgho & Godfred Agongo & Engelbert A. Nonterah & Lisa K. Micklesfield & Shane A. Norris & Isaac Kis, 2023. "Genome-wide association study meta-analysis of blood pressure traits and hypertension in sub-Saharan African populations: an AWI-Gen study," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    13. Sebastian Hendrix & Jenina Kingma & Roelof Ottenhoff & Masoud Valiloo & Monika Svecla & Lobke F. Zijlstra & Vinay Sachdev & Kristina Kovac & Johannes H. M. Levels & Aldo Jongejan & Jan F. Boer & Folke, 2023. "Hepatic SREBP signaling requires SPRING to govern systemic lipid metabolism in mice and humans," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    14. Jennifer P. Nguyen & Timothy D. Arthur & Kyohei Fujita & Bianca M. Salgado & Margaret K. R. Donovan & Hiroko Matsui & Ji Hyun Kim & Agnieszka D’Antonio-Chronowska & Matteo D’Antonio & Kelly A. Frazer, 2023. "eQTL mapping in fetal-like pancreatic progenitor cells reveals early developmental insights into diabetes risk," Nature Communications, Nature, vol. 14(1), pages 1-22, December.
    15. Feng Zhou & Opeyemi Soremekun & Tinashe Chikowore & Segun Fatumo & Inês Barroso & Andrew P. Morris & Jennifer L. Asimit, 2023. "Leveraging information between multiple population groups and traits improves fine-mapping resolution," Nature Communications, Nature, vol. 14(1), pages 1-12, December.
    16. Liam McAllan & Damir Baranasic & Sergio Villicaña & Scarlett Brown & Weihua Zhang & Benjamin Lehne & Marco Adamo & Andrew Jenkinson & Mohamed Elkalaawy & Borzoueh Mohammadi & Majid Hashemi & Nadia Fer, 2023. "Integrative genomic analyses in adipocytes implicate DNA methylation in human obesity and diabetes," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    17. Jingning Zhang & Jianan Zhan & Jin Jin & Cheng Ma & Ruzhang Zhao & Jared O’Connell & Yunxuan Jiang & Bertram L. Koelsch & Haoyu Zhang & Nilanjan Chatterjee, 2024. "An ensemble penalized regression method for multi-ancestry polygenic risk prediction," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    18. Gemma Cadby & Corey Giles & Phillip E. Melton & Kevin Huynh & Natalie A. Mellett & Thy Duong & Anh Nguyen & Michelle Cinel & Alex Smith & Gavriel Olshansky & Tingting Wang & Marta Brozynska & Mike Ino, 2022. "Comprehensive genetic analysis of the human lipidome identifies loci associated with lipid homeostasis with links to coronary artery disease," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    19. Md. Moksedul Momin & Jisu Shin & Soohyun Lee & Buu Truong & Beben Benyamin & S. Hong Lee, 2023. "A method for an unbiased estimate of cross-ancestry genetic correlation using individual-level data," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
    20. Matthew T. Patrick & Qinmengge Li & Rachael Wasikowski & Nehal Mehta & Johann E. Gudjonsson & James T. Elder & Xiang Zhou & Lam C. Tsoi, 2022. "Shared genetic risk factors and causal association between psoriasis and coronary artery disease," Nature Communications, Nature, vol. 13(1), pages 1-12, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-41271-0. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.