IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v13y2022i1d10.1038_s41467-022-30098-w.html
   My bibliography  Save this article

Meta-analysis of sub-Saharan African studies provides insights into genetic architecture of lipid traits

Author

Listed:
  • Ananyo Choudhury

    (University of the Witwatersrand)

  • Jean-Tristan Brandenburg

    (University of the Witwatersrand)

  • Tinashe Chikowore

    (University of the Witwatersrand
    University of the Witwatersrand)

  • Dhriti Sengupta

    (University of the Witwatersrand)

  • Palwende Romuald Boua

    (University of the Witwatersrand
    Institut de Recherche en Sciences de la Santè)

  • Nigel J. Crowther

    (University of the Witwatersrand)

  • Godfred Agongo

    (Ghana Health Service
    C.K. Tedam University of Technology and Applied Sciences)

  • Gershim Asiki

    (African Population and Health Research Center)

  • F. Xavier Gómez-Olivé

    (University of the Witwatersrand)

  • Isaac Kisiangani

    (African Population and Health Research Center)

  • Eric Maimela

    (University of Limpopo)

  • Matshane Masemola-Maphutha

    (University of Limpopo)

  • Lisa K. Micklesfield

    (University of the Witwatersrand)

  • Engelbert A. Nonterah

    (Ghana Health Service)

  • Shane A. Norris

    (University of the Witwatersrand)

  • Hermann Sorgho

    (Institut de Recherche en Sciences de la Santè)

  • Halidou Tinto

    (Institut de Recherche en Sciences de la Santè)

  • Stephen Tollman

    (University of the Witwatersrand)

  • Sarah E. Graham

    (University of Michigan)

  • Cristen J. Willer

    (University of Michigan
    University of Michigan
    University of Michigan)

  • Scott Hazelhurst

    (University of the Witwatersrand
    University of the Witwatersrand)

  • Michèle Ramsay

    (University of the Witwatersrand
    University of the Witwatersrand)

Abstract

Genetic associations for lipid traits have identified hundreds of variants with clear differences across European, Asian and African studies. Based on a sub-Saharan-African GWAS for lipid traits in the population cross-sectional AWI-Gen cohort (N = 10,603) we report a novel LDL-C association in the GATB region (P-value=1.56 × 10−8). Meta-analysis with four other African cohorts (N = 23,718) provides supporting evidence for the LDL-C association with the GATB/FHIP1A region and identifies a novel triglyceride association signal close to the FHIT gene (P-value =2.66 × 10−8). Our data enable fine-mapping of several well-known lipid-trait loci including LDLR, PMFBP1 and LPA. The transferability of signals detected in two large global studies (GLGC and PAGE) consistently improves with an increase in the size of the African replication cohort. Polygenic risk score analysis shows increased predictive accuracy for LDL-C levels with the narrowing of genetic distance between the discovery dataset and our cohort. Novel discovery is enhanced with the inclusion of African data.

Suggested Citation

  • 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.
  • Handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-30098-w
    DOI: 10.1038/s41467-022-30098-w
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-022-30098-w
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-022-30098-w?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. Nick Patterson & Alkes L Price & David Reich, 2006. "Population Structure and Eigenanalysis," PLOS Genetics, Public Library of Science, vol. 2(12), pages 1-20, December.
    2. Alice B. Popejoy & Stephanie M. Fullerton, 2016. "Genomics is failing on diversity," Nature, Nature, vol. 538(7624), pages 161-164, October.
    3. Konrad J. Karczewski & Laurent C. Francioli & Grace Tiao & Beryl B. Cummings & Jessica Alföldi & Qingbo Wang & Ryan L. Collins & Kristen M. Laricchia & Andrea Ganna & Daniel P. Birnbaum & Laura D. Gau, 2020. "The mutational constraint spectrum quantified from variation in 141,456 humans," Nature, Nature, vol. 581(7809), pages 434-443, May.
    4. Genevieve L. Wojcik & Mariaelisa Graff & Katherine K. Nishimura & Ran Tao & Jeffrey Haessler & Christopher R. Gignoux & Heather M. Highland & Yesha M. Patel & Elena P. Sorokin & Christy L. Avery & Gil, 2019. "Genetic analyses of diverse populations improves discovery for complex traits," Nature, Nature, vol. 570(7762), pages 514-518, June.
    5. 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.
    6. Fiona A. Hagenbeek & René Pool & Jenny Dongen & H. M. Draisma & Jouke Hottenga & Gonneke Willemsen & Abdel Abdellaoui & Iryna O. Fedko & Anouk Braber & Pieter Jelle Visser & Eco J. C. N. Geus & Ko Wil, 2020. "Author Correction: Heritability estimates for 361 blood metabolites across 40 genome-wide association studies," Nature Communications, Nature, vol. 11(1), pages 1-1, December.
    7. 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.
    8. Kyoko Watanabe & Erdogan Taskesen & Arjen Bochoven & Danielle Posthuma, 2017. "Functional mapping and annotation of genetic associations with FUMA," Nature Communications, Nature, vol. 8(1), pages 1-11, December.
    9. Fiona A. Hagenbeek & René Pool & Jenny Dongen & Harmen H. M. Draisma & Jouke Hottenga & Gonneke Willemsen & Abdel Abdellaoui & Iryna O. Fedko & Anouk Braber & Pieter Jelle Visser & Eco J. C. N. Geus &, 2020. "Heritability estimates for 361 blood metabolites across 40 genome-wide association studies," Nature Communications, Nature, vol. 11(1), pages 1-11, December.
    10. L. Duncan & H. Shen & B. Gelaye & J. Meijsen & K. Ressler & M. Feldman & R. Peterson & B. Domingue, 2019. "Analysis of polygenic risk score usage and performance in diverse human populations," Nature Communications, Nature, vol. 10(1), pages 1-9, December.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. 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.
    2. 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.

    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. 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.
    2. Natalie DeForest & Yuqi Wang & Zhiyi Zhu & Jacqueline S. Dron & Ryan Koesterer & Pradeep Natarajan & Jason Flannick & Tiffany Amariuta & Gina M. Peloso & Amit R. Majithia, 2024. "Genome-wide discovery and integrative genomic characterization of insulin resistance loci using serum triglycerides to HDL-cholesterol ratio as a proxy," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    3. 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.
    4. 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.
    5. Alesha A. Hatton & Fei-Fei Cheng & Tian Lin & Ren-Juan Shen & Jie Chen & Zhili Zheng & Jia Qu & Fan Lyu & Sarah E. Harris & Simon R. Cox & Zi-Bing Jin & Nicholas G. Martin & Dongsheng Fan & Grant W. M, 2024. "Genetic control of DNA methylation is largely shared across European and East Asian populations," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
    6. Jiacheng Miao & Hanmin Guo & Gefei Song & Zijie Zhao & Lin Hou & Qiongshi Lu, 2023. "Quantifying portable genetic effects and improving cross-ancestry genetic prediction with GWAS summary statistics," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
    7. 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.
    8. Benjamin M. Jacobs & Daniel Stow & Sam Hodgson & Julia Zöllner & Miriam Samuel & Stavroula Kanoni & Saeed Bidi & Klaudia Walter & Claudia Langenberg & Ruth Dobson & Sarah Finer & Caroline Morton & Mon, 2024. "Genetic architecture of routinely acquired blood tests in a British South Asian cohort," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
    9. Fiona A. Hagenbeek & Jana S. Hirzinger & Sophie Breunig & Susanne Bruins & Dmitry V. Kuznetsov & Kirsten Schut & Veronika V. Odintsova & Dorret I. Boomsma, 2023. "Maximizing the value of twin studies in health and behaviour," Nature Human Behaviour, Nature, vol. 7(6), pages 849-860, June.
    10. Shaan Khurshid & Julieta Lazarte & James P. Pirruccello & Lu-Chen Weng & Seung Hoan Choi & Amelia W. Hall & Xin Wang & Samuel F. Friedman & Victor Nauffal & Kiran J. Biddinger & Krishna G. Aragam & Pu, 2023. "Clinical and genetic associations of deep learning-derived cardiac magnetic resonance-based left ventricular mass," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
    11. 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.
    12. Michel S. Naslavsky & Marilia O. Scliar & Guilherme L. Yamamoto & Jaqueline Yu Ting Wang & Stepanka Zverinova & Tatiana Karp & Kelly Nunes & José Ricardo Magliocco Ceroni & Diego Lima Carvalho & Carlo, 2022. "Whole-genome sequencing of 1,171 elderly admixed individuals from Brazil," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    13. 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.
    14. Devansh Pandey & Mariana Harris & Nandita R. Garud & Vagheesh M. Narasimhan, 2024. "Leveraging ancient DNA to uncover signals of natural selection in Europe lost due to admixture or drift," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
    15. Eva-Maria Stauffer & Richard A. I. Bethlehem & Lena Dorfschmidt & Hyejung Won & Varun Warrier & Edward T. Bullmore, 2023. "The genetic relationships between brain structure and schizophrenia," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    16. Ricky Lali & Michael Chong & Arghavan Omidi & Pedrum Mohammadi-Shemirani & Ann Le & Edward Cui & Guillaume Paré, 2021. "Calibrated rare variant genetic risk scores for complex disease prediction using large exome sequence repositories," Nature Communications, Nature, vol. 12(1), pages 1-15, December.
    17. 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.
    18. Minta Thomas & Yu-Ru Su & Elisabeth A. Rosenthal & Lori C. Sakoda & Stephanie L. Schmit & Maria N. Timofeeva & Zhishan Chen & Ceres Fernandez-Rozadilla & Philip J. Law & Neil Murphy & Robert Carreras-, 2023. "Combining Asian and European genome-wide association studies of colorectal cancer improves risk prediction across racial and ethnic populations," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
    19. 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.
    20. Wei Fu & Shin-Yi Chou & Li-San Wang, 2022. "NIH Grant Expansion, Ancestral Diversity and Scientific Discovery in Genomics Research," NBER Working Papers 30155, National Bureau of Economic Research, Inc.

    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:13:y:2022:i:1:d:10.1038_s41467-022-30098-w. 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.