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Exome sequencing and analysis of 454,787 UK Biobank participants

Author

Listed:
  • Joshua D. Backman

    (Regeneron Genetics Center)

  • Alexander H. Li

    (Regeneron Genetics Center)

  • Anthony Marcketta

    (Regeneron Genetics Center)

  • Dylan Sun

    (Regeneron Genetics Center)

  • Joelle Mbatchou

    (Regeneron Genetics Center)

  • Michael D. Kessler

    (Regeneron Genetics Center)

  • Christian Benner

    (Regeneron Genetics Center)

  • Daren Liu

    (Regeneron Genetics Center)

  • Adam E. Locke

    (Regeneron Genetics Center)

  • Suganthi Balasubramanian

    (Regeneron Genetics Center)

  • Ashish Yadav

    (Regeneron Genetics Center)

  • Nilanjana Banerjee

    (Regeneron Genetics Center)

  • Christopher E. Gillies

    (Regeneron Genetics Center)

  • Amy Damask

    (Regeneron Genetics Center)

  • Simon Liu

    (Regeneron Genetics Center)

  • Xiaodong Bai

    (Regeneron Genetics Center)

  • Alicia Hawes

    (Regeneron Genetics Center)

  • Evan Maxwell

    (Regeneron Genetics Center)

  • Lauren Gurski

    (Regeneron Genetics Center)

  • Kyoko Watanabe

    (Regeneron Genetics Center)

  • Jack A. Kosmicki

    (Regeneron Genetics Center)

  • Veera Rajagopal

    (Regeneron Genetics Center)

  • Jason Mighty

    (Regeneron Genetics Center)

  • Marcus Jones

    (Regeneron Genetics Center)

  • Lyndon Mitnaul

    (Regeneron Genetics Center)

  • Eli Stahl

    (Regeneron Genetics Center)

  • Giovanni Coppola

    (Regeneron Genetics Center)

  • Eric Jorgenson

    (Regeneron Genetics Center)

  • Lukas Habegger

    (Regeneron Genetics Center)

  • William J. Salerno

    (Regeneron Genetics Center)

  • Alan R. Shuldiner

    (Regeneron Genetics Center)

  • Luca A. Lotta

    (Regeneron Genetics Center)

  • John D. Overton

    (Regeneron Genetics Center)

  • Michael N. Cantor

    (Regeneron Genetics Center)

  • Jeffrey G. Reid

    (Regeneron Genetics Center)

  • George Yancopoulos

    (Regeneron Genetics Center)

  • Hyun M. Kang

    (Regeneron Genetics Center)

  • Jonathan Marchini

    (Regeneron Genetics Center)

  • Aris Baras

    (Regeneron Genetics Center)

  • Gonçalo R. Abecasis

    (Regeneron Genetics Center)

  • Manuel A. R. Ferreira

    (Regeneron Genetics Center)

Abstract

A major goal in human genetics is to use natural variation to understand the phenotypic consequences of altering each protein-coding gene in the genome. Here we used exome sequencing1 to explore protein-altering variants and their consequences in 454,787 participants in the UK Biobank study2. We identified 12 million coding variants, including around 1 million loss-of-function and around 1.8 million deleterious missense variants. When these were tested for association with 3,994 health-related traits, we found 564 genes with trait associations at P ≤ 2.18 × 10−11. Rare variant associations were enriched in loci from genome-wide association studies (GWAS), but most (91%) were independent of common variant signals. We discovered several risk-increasing associations with traits related to liver disease, eye disease and cancer, among others, as well as risk-lowering associations for hypertension (SLC9A3R2), diabetes (MAP3K15, FAM234A) and asthma (SLC27A3). Six genes were associated with brain imaging phenotypes, including two involved in neural development (GBE1, PLD1). Of the signals available and powered for replication in an independent cohort, 81% were confirmed; furthermore, association signals were generally consistent across individuals of European, Asian and African ancestry. We illustrate the ability of exome sequencing to identify gene–trait associations, elucidate gene function and pinpoint effector genes that underlie GWAS signals at scale.

Suggested Citation

  • Joshua D. Backman & Alexander H. Li & Anthony Marcketta & Dylan Sun & Joelle Mbatchou & Michael D. Kessler & Christian Benner & Daren Liu & Adam E. Locke & Suganthi Balasubramanian & Ashish Yadav & Ni, 2021. "Exome sequencing and analysis of 454,787 UK Biobank participants," Nature, Nature, vol. 599(7886), pages 628-634, November.
  • Handle: RePEc:nat:nature:v:599:y:2021:i:7886:d:10.1038_s41586-021-04103-z
    DOI: 10.1038/s41586-021-04103-z
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    Citations

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    Cited by:

    1. Dick Schijven & Sourena Soheili-Nezhad & Simon E. Fisher & Clyde Francks, 2024. "Exome-wide analysis implicates rare protein-altering variants in human handedness," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
    2. Xiaoguang Xu & Chachrit Khunsriraksakul & James M. Eales & Sebastien Rubin & David Scannali & Sushant Saluja & David Talavera & Havell Markus & Lida Wang & Maciej Drzal & Akhlaq Maan & Abigail C. Lay , 2024. "Genetic imputation of kidney transcriptome, proteome and multi-omics illuminates new blood pressure and hypertension targets," Nature Communications, Nature, vol. 15(1), pages 1-29, December.
    3. Marcin Kierczak & Nima Rafati & Julia Höglund & Hadrien Gourlé & Valeria Lo Faro & Daniel Schmitz & Weronica E. Ek & Ulf Gyllensten & Stefan Enroth & Diana Ekman & Björn Nystedt & Torgny Karlsson & Ås, 2022. "Contribution of rare whole-genome sequencing variants to plasma protein levels and the missing heritability," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    4. Aimee M. Deaton & Aditi Dubey & Lucas D. Ward & Peter Dornbos & Jason Flannick & Elaine Yee & Simina Ticau & Leila Noetzli & Margaret M. Parker & Rachel A. Hoffing & Carissa Willis & Mollie E. Plekan , 2022. "Rare loss of function variants in the hepatokine gene INHBE protect from abdominal obesity," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    5. Xiao-Yu He & Bang-Sheng Wu & Liu Yang & Yu Guo & Yue-Ting Deng & Ze-Yu Li & Chen-Jie Fei & Wei-Shi Liu & Yi-Jun Ge & Jujiao Kang & Jianfeng Feng & Wei Cheng & Qiang Dong & Jin-Tai Yu, 2024. "Genetic associations of protein-coding variants in venous thromboembolism," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
    6. Mit Shah & Marco H. A. Inácio & Chang Lu & Pierre-Raphaël Schiratti & Sean L. Zheng & Adam Clement & Antonio Marvao & Wenjia Bai & Andrew P. King & James S. Ware & Martin R. Wilkins & Johanna Mielke &, 2023. "Environmental and genetic predictors of human cardiovascular ageing," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    7. Yosuke Tanigawa & Junyang Qian & Guhan Venkataraman & Johanne Marie Justesen & Ruilin Li & Robert Tibshirani & Trevor Hastie & Manuel A Rivas, 2022. "Significant sparse polygenic risk scores across 813 traits in UK Biobank," PLOS Genetics, Public Library of Science, vol. 18(3), pages 1-21, March.
    8. Matthew Tegtmeyer & Jatin Arora & Samira Asgari & Beth A. Cimini & Ajay Nadig & Emily Peirent & Dhara Liyanage & Gregory P. Way & Erin Weisbart & Aparna Nathan & Tiffany Amariuta & Kevin Eggan & Marzi, 2024. "High-dimensional phenotyping to define the genetic basis of cellular morphology," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
    9. Timofey Prodanov & Vikas Bansal, 2022. "Robust and accurate estimation of paralog-specific copy number for duplicated genes using whole-genome sequencing," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    10. Young Jin Kim & Sanghoon Moon & Mi Yeong Hwang & Sohee Han & Hye-Mi Jang & Jinhwa Kong & Dong Mun Shin & Kyungheon Yoon & Sung Min Kim & Jong-Eun Lee & Anubha Mahajan & Hyun-Young Park & Mark I. McCar, 2022. "The contribution of common and rare genetic variants to variation in metabolic traits in 288,137 East Asians," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    11. Erik Schoenmakers & Federica Marelli & Helle F. Jørgensen & W. Edward Visser & Carla Moran & Stefan Groeneweg & Carolina Avalos & Sean J. Jurgens & Nichola Figg & Alison Finigan & Neha Wali & Maura Ag, 2023. "Selenoprotein deficiency disorder predisposes to aortic aneurysm formation," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    12. Matthias Wuttke & Eva König & Maria-Alexandra Katsara & Holger Kirsten & Saeed Khomeijani Farahani & Alexander Teumer & Yong Li & Martin Lang & Burulca Göcmen & Cristian Pattaro & Dorothee Günzel & An, 2023. "Imputation-powered whole-exome analysis identifies genes associated with kidney function and disease in the UK Biobank," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    13. Xiaoyi Raymond Gao & Marion Chiariglione & Alexander J. Arch, 2022. "Whole-exome sequencing study identifies rare variants and genes associated with intraocular pressure and glaucoma," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
    14. Derek W. Brown & Liam D. Cato & Yajie Zhao & Satish K. Nandakumar & Erik L. Bao & Eugene J. Gardner & Aubrey K. Hubbard & Alexander DePaulis & Thomas Rehling & Lei Song & Kai Yu & Stephen J. Chanock &, 2023. "Shared and distinct genetic etiologies for different types of clonal hematopoiesis," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
    15. Atlas Khan & Ning Shang & Jordan G. Nestor & Chunhua Weng & George Hripcsak & Peter C. Harris & Ali G. Gharavi & Krzysztof Kiryluk, 2023. "Polygenic risk alters the penetrance of monogenic kidney disease," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
    16. Michael Wainberg & Natalie J. Forde & Salim Mansour & Isabel Kerrebijn & Sarah E. Medland & Colin Hawco & Shreejoy J. Tripathy, 2024. "Genetic architecture of the structural connectome," Nature Communications, Nature, vol. 15(1), pages 1-20, December.
    17. Remo Monti & Pia Rautenstrauch & Mahsa Ghanbari & Alva Rani James & Matthias Kirchler & Uwe Ohler & Stefan Konigorski & Christoph Lippert, 2022. "Identifying interpretable gene-biomarker associations with functionally informed kernel-based tests in 190,000 exomes," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
    18. Nazia Pathan & Wei Q. Deng & Matteo Di Scipio & Mohammad Khan & Shihong Mao & Robert W. Morton & Ricky Lali & Marie Pigeyre & Michael R. Chong & Guillaume Paré, 2024. "A method to estimate the contribution of rare coding variants to complex trait heritability," Nature Communications, Nature, vol. 15(1), pages 1-16, December.

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