IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v15y2024i1d10.1038_s41467-024-46639-4.html
   My bibliography  Save this article

Integrative genomic analyses identify candidate causal genes for calcific aortic valve stenosis involving tissue-specific regulation

Author

Listed:
  • Sébastien Thériault

    (Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval
    Université Laval)

  • Zhonglin Li

    (Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval)

  • Erik Abner

    (University of Tartu)

  • Jian’an Luan

    (University of Cambridge)

  • Hasanga D. Manikpurage

    (Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval)

  • Ursula Houessou

    (Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval)

  • Pardis Zamani

    (Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval)

  • Mewen Briend

    (Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval)

  • Dominique K. Boudreau

    (Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval)

  • Nathalie Gaudreault

    (Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval)

  • Lily Frenette

    (Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval)

  • Déborah Argaud

    (Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval)

  • Manel Dahmene

    (Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval)

  • François Dagenais

    (Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval
    Université Laval)

  • Marie-Annick Clavel

    (Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval
    Université Laval)

  • Philippe Pibarot

    (Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval
    Université Laval)

  • Benoit J. Arsenault

    (Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval
    Université Laval)

  • S. Matthijs Boekholdt

    (University of Amsterdam)

  • Nicholas J. Wareham

    (University of Cambridge)

  • Tõnu Esko

    (University of Tartu)

  • Patrick Mathieu

    (Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval
    Université Laval)

  • Yohan Bossé

    (Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval
    Université Laval)

Abstract

There is currently no medical therapy to prevent calcific aortic valve stenosis (CAVS). Multi-omics approaches could lead to the identification of novel molecular targets. Here, we perform a genome-wide association study (GWAS) meta-analysis including 14,819 cases among 941,863 participants of European ancestry. We report 32 genomic loci, among which 20 are novel. RNA sequencing of 500 human aortic valves highlights an enrichment in expression regulation at these loci and prioritizes candidate causal genes. Homozygous genotype for a risk variant near TWIST1, a gene involved in endothelial-mesenchymal transition, has a profound impact on aortic valve transcriptomics. We identify five genes outside of GWAS loci by combining a transcriptome-wide association study, colocalization, and Mendelian randomization analyses. Using cross-phenotype and phenome-wide approaches, we highlight the role of circulating lipoproteins, blood pressure and inflammation in the disease process. Our findings pave the way for the development of novel therapies for CAVS.

Suggested Citation

  • Sébastien Thériault & Zhonglin Li & Erik Abner & Jian’an Luan & Hasanga D. Manikpurage & Ursula Houessou & Pardis Zamani & Mewen Briend & Dominique K. Boudreau & Nathalie Gaudreault & Lily Frenette & , 2024. "Integrative genomic analyses identify candidate causal genes for calcific aortic valve stenosis involving tissue-specific regulation," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-46639-4
    DOI: 10.1038/s41467-024-46639-4
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-024-46639-4
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-024-46639-4?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. Olivier Delaneau & Halit Ongen & Andrew A. Brown & Alexandre Fort & Nikolaos I. Panousis & Emmanouil T. Dermitzakis, 2017. "A complete tool set for molecular QTL discovery and analysis," Nature Communications, Nature, vol. 8(1), pages 1-7, August.
    2. Alvaro N. Barbeira & Scott P. Dickinson & Rodrigo Bonazzola & Jiamao Zheng & Heather E. Wheeler & Jason M. Torres & Eric S. Torstenson & Kaanan P. Shah & Tzintzuni Garcia & Todd L. Edwards & Eli A. St, 2018. "Exploring the phenotypic consequences of tissue specific gene expression variation inferred from GWAS summary statistics," Nature Communications, Nature, vol. 9(1), pages 1-20, December.
    3. William J. Young & Najim Lahrouchi & Aaron Isaacs & ThuyVy Duong & Luisa Foco & Farah Ahmed & Jennifer A. Brody & Reem Salman & Raymond Noordam & Jan-Walter Benjamins & Jeffrey Haessler & Leo-Pekka Ly, 2022. "Genetic analyses of the electrocardiographic QT interval and its components identify additional loci and pathways," Nature Communications, Nature, vol. 13(1), pages 1-18, December.
    4. Oliver Stegle & Leopold Parts & Richard Durbin & John Winn, 2010. "A Bayesian Framework to Account for Complex Non-Genetic Factors in Gene Expression Levels Greatly Increases Power in eQTL Studies," PLOS Computational Biology, Public Library of Science, vol. 6(5), pages 1-11, May.
    5. Anna Helgadottir & Gudmar Thorleifsson & Solveig Gretarsdottir & Olafur A. Stefansson & Vinicius Tragante & Rosa B. Thorolfsdottir & Ingileif Jonsdottir & Thorsteinn Bjornsson & Valgerdur Steinthorsdo, 2018. "Genome-wide analysis yields new loci associating with aortic valve stenosis," Nature Communications, Nature, vol. 9(1), pages 1-10, December.
    6. Claudia Giambartolomei & Damjan Vukcevic & Eric E Schadt & Lude Franke & Aroon D Hingorani & Chris Wallace & Vincent Plagnol, 2014. "Bayesian Test for Colocalisation between Pairs of Genetic Association Studies Using Summary Statistics," PLOS Genetics, Public Library of Science, vol. 10(5), pages 1-15, May.
    7. Christiaan A de Leeuw & Joris M Mooij & Tom Heskes & Danielle Posthuma, 2015. "MAGMA: Generalized Gene-Set Analysis of GWAS Data," PLOS Computational Biology, Public Library of Science, vol. 11(4), pages 1-19, April.
    8. Egil Ferkingstad & Asmundur Oddsson & Solveig Gretarsdottir & Stefania Benonisdottir & Gudmar Thorleifsson & Aimee M. Deaton & Stefan Jonsson & Olafur A. Stefansson & Gudmundur L. Norddahl & Florian Z, 2018. "Genome-wide association meta-analysis yields 20 loci associated with gallstone disease," Nature Communications, Nature, vol. 9(1), pages 1-11, December.
    9. Yingyao Zhou & Bin Zhou & Lars Pache & Max Chang & Alireza Hadj Khodabakhshi & Olga Tanaseichuk & Christopher Benner & Sumit K. Chanda, 2019. "Metascape provides a biologist-oriented resource for the analysis of systems-level datasets," Nature Communications, Nature, vol. 10(1), pages 1-10, December.
    10. So-Young Yeo & Keun-Woo Lee & Dongkwan Shin & Sugyun An & Kwang-Hyun Cho & Seok-Hyung Kim, 2018. "A positive feedback loop bi-stably activates fibroblasts," Nature Communications, Nature, vol. 9(1), pages 1-16, 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. Satria P. Sajuthi & Jamie L. Everman & Nathan D. Jackson & Benjamin Saef & Cydney L. Rios & Camille M. Moore & Angel C. Y. Mak & Celeste Eng & Ana Fairbanks-Mahnke & Sandra Salazar & Jennifer Elhawary, 2022. "Nasal airway transcriptome-wide association study of asthma reveals genetically driven mucus pathobiology," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    2. Xena Marie Mapel & Naveen Kumar Kadri & Alexander S. Leonard & Qiongyu He & Audald Lloret-Villas & Meenu Bhati & Maya Hiltpold & Hubert Pausch, 2024. "Molecular quantitative trait loci in reproductive tissues impact male fertility in cattle," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    3. William J. Young & Jeffrey Haessler & Jan-Walter Benjamins & Linda Repetto & Jie Yao & Aaron Isaacs & Andrew R. Harper & Julia Ramirez & Sophie Garnier & Stefan Duijvenboden & Antoine R. Baldassari & , 2023. "Genetic architecture of spatial electrical biomarkers for cardiac arrhythmia and relationship with cardiovascular disease," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    4. Anneke Brümmer & Sven Bergmann, 2024. "Disentangling genetic effects on transcriptional and post-transcriptional gene regulation through integrating exon and intron expression QTLs," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
    5. Antje Häder & Sascha Schäuble & Jan Gehlen & Nadja Thielemann & Benedikt C. Buerfent & Vitalia Schüller & Timo Hess & Thomas Wolf & Julia Schröder & Michael Weber & Kerstin Hünniger & Jürgen Löffler &, 2023. "Pathogen-specific innate immune response patterns are distinctly affected by genetic diversity," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    6. Angela Andaleon & Lauren S Mogil & Heather E Wheeler, 2019. "Genetically regulated gene expression underlies lipid traits in Hispanic cohorts," PLOS ONE, Public Library of Science, vol. 14(8), pages 1-21, August.
    7. Lucas A. Mavromatis & Daniel B. Rosoff & Andrew S. Bell & Jeesun Jung & Josephin Wagner & Falk W. Lohoff, 2023. "Multi-omic underpinnings of epigenetic aging and human longevity," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    8. Xinyuan Dong & Yu-Ru Su & Richard Barfield & Stephanie A Bien & Qianchuan He & Tabitha A Harrison & Jeroen R Huyghe & Temitope O Keku & Noralane M Lindor & Clemens Schafmayer & Andrew T Chan & Stephen, 2020. "A general framework for functionally informed set-based analysis: Application to a large-scale colorectal cancer study," PLOS Genetics, Public Library of Science, vol. 16(8), pages 1-21, August.
    9. Max Lam & Chia-Yen Chen & W. David Hill & Charley Xia & Ruoyu Tian & Daniel F. Levey & Joel Gelernter & Murray B. Stein & Alexander S. Hatoum & Hailiang Huang & Anil K. Malhotra & Heiko Runz & Tian Ge, 2022. "Collective genomic segments with differential pleiotropic patterns between cognitive dimensions and psychopathology," Nature Communications, Nature, vol. 13(1), pages 1-22, December.
    10. Ashley Budu-Aggrey & Anna Kilanowski & Maria K. Sobczyk & Suyash S. Shringarpure & Ruth Mitchell & Kadri Reis & Anu Reigo & Reedik Mägi & Mari Nelis & Nao Tanaka & Ben M. Brumpton & Laurent F. Thomas , 2023. "European and multi-ancestry genome-wide association meta-analysis of atopic dermatitis highlights importance of systemic immune regulation," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
    11. Jayshree Advani & Puja A. Mehta & Andrew R. Hamel & Sudeep Mehrotra & Christina Kiel & Tobias Strunz & Ximena Corso-Díaz & Madeline Kwicklis & Freekje Asten & Rinki Ratnapriya & Emily Y. Chew & Dena G, 2024. "QTL mapping of human retina DNA methylation identifies 87 gene-epigenome interactions in age-related macular degeneration," Nature Communications, Nature, vol. 15(1), pages 1-20, December.
    12. Maik Pietzner & Robert Lorenz Chua & Eleanor Wheeler & Katharina Jechow & Julian D. S. Willett & Helena Radbruch & Saskia Trump & Bettina Heidecker & Hugo Zeberg & Frank L. Heppner & Roland Eils & Mar, 2022. "ELF5 is a potential respiratory epithelial cell-specific risk gene for severe COVID-19," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    13. Ryo Yamamoto & Ryan Chung & Juan Manuel Vazquez & Huanjie Sheng & Philippa L. Steinberg & Nilah M. Ioannidis & Peter H. Sudmant, 2022. "Tissue-specific impacts of aging and genetics on gene expression patterns in humans," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    14. Benjamin B. Sun & Stephanie J. Loomis & Fabrizio Pizzagalli & Natalia Shatokhina & Jodie N. Painter & Christopher N. Foley & Megan E. Jensen & Donald G. McLaren & Sai Spandana Chintapalli & Alyssa H. , 2022. "Genetic map of regional sulcal morphology in the human brain from UK biobank data," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    15. James J. Gilchrist & Seiko Makino & Vivek Naranbhai & Piyush K. Sharma & Surya Koturan & Orion Tong & Chelsea A. Taylor & Robert A. Watson & Alba Verge los Aires & Rosalin Cooper & Evelyn Lau & Sara D, 2022. "Natural Killer cells demonstrate distinct eQTL and transcriptome-wide disease associations, highlighting their role in autoimmunity," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    16. Eeva Sliz & Jaakko S. Tyrmi & Nilufer Rahmioglu & Krina T. Zondervan & Christian M. Becker & Outi Uimari & Johannes Kettunen, 2023. "Evidence of a causal effect of genetic tendency to gain muscle mass on uterine leiomyomata," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    17. Jialiang S. Wang & Tushar Kamath & Courtney M. Mazur & Fatemeh Mirzamohammadi & Daniel Rotter & Hironori Hojo & Christian D. Castro & Nicha Tokavanich & Rushi Patel & Nicolas Govea & Tetsuya Enishi & , 2021. "Control of osteocyte dendrite formation by Sp7 and its target gene osteocrin," Nature Communications, Nature, vol. 12(1), pages 1-20, December.
    18. Andrew A. Brown & Juan J. Fernandez-Tajes & Mun-gwan Hong & Caroline A. Brorsson & Robert W. Koivula & David Davtian & Théo Dupuis & Ambra Sartori & Theodora-Dafni Michalettou & Ian M. Forgie & Jonath, 2023. "Genetic analysis of blood molecular phenotypes reveals common properties in the regulatory networks affecting complex traits," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    19. Tina Roostaei & Hans-Ulrich Klein & Yiyi Ma & Daniel Felsky & Pia Kivisäkk & Sarah M. Connor & Alexandra Kroshilina & Christina Yung & Belinda J. Kaskow & Xiaorong Shao & Brooke Rhead & José M. Ordová, 2021. "Proximal and distal effects of genetic susceptibility to multiple sclerosis on the T cell epigenome," Nature Communications, Nature, vol. 12(1), pages 1-12, December.
    20. M. A. Zouache & B. T. Richards & C. M. Pappas & R. A. Anstadt & J. Liu & T. Corsetti & S. Matthews & N. A. Seager & S. Schmitz-Valckenberg & M. Fleckenstein & W. C. Hubbard & J. Thomas & J. L. Hageman, 2024. "Levels of complement factor H-related 4 protein do not influence susceptibility to age-related macular degeneration or its course of progression," Nature Communications, Nature, vol. 15(1), pages 1-17, 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:15:y:2024:i:1:d:10.1038_s41467-024-46639-4. 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.