IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v13y2022i1d10.1038_s41467-022-35321-2.html
   My bibliography  Save this article

Multi-organ imaging demonstrates the heart-brain-liver axis in UK Biobank participants

Author

Listed:
  • Celeste McCracken

    (Oxford University Hospitals NHS Foundation Trust)

  • Zahra Raisi-Estabragh

    (Queen Mary University of London, Charterhouse Square
    Barts Heart Centre, St Bartholomew’s Hospital, Barts Health NHS Trust, West Smithfield)

  • Michele Veldsman

    (University of Oxford
    University of Oxford)

  • Betty Raman

    (Oxford University Hospitals NHS Foundation Trust)

  • Andrea Dennis

    (Perspectum Ltd, Gemini One)

  • Masud Husain

    (University of Oxford
    University of Oxford
    University of Oxford)

  • Thomas E. Nichols

    (University of Oxford
    University of Oxford)

  • Steffen E. Petersen

    (Queen Mary University of London, Charterhouse Square
    Barts Heart Centre, St Bartholomew’s Hospital, Barts Health NHS Trust, West Smithfield
    Health Data Research UK
    The Alan Turing Institute)

  • Stefan Neubauer

    (Oxford University Hospitals NHS Foundation Trust)

Abstract

Medical imaging provides numerous insights into the subclinical changes that precede serious diseases such as heart disease and dementia. However, most imaging research either describes a single organ system or draws on clinical cohorts with small sample sizes. In this study, we use state-of-the-art multi-organ magnetic resonance imaging phenotypes to investigate cross-sectional relationships across the heart-brain-liver axis in 30,444 UK Biobank participants. Despite controlling for an extensive range of demographic and clinical covariates, we find significant associations between imaging-derived phenotypes of the heart (left ventricular structure, function and aortic distensibility), brain (brain volumes, white matter hyperintensities and white matter microstructure), and liver (liver fat, liver iron and fibroinflammation). Simultaneous three-organ modelling identifies differentially important pathways across the heart-brain-liver axis with evidence of both direct and indirect associations. This study describes a potentially cumulative burden of multiple-organ dysfunction and provides essential insight into multi-organ disease prevention.

Suggested Citation

  • Celeste McCracken & Zahra Raisi-Estabragh & Michele Veldsman & Betty Raman & Andrea Dennis & Masud Husain & Thomas E. Nichols & Steffen E. Petersen & Stefan Neubauer, 2022. "Multi-organ imaging demonstrates the heart-brain-liver axis in UK Biobank participants," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
  • Handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-35321-2
    DOI: 10.1038/s41467-022-35321-2
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-022-35321-2
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-022-35321-2?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. Ryan A. Peterson & Joseph E. Cavanaugh, 2020. "Ordered quantile normalization: a semiparametric transformation built for the cross-validation era," Journal of Applied Statistics, Taylor & Francis Journals, vol. 47(13-15), pages 2312-2327, November.
    2. Michele Veldsman & Xin-You Tai & Thomas Nichols & Steve Smith & João Peixoto & Sanjay Manohar & Masud Husain, 2020. "Cerebrovascular risk factors impact frontoparietal network integrity and executive function in healthy ageing," Nature Communications, Nature, vol. 11(1), pages 1-10, December.
    3. Luca Biasiolli & Evan Hann & Elena Lukaschuk & Valentina Carapella & Jose M Paiva & Nay Aung & Jennifer J Rayner & Konrad Werys & Kenneth Fung & Henrike Puchta & Mihir M Sanghvi & Niall O Moon & Ross , 2019. "Automated localization and quality control of the aorta in cine CMR can significantly accelerate processing of the UK Biobank population data," PLOS ONE, Public Library of Science, vol. 14(2), pages 1-18, February.
    4. Thomas J. Littlejohns & Jo Holliday & Lorna M. Gibson & Steve Garratt & Niels Oesingmann & Fidel Alfaro-Almagro & Jimmy D. Bell & Chris Boultwood & Rory Collins & Megan C. Conroy & Nicola Crabtree & N, 2020. "The UK Biobank imaging enhancement of 100,000 participants: rationale, data collection, management and future directions," Nature Communications, Nature, vol. 11(1), pages 1-12, December.
    5. Kay Deckers & Syenna H J Schievink & Maria M F Rodriquez & Robert J van Oostenbrugge & Martin P J van Boxtel & Frans R J Verhey & Sebastian Köhler, 2017. "Coronary heart disease and risk for cognitive impairment or dementia: Systematic review and meta-analysis," PLOS ONE, Public Library of Science, vol. 12(9), pages 1-15, September.
    6. Rosseel, Yves, 2012. "lavaan: An R Package for Structural Equation Modeling," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 48(i02).
    7. Chloe Fawns-Ritchie & Ian J Deary, 2020. "Reliability and validity of the UK Biobank cognitive tests," PLOS ONE, Public Library of Science, vol. 15(4), pages 1-24, April.
    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. Qingwen Wang & Xinwen Ding & Zhixiao Xu & Boqian Wang & Aiting Wang & Liping Wang & Yi Ding & Sunfengda Song & Youming Chen & Shuang Zhang & Lai Jiang & Xianting Ding, 2024. "The mouse multi-organ proteome from infancy to adulthood," Nature Communications, Nature, vol. 15(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. Zhang, Yan & Fletcher, Jason & Lu, Qiongshi & Song, Jie, 2023. "Gender differences in the association between parity and cognitive function: Evidence from the UK biobank," Social Science & Medicine, Elsevier, vol. 320(C).
    2. Schubert, Anna-Lena & Löffler, Christoph & Wiebel, Clara & Kaulhausen, Florian & Baudson, Tanja Gabriele, 2024. "Don't waste your time measuring intelligence: Further evidence for the validity of a three-minute speeded reasoning test," Intelligence, Elsevier, vol. 102(C).
    3. Md. Mominur Rahman & Bilkis Akhter, 2021. "The impact of investment in human capital on bank performance: evidence from Bangladesh," Future Business Journal, Springer, vol. 7(1), pages 1-13, December.
    4. César Merino-Soto & Gina Chávez-Ventura & Verónica López-Fernández & Guillermo M. Chans & Filiberto Toledano-Toledano, 2022. "Learning Self-Regulation Questionnaire (SRQ-L): Psychometric and Measurement Invariance Evidence in Peruvian Undergraduate Students," Sustainability, MDPI, vol. 14(18), pages 1-17, September.
    5. Nathaniel Oliver Iotti & Damiano Menin & Tomas Jungert, 2022. "Early Adolescents’ Motivations to Defend Victims of Cyberbullying," IJERPH, MDPI, vol. 19(14), pages 1-9, July.
    6. Christoph Dworschak, 2024. "Bias mitigation in empirical peace and conflict studies: A short primer on posttreatment variables," Journal of Peace Research, Peace Research Institute Oslo, vol. 61(3), pages 462-476, May.
    7. Andreea-Ionela Puiu & Anca Monica Ardeleanu & Camelia Cojocaru & Anca Bratu, 2021. "Exploring the Effect of Status Quo, Innovativeness, and Involvement Tendencies on Luxury Fashion Innovations: The Mediation Role of Status Consumption," Mathematics, MDPI, vol. 9(9), pages 1-18, May.
    8. Slupphaug, KJell & Mehmetoglu, Mehmet & Mittner, Matthias, 2024. "modsem: An R package for estimating latent interactions and quadratic effects," OSF Preprints h3rpw, Center for Open Science.
    9. Allen, Jaime & Muñoz, Juan Carlos & Ortúzar, Juan de Dios, 2019. "On evasion behaviour in public transport: Dissatisfaction or contagion?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 130(C), pages 626-651.
    10. Merkle, Edgar C. & Steyvers, Mark & Mellers, Barbara & Tetlock, Philip E., 2017. "A neglected dimension of good forecasting judgment: The questions we choose also matter," International Journal of Forecasting, Elsevier, vol. 33(4), pages 817-832.
    11. Sai-fu Fung & Esther Oi-wah Chow & Chau-kiu Cheung, 2020. "Development and Evaluation of the Psychometric Properties of a Brief Wisdom Development Scale," IJERPH, MDPI, vol. 17(8), pages 1-14, April.
    12. Goran Calic & Moren Lévesque & Anton Shevchenko, 2024. "On why women-owned businesses take more time to secure microloans," Small Business Economics, Springer, vol. 63(3), pages 917-938, October.
    13. Shahram Bahrami & Kaja Nordengen & Jaroslav Rokicki & Alexey A. Shadrin & Zillur Rahman & Olav B. Smeland & Piotr P. Jaholkowski & Nadine Parker & Pravesh Parekh & Kevin S. O’Connell & Torbjørn Elvsås, 2024. "The genetic landscape of basal ganglia and implications for common brain disorders," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    14. Dang Vu, Hoai Nam & Nielsen, Martin Reinhardt, 2022. "Understanding determinants of the intention to buy rhino horn in Vietnam through the Theory of Planned Behaviour and the Theory of Interpersonal Behaviour," Ecological Economics, Elsevier, vol. 195(C).
    15. Raf Buyle & Mathias Van Compernolle & Eveline Vlassenroot & Ziggy Vanlishout & Peter Mechant & Erik Mannens, 2018. "“Technology Readiness and Acceptance Model” as a Predictor for the Use Intention of Data Standards in Smart Cities," Media and Communication, Cogitatio Press, vol. 6(4), pages 127-139.
    16. Wenigmann, Marc & Weiß, Julia & Heidelberg, Rahel, 2024. "Holding anti-feminist gender role beliefs mediate the relationship between family-related adverse childhood experiences and different forms of intimate partner violence perpetration in adulthood," Journal of Criminal Justice, Elsevier, vol. 93(C).
    17. Evans O. Mudibo & Jasper Bogaert & Caroline Tigoi & Moses M. Ngari & Benson O. Singa & Christina L. Lancioni & Abdoulaye Hama Diallo & Emmie Mbale & Ezekiel Mupere & John Mukisa & Johnstone Thitiri & , 2024. "Systemic biological mechanisms underpin poor post-discharge growth among severely wasted children with HIV," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    18. Georges Steffgen & Philipp E. Sischka & Martha Fernandez de Henestrosa, 2020. "The Quality of Work Index and the Quality of Employment Index: A Multidimensional Approach of Job Quality and Its Links to Well-Being at Work," IJERPH, MDPI, vol. 17(21), pages 1-31, October.
    19. Zaitun Mohd Saman & Ab Hamid Siti-Azrin & Azizah Othman & Yee Cheng Kueh, 2021. "The Validity and Reliability of the Malay Version of the Cyberbullying Scale among Secondary School Adolescents in Malaysia," IJERPH, MDPI, vol. 18(21), pages 1-12, November.
    20. Dennis Cook, R. & Forzani, Liliana, 2023. "On the role of partial least squares in path analysis for the social sciences," Journal of Business Research, Elsevier, vol. 167(C).

    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_s41467-022-35321-2. 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.