IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v16y2025i1d10.1038_s41467-025-63395-1.html
   My bibliography  Save this article

Clinical implications of bone marrow adiposity identified by phenome-wide association and Mendelian randomization in the UK Biobank

Author

Listed:
  • Wei Xu

    (University of Edinburgh
    The University of Edinburgh)

  • Ines Mesa-Eguiagaray

    (University of Edinburgh)

  • David M. Morris

    (The University of Edinburgh
    47 Little France Crescent)

  • Chengjia Wang

    (47 Little France Crescent
    Heriot-Watt University)

  • Calum D. Gray

    (47 Little France Crescent)

  • Samuel Sjöström

    (The University of Edinburgh)

  • Giorgos Papanastasiou

    (47 Little France Crescent
    Artemidos 1)

  • Sammy Badr

    (Department of Rheumatology)

  • Julien Paccou

    (Department of Rheumatology)

  • Lijuan Wang

    (University of Edinburgh)

  • Xue Li

    (Zhejiang University School of Medicine)

  • Paul R. H. J. Timmers

    (University of Edinburgh)

  • Maria Timofeeva

    (University of Edinburgh
    University of Southern Denmark)

  • Scott IK Semple

    (The University of Edinburgh
    47 Little France Crescent)

  • Tom MacGillivray

    (47 Little France Crescent)

  • Evropi Theodoratou

    (University of Edinburgh
    University of Edinburgh)

  • William P. Cawthorn

    (The University of Edinburgh)

Abstract

Bone marrow adiposity changes in diverse diseases, but the full scope of these, and whether they are directly influenced by marrow adiposity, remains unknown. To address this, we previously measured the bone marrow fat fraction of the femoral head, total hip, femoral diaphysis, and spine of over 48,000 UK Biobank participants. Here, we first use these data for PheWAS to identify diseases associated with marrow adiposity at each site. This reveals associations with 47 incident diseases across 12 disease categories, including osteoporosis, fracture, type 2 diabetes, cardiovascular diseases, cancers, and other conditions that burden public health worldwide. Intriguingly, type 2 diabetes associates positively with spine bone marrow adiposity but negatively with marrow adiposity at femoral sites. We then establish PRSs based on bone-marrow-fat-fraction-associated SNPs and use PRS-PheWAS and Mendelian randomization to explore causal associations between marrow adiposity and disease. PRS-PheWAS reveals that genetic predisposition to increased marrow adiposity is positively associated with osteoporosis and fractures. Mendelian randomization further suggests that increased marrow adiposity at the diaphysis and total hip is causally associated with osteoporosis. Our findings substantially advance understanding of how marrow adiposity impacts human health and highlight its potential as a biomarker and/or therapeutic target for diverse human diseases.

Suggested Citation

  • Wei Xu & Ines Mesa-Eguiagaray & David M. Morris & Chengjia Wang & Calum D. Gray & Samuel Sjöström & Giorgos Papanastasiou & Sammy Badr & Julien Paccou & Lijuan Wang & Xue Li & Paul R. H. J. Timmers & , 2025. "Clinical implications of bone marrow adiposity identified by phenome-wide association and Mendelian randomization in the UK Biobank," Nature Communications, Nature, vol. 16(1), pages 1-22, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-63395-1
    DOI: 10.1038/s41467-025-63395-1
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-025-63395-1
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-025-63395-1?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
    ---><---

    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:16:y:2025:i:1:d:10.1038_s41467-025-63395-1. 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.

    We have no bibliographic references for this item. You can help adding them by using 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.