Evidence map›Paper›PMID 40987763›Full record

ArticleNature communications2025

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

Wei Xu, Ines Mesa-Eguiagaray, David M Morris, Chengjia Wang, Calum D Gray, Samuel Sjöström, Giorgos Papanastasiou, Sammy Badr, Julien Paccou, Lijuan Wang and 7 more

Abstract read
In one paragraph

Article in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

9 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
  4. Youthfulness of marrow AdipoqBone research · 2026
    Article
  5. Article
  6. Review
  7. Article
  8. Review
  9. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

17 authors.

Wei XuCentre for Global Health, Usher Institute, University of Edinburgh, Edinburgh, UK.ORCID http://orcid.org/0009-0008-3338-4545
Ines Mesa-EguiagarayCentre for Global Health, Usher Institute, University of Edinburgh, Edinburgh, UK.
David M MorrisInstitute for Neuroscience and Cardiovascular Research, The University of Edinburgh, Edinburgh, UK.
Chengjia WangEdinburgh Imaging, University of Edinburgh, The Queen's Medical Research Institute, Edinburgh BioQuarter, 47 Little France Crescent, Edinburgh, UK.ORCID http://orcid.org/0000-0003-2345-7364
Calum D GrayEdinburgh Imaging, University of Edinburgh, The Queen's Medical Research Institute, Edinburgh BioQuarter, 47 Little France Crescent, Edinburgh, UK.ORCID http://orcid.org/0000-0002-2816-4707
Samuel SjöströmInstitute for Neuroscience and Cardiovascular Research, The University of Edinburgh, Edinburgh, UK.
Giorgos PapanastasiouEdinburgh Imaging, University of Edinburgh, The Queen's Medical Research Institute, Edinburgh BioQuarter, 47 Little France Crescent, Edinburgh, UK.
Sammy BadrUniv. Lille, CHU Lille, Marrow Adiposity and Bone Laboratory (MABlab) ULR 4490, Department of Rheumatology, Lille, France.ORCID http://orcid.org/0000-0002-3485-6531
Julien PaccouUniv. Lille, CHU Lille, Marrow Adiposity and Bone Laboratory (MABlab) ULR 4490, Department of Rheumatology, Lille, France.
Lijuan WangCentre for Global Health, Usher Institute, University of Edinburgh, Edinburgh, UK.ORCID http://orcid.org/0000-0002-9797-0753
Xue LiDepartment of Big Data in Health Science, School of Public Health and The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.
Paul R H J TimmersMedical Research Council Human Genetics Unit, Medical Research Council Institute of Genetics & Molecular Medicine, University of Edinburgh, Edinburgh, UK.ORCID http://orcid.org/0000-0002-5197-1267
Maria TimofeevaMedical Research Council Human Genetics Unit, Medical Research Council Institute of Genetics & Molecular Medicine, University of Edinburgh, Edinburgh, UK.ORCID http://orcid.org/0000-0002-2503-4253
Scott Ik SempleInstitute for Neuroscience and Cardiovascular Research, The University of Edinburgh, Edinburgh, UK.
Tom MacGillivrayCentre for Clinical Brain Sciences, University of Edinburgh, The Queen's Medical Research Institute, Edinburgh BioQuarter, 47 Little France Crescent, Edinburgh, UK.ORCID http://orcid.org/0000-0001-5120-0086
Evropi TheodoratouCentre for Global Health, Usher Institute, University of Edinburgh, Edinburgh, UK. E.Theodoratou@ed.ac.uk.ORCID http://orcid.org/0000-0001-5887-9132
William P CawthornInstitute for Neuroscience and Cardiovascular Research, The University of Edinburgh, Edinburgh, UK. W.Cawthorn@ed.ac.uk.ORCID http://orcid.org/0000-0001-7832-5057

Funding

British Heart Foundation (BHF) RE/18/5/34216British Heart Foundation (BHF) RG/16/10/32375Cancer Research UK (CRUK) C31250/A22804RCUK | Medical Research Council (MRC) MR/S010505/1
6 · The paper itself

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.

Indexed as

AdiposityBone MarrowAgedBiological Specimen BanksDiabetes Mellitus, Type 2FemaleFractures, BoneGenetic Predisposition to DiseaseGenome-Wide Association StudyHumansMaleMendelian Randomization AnalysisMiddle AgedOsteoporosisPolymorphism, Single NucleotideUK Biobank

Identifiers

PMID40987763
PMCPMC12457654

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.