Evidence map›Paper›PMID 42432248›Full record

ArticleNature genetics2026

Multiscale analysis and functional validation of the cellular and genetic determinants of skeletal disease.

Ryan C Chai, Mischa Lundberg, Bernard Freudenthal, James T Smith, Andrew P Boughton, Yuandan Zhang, Kaitlyn A Flynn, Monika Frysz, Alexander P Corr, Weng Hua Khoo and 41 more

Abstract read
In one paragraph

Article in Nature genetics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

51 authors.

Ryan C Chai *Cancer Plasticity and Dormancy Program, Garvan Institute of Medical Research, Sydney, New South Wales, Australia.
Mischa Lundberg *Transformational Bioinformatics, Commonwealth Scientific and Industrial Research Organisation, Sydney, New South Wales, Australia.ORCID http://orcid.org/0000-0002-4816-785X
Bernard Freudenthal *Molecular Endocrinology Laboratory, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK.ORCID http://orcid.org/0000-0003-4669-918X
James T Smith *Cancer Plasticity and Dormancy Program, Garvan Institute of Medical Research, Sydney, New South Wales, Australia.ORCID http://orcid.org/0000-0003-0528-0649
Andrew P BoughtonDepartment of Biostatistics and the Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA.
Yuandan ZhangMater Research Institute, The University of Queensland, Translational Research Institute, Woolloongabba, Queensland, Australia.
Kaitlyn A FlynnMater Research Institute, The University of Queensland, Translational Research Institute, Woolloongabba, Queensland, Australia.ORCID http://orcid.org/0000-0002-8951-7887
Monika FryszMusculoskeletal Research Unit, Translational Health Sciences, Southmead Hospital, University of Bristol, Bristol, UK.
Alexander P CorrCancer Plasticity and Dormancy Program, Garvan Institute of Medical Research, Sydney, New South Wales, Australia.ORCID http://orcid.org/0000-0002-8450-012X
Weng Hua KhooCancer Plasticity and Dormancy Program, Garvan Institute of Medical Research, Sydney, New South Wales, Australia.
Davide Komla-EbriMolecular Endocrinology Laboratory, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK.ORCID http://orcid.org/0000-0002-8381-5381
Michael R G DackMolecular Endocrinology Laboratory, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK.ORCID http://orcid.org/0009-0004-5083-2363
Siobhan E GuilfoyleMolecular Endocrinology Laboratory, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK.ORCID http://orcid.org/0009-0007-6745-4989
John G LoganMolecular Endocrinology Laboratory, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK.
Natalie C ButterfieldMolecular Endocrinology Laboratory, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK.ORCID http://orcid.org/0000-0002-5209-7508
Victoria D LeitchMolecular Endocrinology Laboratory, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK.
Andrea S PollardMolecular Endocrinology Laboratory, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK.
Riikka E MäkitieMolecular Endocrinology Laboratory, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK.
Nathaniel BradfordSt. Vincent's Hospital, Darlinghurst, New South Wales, Australia.
Lorenzo Ramos-MucciRelation Therapeutics, London, UK.
Amaia Vilas-ZornozaRelation Therapeutics, London, UK.
Yunshun ChenWalter and Eliza Hall Institute of Medical Research, Melbourne, Victoria, Australia.ORCID http://orcid.org/0000-0003-4911-5653
Raymond K H YipWalter and Eliza Hall Institute of Medical Research, Melbourne, Victoria, Australia.
Jeremy ErWalter and Eliza Hall Institute of Medical Research, Melbourne, Victoria, Australia.
Siew Zhuan TanInstitute for Molecular Bioscience, The University of Queensland, St Lucia, Queensland, Australia.ORCID http://orcid.org/0000-0001-6064-4121
Michelle M McDonaldSchool of Medical Sciences, Faculty of Medicine and Health, University of Sydney, Sydney, New South Wales, Australia.
Scott E YoultenCancer Plasticity and Dormancy Program, Garvan Institute of Medical Research, Sydney, New South Wales, Australia.
C Marcelo SergioCancer Plasticity and Dormancy Program, Garvan Institute of Medical Research, Sydney, New South Wales, Australia.ORCID http://orcid.org/0000-0002-5426-0583
Ariel Castro-MartinezCancer Plasticity and Dormancy Program, Garvan Institute of Medical Research, Sydney, New South Wales, Australia.ORCID http://orcid.org/0009-0007-4622-7349
Shelley G YoungCancer Plasticity and Dormancy Program, Garvan Institute of Medical Research, Sydney, New South Wales, Australia.ORCID http://orcid.org/0009-0002-6354-5860
Elena SkorokhodovaCancer Plasticity and Dormancy Program, Garvan Institute of Medical Research, Sydney, New South Wales, Australia.ORCID http://orcid.org/0009-0004-8253-7414
David M EvansUQ Frazer Institute, The University of Queensland, Woolloongabba, Queensland, Australia.ORCID http://orcid.org/0000-0003-0663-4621
Joseph E PowellTranslational Genomics Program, Garvan Institute of Medical Research, Sydney, New South Wales, Australia.ORCID http://orcid.org/0000-0002-5070-4124
Christiaan A de LeeuwDepartment of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, VU University Amsterdam, Amsterdam, the Netherlands.ORCID http://orcid.org/0000-0003-1076-9828
Adam D EwingMater Research Institute, The University of Queensland, Translational Research Institute, Woolloongabba, Queensland, Australia.ORCID http://orcid.org/0000-0002-4544-994X
John A EismanCancer Plasticity and Dormancy Program, Garvan Institute of Medical Research, Sydney, New South Wales, Australia.
Robert D BlankCancer Plasticity and Dormancy Program, Garvan Institute of Medical Research, Sydney, New South Wales, Australia.ORCID http://orcid.org/0000-0003-2950-1944
Tri Giang PhanSchool of Clinical Medicine, Faculty of Medicine and Health, UNSW Sydney, Sydney, New South Wales, Australia.ORCID http://orcid.org/0000-0002-4909-2984
International Federation of Musculoskeletal Research Societies (IFMRS) Big Data Working Group
Anne K LagendijkInstitute for Molecular Bioscience, The University of Queensland, St Lucia, Queensland, Australia.
Edwin D HawkinsWalter and Eliza Hall Institute of Medical Research, Melbourne, Victoria, Australia.
Horng Lii OhSt. Vincent's Hospital, Darlinghurst, New South Wales, Australia.
Rebecca E McIntyreRelation Therapeutics, London, UK.ORCID http://orcid.org/0000-0001-5291-1533
Edith M HesselRelation Therapeutics, London, UK.ORCID http://orcid.org/0000-0002-2339-4482
Jake P Taylor-KingRelation Therapeutics, London, UK.ORCID http://orcid.org/0000-0002-1025-0041
Paul A BaldockCancer Plasticity and Dormancy Program, Garvan Institute of Medical Research, Sydney, New South Wales, Australia.
Emma L DuncanSchool of Life Course & Population Sciences, Faculty of Life Sciences and Medicine, King's College London, London, UK.ORCID http://orcid.org/0000-0002-8143-4403
Graham R WilliamsMolecular Endocrinology Laboratory, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK. graham.williams@imperial.ac.uk.ORCID http://orcid.org/0000-0002-8555-8219
J H Duncan BassettMolecular Endocrinology Laboratory, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK. d.bassett@imperial.ac.uk.ORCID http://orcid.org/0000-0003-0817-0082
Peter I CroucherCancer Plasticity and Dormancy Program, Garvan Institute of Medical Research, Sydney, New South Wales, Australia. p.croucher@garvan.org.au.ORCID http://orcid.org/0000-0002-7102-2413
John P KempMater Research Institute, The University of Queensland, Translational Research Institute, Woolloongabba, Queensland, Australia. j.kemp2@uq.edu.au.ORCID http://orcid.org/0000-0002-9105-2249

Funding

American Society for Bone and Mineral Research (ASBMR) 2020 ASBMR Rising Star AwardCommonwealth Scientific and Industrial Research Organisation (CSIRO) Postgraduate Top-Up ScholarshipDepartment of Health, Australian Government (Department of Health) Australian Government Research Training Program ScholarshipDepartment of Health | National Health and Medical Research Council (NHMRC) GNT1155678Department of Health | National Health and Medical Research Council (NHMRC) GNT1158758Department of Health | National Health and Medical Research Council (NHMRC) GNT2008652Department of Health | National Health and Medical Research Council (NHMRC) GNT2009010Department of Health | National Health and Medical Research Council (NHMRC) GNT2017942Department of Health | National Health and Medical Research Council (NHMRC) GNT2026272National Breast Cancer Foundation (NBCF) 2024/CRA0020University of New South Wales (UNSW Australia) International Postgraduate AwardWellcome TrustWellcome Trust (Wellcome) 101123/Z/13/AWellcome Trust (Wellcome) 110140/Z/15/ZWellcome Trust (Wellcome) 110141/Z/ 15/Z
6 · The paper itself

Abstract

Musculoskeletal diseases are a major health burden. Development of bone-active therapies has been hindered by limited understanding of the cells and genes that regulate the skeleton. We exploited the value of cross-species analysis and developed single-cell methodologies in skeletal tissues to define the critical endosteal compartment that regulates bone turnover. Thirty-four distinct cell types were identified, and disease-relevant cells prioritized using enrichment for rare skeletal disorder genes and bone-mineral-density-associated genes in an extended UK Biobank genome-wide association study. Functional validation was undertaken in over 1,000 genetically modified mouse models. Endothelial cells and vascular smooth muscle cells were identified as new skeletal-disease-relevant cells alongside osteoblast, chondrocyte and osteoclast cell lineages. Hundreds of cell-specific genes with unappreciated roles in skeletal pathophysiology were identified. This comprehensive cellular and molecular framework underpins skeletal physiology and disease and will help prioritize new therapeutic targets to accelerate development of therapies to treat musculoskeletal disease.

Indexed as

Bone DiseasesAnimalsBone and BonesBone DensityChondrocytesDisease Models, AnimalEndothelial CellsGenome-Wide Association StudyHumansMiceOsteoblastsOsteoclastsSingle-Cell Analysis

Identifiers

PMID42432248
PMCPMC13364720

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

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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.