Evidence map›Paper›PMID 40759756›Full record

ArticleNature genetics2025

Uncovering the multivariate genetic architecture of frailty with genomic structural equation modeling.

Isabelle F Foote, Jonny P Flint, Anna E Fürtjes, Jeremy M Lawrence, Donncha S Mullin, John D Fisk, Tobias K Karakach, Andrew Rutenberg, Nicholas G Martin, Michelle K Lupton and 6 more

Abstract read
In one paragraph

Article in Nature genetics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
18citing papers in PubMed, 1 pooled it
–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

18 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. Article
  4. The association of frailty with age and lifespan in mice differs by strain and sex.The journals of gerontology. Series A, Biological sciences and medical sciences · 2026
    Article
  5. Article
  6. Article
  7. Review
  8. Article
  9. Article
  10. Article
  11. Plasma proteomics link menopause timing to brain aging and dementia risk.medRxiv : the preprint server for health sciences · 2026
    Article
  12. Frailty and genetics: linking molecular aging to clinical vulnerability.The journals of gerontology. Series A, Biological sciences and medical sciences · 2026
    Review
  13. Article
  14. Article
  15. Article
  16. Article
  17. Article
  18. Article
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

16 authors.

Isabelle F FooteInstitute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA. isabelle.foote@colorado.edu.ORCID http://orcid.org/0000-0002-0253-4116
Jonny P FlintLothian Birth Cohorts, University of Edinburgh, Edinburgh, UK.
Anna E FürtjesLothian Birth Cohorts, University of Edinburgh, Edinburgh, UK.
Jeremy M LawrenceInstitute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA.
Donncha S MullinAlzheimer Scotland Dementia Research Centre, University of Edinburgh, Edinburgh, UK.
John D FiskNova Scotia Health, Halifax, Nova Scotia, Canada.
Tobias K KarakachDepartment of Pharmacology, Dalhousie University, Halifax, Nova Scotia, Canada.
Andrew RutenbergDepartment of Physics and Atmospheric Science, Dalhousie University, Halifax, Nova Scotia, Canada.ORCID http://orcid.org/0000-0002-4264-6809
Nicholas G MartinBrain and Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia.ORCID http://orcid.org/0000-0003-4069-8020
Michelle K LuptonBrain and Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia.ORCID http://orcid.org/0000-0002-7274-7299
David J LlewellynUniversity of Exeter Medical School, University of Exeter, Exeter, UK.
Janice M RansonUniversity of Exeter Medical School, University of Exeter, Exeter, UK.
Simon R CoxLothian Birth Cohorts, University of Edinburgh, Edinburgh, UK.ORCID http://orcid.org/0000-0003-4036-3642
Michelle LucianoLothian Birth Cohorts, University of Edinburgh, Edinburgh, UK.ORCID http://orcid.org/0000-0002-7306-3008
Kenneth RockwoodNova Scotia Health, Halifax, Nova Scotia, Canada.ORCID http://orcid.org/0000-0002-6674-995X
Andrew D GrotzingerInstitute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA.ORCID http://orcid.org/0000-0001-7852-9244

Funding

Project-001R01AG017644 · NIA · UNIVERSITY OF LONDON INST OF NEUROLOGY · PI Andrew Steptoe · 2000 to 2026
$56.2M
Dissecting the Multivariate Genetic Architecture of Psychiatric DiseasesR01MH120219 · NIMH · UNIVERSITY OF TEXAS AT AUSTIN · PI NIVARD, MICHEL GUILLAUME, TUCKER-DROB, ELLIOT MAX · 2020 to 2024
$3.3M
Large-Scale Genomic Analysis of Aging-Related Cognitive Change Prior to Dementia OnsetRF1AG073593 · NIA · UNIVERSITY OF TEXAS AT AUSTIN · PI TUCKER-DROB, ELLIOT MAX · 2021 to 2021
$2.1M
Large-Scale Genomic Analysis of Aging-Related Cognitive Change Prior to Dementia OnsetR01AG073593 · NIA · UNIVERSITY OF TEXAS AT AUSTIN · PI TUCKER-DROB, ELLIOT MAX · 2024 to 2025
$1.3M
NIA NIH HHS R01 AG017644NIA NIH HHS R01 AG073593NIA NIH HHS RF1 AG073593NIMH NIH HHS R01 MH120219U.S. Department of Health & Human Services | NIH | National Institute of Mental Health (NIMH) R01MH120219U.S. Department of Health & Human Services | NIH | National Institute on Aging (U.S. National Institute on Aging) R01AG073593U.S. Department of Health & Human Services | NIH | National Institute on Aging (U.S. National Institute on Aging) RF1AG073593Wellcome TrustWellcome Trust (Wellcome) 221890/Z/20/Z
6 · The paper itself

Abstract

Frailty is a multifaceted clinical state associated with accelerated aging and adverse health outcomes. Informed etiological models of frailty hold promise for producing widespread health improvements across the aging population. Frailty is currently measured using aggregate scores, which obscure etiological pathways that are only relevant to subcomponents of frailty. Here we perform a multivariate genome-wide association study of the latent genetic architecture between 30 frailty deficits, which identifies 408 genomic risk loci. Our model includes a general factor of genetic overlap across all deficits, plus six new factors indexing a shared genetic signal across specific groups of deficits. We demonstrate the added clinical and etiological value of the six factors, including predicting frailty in external datasets, highlighting divergent genetic correlations with clinically relevant outcomes and uncovering unique underlying biology linked to aging. We show that nuanced models of frailty are key to understanding its causes and how it relates to worse health.

Indexed as

AgingFrailtyModels, GeneticAgedAged, 80 and overFemaleGenetic Predisposition to DiseaseGenome-Wide Association StudyGenomicsHumansLatent Class AnalysisMalePolymorphism, Single Nucleotide

Identifiers

PMID40759756
PMCPMC12626885

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.