Evidence map›Paper›PMID 41071096›Full record

ArticleJournal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research2026

Automated abdominal aortic calcification and trabecular bone score independently predict incident fracture during routine osteoporosis screening.

Abadi K Gebre, Marc Sim, Syed Zulqarnain Gilani, Afsah Saleem, Cassandra Smith, Didier Hans, Siobhan Reid, Barret A Monchka, Douglas Kimelman, Mohammad Jafari Jozani and 3 more

Abstract read
In one paragraph

Article in Journal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

13 authors.

Abadi K GebreNutrition & Health Innovation Research Institute, School of Medical and Health Sciences, Edith Cowan University, Perth, WA 6027, Australia.ORCID 0000-0002-1975-0085
Marc SimNutrition & Health Innovation Research Institute, School of Medical and Health Sciences, Edith Cowan University, Perth, WA 6027, Australia.ORCID 0000-0001-5166-0605
Syed Zulqarnain GilaniNutrition & Health Innovation Research Institute, School of Medical and Health Sciences, Edith Cowan University, Perth, WA 6027, Australia.
Afsah SaleemNutrition & Health Innovation Research Institute, School of Medical and Health Sciences, Edith Cowan University, Perth, WA 6027, Australia.
Cassandra SmithNutrition & Health Innovation Research Institute, School of Medical and Health Sciences, Edith Cowan University, Perth, WA 6027, Australia.ORCID 0000-0002-2517-2824
Didier HansBone and Joint Department, Lausanne University Hospital, Lausanne, Switzerland.
Siobhan ReidDepartment of Computer Science, Concordia University, Montreal, QC, H3G 2W1, Canada.
Barret A MonchkaGeorge and Fay Yee Centre for Healthcare Innovation, University of Manitoba, Winnipeg MBR3E 0T6, Canada.ORCID 0000-0002-9816-1747
Douglas KimelmanDepartment of Radiology, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg R2H 2A6, Canada.
Mohammad Jafari JozaniDepartment of Statistics, University of Manitoba, Winnipeg MB R3T 2M8, Canada.
John T SchousboePark Nicollet Clinic and HealthPartners Institute, Health Partners, Minneapolis, MN 55416, United States.ORCID 0000-0002-9329-0750
Joshua R LewisNutrition & Health Innovation Research Institute, School of Medical and Health Sciences, Edith Cowan University, Perth, WA 6027, Australia.
William D LeslieDepartment of Radiology, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg R2H 2A6, Canada.ORCID 0000-0002-1056-1691

Funding

Heart Foundation Postdoctoral Fellowship 107194Medical Research Future Fund 2022 Cardiovascular Health Mission Grant 2024225Rady Faculty of Health SciencesRady Innovation FundUniversity of ManitobaWellcome Trust 102817
6 · The paper itself

Abstract

Abdominal aortic calcification (AAC), a marker of subclinical cardiovascular disease, has previously shown to be associated with low BMD and fracture. However, it remains unclear whether AAC is associated with trabecular bone score (TBS), a gray-level textural measure, or whether it predicts fracture risk independent of this measure. Here, we examined the cross-sectional association of AAC scored using a validated machine learning algorithm (ML-AAC24) with TBS, and their simultaneous associations with incident fractures in 7691 individuals (93.4% women) through the Manitoba BMD Registry (mean age 75.3 yr). The association between ML-AAC24 and TBS was tested using generalized linear regression. Cox proportional hazards models tested the simultaneous relationships of ML-AAC24 and TBS with incident fractures. At baseline, 41.3% of the study cohort had low (<2), 32.4% had moderate (2 to <6), and 26.3% had high (≥6) ML-AAC24. Compared to low ML-AAC24, high ML-AAC24 was associated with a 0.81% lower TBS in the multivariable-adjusted model. Independent of each other and multiple established fracture risk factors, ML-AAC24 and TBS were each associated with an increased risk of incident fractures. Specifically, high ML-AAC24 (HR 1.41, 95% CI: 1.15-1.73, compared to low ML-AAC24) and lower TBS (HR 1.13, 95% CI: 1.05-1.22, per SD decrease) were associated with increased relative hazards for any incident fracture. High ML-AAC24 and lower TBS were also associated with incident major osteoporotic fracture (HR 1.48, 95% CI: 1.18-1.87 and HR 1.15, 95% CI: 1.06-1.25, respectively) and hip fracture (HR 1.56, 95% CI: 1.05-2.31 and HR 1.25, 95% CI: 1.08-1.44, respectively). In conclusion, high ML-AAC24 is associated with lower TBS in older adults attending routine osteoporosis screening. Both measures were associated with incident fractures. The findings of this study highlight high ML-AAC24, seen in more than 1 in 4 of the study cohort, and lower TBS provide complementary prognostic information for fracture risk.

Indexed as

Aorta, AbdominalCancellous BoneFractures, BoneMass ScreeningOsteoporosisVascular CalcificationAgedAged, 80 and overBone DensityFemaleHumansIncidenceMaleRisk Factorsartificial intelligenceBMDbone textureDXAfracturevascular calcification

Identifiers

PMID41071096
PMCPMC13034667

What Socratic holds

Textmetadata
LicenceCC BY-NC
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 Socratic graph.