Evidence map›Paper›PMID 41045141›Full record

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

Improved prediction of hip fracture using multi-faceted biomechanical computed tomography.

Tony M Keaveny, Annette L Adams, Eric S Orwoll, Sundeep Khosla, Michael R McClung, Mary L Bouxsein, Shireen Fatemi, Bryce A Besler, David C Lee, David L Kopperdahl

Erratum issuedAbstract 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. An erratum has been issued. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

10 authors.

Tony M KeavenyDepartments of Mechanical Engineering and Bioengineering, University of California, Berkeley, CA 94720, United States.ORCID 0000-0003-0258-7178
Annette L AdamsDepartment of Research and Evaluation, Kaiser Permanente Southern California, Pasadena, CA 91101, United States.ORCID 0000-0001-7338-4808
Eric S OrwollBone and Mineral Unit, Department of Medicine, Oregon Health & Science University, Portland, OR 97239, United States.ORCID 0000-0002-8520-7355
Sundeep KhoslaRobert and Arlene Kogod Center on Aging and Division of Endocrinology, Mayo Clinic, Rochester, MN 55905, United States.ORCID 0000-0002-2936-4372
Michael R McClungOregon Osteoporosis Center, Portland, OR 97225, United States.ORCID 0000-0002-7827-0778
Mary L BouxseinCenter for Advanced Orthopedic Studies, Beth Israel Deaconess Medical Center and Department of Orthopedic Surgery, Harvard Medical School, Boston, MA 02215, United States.ORCID 0000-0002-7027-7414
Shireen FatemiDepartment of Endocrinology, Kaiser Permanente Southern California, Panorama City, CA 91402, United States.
Bryce A BeslerO.N. Diagnostics LLC, Berkeley, CA 94704, United States.
David C LeeO.N. Diagnostics LLC, Berkeley, CA 94704, United States.ORCID 0009-0006-4486-331X
David L KopperdahlO.N. Diagnostics LLC, Berkeley, CA 94704, United States.ORCID 0000-0001-6127-5145

Funding

Clinical Biomechanics of Hip FractureR01AR074958 · NIAMS · O. N. DIAGNOSTICS, LLC · PI KOPPERDAHL, DAVID · 2020 to 2022
$1.8M
NIAMS NIH HHS R01 AR074958NIH HHS R01 AR074958
6 · The paper itself

Abstract

With the goal of preventing more hip fractures, a next generation of the VirtuOst Biomechanical Computed Tomography (BCT) test was developed that integrates measurements from a clinical CT scan related to fall risk, impact force, and femoral strength, the three main determinants of hip fracture. Here, we introduce the test and validate it against BMD and FRAX. Our source population from a large healthcare system comprised of 341364 patients (≥65 yr) with an abdominal-pelvic CT during care. Using data from 3035 patients (1790 with hip fracture), we developed a "BCT Risk Score" (range: 0-100) having input risk factors of age, femoral strength, ratio of trabecular/cortical BMD, muscle area, intramuscular fat, FN volume, hip width, and posterior fat thickness. In a geographically distinct set of 2124 patients (1293 with hip fracture), we then compared the BCT Risk Score against a DXA-equivalent hip BMD T-score (lowest hip value, measured from the CT scan by VirtuOst) and FRAX hip fracture risk (with BMD but without parental fracture history) for predicting a first incident hip fracture within 5 yr. For the women, the c-statistic for predicting fracture was higher for BCT (0.89, 95% CI: 0.87-0.90) than for BMD (0.81, 0.79-0.84) or FRAX (0.85, 0.83-0.87). Using binary thresholds to identify high-risk patients, sensitivity for BCT (Risk Score ≥ 75) was higher than for BMD (T-score ≤ -2.5) and FRAX (hip risk ≥ 3.0%): 81.4% vs 47.8% vs 75.9%, respectively; positive predictive values confirmed comparable high-risk status (BCT 13.6% vs BMD 15.3% vs FRAX 12.7%). Similar trends were observed for the men, 2-yr outcomes, and identifying very-high-risk patients. We conclude that, compared to both BMD and FRAX, the integrative BCT test better predicted hip fracture and its high sensitivity should improve fracture prevention.

Indexed as

Hip FracturesTomography, X-Ray ComputedAgedAged, 80 and overBiomechanical PhenomenaBone DensityFemaleHumansMaleRisk FactorsBMDbone strengthfracture riskhip fracturemuscleosteoporosis

Identifiers

PMID41045141
PMCPMC13135088

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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.