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March 13, 20260 citations

Predicting Fracture Risk After Non-Recent High Risk Fracture: Improving accuracy with simple modifiers to FRAX.

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CYCarrie YeSMS. MorinLLLisa M. Lix

Key Points

  • The aim is to evaluate whether non-recent high-risk fractures continue to increase long-term fracture risk beyond standard FRAX inputs.
  • Retrospective cohort study using Manitoba Bone Mineral Density Registry data.
  • Included adults aged 40+ who underwent their first DXA between 1996-2018.
  • Calculating 10-year probabilities for major osteoporotic and hip fractures using Canadian FRAX.
  • Utilizing Cox models adjusted for baseline FRAX probability to assess residual risk.
  • Applied a 2:1 train-test split for calculating recalibration multipliers.
  • FRAX underestimated major osteoporotic fracture risk related to non-recent vertebral and multiple fractures.
  • Observed-to-predicted ratios indicated a notable risk increase for hip fractures associated with non-recent multiple fractures.
  • Multipliers derived significantly improved risk estimation for both major osteoporotic and hip fractures.
  • Adjustments reclassified 13.3% to high-risk for major osteoporotic fractures and 3.5% for hip fractures.

Abstract

Prior fracture is among the strongest predictors of future osteoporotic fracture. However, the Fracture Risk Assessment Tool (FRAX®) incorporates it as a dichotomous variable, potentially obscuring important heterogeneity related to fracture site and multiplicity. Although recent (≤2-year) fractures are recognized as conferring imminent risk, it is unclear whether non-recent high-risk fractures (nrHRFs)-specifically hip, vertebral, or multiple fractures-continue to elevate long-term risk beyond that captured by standard FRAX inputs. In this population-based retrospective cohort study using the Manitoba Bone Mineral Density Registry linked to comprehensive provincial administrative health data, adults ≥40 years undergoing first DXA between 1996-2018 were included (N=88,653). Individuals who had a prior recent fracture (occurring less than 2 years prior to the index date) were excluded. Prior non-recent fractures (>2 years pre-index) were identified. Ten-year major osteoporotic fracture (MOF) and hip fracture probabilities were calculated using Canadian FRAX. Using Cox models adjusted for baseline FRAX probability, we evaluated residual risk associated with nrHRFs. A 2:1 train-test split was used to derive and internally validate recalibration multipliers based on observed-to-predicted fracture ratios incorporating competing risk of death. FRAX stratified fracture risk better in those without prior nrHRF compared to those with nrHRF. In the derivation cohort, despite including prior fracture as a FRAX input, observed-to-predicted ratios indicated underestimation of MOF risk for non-recent vertebral (1.32) and multiple fractures (1.34), and underestimation of hip fracture risk for non-recent multiple fractures (1.70). Derived multipliers (×1.3 for MOF; ×1.7 for hip fracture) demonstrated good calibration in the validation cohort. Applying adjustments reclassified 13.3% and 3.5% of individuals with prior nrHRFs into high-risk MOF and hip fracture categories, respectively. FRAX underestimates 10-year fracture risk in individuals with specific nrHRFs. Simple adjustment factors markedly improve calibration and enhance identification of patients who may benefit from fracture-preventive therapy.

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Cite This Study

Ye et al. (2026) studied this question.

synapsesocial.com/papers/69b3ac9002a1e69014cce627https://doi.org/10.1093/jbmr/zjag049
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Also Consider

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