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On the association between statin and fracture: a Bayesian consideration
Nguyen D Nguyen1, Claire Y Wang, John A Eisman
1Bone and Mineral Research Program, Garvan Institute of Medical Research, St Vincent's Hospital, 384 Victoria Street, Darlinghurst, Sydney, NSW 2010, Australia.
Statin use significantly reduces hip fracture risk, with Bayesian analysis showing a 99.5% probability of at least a 20% reduction. However, the effect on non-vertebral fractures remains uncertain.
Area of Science:
- Pharmacology
- Epidemiology
- Biostatistics
Background:
- Conflicting evidence exists regarding statin use and fracture risk.
- Previous studies have yielded inconsistent findings on this association.
- This study employed a Bayesian approach to synthesize existing data and address potential biases.
Purpose of the Study:
- To re-evaluate the association between statin use and fracture risk using a Bayesian framework.
- To combine evidence from observational studies and randomized controlled trials (RCTs).
- To assess the robustness of the association considering potential biases.
Main Methods:
- A meta-analysis was conducted using both empirical and fully Bayesian random-effects models.
- Data from 11 observational studies and 4 RCTs were synthesized.
- Bayesian analysis was utilized to account for uncertainty and potential biases.
Main Results:
- Empirical Bayesian analysis indicated statin use reduced hip fracture risk (OR=0.57) and non-vertebral fracture risk (OR=0.69).
- Fully Bayesian meta-analysis confirmed the reduction in hip fracture risk (OR=0.56) but showed less certainty for non-vertebral fractures (OR=0.77).
- The probability of a ≥20% reduction in hip fracture risk was 0.995, versus 0.61 for non-vertebral fractures, even with a 20% bias adjustment.
Conclusions:
- Bayesian analysis strongly supports that statin use reduces hip fracture risk.
- The association between statin use and non-vertebral fracture risk remains inconclusive.
- The presented Bayesian approach offers a method for updating evidence as new data emerge.
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