Why the study?
Fixed weighting ratios for intracranial hemorrhage relative to ischemic stroke in anticoagulation decision analyses cause age-related bias due to lifelong impact differences by life expectancy.
Does the use of dynamic, age-adjusted weighting ratios for QALYs lost to intracranial hemorrhage relative to ischemic stroke reduce age bias in anticoagulation decision analyses for patients with nonvalvular atrial fibrillation?
Does the use of dynamic, age-adjusted weighting ratios for QALYs lost to intracranial hemorrhage relative to ischemic stroke reduce age bias in anticoagulation decision analyses for patients with nonvalvular atrial fibrillation?
Using dynamic, age-adjusted weighting ratios for the impact of intracranial hemorrhage versus ischemic stroke can reduce age bias in anticoagulation decision-making for patients with nonvalvular atrial fibrillation.
Fixed ICH-to-stroke weighting ratios may bias anticoagulation decisions by age; modeling supports age-adjusted ratios in future analyses.
BACKGROUND: Anticoagulation decreases a patient's risk of ischemic stroke and increases the risk of hemorrhage. Decision analyses regarding anticoagulation therefore require that different outcomes be weighted in comparison to one another. Most decision analyses to date have weighted intracranial hemorrhage (ICH) as 1.5 times worse than ischemic stroke, but because death and disability have lifelong impact, the expected impact should vary by life expectancy. Therefore, a fixed weighting ratio leads to age-related bias decision analyses of anticoagulation. We aimed to quantify the relative impact of ICH and ischemic stroke and derive a ratio that allows decision analysis without microsimulation. METHODS: We created a microsimulation model to predict QALYs lost due to ICH and ischemic stroke. We then applied a meta-model to predict the ratio of QALYs lost from ICH relative to ischemic stroke. RESULTS: Previously-used weighting ratios (1.5) are close to our derived mean weighting ratio (1.60). However, the weighting ratio of QALYs lost from ICH relative to ischemic stroke is sensitive to age and discount rate. Patients at younger ages have higher mean weighting ratios, as do patients with higher discount rates. CONCLUSIONS: The ratio of QALYs lost to ICH relative to ischemic stroke varies with age and discount rate. We present a set of such ratios here for use in decision analyses that do not incorporate full microsimulation models. Use of weighting ratios that vary with age, rather than the current fixed ratios, has the potential to reduce age-based bias in decision-making regarding events with lifelong implications. In this case, use of dynamic ratios may change anticoagulation recommendations for patients with nonvalvular atrial fibrillation at relatively low stroke risk.
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Pappas et al. (2018) studied Nonvalvular atrial fibrillation (n=3,030,000). Intracranial hemorrhage vs. Ischemic stroke was evaluated on Ratio of QALYs lost to intracranial hemorrhage compared with ischemic stroke (Mean ratio 1.60).
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