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Optimizing statin treatment decisions for diabetes patients in the presence of uncertain future adherence

机译:在未来不确定依从性的情况下优化糖尿病患者的他汀类药物治疗决策

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Background. Statins are an important part of the treatment plan for patients with type 2 diabetes. However, patients who are prescribed statins often take less than the prescribed amount or stop taking the drug altogether. This suboptimal adherence may decrease the benefit of statin initiation. Objective. To estimate the influence of adherence on the optimal timing of statin initiation for patients with type 2 diabetes. Method. The authors use a Markov decision process (MDP) model to optimize the treatment decision for patients with type 2 diabetes. Their model incorporates a Markov model linking adherence to treatment effectiveness and long-term health outcomes. They determine the optimal time of statin initiation that minimizes expected costs and maximizes expected quality-adjusted life years (QALYs). Results. In the long run, approximately 25% of patients remain highly adherent to statins. Based on the MDP model, generic statins lower costs in men and result in a small increase in costs in women relative to no treatment. Patients are able to noticeably increase their expected QALYs by 0.5 to 2 years depending on the level of adherence. Conclusions. Adherence-improving interventions can increase expected QALYs by as much as 1.5 years. Given suboptimal adherence to statins, it is optimal to delay the start time for statins; however, changing the start time alone does not lead to significant changes in costs or QALYs.
机译:背景。他汀类药物是2型糖尿病患者治疗计划的重要组成部分。但是,服用他汀类药物的患者通常服用少于处方量的药物或完全停止服用药物。这种次优的依从性可能会降低他汀类药物启动的益处。目的。评估依从性对2型糖尿病患者他汀类药物起始最佳时机的影响。方法。作者使用马尔可夫决策过程(MDP)模型来优化2型糖尿病患者的治疗决策。他们的模型结合了将依从性与治疗效果和长期健康结果联系起来的马尔可夫模型。他们确定了他汀类药物起始的最佳时间,该时间可将预期成本降至最低,并将预期质量调整生命年(QALYs)最大化。结果。从长远来看,约有25%的患者仍然高度依赖他汀类药物。基于MDP模型,与未经治疗相比,通用他汀类药物降低了男性的花费,并导致女性的花费略有增加。根据依从程度,患者能够显着提高其预期QALY 0.5至2年。结论坚持坚持措施可以使预期的QALY增加1.5年。如果对他汀类药物的依从性不佳,则最好延迟他汀类药物的启动时间;但是,仅更改开始时间并不会导致成本或QALY的重大变化。

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