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在经济模型中使用随机对照试验证据:哪些信息是相关的,以及做出决策需要多少样本数据?

Using Evidence from Randomised Controlled Trials in Economic Models: What Information is Relevant and is There a Minimum Amount of Sample Data Required to Make Decisions?

机构信息

School of Health and Related Research, University of Sheffield, Sheffield, UK.

出版信息

Pharmacoeconomics. 2018 Oct;36(10):1135-1141. doi: 10.1007/s40273-018-0681-y.

Abstract

Evidence from randomised controlled trials (RCTs) is used to support regulatory approval and reimbursement decisions. I discuss how these decisions are typically made and argue that the amount of sample data and regulatory authorities' concerns over multiplicity are irrelevant when making reimbursement decisions. Decision analytic models (DAMs) are usually necessary to meet the requirements of an economic evaluation. DAMs involve inputs relating to health benefits and resource use that represent unknown true population parameters. Evidence about parameters may come from a variety of sources, including RCTs, and uncertainty about parameters is represented by their joint posterior distribution. Any impact of multiplicity is mitigated through the prior distribution. I illustrate my perspective with three examples: the estimation of a treatment effect on a rare event; the number of RCTs available in a meta-analysis; and the estimation of population mean overall survival. I conclude by recommending that reimbursement decisions should be followed by an assessment of the value of sample information and the DAM revised structurally as necessary and to include any new sample data that may be generated.

摘要

随机对照试验(RCT)的证据被用于支持监管批准和报销决策。我讨论了这些决策通常是如何做出的,并认为在做出报销决策时,样本数据的数量和监管机构对多重性的担忧是不相关的。决策分析模型(DAMs)通常是满足经济评估要求所必需的。DAMs 涉及与健康效益和资源利用相关的输入,这些输入代表未知的真实人群参数。有关参数的证据可能来自多种来源,包括 RCT,并且参数的不确定性通过其联合后验分布来表示。通过先验分布可以减轻多重性的任何影响。我用三个例子来说明我的观点:对罕见事件的治疗效果的估计;荟萃分析中可用的 RCT 数量;以及人群平均总生存期的估计。最后,我建议在做出报销决策后,应评估样本信息的价值,并根据需要对 DAM 进行结构上的修订,并纳入可能生成的任何新的样本数据。

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