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The harmonic mean χ~2-test to substantiate scientific findings

机译:谐波意味着χ〜2-test证实科学发现

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Statistical methodology plays a crucial role in drug regulation. Decisions by the US Food and Drug Administration or European Medicines Agency are typically made based on multiple primary studies testing the same medical product, where the two-trials rule is the standard requirement, despite shortcomings. A new approach is proposed for this task based on the harmonic mean of the squared study-specific test statistics. Appropriate scaling ensures that, for any number of independent studies, the null distribution is a χ~2-distribution with 1 degree of freedom. This gives rise to a new method for combining one-sided p-values and calculating confidence intervals for the overall treatment effect. Further properties are discussed and a comparison with the two-trials rule is made, as well as with alternative research synthesis methods. An attractive feature of the new approach is that a claim of success requires each study to be convincing on its own to a certain degree depending on the overall level of significance and the number of studies. The new approach is motivated by and applied to data from five clinical trials investigating the effect of carvedilol for the treatment of patients with moderate to severe heart failure.
机译:统计方法在药物调节中发挥着至关重要的作用。美国食品和药物管理局或欧洲药物局的决定通常根据多次初级研究制作,测试同一医疗产品,两项试验规则是标准要求,尽管缺点。基于Squared School特定测试统计数据的谐波平均值提出了一种新方法。适当的缩放可确保对于任何数量的独立研究,空分布是具有1自由度的χ〜2分布。这引起了一种新的方法,用于组合单侧p值并计算整个治疗效果的置信区间。讨论了进一步的性质,并进行了与双试验规则的比较,以及替代研究合成方法。新方法的一个有吸引力的特点是,成功的索赔要求每项研究要求在一定程度上令人信服,这取决于总体意义和研究人数。新方法是由五项临床试验的数据激励和应用于调查卡维地洛对治疗中度至严重心力衰竭患者的疗效的数据。

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