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A confidence interval for the maximal mean QT interval change caused by drug effect

机译:由药物作用引起的最大平均QT间隔变化的置信区间

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A statistical problem of primary interest in a thorough QT/QTc study is that of deciding if a drug is noninferior to placebo in terms of QT/QTc prolongation. A standard way of approaching this problem is to construct a 90% two-sided (or a 95% one-sided) confidence interval, using the t distribution, at each time point in the study for the difference in mean QTc between drug and placebo and to conclude that the drug is noninferior to placebo if the upper end points of all of these confidence intervals is less than a prespecified constant, such as 10 ms. Under standard normality assumptions, this procedure corresponds to both an intersection-union test and the likelihood ratio test of size .05. It is not without its drawbacks, however. It is conservative in that the probability of a type I error may be smaller than the intended level .05. it is also biased, which means that the power function, for some values of parameters in the alternative space, takes values less than .05. The May 12, 2005, draft of the International Conference on Harmonisation E14 guidance states: "a negative 'thorough QT/QTc study' is one in which the upper bound of the 95% one-sided confidence interval for the largest time-matched mean effect of the drug on the QTc interval excludes 10 ms." in this article, we show how an approximate confidence interval can be constructed for the largest difference in population mean QT/QTc between drug and placebo. The interval is approximate in the sense that, as sample sizes increase, the asymptotic probability of coverage is at least as large as intended. The results of simulations on a proposed one-sided 95% confidence interval are provided and discussed. Situations in which this interval works well, and does not work well, are delineated. Copyright & 2006 Drug Information Association, Inc.
机译:全面QT / QTc研究中最主要的统计问题是确定药物在QT / QTc延长方面是否不逊于安慰剂。解决此问题的标准方法是在研究的每个时间点使用t分布构建90%的双向置信区间(或95%的单侧),以求出药物和安慰剂之间的平均QTc差异并且得出结论,如果所有这些置信区间的上端点小于预定常数(例如10 ms),则该药物不劣于安慰剂。在标准正态性假设下,此过程既对应于交集联合检验,也适用于大小为.05的似然比检验。但是,它并非没有缺点。保守的是,I型错误的可能性可能小于预期的0.05。它也是有偏的,这意味着对于替代空间中某些参数值,幂函数的值小于0.05。 2005年5月12日,国际协调会议E14指导意见草案指出:“一项否定的“全面QT / QTc研究”是最大时间匹配均值的95%单边置信区间的上限药物对QTc间隔的影响不包括10毫秒。”在本文中,我们展示了如何为药物和安慰剂之间的总体平均QT / QTc最大差异构建近似的置信区间。该间隔是近似的,即随着样本数量的增加,覆盖的渐近概率至少与预期的一样大。提供并讨论了在建议的单边95%置信区间上的仿真结果。描述了此间隔有效且无效的情况。版权所有&2006 Drug Information Association,Inc.

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