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Test Equality between Three Treatments under an Incomplete Block Crossover Design

机译:不完全块交叉设计下三种处理之间的测试均等性

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Under a random effects linear additive risk model, we compare two experimental treatments with a placebo in continuous data under an incomplete block crossover trial. We develop three test procedures for simultaneously testing equality between two experimental treatments and a placebo, as well as interval estimators for the mean difference between treatments. We apply Monte Carlo simulations to evaluate the performance of these test procedures and interval estimators in a variety of situations. We note that the bivariate test procedure accounting for the dependence structure based on the F-test is preferable to the other two procedures when there is only one of the two experimental treatments has a non-zero effect vs. the placebo. We note further that when the effects of the two experimental treatments vs. a placebo are in the same relative directions and are approximately of equal magnitude, the summary test procedure based on a simple average of two weighted-least-squares (WLS) estimators can outperform the other two procedures with respect to power. When one of the two experimental treatments has a relatively large effect vs. the placebo, the univariate test procedure with using Bonferroni's equality can be still of use. Finally, we use the data about the forced expiratory volume in 1 s (FEV1) readings taken from a double-blind crossover trial comparing two different doses of formoterol with a placebo to illustrate the use of test procedures and interval estimators proposed here.
机译:在随机效应线性加性风险模型下,我们在一项不完全的嵌段交叉试验下,在连续数据中比较了两种使用安慰剂的实验治疗方法。我们开发了三种测试程序,用于同时测试两种实验治疗方法和安慰剂之间的相等性,以及间隔估计值用于治疗方法之间的平均差异。我们应用蒙特卡洛模拟来评估这些测试程序和区间估计器在各种情况下的性能。我们注意到,考虑到基于F检验的依存关系结构的双变量检验程序比其他两个程序更可取,这是因为两种实验方法中只有一种与安慰剂相比具有非零作用。我们进一步注意到,当两种实验方法相对于安慰剂的效果在相同的相对方向上且近似相等时,基于两个加权最小二乘(WLS)估计量的简单平均值的汇总测试程序可以在电源方面胜过其他两个过程。当两种实验方法之一相对于安慰剂具有相对较大的疗效时,使用Bonferroni等式的单变量测试程序仍然可以使用。最后,我们使用双盲交叉试验获得的有关1 s内呼气量(FEV1)读数的数据,该试验比较了两种不同剂量的福莫特罗与安慰剂,以说明此处提出的测试程序和间隔估计量的使用。

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