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生物等效性试验中异常受试者和异常记录的检查。

Examining outlying subjects and outlying records in bioequivalence trials.

作者信息

Wang Wenping, Chow Shein-Chung

机构信息

Pharsight Corporation, Mountain View, California 94040, USA.

出版信息

J Biopharm Stat. 2003 Feb;13(1):43-56. doi: 10.1081/BIP-120017725.

Abstract

The problem of detecting outliers in bioequivalence trials is considered. We formulate the problem as a hypothesis-testing problem under a mean-shift model and propose a test procedure based on the likelihood function. The test statistic has two components: one is to detect whether a specific pharmacokinetic measurement of a subject for certain formulation/drug product is an outlying value; the other is to test whether a subject as a whole is an outlying subject (with unusual high or low bioavailability for all formulations/drug products). Under normality assumption, the proposed procedure is most powerful. The small sample distribution of the proposed test statistic is derived. A numerical example illustrates the use of the procedure. The proposed test is then compared in a simulation study against the Hotelling T2 test, recommended by Liu and Weng (1991) for the use of outlier detection in bioequivalence studies. The results from the simulation study show that the proposed test is more powerful than the Hotelling T2 test.

摘要

考虑了生物等效性试验中异常值检测的问题。我们将该问题表述为均值漂移模型下的假设检验问题,并基于似然函数提出了一种检验方法。检验统计量有两个部分:一个是检测某一受试者对于特定制剂/药品的特定药代动力学测量值是否为异常值;另一个是检验作为整体的某一受试者是否为异常受试者(对于所有制剂/药品具有异常高或低的生物利用度)。在正态性假设下,所提出的方法是最具功效的。推导了所提出的检验统计量的小样本分布。一个数值例子说明了该方法的使用。然后在模拟研究中将所提出的检验与刘和翁(1991年)推荐用于生物等效性研究中异常值检测的霍特林T2检验进行比较。模拟研究的结果表明,所提出的检验比霍特林T2检验更具功效。

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