Yang Harry, Novick Steven J, Zhao Wei
MedImmune LLC, One MedImmune Way, Gaithersburg, MD, USA.
GlaxoSmithKline Pharmaceuticals, Research Triangle Park, NC, USA.
Pharm Stat. 2015 Jul-Aug;14(4):332-40. doi: 10.1002/pst.1689. Epub 2015 May 12.
Under the Loewe additivity, constant relative potency between two drugs is a sufficient condition for the two drugs to be additive. Implicit in this condition is that one drug acts like a dilution of the other. Geometrically, it means that the dose-response curve of one drug is a copy of another that is shifted horizontally by a constant over the log-dose axis. Such phenomenon is often referred to as parallelism. Thus, testing drug additivity is equivalent to the demonstration of parallelism between two dose-response curves. Current methods used for testing parallelism are usually based on significance tests for differences between parameters in the dose-response curves of the monotherapies. A p-value of less than 0.05 is indicative of non-parallelism. The p-value-based methods, however, may be fundamentally flawed because an increase in either sample size or precision of the assay used to measure drug effect may result in more frequent rejection of parallel lines for a trivial difference. Moreover, similarity (difference) between model parameters does not necessarily translate into the similarity (difference) between the two response curves. As a result, a test may conclude that the model parameters are similar (different), yet there is little assurance on the similarity between the two dose-response curves. In this paper, we introduce a Bayesian approach to directly test the hypothesis that the two drugs have a constant relative potency. An important utility of our proposed method is in aiding go/no-go decisions concerning two drug combination studies. It is illustrated with both a simulated example and a real-life example.
在洛伊加法性原理下,两种药物之间恒定的相对效价是这两种药物具有相加性的充分条件。此条件隐含的意思是一种药物的作用类似于另一种药物的稀释。从几何角度来看,这意味着一种药物的剂量-反应曲线是另一种药物剂量-反应曲线在对数剂量轴上水平平移一个常数后的副本。这种现象通常被称为平行性。因此,测试药物相加性等同于证明两条剂量-反应曲线之间的平行性。目前用于测试平行性的方法通常基于对单一疗法剂量-反应曲线参数差异的显著性检验。p值小于0.05表明非平行性。然而,基于p值的方法可能存在根本缺陷,因为用于测量药物效应的样本量增加或测定精度提高,可能会导致对于微小差异更频繁地拒绝平行线假设。此外,模型参数之间的相似性(差异)不一定转化为两条反应曲线之间的相似性(差异)。因此,一项检验可能得出模型参数相似(不同)的结论,但对于两条剂量-反应曲线之间的相似性却几乎没有把握。在本文中,我们引入一种贝叶斯方法来直接检验两种药物具有恒定相对效价的假设。我们提出的方法的一个重要用途是协助进行关于两种药物联合研究的通过/不通过决策。文中通过一个模拟示例和一个实际示例对此进行了说明。