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Comparisons of outlier tests for potency bioassays

机译:效力生物测定的异常试验比较

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Summary Potency bioassays are used to measure biological activity. Consequently, potency is considered a critical quality attribute in manufacturing. Relative potency is measured by comparing the concentration‐response curves of a manufactured test batch with that of a reference standard. If the curve shapes are deemed similar, the test batch is said to exhibit constant relative potency with the reference standard, a critical requirement for calibrating the potency of the final drug product. Outliers in bioassay potency data may result in the false acceptance/rejection of a bad/good sample and, if accepted, may yield a biased relative potency estimate. To avoid these issues, the USP1032 recommends the screening of bioassay data for outliers prior to performing a relative potency analysis. In a recently published work, the effects of one or more outliers, outlier size, and outlier type on similarity testing and estimation of relative potency were thoroughly examined, confirming the USP1032 outlier guidance. As a follow‐up, several outlier detection methods, including those proposed by the USP1010, are evaluated and compared in this work through computer simulation. Two novel outlier detection methods are also proposed. The effects of outlier removal on similarity testing and estimation of relative potency were evaluated, resulting in recommendations for best practice.
机译:效价生物测定用于测量生物活性。因此,效力被认为是制造业的一个关键质量属性。通过比较生产的试验批次与参考标准品的浓度响应曲线来测量相对效力。如果曲线形状相似,则称试验批次与参考标准具有恒定的相对效力,这是校准最终药物效力的关键要求。生物测定效价数据中的异常值可能会导致错误接受/拒绝不良/良好样本,如果接受,可能会产生有偏差的相对效价估计。为了避免这些问题,USP;1032;建议在进行相对效力分析之前,筛选生物测定数据中的异常值。在最近发表的一项工作中,彻底检查了一个或多个异常值、异常值大小和异常值类型对相似性测试和相对效力估计的影响,证实了USP;1032;异常值指导。作为后续行动,我们将介绍几种异常值检测方法,包括USP;1010;,本文通过计算机模拟对这些方法进行了评价和比较。本文还提出了两种新的离群点检测方法。评估了剔除异常值对相似性测试和相对效力估计的影响,从而得出最佳实践的建议。

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