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免疫原性检测中界值分析的统计学方法和工具。

Statistical methods and tool for cut point analysis in immunogenicity assays.

机构信息

Abbvie Inc, One North Waukegan Road, North Chicago, IL 60064, United States.

出版信息

J Immunol Methods. 2013 Mar 29;389(1-2):79-87. doi: 10.1016/j.jim.2012.12.008. Epub 2013 Jan 7.

Abstract

Administration of biopharmaceutical products can generate immune response that may severely impact the safety or efficacy of the products. Immunogenicity evaluation, required by regulatory agencies, relies on well developed and validated assays. Key to such assay development is the determination of a cut point during assay validation. Although many methods have been suggested in literature, they are either too complicated to be of practical use by scientists without ready assistance of statisticians or lacking statistical justification. In this paper, we discuss statistical considerations on cut point analysis in immunogenicity assay validation, with a focus on data normalization, outlier detection, and cut point calculation. Also provided is a statistical procedure for cut point determination which maintains a good balance between statistical rigor and implementation simplicity. To facilitate the implementation of the procedure, a software tool is developed, using R language, to automate the proposed process. Taken together the proposed approach renders scientists a practical guide for cut point determination.

摘要

生物制药产品的给药可能会产生免疫反应,从而严重影响产品的安全性或疗效。监管机构要求进行免疫原性评估,这依赖于经过充分开发和验证的检测方法。此类检测方法开发的关键是在检测验证过程中确定一个截止值。虽然文献中已经提出了许多方法,但它们要么过于复杂,没有统计学家的现成帮助,科学家们难以实际使用,要么缺乏统计学依据。本文讨论了免疫原性检测验证中截止值分析的统计学考虑因素,重点是数据归一化、异常值检测和截止值计算。还提供了一种用于确定截止值的统计程序,该程序在统计严谨性和实施简单性之间取得了良好的平衡。为了便于实施该程序,使用 R 语言开发了一个软件工具,以自动执行建议的过程。综上所述,所提出的方法为确定截止值提供了一个实用的指南,供科学家参考。

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