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《有界结局评分数据分析方法比较》

On the Comparison of Methods in Analyzing Bounded Outcome Score Data.

机构信息

Clinical Pharmacology and Pharmacometrics, Janssen Research & Development, LLC, 1400 McKean Road, PO Box 776, Spring House, Pennsylvania, 19477, USA.

出版信息

AAPS J. 2019 Aug 26;21(6):102. doi: 10.1208/s12248-019-0370-6.

DOI:10.1208/s12248-019-0370-6
PMID:31451952
Abstract

Clinical trial endpoints often take the form of bounded outcome scores (BOS) which report a discrete set of values on a finite range. Conceptually such endpoints are ordered categorical in nature, but in practice they are often analyzed as continuous variables, which may result in data range violations and difficulties to handle data skewness. Analysis methods dedicated for BOS data have been proposed; however, much confusion exists among pharmacometricians on how to compare the possible methods. This commentary reviews the main methods used in pharmacometrics applications and discusses their theoretical and practical comparisons. The expected performance of some conceptually appealing methods in different situations is discussed, and a guideline is provided on selecting analysis methods in practice.

摘要

临床试验终点通常采用有界结局评分(BOS)的形式,报告有限范围内的离散取值。从概念上讲,此类终点在性质上是有序分类的,但实际上它们通常被分析为连续变量,这可能导致数据范围违规和处理数据偏度的困难。已经提出了专门用于 BOS 数据的分析方法;然而,在如何比较可能的方法方面,药物计量学家之间仍然存在很多混淆。本评论回顾了药物计量学应用中使用的主要方法,并讨论了它们的理论和实际比较。讨论了一些在不同情况下从概念上吸引人的方法的预期性能,并提供了在实践中选择分析方法的指南。

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A Bounded Integer Model for Rating and Composite Scale Data.用于评分和复合量表数据的有界整数模型。
AAPS J. 2019 Jun 6;21(4):74. doi: 10.1208/s12248-019-0343-9.
2
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J Pharmacokinet Pharmacodyn. 2018 Dec;45(6):803-816. doi: 10.1007/s10928-018-9610-0. Epub 2018 Oct 30.
3
Modeling continuous response variables using ordinal regression.
在斑块状银屑病患者中采用零膨胀贝塔分布分析 TYK2/JAK1 抑制剂布罗美替尼的暴露-反应关系。
J Pharmacokinet Pharmacodyn. 2024 Jun;51(3):265-277. doi: 10.1007/s10928-024-09901-2. Epub 2024 Mar 3.
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Applying Beta Distribution in Analyzing Bounded Outcome Score Data.应用 Beta 分布分析有界结局评分数据。
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Improvement in latent variable indirect response modeling of multiple categorical clinical endpoints: application to modeling of guselkumab treatment effects in psoriatic patients.多分类临床终点潜在变量间接反应模型的改进:在银屑病患者中司库奇尤单抗治疗效果建模的应用
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