协变量特异性重叠系数(OVL)的置信区间。

IF 1.2 4区 医学 Q4 PHARMACOLOGY & PHARMACY
M Carmen Pardo, Alba M Franco-Pereira, Benjamin Reiser, Christos T Nakas
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引用次数: 0

摘要

重叠系数(OVL)通过两个分布函数的重叠面积来量化两个分布之间的相似性。它已经在各种不同的背景下的文献中进行了讨论。测试治疗生物等效性的一种方法是测量个体对治疗反应分布的重叠。在某些情况下,协变量可以显著影响分布重叠。本文利用线性回归和可能的Box-Cox变换,开发了一个协变量特定的OVL估计量。提出了协变量特异性OVL的基于bootstrap的置信区间,并通过大量仿真对其进行了评估。该方法使用手指餐后血糖测量作为糖尿病患者年龄调整的生物标志物进行说明。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Confidence intervals for the covariate-specific overlap coefficient (OVL).

The overlap coefficient (OVL) quantifies the similarity between two distributions through the overlapping area of their distribution functions. It has been discussed in the literature in a variety of different contexts. One approach for testing the bioequivalence of treatments is to measure the overlap of the distributions of individual responses to therapy. In some situations, covariates can significantly influence distributional overlap. This paper develops a covariate-specific OVL estimator using linear regression with a possible Box-Cox transformation. Bootstrap-based confidence intervals for the covariate-specific OVL are proposed and evaluated through extensive simulations. The methodology is illustrated using fingerstick post-prandial blood glucose measurements as a biomarker for diabetes patients adjusted for age.

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来源期刊
Journal of Biopharmaceutical Statistics
Journal of Biopharmaceutical Statistics 医学-统计学与概率论
CiteScore
2.50
自引率
18.20%
发文量
71
审稿时长
6-12 weeks
期刊介绍: The Journal of Biopharmaceutical Statistics, a rapid publication journal, discusses quality applications of statistics in biopharmaceutical research and development. Now publishing six times per year, it includes expositions of statistical methodology with immediate applicability to biopharmaceutical research in the form of full-length and short manuscripts, review articles, selected/invited conference papers, short articles, and letters to the editor. Addressing timely and provocative topics important to the biostatistical profession, the journal covers: Drug, device, and biological research and development; Drug screening and drug design; Assessment of pharmacological activity; Pharmaceutical formulation and scale-up; Preclinical safety assessment; Bioavailability, bioequivalence, and pharmacokinetics; Phase, I, II, and III clinical development including complex innovative designs; Premarket approval assessment of clinical safety; Postmarketing surveillance; Big data and artificial intelligence and applications.
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