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配对设计下比较诊断似然比的简单置信区间和区域公式。

Simple confidence interval and region formulas for comparing diagnostic likelihood ratios under a paired design.

机构信息

Department of Epidemiology and Biostatistics, College of Public Health, University of South Florida, Tampa, FL, USA.

出版信息

Biom J. 2021 Jun;63(5):1086-1095. doi: 10.1002/bimj.202000146. Epub 2021 Mar 19.

Abstract

A population-based paired design is often used for comparing the diagnostic likelihood ratios of two binary diagnostic tests. However, a case-control paired design, which involves the application of both diagnostic tests to two independent samples, is a good alternative study design especially when the disease is rare. Existing methods for comparing two diagnostic likelihood ratios have been mainly focused on the population-based paired design with little attention paid to the case-control paired design. In this paper, we derive a confidence interval formula for the relative diagnostic likelihood ratio (the ratio of two diagnostic likelihood ratios), which can be used for the comparison of two positive or negative diagnostic likelihood ratios separately. We also derive a confidence region formula for the two relative positive and negative diagnostic likelihood ratios, which allows simultaneous comparison of two positive and negative diagnostic likelihood ratios. The proposed confidence interval and region formulas are simple to compute and can be used for both population-based paired design and case-control paired designs. Simulation studies are used to assess the finite sample performance of the confidence interval and region formulas. The proposed methods are applied to a real data set on coronary artery disease and two diagnostic tests.

摘要

基于人群的配对设计常用于比较两种二项诊断测试的诊断似然比。然而,病例对照配对设计,它涉及到对两个独立样本应用两种诊断测试,是一个很好的替代研究设计,特别是当疾病很少见时。现有的比较两种诊断似然比的方法主要集中在基于人群的配对设计上,很少关注病例对照配对设计。在本文中,我们推导出一个相对诊断似然比(两个诊断似然比的比值)的置信区间公式,该公式可用于分别比较两个阳性或阴性诊断似然比。我们还推导出两个相对阳性和阴性诊断似然比的置信区间公式,允许同时比较两个阳性和阴性诊断似然比。提出的置信区间和区间公式计算简单,可用于基于人群的配对设计和病例对照配对设计。模拟研究用于评估置信区间和区间公式的有限样本性能。所提出的方法应用于冠心病和两种诊断测试的真实数据集。

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