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重新审视麦克尼马尔卡方检验:比较诊断检查的敏感性和特异性。

McNemar chi2 test revisited: comparing sensitivity and specificity of diagnostic examinations.

作者信息

Trajman A, Luiz R R

机构信息

Gama Filho University, School of Medicine, Rio de Janeiro, Brazil.

出版信息

Scand J Clin Lab Invest. 2008;68(1):77-80. doi: 10.1080/00365510701666031.

Abstract

When evaluating a novel diagnostic examination for clinical use, it should be compared with a reference standard, defined as the best available examination, which may include clinical and laboratory criteria. The novel examination and reference standard's results are usually presented in the form of a 2 x 2 table, which allows calculation of sensitivity, specificity and accuracy. It has been recommended that the measures of statistical uncertainty should be reported, such as the 95% confidence interval, when evaluating the accuracy of diagnostic examinations. Comparing the difference in sensitivity or specificity of a novel examination with the reference standard is important when evaluating its usefulness. The McNemar chi(2) test, used to compare discordance of two dichotomous responses, can be applied for this purpose. However, applying the McNemar test to a 2 x 2 table for comparing the accuracy of examinations is not recommended, since this test is sensitive to the proportion of positive versus negative subjects. Moreover, if the novel examination has higher sensitivity than the one considered as the reference standard, constructing a classic 2 x 2 table would result in low specificity of the novel examination. Thus, in order to compare sensitivities and specificities between examinations, this table is inappropriate and an independent reference standard is necessary. In this article, we propose the use of the McNemar chi(2) test to compare sensitivities between examinations using a 2 x 2 table exclusively among diseased patients, defined by a set of criteria and follow-up of patients. Likewise, specificities can be compared applying the McNemar test among healthy individuals.

摘要

在评估一种用于临床的新型诊断检查时,应将其与参考标准进行比较,参考标准被定义为现有的最佳检查,可能包括临床和实验室标准。新型检查和参考标准的结果通常以2×2表格的形式呈现,通过该表格可以计算敏感性、特异性和准确性。有人建议,在评估诊断检查的准确性时,应报告统计不确定性的度量,如95%置信区间。在评估新型检查的实用性时,比较其与参考标准在敏感性或特异性上的差异很重要。用于比较两种二分反应不一致性的McNemar卡方检验可用于此目的。然而,不建议将McNemar检验应用于2×2表格以比较检查的准确性,因为该检验对阳性与阴性受试者的比例敏感。此外,如果新型检查的敏感性高于被视为参考标准的检查,构建经典的2×2表格会导致新型检查的特异性较低。因此,为了比较不同检查之间的敏感性和特异性,该表格不合适,需要一个独立的参考标准。在本文中,我们建议使用McNemar卡方检验,通过专门在由一组标准和患者随访定义的患病患者中使用2×2表格来比较不同检查之间的敏感性。同样,可以在健康个体中应用McNemar检验来比较特异性。

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