Natural Interaction Lab, Thom Building, Department of Engineering, University of Oxford, Oxford, United Kingdom.
J Clin Sleep Med. 2022 Mar 1;18(3):871-876. doi: 10.5664/jcsm.9744.
The clinical performance of home sleep apnea tests (HSATs) can be described by their (diagnostic) accuracy, defined as the percentage agreement with the obstructive sleep apnea severity category (normal, mild, moderate, and severe) based on polysomnography. Rather than reporting on accuracy, there has been a strong reliance in the literature to report correlation coefficients between the apnea-hypopnea index of HSATs and polysomnography to support claims of diagnostic performance. This is surprising, as it has been well described that correlation coefficients are inadequate to evaluate equivalence between 2 parameters. The aim of this study was to systematically investigate the magnitude of the discrepancies between correlation coefficients and diagnostic accuracy reported in or retrievable from HSAT validation studies.
We compared the discrepancy between accuracy and apnea-hypopnea index correlation coefficients of all validation papers that met the inclusion criteria. A total of 20 papers were retained, representing a participant pool of 1,652.
The weighted average apnea-hypopnea index correlation across all 20 papers was 0.82 and the weighted average accuracy was 0.61, highlighting a discrepancy of 0.21 and an overall misdiagnosis rate of 39%.
The results of our study confirm the need for increased scientific rigor in selecting primary performance endpoints to support clinical performance claims of HSATs.
Massie F, Van Pee B, Bergmann J. Correlations between home sleep apnea tests and polysomnography outcomes do not fully reflect the diagnostic accuracy of these tests. . 2022;18(3):871-876.
家用睡眠呼吸暂停测试(HSAT)的临床性能可以通过其(诊断)准确性来描述,这是指根据多导睡眠图将其与阻塞性睡眠呼吸暂停严重程度类别(正常、轻度、中度和重度)的百分比一致。与其报告准确性,文献中强烈依赖于报告 HSAT 的呼吸暂停低通气指数与多导睡眠图之间的相关系数,以支持诊断性能的主张。这令人惊讶,因为已经很好地描述了相关系数不足以评估两个参数之间的等效性。本研究的目的是系统地调查在 HSAT 验证研究中报告或可从中检索到的相关性系数与诊断准确性之间差异的幅度。
我们比较了符合纳入标准的所有验证论文的准确性和呼吸暂停低通气指数相关性之间的差异。共保留了 20 篇论文,代表了 1652 名参与者的样本池。
所有 20 篇论文的加权平均呼吸暂停低通气指数相关性为 0.82,加权平均准确性为 0.61,突出了 0.21 的差异和 39%的总体误诊率。
我们研究的结果证实,需要提高选择主要性能终点的科学严谨性,以支持 HSAT 临床性能主张。
Massie F、Van Pee B、Bergmann J. 家用睡眠呼吸暂停测试与多导睡眠图结果之间的相关性并不能完全反映这些测试的诊断准确性。 2022;18(3):871-876.