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通过集中趋势测量提高夜间脉搏血氧饱和度在阻塞性睡眠呼吸暂停检测中的诊断能力。

Improving diagnostic ability of blood oxygen saturation from overnight pulse oximetry in obstructive sleep apnea detection by means of central tendency measure.

作者信息

Alvarez Daniel, Hornero Roberto, García María, del Campo Félix, Zamarrón Carlos

机构信息

E.T.S.I. de Telecomunicación, University of Valladolid, and Hospital del Río Hortega, Servicio de Neumología, Valladolid, Spain.

出版信息

Artif Intell Med. 2007 Sep;41(1):13-24. doi: 10.1016/j.artmed.2007.06.002. Epub 2007 Jul 23.

Abstract

OBJECTIVES

Nocturnal pulse oximetry is a widely used alternative to polysomnography (PSG) in screening for obstructive sleep apnea (OSA) syndrome. Several oximetric indexes have been derived from nocturnal blood oxygen saturation (SaO2). However, they suffer from several limitations. The present study is focused on the usefulness of nonlinear methods in deriving new measures from oximetry signals to improve the diagnostic accuracy of classical oximetric indexes. Specifically, we assessed the validity of central tendency measure (CTM) as a screening test for OSA in patients clinically suspected of suffering from this disease.

MATERIALS AND METHODS

We studied 187 subjects suspected of suffering from OSA referred to the sleep unit. A nocturnal pulse oximetry study was applied simultaneously to a conventional PSG. Three different index groups were compared. The first one was composed by classical indexes provided by our oximeter: oxygen desaturation indexes (ODIs) and cumulative time spent below a saturation of 90% (CT90). The second one was formed by indexes derived from a nonlinear method previously studied by our group: approximate entropy (ApEn). The last one was composed by indexes derived from a CTM analysis.

RESULTS

For a radius in the scatter plot equal to 1, CTM values corresponding to OSA positive patients (0.30+/-0.20, mean+/-S.D.) were significantly lower (p<<0.001) than those values from OSA negative subjects (0.71+/-0.18, mean+/-S.D.). CTM was significantly correlated with classical indexes and indexes from ApEn analysis. CTM provided the highest correlation with the apnea-hipopnea index AHI (r=-0.74, p<0.0001). Moreover, it reached the best results from the receiver operating characteristics (ROC) curve analysis, with 90.1% sensitivity, 82.9% specificity, 88.5% positive predictive value, 85.1% negative predictive value, 87.2% accuracy and an area under the ROC curve of 0.924. Finally, the AHI derived from the quadratic regression curve for the CTM showed better agreement with the AHI from PSG than classical and ApEn derived indexes.

CONCLUSION

The results suggest that CTM could improve the diagnostic ability of SaO2 signals recorded from portable monitoring. CTM could be a useful tool for physicians in the diagnosis of OSA syndrome.

摘要

目的

夜间脉搏血氧饱和度测定法是多导睡眠图(PSG)在阻塞性睡眠呼吸暂停(OSA)综合征筛查中广泛使用的替代方法。几种血氧测定指标已从夜间血氧饱和度(SaO2)得出。然而,它们存在一些局限性。本研究聚焦于非线性方法在从血氧测定信号中推导新指标以提高经典血氧测定指标诊断准确性方面的实用性。具体而言,我们评估了中心趋势度量(CTM)作为临床疑似患有该疾病患者OSA筛查试验的有效性。

材料与方法

我们研究了187名疑似患有OSA并转诊至睡眠科的受试者。同时对其进行夜间脉搏血氧饱和度测定研究和传统PSG检查。比较了三组不同的指标。第一组由我们的血氧仪提供的经典指标组成:氧饱和度下降指数(ODIs)和低于90%饱和度的累计时间(CT90)。第二组由我们团队先前研究的非线性方法得出的指标组成:近似熵(ApEn)。最后一组由CTM分析得出的指标组成。

结果

对于散点图半径等于1的情况,OSA阳性患者的CTM值(0.30±0.20,均值±标准差)显著低于(p<<0.001)OSA阴性受试者的值(0.71±0.18,均值±标准差)。CTM与经典指标以及ApEn分析得出的指标显著相关。CTM与呼吸暂停低通气指数AHI的相关性最高(r = -0.74,p<0.0001)。此外,在受试者操作特征(ROC)曲线分析中它取得了最佳结果,灵敏度为90.1%,特异度为82.9%,阳性预测值为88.5%,阴性预测值为85.1%,准确率为87.2%,ROC曲线下面积为0.924。最后,从CTM的二次回归曲线得出的AHI与PSG得出的AHI的一致性比经典指标和ApEn得出的指标更好。

结论

结果表明CTM可提高从便携式监测记录的SaO2信号的诊断能力。CTM可能是医生诊断OSA综合征的有用工具。

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