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方差延迟模糊近似熵在阻塞性睡眠呼吸暂停患者自主神经系统波动分析中的应用

Application of the Variance Delay Fuzzy Approximate Entropy for Autonomic Nervous System Fluctuation Analysis in Obstructive Sleep Apnea Patients.

作者信息

Li Yifan, Wu Shan, Yang Quanan, Liu Guanzheng, Ge Leijiao

机构信息

Department of Biomedical Engineering, School of Biomedical Engineering, Sun Yat-sen University, Guangzhou 510275, China.

School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China.

出版信息

Entropy (Basel). 2020 Aug 21;22(9):915. doi: 10.3390/e22090915.

DOI:10.3390/e22090915
PMID:33286684
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7597154/
Abstract

Obstructive sleep apnea (OSA) is a fatal respiratory disease occurring in sleep. OSA can induce declined heart rate variability (HRV) and was reported to have autonomic nerve system (ANS) dysfunction. Variance delay fuzzy approximate entropy (VD_fApEn) was proposed as a nonlinear index to study the fluctuation change of ANS in OSA patients. Sixty electrocardiogram (ECG) recordings of the PhysioNet database (20 normal, 14 mild-moderate OSA, and 26 severe OSA) were intercepted for 6 h and divided into 5-min segments. HRV analysis were adopted in traditional frequency domain, and nonlinear HRV indices were also calculated. Among these indices, VD_fApEn could significantly differentiate among the three groups ( < 0.05) compared with the ratio of low frequency power and high frequency power (LF/HF ratio) and fuzzy approximate entropy (fApEn). Moreover, the VD_fApEn (90%) reached a higher OSA screening accuracy compared with LF/HF ratio (80%) and fApEn (78.3%). Therefore, VD_fApEn provides a potential clinical method for ANS fluctuation analysis in OSA patients and OSA severity analysis.

摘要

阻塞性睡眠呼吸暂停(OSA)是一种发生于睡眠中的致命性呼吸系统疾病。OSA可导致心率变异性(HRV)下降,且据报道存在自主神经系统(ANS)功能障碍。方差延迟模糊近似熵(VD_fApEn)被提出作为一种非线性指标,用于研究OSA患者ANS的波动变化。截取了PhysioNet数据库中的60份心电图(ECG)记录(20份正常、14份轻中度OSA和26份重度OSA),时长为6小时,并分成5分钟的片段。采用传统频域分析法进行HRV分析,同时计算非线性HRV指标。在这些指标中,与低频功率与高频功率之比(LF/HF比值)和模糊近似熵(fApEn)相比,VD_fApEn能够显著区分这三组(<0.05)。此外,与LF/HF比值(80%)和fApEn(78.3%)相比,VD_fApEn(90%)达到了更高的OSA筛查准确率。因此,VD_fApEn为OSA患者的ANS波动分析和OSA严重程度分析提供了一种潜在的临床方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fd91/7597154/8be970f4ecdf/entropy-22-00915-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fd91/7597154/80efa30105b0/entropy-22-00915-g001.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fd91/7597154/131afe7b791c/entropy-22-00915-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fd91/7597154/a571cf8fbf8c/entropy-22-00915-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fd91/7597154/0c9bc3df1469/entropy-22-00915-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fd91/7597154/8be970f4ecdf/entropy-22-00915-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fd91/7597154/80efa30105b0/entropy-22-00915-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fd91/7597154/fc48df712116/entropy-22-00915-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fd91/7597154/131afe7b791c/entropy-22-00915-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fd91/7597154/a571cf8fbf8c/entropy-22-00915-g004.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fd91/7597154/8be970f4ecdf/entropy-22-00915-g006.jpg

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Similarity Changes Analysis for Heart Rate Fluctuation Regularity as a New Screening Method for Congestive Heart Failure.
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Entropy (Basel). 2021 Dec 11;23(12):1669. doi: 10.3390/e23121669.
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Short-Term HRV Analysis Using Nonparametric Sample Entropy for Obstructive Sleep Apnea.使用非参数样本熵对阻塞性睡眠呼吸暂停进行短期心率变异性分析。
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