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Comparison of nonparametric and parametric methods for time-frequency heart rate variability analysis in a rodent model of cardiovascular disease

机译:心血管疾病啮齿动物模型中时频心率变异分析的非参数和参数分析的比较

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The aim of time-varying heart rate variability spectral analysis is to detect and quantify changes in the heart rate variability spectrum components during nonstationary events. Of the methods available, the nonparametric short-time Fourier Transform and parametric time-varying autoregressive modeling are the most commonly employed. The current study (1) compares short-time Fourier Transform and autoregressive modeling methods influence on heart rate variability spectral characteristics over time and during an experimental ozone exposure in mature adult spontaneously hypertensive rats, (2) evaluates the agreement between short-time Fourier Transform and autoregressive modeling method results, and (3) describes the advantages and disadvantages of each method. Although similar trends were detected during ozone exposure, statistical comparisons identified significant differences between short-time Fourier Transform and autoregressive modeling analysis results. Significant differences were observed between methods for LF power ( p ≤ 0.014); HF power ( p ≤ 0.011); total power ( p ≤ 0.027); and normalized HF power ( p = 0.05). Furthermore, inconsistencies between exposure-related observations accentuated the lack of agreement between short-time Fourier Transform and autoregressive modeling overall. Thus, the short-time Fourier Transform and autoregressive modeling methods for time-varying heart rate variability analysis could not be considered interchangeable for evaluations with or without interventions that are known to affect cardio-autonomic activity.
机译:时变心率可变性光谱分析的目的是在非间断事件期间检测和量化心率变化谱分量的变化。在可用的方法中,最常用的非参数短时傅里叶变换和参数次变速自回归建模。目前的研究(1)比较了短时间傅里叶变换和自回归模型方法对心率可变性光谱特性的影响随着时间的推移,并且在成熟成人自发性高血压大鼠中的实验臭氧暴露期间,(2)评估短时傅里叶变换之间的协议和自回归建模方法结果,(3)描述了每种方法的优缺点。虽然在臭氧曝光期间检测到类似的趋势,但统计比较确定了短时傅里叶变换与自回归建模分析结果之间的显着差异。在LF功率的方法之间观察到显着差异(P≤0.014); HF功率(P≤0.011);总功率(P≤0.027);并归一化HF功率(P = 0.05)。此外,与曝光相关的观察结果之间的不一致突出了短时间傅立叶变换与整体自回归模型之间缺乏一致性。因此,用于时变心率变化分析的短时傅里叶变换和自回归建模方法不能被认为可以互换,以便有或没有已知影响心动自主活动的干预的评估。

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