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Instantaneous frequency analysis shows greater sensitivity to parasympathetic components of heart rate than spectral analysis

机译:瞬时频率分析显示出对心率副交感成分的敏感性高于频谱分析

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Septic shock is a leading cause of hospital deaths in the United States. A system to detect initial immune response to an infection could allow for treatment before septic shock occurs, which would save many lives. Here, we demonstrate the analysis of beat-to-beat heart rate intervals using the Hilbert-Huang transform (HHT) as a method of detection of the immune/inflammatory response. The HHT is ideal for nonlinear nonstationary signals. This works by detecting differences in the heart rate variability (HRV), a marker of autonomic signaling to the heart. The instantaneous frequency (IF) as computed via the HHT was compared with spectral analysis and pNN50, Our data set were beat-to-beat intervals measured from subjects administered bacterial endotoxin ranging in dose from 0.1–2.0 ng/kg. Measurements were compared with placebo. While all measurements accurately differentiated the 2.0 ng/kg dosage and placebo groups, the IF showed improved discrimination at lower dosages. The first mode was found to be most significant for discrimination, though each mode could classify subjects with at least 77% accuracy, indicating that information is contained at many scales within the beat-to-beat intervals. The IF appears to have superior sensitivity to parasympathetic signaling reflected in the beat-to-beat interval.
机译:败血性休克是美国医院死亡的主要原因。用于检测对感染的初始免疫反应的系统可以在败血性休克发生之前进行治疗,这可以挽救许多生命。在这里,我们展示了使用希尔伯特-黄(Hilbert-Huang)变换(HHT)作为检测免疫/炎症反应的一种方法来分析心跳之间的心率间隔。 HHT是非线性非平稳信号的理想选择。这通过检测心律变异性(HRV)的差异而起作用,HRV是向心脏发出自主信号的标志。将通过HHT计算的瞬时频率(IF)与频谱分析和pNN50进行了比较。我们的数据集是从服用细菌内毒素的受试者测量的心跳间隔,范围为0.1–2.0 ng / kg。将测量结果与安慰剂进行比较。尽管所有测量均准确区分了2.0 ng / kg剂量组和安慰剂组,但IF在较低剂量下显示出更好的辨别力。尽管每种模式都可以至少77%的准确度对受试者进行分类,但发现第一种模式对辨别力最重要,这表明信息在拍子间隔内以许多尺度包含。 IF似乎对搏动间隔中反映的副交感神经信号具有更高的敏感性。

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