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

机译:瞬时频率分析表明,对心率的矛盾组分比光谱分析更大的敏感性

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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:感染性休克是在美国医院死亡的首要原因。系统能够检测初始免疫反应,感染可能允许感染性休克发生之前,这将挽救许多生命。在这里,我们证明了使用的希尔伯特 - 黄转换(HHT)作为检测免疫/炎性反应的方法节拍到搏动心脏速率间隔的分析。的HHT是理想的非线性非平稳信号。这是通过在心脏心率变异检测的差异(HRV),植物神经信令到心脏的一个标记。经由HHT计算瞬时频率(IF)以频谱分析和PNN50进行比较,我们的数据集是来自施用细菌内毒素范围从0.1-2.0纳克/千克剂量测量受试者搏动到节拍间隔。测量与安慰剂进行比较。虽然所有的测量准确区分2.0纳克/千克剂量组和安慰剂组中,IF显示出在较低的剂量改进歧视。第一种模式被认为是歧视最显著,虽然每个模式可以有至少77%的准确度进行分类科目,这表明信息包含在拍心跳的间隔内的许多尺度。中频似乎有反映在搏动到拍子间隔的副交感神经信号优越的灵敏度。

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