DocumentCode :
3251068
Title :
Instantaneous frequency analysis shows greater sensitivity to parasympathetic components of heart rate than spectral analysis
Author :
Griffel, Benjamin ; Calvano, Steve E. ; Coyle, Susette M. ; Macor, Marie A. ; Jan, Badar U. ; Reddell, Michael ; Semmlow, John L. ; Corbett, Siobhan ; Lowry, Stephen F.
Author_Institution :
Dept. of Mol. Biol. & Biochem., State Univ. of New Jersey, Piscataway, NJ, USA
fYear :
2013
fDate :
7-7 Dec. 2013
Firstpage :
1
Lastpage :
5
Abstract :
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.
Keywords :
Hilbert transforms; cardiovascular system; electrocardiography; medical disorders; medical signal detection; spectral analysis; HHT; HRV; Hilbert-Huang transform; IF; autonomic signaling; bacterial endotoxin; beat-to-beat heart rate intervals; heart rate variability; hospital deaths; immune/inflammatory response detection; infection; initial immune response detection; instantaneous frequency analysis; nonlinear nonstationary signals; pNN50; parasympathetic components; parasympathetic signaling; placebo; septic shock; spectral analysis; Accuracy; Frequency measurement; Heart rate variability; Sensitivity; Spectral analysis; Temperature measurement; Transforms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing in Medicine and Biology Symposium (SPMB), 2013 IEEE
Conference_Location :
Brooklyn, NY
Type :
conf
DOI :
10.1109/SPMB.2013.6736766
Filename :
6736766
Link To Document :
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