Identifying an optimal epoch length for spectral analysis of heart rate of critically-ill infants. (October 2019)
- Record Type:
- Journal Article
- Title:
- Identifying an optimal epoch length for spectral analysis of heart rate of critically-ill infants. (October 2019)
- Main Title:
- Identifying an optimal epoch length for spectral analysis of heart rate of critically-ill infants
- Authors:
- Govindan, R.B.
Massaro, An
Vezina, Gilbert
Chang, Taeun
du Plessis, Adre - Abstract:
- Abstract: Background and objective: To identify the optimal epoch length for power spectral analysis of cardiac beat-to-beat intervals (BBi) in critically ill newborns. Materials and method: BBi of 49 term newborns undergoing therapeutic hypothermia for hypoxic-ischemic encephalopathy with well-defined outcomes (good outcome (n = 28): no or mild brain injury and adverse outcome (n = 21): moderate or severe brain injury or death) served as test population. A power spectrum of BBi was calculated with an autoregressive model in three different epoch lengths: 2 min, 5 min, and 10 min. Spectral power was quantified in three different frequency bands: very low-frequency (0.016–0.04 Hz), low-frequency (0.05–0.25 Hz), and high-frequency (0.3–1 Hz). In each frequency band, the absolute power and the normalized power were calculated. Furthermore, standard deviation (SDNN) of BBi was calculated. These metrics were compared between the outcome groups with a receiver operator characteristic (ROC) analysis in 3-h windows. The ROC curve area >0.7 was regarded as a significant separation. Results: The absolute spectral powers in all three epoch lengths in all three frequency bands and SDNN distinguished the two outcome groups consistently for most time points. The spectral metrics calculated with a 2-min epoch length performed as well as the five- and 10-min epoch lengths (paired t − t e s t P < 0.05). Conclusion: Spectral analysis of BBi in 2-min epoch shows a similar discriminatory powerAbstract: Background and objective: To identify the optimal epoch length for power spectral analysis of cardiac beat-to-beat intervals (BBi) in critically ill newborns. Materials and method: BBi of 49 term newborns undergoing therapeutic hypothermia for hypoxic-ischemic encephalopathy with well-defined outcomes (good outcome (n = 28): no or mild brain injury and adverse outcome (n = 21): moderate or severe brain injury or death) served as test population. A power spectrum of BBi was calculated with an autoregressive model in three different epoch lengths: 2 min, 5 min, and 10 min. Spectral power was quantified in three different frequency bands: very low-frequency (0.016–0.04 Hz), low-frequency (0.05–0.25 Hz), and high-frequency (0.3–1 Hz). In each frequency band, the absolute power and the normalized power were calculated. Furthermore, standard deviation (SDNN) of BBi was calculated. These metrics were compared between the outcome groups with a receiver operator characteristic (ROC) analysis in 3-h windows. The ROC curve area >0.7 was regarded as a significant separation. Results: The absolute spectral powers in all three epoch lengths in all three frequency bands and SDNN distinguished the two outcome groups consistently for most time points. The spectral metrics calculated with a 2-min epoch length performed as well as the five- and 10-min epoch lengths (paired t − t e s t P < 0.05). Conclusion: Spectral analysis of BBi in 2-min epoch shows a similar discriminatory power as longer epoch lengths. A shorter epoch also has clinical advantages for translation into a continuous real-time bedside monitor of heart rate variability in the intensive care unit. Highlights: AR model allows characterization of spectral power of heart rate in short durations. An application is discussed for critically-ill infants with well-defined outcome groups. Spectral power of 2-min of heart rate distinguished the two outcome groups reliably. … (more)
- Is Part Of:
- Computers in biology and medicine. Volume 113(2019)
- Journal:
- Computers in biology and medicine
- Issue:
- Volume 113(2019)
- Issue Display:
- Volume 113, Issue 2019 (2019)
- Year:
- 2019
- Volume:
- 113
- Issue:
- 2019
- Issue Sort Value:
- 2019-0113-2019-0000
- Page Start:
- Page End:
- Publication Date:
- 2019-10
- Subjects:
- Spectral analysis -- Newborn cardiac beat-to-beat intervals -- Autoregressive model -- Hypoxic-ischemic encephalopathy
Medicine -- Data processing -- Periodicals
Biology -- Data processing -- Periodicals
610.285 - Journal URLs:
- http://www.sciencedirect.com/science/journal/00104825/ ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.compbiomed.2019.103391 ↗
- Languages:
- English
- ISSNs:
- 0010-4825
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3394.880000
British Library DSC - BLDSS-3PM
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