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Published on: July 23, 2020
Age-Dependent Entropic Features During Propofol Anesthesia in Developing Brain
Yue Zhang1, Zhen-Hu Liang2,3, Xin Wang2
1From the Department of Anesthesiology, Peking University First Hospital, Beijing, China.
Insights
Permutation entropy (PeEn) effectively monitors anesthetic depth in children, distinguishing unresponsiveness from recovery. Brain complexity, measured by PeEn and Sample Entropy (SampEn), decreases with age during propofol anesthesia.
Area of Science:
- Anesthesiology
- Neuroscience
- Biomedical Engineering
Background:
- Accurate monitoring of anesthetic depth in pediatric patients is critical.
- Existing devices often fail to account for age-related brain changes, leading to inaccurate depth assessments in children.
- Entropy analysis shows promise for monitoring consciousness during anesthesia, but its use in children requires further investigation.
Purpose of the Study:
- To evaluate the effectiveness of entropic measures, specifically permutation entropy (PeEn) and Sample Entropy (SampEn), for monitoring propofol-induced anesthesia depth in children.
- To investigate the age-related dynamics of these entropic features during anesthesia.
- To compare the performance of entropic measures with the Bispectral Index (BIS) in pediatric anesthesia.
Main Methods:
- Prospective study of frontal electroencephalogram (EEG) recordings from 77 children (1-18 years) undergoing propofol anesthesia.
- Calculation of spectral power, PeEn, SampEn, beta ratio, and BIS during wakefulness, maintenance, and recovery phases.
- Assessment of the accuracy of EEG measures in distinguishing between unresponsive states and clinical recovery, and analysis of age-related changes in entropic features.
Main Results:
- Propofol anesthesia significantly decreased frontal PeEn and increased SampEn, with PeEn returning to baseline upon recovery, unlike BIS.
- PeEn demonstrated high accuracy (96.6%) in distinguishing unresponsiveness from recovery, outperforming BIS in toddlers (94.7% vs 88.9%).
- Frontal PeEn and SampEn decreased with age during propofol maintenance, indicating reduced neural circuit connectivity, with adolescents showing significantly lower values.
Conclusions:
- Frontal PeEn is a reliable indicator for differentiating propofol-induced unresponsiveness from recovery in pediatric patients.
- The observed decrease in frontal complexity (PeEn and SampEn) with age suggests neurophysiological maturation of the frontal cortex, particularly during adolescence.
- Entropic measures offer a valuable, age-aware approach to monitoring anesthetic depth in children.
Background:
Precise monitoring of anesthetic depth in children receiving propofol anesthesia is crucial. Commercial depth of anesthesia monitoring devices do not account for age-related changes in brain states and provide misleading information regarding the actual depth in young children. Entropy analysis, a typical complexity methodology, has been demonstrated to be a simple and robust tool for monitoring consciousness levels during anesthesia in adults. The validity of entropic measures for depth of anesthesia monitoring in children receiving general anesthesia remains largely unexplored. The age-related entropic feature dynamics during propofol anesthesia are still not clear.
Methods:
We prospectively studied frontal electroencephalogram (EEG) recordings from subjects aged 1 to 18 years receiving propofol anesthesia. We calculated spectral power, permutation entropy (PeEn), sample entropy (SampEn), beta ratio, and bispectral index (BIS) from EEG segments obtained during wakefulness, maintenance, and recovery. PeEn quantifies the randomness of a time series and SampEn quantifies its unpredictability. Both measures convey complexity information on local connectivity within neural circuits for an EEG signal. The accuracy of these EEG measures to distinguish between propofol-induced unresponsiveness and clinical recovery was assessed. The changes in entropic feature dynamics with age during propofol anesthesia were investigated.
Results:
Seventy-seven subjects were included for analysis. Propofol induced a significant decrease in frontal PeEn (from a median [interquartile range] of 0.75 [0.71-0.78] during wakefulness to 0.61 [0.57-0.63] during maintenance, P < .001), which returned to wakefulness levels during recovery (0.75 [0.71-0.79]), contrasting with BIS, which remained lower. A significant increase in SampEn was noted from wakefulness to maintenance (0.04 [0.04-0.06] vs 0.25 [0.20-0.28], P < .001). PeEn provided excellent performance for distinguishing between unresponsiveness and clinical recovery at an optimal classification threshold of 0.67 with the accuracy of 96.6%. The distinguishing capability of PeEn appeared superior in toddlers compared to BIS (accuracy: 94.7% vs 88.9%). SampEn also exhibited good distinguishing accuracy of 81.1% at an optimal threshold of 0.18. Frontal PeEn and SampEn, indicating information amount of intracortical neural circuits connectivity, decreased with age during propofol maintenance ( P = .017 and .026, respectively). The adolescents exhibited significantly lower frontal power, PeEn, and SampEn values during propofol administration.
Conclusions:
The frontal PeEn served as an excellent indicator for distinguishing propofol-induced unresponsiveness from recovery in children. Frontal complexity, represented by PeEn and SampEn, decreased with age during propofol maintenance, which was hypothesized to reflect sequential neurophysiological development in frontal cortex, particularly its maturation during adolescence.
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