Related Experiment Video
Updated: Feb 6, 2026

Assessment of Morphine-induced Hyperalgesia and Analgesic Tolerance in Mice Using Thermal and Mechanical Nociceptive Modalities
Published on: July 29, 2014
Exploring Nociceptive-Analgesic Balance and EEG Modulation Patterns During General Anesthesia Using Holo-Hilbert
Chun-Ning Ho1,2,3, Norden E Huang1, Jen-Yin Chen2,3
1Institute of Brain Science, National Yang Ming Chiao Tung University, Taipei, Taiwan, nctu.edu.tw.
Background:
Intraoperative EEG provides a noninvasive window into cortical dynamics under anesthesia, but conventional spectral analysis cannot capture nonstationary modulation patterns linked to nociceptive processing. This study applied Holo-Hilbert spectral analysis (HHSA) to characterize cross-frequency modulation patterns in relation to the Surgical Pleth Index (SPI) during general anesthesia.
Methods:
Frontal EEG from 134 female patients undergoing gynecologic surgery was analyzed. Ten-minute segments were first examined to define canonical modulation structures, followed by one-minute epochs synchronized with SPI values to assess dynamic changes. HHSA decomposed each epoch into amplitude modulation patterns across carrier frequencies (1/64-64 Hz). Group comparisons between pain and no-pain epochs were performed using t-tests with Bonferroni correction. A linear mixed-effects model evaluated the effects of SPI, minimum alveolar concentration (MAC), heart rate (HR), and mean arterial pressure (NIBP-m) on alpha-band modulation (8-16-Hz carrier modulated by 3-8-Hz amplitude).
Results:
HHSA revealed two dominant cross-frequency interactions within the alpha-carrier band (8-16 Hz): one modulated by 3-6-Hz (high-delta to theta) and another by 1-2-Hz (low-delta) oscillations, indicating layered modulation under anesthesia. During nociceptive states (SPI > 60), modulation power increased in the alpha and high-delta bands, while theta and low-delta modulation weakened. Alpha-band modulation power rose with SPI and declined with MAC.
Conclusions:
HHSA revealed distinct cross-frequency modulation patterns reflecting the cortical balance between nociception and analgesia. Alpha-band modulation serves as a physiologically grounded EEG marker for individualized nociception monitoring under general anesthesia.
Related Concept Videos
Nociception
Balancing Redox Equations
General Anesthesia: Overview
General anesthesia induces unconsciousness in the whole body, while the others target specific areas or sensations. It is administered to minimize adverse effects, maintain...
Stages of General Anesthesia
Opioid Analgesics: Morphine and Other Natural Cogeners
Opioid Analgesics: Synthetic and Semisynthetic Opioids

