AI Article Synopsis

  • The study investigates the use of nonlinear and high order spectrum analysis of ictal EEG during electroconvulsive therapy (ECT) to predict clinical outcomes in schizophrenia patients, addressing limitations in previous research.
  • Conducted on 26 patients, EEG signals were analyzed using various technical measures, with a focus on bispectrum entropy, which emerged as a significant predictor of clinical improvement after two weeks.
  • The results indicate that higher bispectrum entropy correlates with better outcomes, while other nonlinear measures like approximate entropy and correlation dimension did not show predictive value.

Article Abstract

Introduction: Analysis of ictal electroencephalogram (EEG) during electroconvulsive therapy (ECT) early in the course provides information to predict clinical outcome. Previous studies used visual, power spectral and non linear methods to analyze EEG. EEG signals are non stationary, non linear, non Gaussian and chaotic in nature. Such signals can be better characterized by non linear and higher order spectrum analysis. However there is scarcity of data assessing such measurers in predicting clinical outcome. We conducted nonlinear and high order spectrum analyses of ictal EEG recorded during ECT and correlated the measures with clinical outcome.

Methods: Schizophrenia patients receiving ECT were assessed using the brief psychiatric rating scale (BPRS) before and 2 weeks after the start of ECT. EEG was recorded during seizure from left frontal-pole (FP1) channel. In 26 patients, completely artifact-free EEG was available. Approximate entropy (ApEn), Sample entropy (SamEn), Hurst exponent (H), Bispectrum entropy (HOS. En), correlation dimension (CD) and Largest Lyapunov exponent (LLE) were computed for EEG from the earliest ECT session (2nd or 3rd).

Results: HOS. En emerged as a significant measure which predicted outcome at two weeks (HOS En1: r = - 0.434; p = 0.027 & En2: r = -0.414; 0.036) other measures, viz., ApEn (r = -0.001; p = 0.995), SampEn (r = - 0.152; p = 0.458), H (r = 0.123; p = 0.549), CD (r = 0.119; p = 0.563) and LLE (r = -0.293; p = 0.146) did not predict the outcome.

Conclusion: In patients with schizophrenia receiving ECT higher bispectrum entropy of ictal EEG early in the ECT course predicts better clinical outcome at the end of two weeks. None of the other non linear measures evaluated in the study predicted clinical outcome.

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