Skip to main content
Journal cover image

Relative entropy is an easy-to-use invasive electroencephalographic biomarker of the epileptogenic zone.

Publication ,  Journal Article
Travnicek, V; Klimes, P; Cimbalnik, J; Halamek, J; Jurak, P; Brinkmann, B; Balzekas, I; Abdallah, C; Dubeau, F; Frauscher, B; Worrell, G; Brazdil, M
Published in: Epilepsia
April 2023

OBJECTIVE: High-frequency oscillations are considered among the most promising interictal biomarkers of the epileptogenic zone in patients suffering from pharmacoresistant focal epilepsy. However, there is no clear definition of pathological high-frequency oscillations, and the existing detectors vary in methodology, performance, and computational costs. This study proposes relative entropy as an easy-to-use novel interictal biomarker of the epileptic tissue. METHODS: We evaluated relative entropy and high-frequency oscillation biomarkers on intracranial electroencephalographic data from 39 patients with seizure-free postoperative outcome (Engel Ia) from three institutions. We tested their capability to localize the epileptogenic zone, defined as resected contacts located in the seizure onset zone. The performance was compared using areas under the receiver operating curves (AUROCs) and precision-recall curves. Then we tested whether a universal threshold can be used to delineate the epileptogenic zone across patients from different institutions. RESULTS: Relative entropy in the ripple band (80-250 Hz) achieved an average AUROC of .85. The normalized high-frequency oscillation rate in the ripple band showed an identical AUROC of .85. In contrast to high-frequency oscillations, relative entropy did not require any patient-level normalization and was easy and fast to calculate due to its clear and straightforward definition. One threshold could be set across different patients and institutions, because relative entropy is independent of signal amplitude and sampling frequency. SIGNIFICANCE: Although both relative entropy and high-frequency oscillations have a similar performance, relative entropy has significant advantages such as straightforward definition, computational speed, and universal interpatient threshold, making it an easy-to-use promising biomarker of the epileptogenic zone.

Duke Scholars

Altmetric Attention Stats
Dimensions Citation Stats

Published In

Epilepsia

DOI

EISSN

1528-1167

Publication Date

April 2023

Volume

64

Issue

4

Start / End Page

962 / 972

Location

United States

Related Subject Headings

  • Neurology & Neurosurgery
  • Humans
  • Epilepsy
  • Entropy
  • Electroencephalography
  • Electrocorticography
  • Biomarkers
  • 3209 Neurosciences
  • 3202 Clinical sciences
  • 1109 Neurosciences
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Travnicek, V., Klimes, P., Cimbalnik, J., Halamek, J., Jurak, P., Brinkmann, B., … Brazdil, M. (2023). Relative entropy is an easy-to-use invasive electroencephalographic biomarker of the epileptogenic zone. Epilepsia, 64(4), 962–972. https://doi.org/10.1111/epi.17539
Travnicek, Vojtech, Petr Klimes, Jan Cimbalnik, Josef Halamek, Pavel Jurak, Benjamin Brinkmann, Irena Balzekas, et al. “Relative entropy is an easy-to-use invasive electroencephalographic biomarker of the epileptogenic zone.Epilepsia 64, no. 4 (April 2023): 962–72. https://doi.org/10.1111/epi.17539.
Travnicek V, Klimes P, Cimbalnik J, Halamek J, Jurak P, Brinkmann B, et al. Relative entropy is an easy-to-use invasive electroencephalographic biomarker of the epileptogenic zone. Epilepsia. 2023 Apr;64(4):962–72.
Travnicek, Vojtech, et al. “Relative entropy is an easy-to-use invasive electroencephalographic biomarker of the epileptogenic zone.Epilepsia, vol. 64, no. 4, Apr. 2023, pp. 962–72. Pubmed, doi:10.1111/epi.17539.
Travnicek V, Klimes P, Cimbalnik J, Halamek J, Jurak P, Brinkmann B, Balzekas I, Abdallah C, Dubeau F, Frauscher B, Worrell G, Brazdil M. Relative entropy is an easy-to-use invasive electroencephalographic biomarker of the epileptogenic zone. Epilepsia. 2023 Apr;64(4):962–972.
Journal cover image

Published In

Epilepsia

DOI

EISSN

1528-1167

Publication Date

April 2023

Volume

64

Issue

4

Start / End Page

962 / 972

Location

United States

Related Subject Headings

  • Neurology & Neurosurgery
  • Humans
  • Epilepsy
  • Entropy
  • Electroencephalography
  • Electrocorticography
  • Biomarkers
  • 3209 Neurosciences
  • 3202 Clinical sciences
  • 1109 Neurosciences